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<content:encoded><![CDATA[Both 13-inch and 15-inch MacBook Air laptops are on sale at B&amp;H this week, with new markdowns slashing up to $200 off a variety of configurations and color options.<br><br><div><img src="https://media.appleinsider.com/gallery/68363-144082-m5-macbook-air-up-to-200-off-xl.jpg" alt="Open MacBook Air laptop with abstract blue display on a red and blue gradient background, overlaid large white text reading UP TO $200 OFF"><br><span>Save up to $200 on Apple's latest MacBook Air at B&amp;H - Image credit: Apple</span></div><br>Each of the <strong><a href="https://www.bhphotovideo.com/c/search?q=m5%20macbook%20air&amp;filters=fct_a_filter_by%3A02_REBATE%3AREGULAR&amp;BI=1717&amp;KBID=2301&amp;SID=da-maca-mba-sale-072626&amp;DFF=d50" rel="nofollow" target="_blank">triple-digit MacBook Air discounts</a></strong> highlighted below also includes free 2-day shipping within the contiguous U.S. so you can begin using your new laptop right away.<br><br><a href="https://www.bhphotovideo.com/c/search?q=m5%20macbook%20air&amp;filters=fct_a_filter_by%3A02_REBATE%3AREGULAR&amp;BI=1717&amp;KBID=2301&amp;SID=da-maca-mba-sale-072626&amp;DFF=d50" rel="nofollow" class="deal-highlight">Save up to $200 on M5 MacBook Airs</a><br><br><br> <a href="https://appleinsider.com/articles/26/07/26/bh-launches-steeper-m5-macbook-air-discounts-saving-you-up-to-200?utm_source=rss">Continue Reading on AppleInsider</a> | <a href="https://forums.appleinsider.com/discussion/245062?urm_source=rss">Discuss on our Forums</a>]]></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>
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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[Your instant Android backup upgrade]]></title>
<description><![CDATA[Here in this high-tech era of 2026, keeping important info backed up and synced should be effortless and something that just happens on its own, automatically, without any actual thought or ongoing human effort.



In many areas of our digital life, that mercifully does Just Work™ in exactly that...]]></description>
<link>https://tsecurity.de/de/3694774/ai-nachrichten/your-instant-android-backup-upgrade/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694774/ai-nachrichten/your-instant-android-backup-upgrade/</guid>
<pubDate>Sat, 25 Jul 2026 19:50:10 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">Here in this high-tech era of 2026, keeping important info backed up and synced <em>should </em>be effortless and something that just happens on its own, automatically, without any actual thought or ongoing human effort.</p>



<p class="wp-block-paragraph">In many areas of our digital life, that mercifully does Just Work™ in exactly that way. Fire up an email in most modern mail services, and you can stop at any point and find your in-progress draft in that same app on any other device. The same applies to any file you’re finessing within Google Drive or other cloud storage services or document you’re dawdling over in Docs.</p>



<p class="wp-block-paragraph">One area where seamless syncing somehow still <em>doesn’t</em> occur, though, is in the domain of <em>downloaded </em>documents on Android. If someone sends you a PDF or a Word file and you save it to your phone, that file exists in an archaic-seeming silo — only locally, on <em>that</em> one gadget. And that, of course, means (a) you can’t access it from any other device, and (b) if you misplace your phone or move into a new one at some point along the way, the file will be left behind in time and entirely unavailable.</p>



<p class="wp-block-paragraph">Well, take a moment to join me in celebration: Amidst all the <a href="https://www.computerworld.com/article/4136922/google-gemini-3-years.html">Gemini gobbledegook</a> that <a href="https://www.computerworld.com/article/2117752/google-gemini-ai.html">no one asked for</a> (and that often falls somewhere between <a href="https://www.computerworld.com/article/4182583/ai-creepy-era.html">“pointless”</a> and <a href="https://www.computerworld.com/article/3990497/google-gemini-deceit.html">“actively counterproductive”</a>), Google’s giving us a major upgrade to Android’s backup capabilities right now. It’s a simple-seeming switch buried in your system settings, and it’s up to <em>you</em> to find and activate it.</p>



<p class="wp-block-paragraph">Once you do, though, those once-orphaned documents on your Android device’s local storage will be perpetually synced and protected, automatically, without any ongoing thought or effort.</p>



<p class="wp-block-paragraph">All <em>you’ve </em>gotta do is find and flip that one new switch.</p>



<p class="wp-block-paragraph"><strong>[Don’t let yourself miss an ounce of Android Intelligence. </strong><a href="https://www.theintelligence.com/android-cw/" target="_blank" rel="noreferrer noopener"><strong>Join my free weekly Android Intelligence newsletter</strong></a><strong> and get one new thing to try in your inbox every Friday!]</strong></p>



<h2 class="wp-block-heading"><strong>The Android backup lowdown</strong></h2>



<p class="wp-block-paragraph">So, for a quick bit of pertinent context on this: Android’s backup systems have actually come a really long way over the years.</p>



<p class="wp-block-paragraph">‘Twas a time, y’see, when little to nothing about you would sync and carry over automatically from one Android device to another. Years ago — back in the ancient-seeming prehistoric era of the early 2010s — Android enthusiasts in the know would rely on community-created third-party apps for everything from remembering and resyncing downloaded apps to restoring data from within those apps and onward. And reconfiguring your system preferences would be a whole time-consuming song and dance every single time you reset a device or moved into a new one, as little to nothing would automatically carry over.</p>



<p class="wp-block-paragraph">Most of that stuff is now effortless and automatic. And, thanks to apps like Google Messages, Calendar, Drive, and Docs, many <em>other </em>areas of important data are also synced on their own at the app level — outside of any system mechanisms.</p>



<p class="wp-block-paragraph">Locally stored files, however, have remained an awkward omission. To this day, anything you download on any Android device exists only on <em>that</em> <em>one device </em>and isn’t synced or backed up anywhere. The only way that happens is — in a blast-from-the-past twist — if <em>you </em>go out of your way to <a href="https://www.computerworld.com/article/1711741/how-to-back-up-android-phones-complete-guide.html#:~:text=a%20new%20one.-,Files,-The%20easiest%20way">find and set up a third-party app to handle the heavy lifting</a>.</p>



<p class="wp-block-paragraph">That brings us to today. Right now, as we speak, Google’s in the midst of sending out a quiet under-the-hood update that (brace yourself…) adds in the option to automatically sync and back up any documents on your device as a native part of Android’s backup setup.</p>



<p class="wp-block-paragraph">See?</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/android-backup-documents.jpg?quality=50&amp;strip=all&amp;w=1024" alt="Android backup documents" class="wp-image-4198961" width="1024" height="546" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption">The easily overlooked new option for backing up documents on Android.</figcaption></figure><p class="imageCredit">JR Raphael, Foundry</p></div>



<p class="wp-block-paragraph">The option is on its way to all devices running 2018’s <a href="https://www.computerworld.com/article/1698598/android-9-pie.html">Android 9 release</a> and higher. (If you’re still using a phone with an <a href="https://www.computerworld.com/article/1714347/android-versions-a-living-history-from-1-0-to-today.html">Android version</a> older than that, you’re now a whopping <em>eight years </em>out of date, and you have <a href="https://www.computerworld.com/article/1718016/android-upgrades-matter.html"><em>much</em> bigger problems</a>.)</p>



<p class="wp-block-paragraph">Once the added option is present and available for you, you’re literally lookin’ at 10 seconds to find and activate it.</p>



<p class="wp-block-paragraph">Lemme show ya how.</p>



<h2 class="wp-block-heading"><strong>Android’s document backup addition</strong></h2>



<p class="wp-block-paragraph">I promise: This couldn’t be much simpler.</p>



<p class="wp-block-paragraph">No matter what kind of Android device is in front of you, just head into your system settings and open the section called “Accounts and backup,” “Back up or copy data,” or something along those same lines. (The exact wording can vary based on who made your device and when it was released or last updated.)</p>



<p class="wp-block-paragraph">Either tap the line labeled “Google Backup” or look for an option to “Back up data” via Google Drive. You should then either see a series of options for different areas of available backup right then and there — or, depending on your device, you might have to tap a line labeled “Other device data” (or something similar) to find the full list of possibilities.</p>



<p class="wp-block-paragraph">However you get there, once you’re lookin’ at that list, you’ll see a newly added line for “Documents” if this latest under-the-hood update has reached you.</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/android-backup-options.jpg?quality=50&amp;strip=all&amp;w=1024" alt="Android backup options" class="wp-image-4198962" width="1024" height="742" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption">Android’s expanded list of backup options — now including documents alongside other forms of on-device data.</figcaption></figure><p class="imageCredit">JR Raphael, Foundry</p></div>



<p class="wp-block-paragraph">And from there, all that’s left is to tap it and enable the switch to include that in your automated backups from that moment forward.</p>



<p class="wp-block-paragraph">If you aren’t seeing the option yet, don’t panic. Google always sends these under-the-hood updates out bit by bit over time, so the change probably just hasn’t reached your device quite yet. As long as you’re running Android 9 or higher, it’ll get there. Set yourself a reminder to check back once a week or so. Odds are, you’ll see it pretty soon.</p>



<p class="wp-block-paragraph">Notably, all documents synced in this way are always encrypted for security, and they’re kept in your personal (or, depending on the nature of your account, perhaps company-connected) Google Drive storage. That <em>does</em> mean they’ll count against your overall Google storage total, so keep an eye on your <a href="https://drive.google.com/drive/u/0/quota" target="_blank" rel="noreferrer noopener">Drive storage total</a> to make sure you’re in solid shape and look to the <a href="https://one.google.com/storage/management?from=1&amp;g1_landing_page=1" target="_blank" rel="noreferrer noopener">Google One storage hub</a> if you ever want some simple suggestions for freeing up space.</p>



<p class="wp-block-paragraph">Speaking of other Google services: If you ever want to keep <em>other</em> types of locally stored <em>non</em>-document files from an Android device synced and available elsewhere, you can easily rely on <a href="https://www.computerworld.com/article/1711741/how-to-back-up-android-phones-complete-guide.html#:~:text=in-app%20upgrade.-,Photos%20and%20music,-OK%2C%20so%20they">Google Photos for syncing screenshots and other images</a> — after enabling sync in general, be sure to look in the app’s “Collections” areas to find the “On this device” folder and then flip the toggle to “Backup all device folders” (or get more nuanced and open specific <em>individual </em>on-device folders if you want to sync some but not all of those areas) — and you can still turn to <a href="https://www.computerworld.com/article/1711741/how-to-back-up-android-phones-complete-guide.html#:~:text=a%20new%20one.-,Files,-The%20easiest%20way">those aforementioned third-party apps</a> for broader syncing of anything else imaginable.</p>



<p class="wp-block-paragraph">But with documents now being handled automatically and natively, that’s one big worry now out of your hair. Just note that the onus will fall on <em>you </em>to find and flip the switch and actively opt in to the feature on each and every Android device you’re using.</p>



<p class="wp-block-paragraph">Take 10 seconds to do that, though, and you’ll have one less void in your Android data arena. And you don’t need Gemini to tell you that <em>that </em>can only be a good thing.</p>



<p class="wp-block-paragraph"><em>Get practical Android knowledge in your inbox every Friday with </em><a href="https://www.theintelligence.com/android-cw/" target="_blank" rel="noreferrer noopener"><strong><em>my free Android Intelligence newsletter</em></strong></a><strong><em> </em></strong><em>— one new thing to try each week, straight from me to you.</em></p>
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<title><![CDATA[Tech layoffs: A 2026 timeline]]></title>
<description><![CDATA[Among a range of factors leading to a wave of tech sector layoffs in 2026 is the rapid rise of artificial intelligence and automation. Companies are reconfiguring their workforces to leverage AI for increased efficiency and reduced operating costs. This realignment and reduction is implemented ev...]]></description>
<link>https://tsecurity.de/de/3694770/ai-nachrichten/tech-layoffs-a-2026-timeline/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694770/ai-nachrichten/tech-layoffs-a-2026-timeline/</guid>
<pubDate>Sat, 25 Jul 2026 19:50:08 +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">Among a range of factors leading to a wave of tech sector layoffs in 2026 is the rapid rise of artificial intelligence and automation. Companies are reconfiguring their workforces to leverage AI for increased efficiency and reduced operating costs. This realignment and reduction is implemented even by companies reporting strong financial performance.</p>



<p class="wp-block-paragraph">But it’s not just AI leading to workforce cuts. Complementing this technological shift are ongoing economic uncertainty, inflation, and higher interest rates, compounded by a chip shortage and rising energy costs. This mix is driving companies to cut costs and streamline operations for increased efficiency.</p>



<p class="wp-block-paragraph">According to data compiled by <a href="https://layoffs.fyi/" target="_blank" rel="noreferrer noopener">Layoffs.fyi</a>, an online tracker that keep tabs on job losses in the technology sector, 123,941 tech employees were laid off at 269 companies in 2025. The site also reports that 71,981 government employees were laid off by DOGE alone, with 182,528 total federal workers laid off.</p>



<p class="wp-block-paragraph">Here is a list — to be updated regularly — of some of the most prominent technology layoffs the industry has experienced recently.</p>



<h2 class="wp-block-heading">Notable tech layoffs in 2026</h2>



<ul class="wp-block-list">
<li>Monday.com</li>



<li>Microsoft</li>



<li>Meta</li>



<li>Cisco</li>



<li>Cloudflare</li>



<li>Oracle</li>



<li>Atlassian </li>



<li>Salesforce</li>



<li>Amazon</li>



<li>Ericsson</li>
</ul>



<h3 class="wp-block-heading">July 22, 2026: Monday.com cuts 20% of its workforce to restructure for the AI era</h3>



<p class="wp-block-paragraph">The company says the decision to <a href="https://www.computerworld.com/article/4200349/monday-com-cuts-20-of-its-workforce-to-restructure-for-the-ai-era-2.html">cut 620 jobs</a> isn’t about margins, but about creating a flatter organization built around AI agents, autonomous teams, and deeper customer engagement.</p>



<h3 class="wp-block-heading">July 6, 2026: Microsoft cuts 4,800 jobs, primarily in sales and Xbox teams</h3>



<p class="wp-block-paragraph">As the company <a href="https://www.computerworld.com/article/4193532/microsoft-bets-that-enterprise-ai-needs-engineers-not-bigger-sales-teams-2.html" target="_blank">trims thousands of jobs</a>, it’s also investing in embedded engineering teams and AI infrastructure. The layoffs come several weeks after the company offered 8,750 US employees <a href="https://www.computerworld.com/article/4163188/microsoft-to-offer-voluntary-retirement-buyouts-to-about-7-of-the-us-workforce.html">voluntary retirement buyouts</a>.</p>



<h3 class="wp-block-heading">June 5, 2026: Tech industry cut 38,242 jobs in May, worst since 2024</h3>



<p class="wp-block-paragraph">AI was blamed for 40% of <a href="https://www.computerworld.com/article/4181822/tech-industry-cut-38242-jobs-in-may-worst-since-2024.html">the job cuts in May</a>, up from 7% in January, according to research by employment placement company Challenger, Gray &amp; Christmas.</p>



<h3 class="wp-block-heading">May 20, 2026: Meta cuts 8,000 jobs, around 10% of workforce</h3>



<p class="wp-block-paragraph">The cuts are expected to expected to hit Meta’s engineering and product teams the hardest, arriving as Meta pivots toward AI to boost efficiency across its organization, <a href="https://tech.yahoo.com/general/article/meta-starts-cutting-8000-jobs-as-part-of-previously-announced-layoffs-145220586.html" target="_blank" rel="noreferrer noopener">according to Yahoo Tech</a>.</p>



<h3 class="wp-block-heading">May 13, 2026: Cisco to cut nearly 4,000 jobs despite strong growth in AI, enterprise networking</h3>



<p class="wp-block-paragraph">Despite reporting positive financial news — including record third-quarter revenue of $15.8 billion, a 12% year-over-year increase — Cisco said it will <a href="https://www.networkworld.com/article/4171043/cisco-to-cut-nearly-4000-jobs-despite-strong-growth-in-ai-enterprise-networking.html" target="_blank">eliminate almost 4,000 jobs</a>.</p>



<h3 class="wp-block-heading">May 7, 2026: Cloudflare to cut 1,100 jobs in AI-focused restructuring</h3>



<p class="wp-block-paragraph">About <a href="https://finance.yahoo.com/markets/stocks/articles/cloudflare-cut-over-1-100-204726989.html" target="_blank" rel="noreferrer noopener">20% of Cloudflare’s global workforce will be culled</a> as the company pivots for the agentic AI era, Reuters reported.</p>



<h3 class="wp-block-heading">April 1, 2026: Oracle to cut up to 30,000 jobs globally, putting enterprise support and roadmaps at risk</h3>



<p class="wp-block-paragraph"><a href="https://www.cio.com/article/4153113/oracle-cuts-up-to-30000-jobs-globally-putting-enterprise-support-and-roadmaps-at-risk.html">Oracle began laying off employees</a> on March 31 in what could be the largest workforce reduction in the company’s history. Employees received termination emails at 6 a.m. local time with immediate system lockouts and no prior warning. <em>(Note: in June, CNBC put the <a href="https://www.cnbc.com/2026/06/23/oracle-ai-job-cuts-layoffs-21000.html" target="_blank" rel="noreferrer noopener">final layoff tally at 21,000</a>.)</em></p>



<h3 class="wp-block-heading">March 12, 2026: Atlassian cuts 1,600 jobs to fund AI and enterprise expansion</h3>



<p class="wp-block-paragraph"><a href="https://www.computerworld.com/article/4144218/atlassian-cuts-1600-jobs-to-fund-ai-and-enterprise-expansion.html">Atlassian will reduce its global workforce</a> by approximately 10%, eliminating around 1,600 roles, as the collaboration software maker redirects capital toward artificial intelligence development and enterprise sales.</p>



<h3 class="wp-block-heading">March 11, 2026: Tech layoffs surpass 45,000 in early 2026</h3>



<p class="wp-block-paragraph">A recent analysis by RationalFX found 45,363 job cuts globally so far this year—with roughly 68% or more than 30,000 occurring in the U.S. — highlighting ongoing <a href="https://www.networkworld.com/article/4143749/tech-layoffs-surpass-45000-in-early-2026.html" target="_blank">workforce cuts even as many tech companies report strong revenue growth</a>.</p>



<h3 class="wp-block-heading">February 10, 2026: Salesforce lays off staffers as executive leadership churn continues</h3>



<p class="wp-block-paragraph"><a href="https://www.cio.com/article/4130028/salesforce-lays-off-staffers-as-executive-leadership-churn-continues.html" target="_blank">Salesforce has reduced close to 1,000 roles</a> earlier this month across teams, including marketing, product management, data analytics, and its <a href="https://www.cio.com/article/4011936/salesforce-agentforce-3-promises-new-ways-to-monitor-and-manage-ai-agents.html">Agentforce</a> AI unit, <a href="https://www.businessinsider.com/salesforce-cuts-jobs-executive-changes-2026-2">Business Insider</a> reported, quoting employees familiar with the matter.</p>



<h3 class="wp-block-heading">January 23, 2026: Amazon layoffs expected to disproportionately hit AWS and tech talent</h3>



<p class="wp-block-paragraph">As the market slows down, <a href="https://www.computerworld.com/article/4121653/amazon-layoffs-expected-to-disproportionately-hit-aws-and-tech-talent.html">AWS and other Amazon units are preparing for another round of layoffs</a>, which is expected to overwhelmingly impact tech talent. An email from HR leader Beth Galetti on Jan. 28 <a href="https://www.computerworld.com/article/4123477/amazon-confirms-16000-job-cuts-including-to-aws.html">confirmed 16,000 job cuts</a>.</p>



<h3 class="wp-block-heading">January 15, 2026: Ericsson plans to shed 1,600 jobs in Sweden</h3>



<p class="wp-block-paragraph"> Ericsson lans to cut some 1,600 jobs in Sweden, the telecommunications equipment maker said doubling down on recent cost-saving measures that have helped it weather a prolonged downturn in telecoms spending, <a href="https://www.reuters.com/business/world-at-work/ericsson-shed-1600-jobs-sweden-2026-01-15/" target="_blank" rel="noreferrer noopener">Reuters reports</a>.</p>



<h3 class="wp-block-heading">January 13, 2026: Meta plans to cut around 10% of employees in Reality Labs business</h3>



<p class="wp-block-paragraph">Meta plans to cut around 10% of the employees in its Reality Labs division who work on products including the metaverse, according to three people with knowledge of the discussions, <a href="http://meta%20plans%20to%20cut%20around%2010%25%20of%20employees%20in%20reality%20labs%20business/" target="_blank" rel="noreferrer noopener">according to The New York Times</a>.</p>



<h2 class="wp-block-heading">Layoffs in 2025</h2>



<ul class="wp-block-list">
<li>Cisco</li>



<li>Oracle</li>



<li>Windsurf</li>



<li>Intel</li>



<li>Microsoft</li>



<li>Crowdstrike</li>



<li>HPE</li>



<li>Autodesk</li>



<li>HPE</li>



<li>CISA</li>



<li>Workday</li>



<li>Salesforce</li>



<li>Meta</li>
</ul>



<h3 class="wp-block-heading">Global tech-sector layoffs surpass 244,000 in 2025</h3>



<p class="wp-block-paragraph">Economic uncertainty, elevated interest rates, and AI adoption have <a href="https://www.networkworld.com/article/4114572/global-tech-sector-layoffs-surpass-244000-in-2025.html" target="_blank">driven workforce reductions across tech companies worldwide</a>, according to a RationalFX report.</p>



<h3 class="wp-block-heading">October 28, 2025: Amazon to cut 14,000 jobs across company</h3>



<p class="wp-block-paragraph"><a href="https://www.computerworld.com/article/4080142/amazon-to-cut-14000-jobs-across-company.html">Amazon will reduce its overall workforce</a> by 14,000, cutting layers of management across the company and hiring in some areas to support its “biggest bets”.</p>



<h3 class="wp-block-heading">August 18, 2025: Cisco and Oracle to cut hundreds of Bay Area jobs</h3>



<p class="wp-block-paragraph">Tech companies Cisco and Oracle are <a href="https://www.sfchronicle.com/tech/article/cisco-oracle-layoffs-bay-area-20824135.php" target="_blank" rel="noreferrer noopener">cutting hundreds of jobs across the Bay Area</a>. Cisco will eliminate 221 positions at its Milpitas and San Francisco offices, effective Oct. 13. Oracle is reducing 101 positions in Santa Clara on the same date </p>



<h3 class="wp-block-heading">August 5, 2025: 3 weeks after acquiring Windsurf, Cognition offers staff the exit door</h3>



<p class="wp-block-paragraph">Cognition, the AI coding startup that acquired rival company Windsurf three weeks ago, laid off 30 employees last week and is offering buyouts to the roughly 200 remaining employees on the team, <a href="https://www.theinformation.com/articles/cognition-offers-buyouts-newly-acquired-windsurf-staff" target="_blank" rel="noreferrer noopener">reports The Information</a>.</p>



<h3 class="wp-block-heading">July 25, 2025, Intel to lay off 22% of workforce, CEO Tan signals ‘no more blank checks’</h3>



<p class="wp-block-paragraph"><a href="https://www.computerworld.com/article/4028896/intel-to-lay-off-22-of-workforce-as-ceo-tan-signals-no-more-blank-checks.html">Intel will reduce its workforce to 75,000 employees</a> by the end of 2025 as new CEO Lip-Bu Tan implements sweeping changes designed to transform the struggling chipmaker</p>



<h3 class="wp-block-heading">July 8, 2025, Intel layoffs begin: Chipmaker is cutting many thousands of jobs</h3>



<p class="wp-block-paragraph">Intel has begun laying off employees across the company. CEO Lip-Bu Tan told workers back in April to expect <a href="https://www.oregonlive.com/silicon-forest/2025/07/intel-layoffs-begin-chipmaker-is-cutting-many-thousands-of-jobs.html">major layoffs at Intel </a>in the coming months as the chipmaker slashes costs and overhauls its organization after years of technical setbacks and falling sales. </p>



<h3 class="wp-block-heading">July 2, 2025: Microsoft will cut 9,000 workers</h3>



<p class="wp-block-paragraph">Microsoft will lay off about 9,000 employees, a source familiar with the workforce cut <a href="https://www.nbcnews.com/business/business-news/microsoft-laying-9000-employees-latest-cuts-rcna216553">told CNBC</a>.  The cuts will reportedly affect less than 4% of Microsoft’s global workforce and will impact different teams, geographies and levels of experience. This is the latest in a string of cuts the tech giant has made this year.</p>



<h3 class="wp-block-heading">June 17, 2025: Intel looks to factory layoffs to return to profitability</h3>



<p class="wp-block-paragraph"><a href="https://www.networkworld.com/article/4008670/can-intel-cut-its-way-to-profit-with-factory-layoffs.html">Intel will lay off up to 20% of its manufacturing sector employees</a> starting in July,  according to media reports, as the company looks for options as it seeks a return to profitability. The cuts reportedly will be made around the world, but some of the layoffs will be closer to home, according to a report in The Oregonian citing an internal company memo from Intel manufacturing Vice President Naga Chandrasekaran.</p>



<h3 class="wp-block-heading">May 7, 2025: CrowdStrike to lay off 5% of staff</h3>



<p class="wp-block-paragraph"><a href="https://www.reuters.com/sustainability/crowdstrike-lay-off-5-staff-reaffirms-forecasts-2025-05-07/">CrowdStrike announced a plan to cut about 500 roles</a>, roughly 5% of its workforce, to streamline operations and reduce costs. The cybersecurity company will incur about $36 million to $53 million in charges related to the layoffs</p>



<h3 class="wp-block-heading">March 6, 2025: HPE cuts 2,500 jobs, remains committed to Juniper buy</h3>



<p class="wp-block-paragraph">CEO Antonio Neri told Wall Street analysts that <a href="https://www.networkworld.com/article/3840596/hpe-cuts-2500-workers-expects-juniper-buy-to-close-end-of-25-faces-tariff-issues.html">HPE would begin implementing a cost-cutting program involving layoffs </a>of about 2,500 employees over the next 18 months. HPE employs about 61,000 people worldwide.</p>



<h3 class="wp-block-heading">Feb. 27, 2025: Autodesk to lay off 9% of workforce</h3>



<p class="wp-block-paragraph">Software maker Autodesk is laying off 1,350 staff. With the rise of subscription and multi-year contracts billed annually, and self-service enablement, it finds it needs fewer sales staff, <a href="https://adsknews.autodesk.com/en/news/022725-employee-message/">CEO Andrew Anagnost said in a message to employees</a>. And with its cloud, platform, and AI products proving most profitable, it’s concentrating its staff and investments there. </p>



<h3 class="wp-block-heading">Feb. 27, 2025: HP to lay off 2,000 more</h3>



<p class="wp-block-paragraph">As part of an ongoing restructuring, HP plans to lay off up to another 2,000 workers. In recent weeks, the company has tried — unsuccessfully — to do away with telephone support staff by <a href="https://www.pcworld.com/article/2617767/hp-forced-callers-to-wait-15-minutes-before-connecting-to-support-staff.html">forcing callers to wait for at least 15 minutes</a> if they refuse to use self-service support resources online. The company swiftly backtracked, but wider job cuts are still on. </p>



<h3 class="wp-block-heading">Feb. 21, 2025: <a href="https://www.csoonline.com/article/3829710/firing-of-130-cisa-staff-worries-cybersecurity-industry.html">CISA lays off 130</a></h3>



<p class="wp-block-paragraph">Government employees get laid off too: In this case, 130 workers at the US Cybersecurity and Infrastructure Security Agency are being shown the door as a result of a DOGE decision. Cybersecurity experts are concerned that the cuts will harm the international collaborations that CISA has fostered, quite apart from their concerns about the security of the DOGE layoff process itself.</p>



<h3 class="wp-block-heading">Feb. 5, 2025: <a href="https://www.computerworld.com/article/3817887/workday-to-cut-1750-jobs-shift-focus-to-ai-and-global-expansion.html">Workday lays off 1,750</a></h3>



<p class="wp-block-paragraph">As it moves to invest more in AI and international growth, Workday is laying off 8.5% of its workforce and disposing of unused office space. Some analysts fear the cutbacks will affect the company’s customer service — unless AI can pick up the slack.</p>



<h3 class="wp-block-heading">Feb. 4, 2025: Salesforce lays off over 1,000</h3>



<p class="wp-block-paragraph">At the same time as it’s hiring sales staff for its new artificial intelligence products, Salesforce is laying off over 1,000 workers across the company, according to Bloomberg. As of June, 2024, the company had over 72,000 employees, according to its website. Salesforce did not comment on the report. In 2024 the company reportedly laid off around 1,000 staff too, in two waves: January and July.</p>



<h3 class="wp-block-heading">Jan. 14, 2025: Meta will lay off 5% of workforce</h3>



<p class="wp-block-paragraph">Mark Zuckerberg told Meta employees he intended to “move out the low performers faster” in an internal memo reported by Bloomberg. The memo announced that the company will lay off 5% of its staff, or around 3,600 staff, beginning Feb. 10. The company had already reduced its headcount by 5% in 2024 through natural attrition, the memo said. Among those leaving the company will be staff previously responsible for fact checking of posts on its social media platforms in the US, as the company begins relying on its users to police content.</p>



<h2 class="wp-block-heading">Tech layoffs in 2024</h2>



<ul class="wp-block-list">
<li>Equinix</li>



<li>AMD</li>



<li>Freshworks</li>



<li>Cisco</li>



<li>General Motors</li>



<li>Intel</li>



<li>OpenText</li>



<li>Microsoft</li>



<li>AWS</li>



<li>Dell</li>
</ul>



<h3 class="wp-block-heading">Nov. 26, 2024: <a href="https://www.networkworld.com/article/3613399/equinix-to-cut-3-of-staff-amidst-the-greatest-demand-for-data-center-infrastructure-ever.html">Equinix to cut 3% of staff</a></h3>



<p class="wp-block-paragraph">Despite intense demand for its data center capacity, Equinix is planning to lay off 3% of its workforce, or around 400 employees. The announcement followed the appointment of Adaire Fox-Martin to replace Charles Meyers as CEO and the departures of two other senior executives, CIO Milind Wagle and CISO Michael Montoya.</p>



<h3 class="wp-block-heading">Nov. 13, 2024: <a href="https://www.networkworld.com/article/3605016/amd-to-cut-4-of-workforce-to-prioritize-ai-chip-expansion-to-rival-nvidia.html#:~:text=Workforce%20reduction%20comes%20amid%20strong,shift%20in%20focus%20toward%20AI.&amp;text=Advanced%20Micro%20Devices%20(AMD)%20is,Nvidia's%20lead%20in%20the%20sector.">AMD to cut 4% of workforce</a></h3>



<p class="wp-block-paragraph">AMD will lay off around 1,000 employees as it pivots towards developing AI-focused chips, it said. The move came as a surprise to staff, as the company also reported strong quarterly earnings. </p>



<h3 class="wp-block-heading">Nov. 7, 2024: <a href="https://www.cio.com/article/3601088/freshworks-lays-off-660-about-13-percent-of-its-global-workforce-despite-strong-earnings-profits.html">Freshworks lays off 660</a></h3>



<p class="wp-block-paragraph">Enterprise software vendor Freshworks laid off around 660 staff, or around 13% of its headcount, despite reporting increased revenue and profits in its fourth fiscal quarter. The company described the layoffs as a realignment of its global workforce.</p>



<h3 class="wp-block-heading">Sept. 17, 2024: <a href="https://www.networkworld.com/article/3486901/cisco-to-cut-7-of-workforce-restructure-product-groups.html">Cisco lays off 6,000</a></h3>



<p class="wp-block-paragraph">After laying off around 4,200 staff in February, Cisco is at it again, laying off another 6,000 or around 7% of its workforce. Among the divisions affected were its threat intelligence unit, Talos Security. </p>



<h3 class="wp-block-heading">Aug. 20, 2024: <a href="https://www.cio.com/article/3489323/gm-software-layoffs-could-signal-a-shift-in-digital-transformation-strategy.html">General Motors lays off 1,000 software staff</a></h3>



<p class="wp-block-paragraph">More than 1,000 software and services staff are on the way out at General Motors, signalling that it could be rethinking its digital transformation strategy. In an internal memo, the company said that it was moving resources to its highest-priority work and flattening hierarchies.</p>



<h3 class="wp-block-heading">August 1, 2024: <a href="https://www.computerworld.com/article/3480715/intel-fires-15000-employees-as-it-intensifies-focus-on-ai.html">Intel removes 15,000 roles</a></h3>



<p class="wp-block-paragraph">Intel plans to cut its workforce by around 15% to reduce costs after a disastrous second quarter. Revenue for the three months to June 29 stagnated at around $12.8 billion, but net income fell 85% to $83 million, prompting CEO Pat Gelsinger to bring forward a company-wide meeting in order to announce that 15,000 staff would lose their jobs. “This is an incredibly hard day for Intel as we are making some of the most consequential changes in our company’s history,” Gelsinger wrote in an email to staff, continuing: “Our revenues have not grown as expected — and we’ve yet to fully benefit from powerful trends, like AI. Our costs are too high, our margins are too low. We need bolder actions to address both — particularly given our financial results and outlook for the second half of 2024, which is tougher than previously expected.”</p>



<h3 class="wp-block-heading">July 4, 2024: <a href="https://www.computerworld.es/article/2513686/opentext-despedira-a-cerca-de-1-200-empleados.html">OpenText to lay off 1,200</a></h3>



<p class="wp-block-paragraph">OpenText said it will lay off 1,200 staff, or about 1.7% of its workforce, in a bid to save around $100 million annually. It plans to hire new sales and engineering staff in other areas in 2025, it said.</p>



<h3 class="wp-block-heading">June 4, 2024: <a href="https://www.networkworld.com/article/2138075/microsoft-lays-off-staffers-from-its-azure-division.html">Microsoft lays off staff in Azure division</a></h3>



<p class="wp-block-paragraph">Microsoft laid off staff in several teams supporting its cloud services, including Azure for Operations and Mission Engineering. The company didn’t say exactly how many staff were leaving.</p>



<h3 class="wp-block-heading">April 4, 2024: <a href="https://www.cio.com/article/2081437/amazon-downsizes-aws-in-a-fresh-cost-cutting-round.html">Amazon downsizes AWS</a> in a fresh cost-cutting round</h3>



<p class="wp-block-paragraph">Amazon announced hundreds of layoffs in the sales and marketing teams of its AWS cloud services division — and also in the technology development teams for its physical retail stores, as it stepped back from efforts to generalize the “<a href="https://www.cio.com/article/2079910/amazon-drops-just-walk-out-technology-at-its-us-retail-locations.html">Just Walk Out</a>” technology built for its Amazon Fresh grocery stores. </p>



<h3 class="wp-block-heading">April 1, 2024: <a href="https://investors.delltechnologies.com/static-files/d6e82f58-d417-422f-b2f3-4d08d498abd4" target="_blank" rel="noreferrer noopener">Dell acknowledges 13,000 job cuts</a></h3>



<p class="wp-block-paragraph">Dell Technologies’ <a href="https://investors.delltechnologies.com/static-files/d6e82f58-d417-422f-b2f3-4d08d498abd4" target="_blank" rel="noreferrer noopener">latest 10K filing with the US Securities and Exchange Commission</a> disclosed that the company had laid off 13,000 employees over the course of the 2023 fiscal year; it characterized the layoffs and other reorganizational moves as cost-cutting measures. “These actions resulted in a reduction in our overall headcount,” the company said. A comparison to the previous year’s 10K filing, performed by The Register, found that Dell employed 133,000 people at that point, compared to 120,000 as of February 2024. Dell announced layoffs of 6,650 staffers on Feb. 6, but it is unclear whether those cuts were reflected in the numbers from this year’s 10K statement.</p>



<p class="wp-block-paragraph"><em><a href="https://www.computerworld.com/article/3816662/tech-layoffs-in-2024-a-timeline.html">See news of earlier layoffs.</a></em></p>



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




Release date: July 25, 2026



Streaming platform: Netflix



Genre: Action, crime, espionage thriller




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



Spoilers ahead for Agent Kim Reactivated Episode 10



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



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



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



Gang-chan prepares another attack



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



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



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



Does Manager Kim save Min-ji?



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



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



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



Agent Kim Reactivated Episode 10 ends the kidnapping storyline while keeping Kim’s larger battle unfinished. Do you think Kim will uncover the intelligence mole and finally escape with Min-ji? Let us know in the comments.]]></content:encoded>
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<title><![CDATA[The 20 percent rule for solar panels can help you save money in the long run]]></title>
<description><![CDATA[Building your solar panel system with some extra capacity makes managing it a bit easier.]]></description>
<link>https://tsecurity.de/de/3694679/it-nachrichten/the-20-percent-rule-for-solar-panels-can-help-you-save-money-in-the-long-run/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694679/it-nachrichten/the-20-percent-rule-for-solar-panels-can-help-you-save-money-in-the-long-run/</guid>
<pubDate>Sat, 25 Jul 2026 19:37:35 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Building your solar panel system with some extra capacity makes managing it a bit easier.]]></content:encoded>
</item>
<item>
<title><![CDATA[Move fast and save things: A quick guide to recovering a hacked account]]></title>
<description><![CDATA[What you do – and how fast – after an account is compromised often matters more than it may seem]]></description>
<link>https://tsecurity.de/de/3694652/malware-trojaner-viren/move-fast-and-save-things-a-quick-guide-to-recovering-a-hacked-account/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694652/malware-trojaner-viren/move-fast-and-save-things-a-quick-guide-to-recovering-a-hacked-account/</guid>
<pubDate>Sat, 25 Jul 2026 19:04:37 +0200</pubDate>
<category>⚠️ Malware / Trojaner / Viren</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[What you do – and how fast – after an account is compromised often matters more than it may seem]]></content:encoded>
</item>
<item>
<title><![CDATA[4 little-known Google Calendar tricks I use to plan my workweek - and save time]]></title>
<description><![CDATA[If you're only using Google Calendar to track events, you're missing some of its most useful features.]]></description>
<link>https://tsecurity.de/de/3694583/hacking/4-little-known-google-calendar-tricks-i-use-to-plan-my-workweek-and-save-time/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694583/hacking/4-little-known-google-calendar-tricks-i-use-to-plan-my-workweek-and-save-time/</guid>
<pubDate>Sat, 25 Jul 2026 19:03:31 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[If you're only using Google Calendar to track events, you're missing some of its most useful features.]]></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">



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



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      <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">



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      <figcaption class="c-figure__caption"><em><strong>Figure 3: Malicious payload of example email</strong></em></figcaption>
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<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>



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  <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">



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      <figcaption class="c-figure__caption"><em><strong>Figure 4: First illegitimate login HTML element</strong></em></figcaption>
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  <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">



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      <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>
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<p><strong>Moldovan organizations </strong></p>
</div>
<div class="ListContainerWrapper SCXW214395380 BCX8">
<ul type="disc">
<li>Security and Intelligence Service of the Republic of Moldova (SIS RM): <a href="mailto:cybersec@sis.md" target="_blank"><u>cybersec@sis.md</u></a> </li>
</ul>
</div>
<p><strong>Polish organizations </strong></p>
<ul>
<li>Polish Foreign Intelligence Agency (AW): <a href="mailto:ctiteam@aw.gov.pl" target="_blank"><u>ctiteam@aw.gov.pl</u></a></li>
</ul>
</div>
</div>
<h2><strong>Appendix A: MITRE ATT&amp;CK tactics and techniques</strong><a class="ck-anchor"></a></h2>
<p>See <a href="https://www.cisa.gov/#table9"><strong>Table 9</strong></a> through <a href="https://www.cisa.gov/#table19"><strong>Table 19</strong></a> for all the threat actor tactics and techniques referenced in this advisory.<a class="ck-anchor"></a></p>
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<div class="TableContainer Ltr SCXW76044448 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 9: Reconnaissance </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Gather Victim Identity Information: Credentials </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1589/001/" target="_blank"><u>T1589.001</u></a> </p>
</div>
</div>
</td>
<td>
<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>
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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>
<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">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[Why I changed how I pitch AI: It’s no longer about saving money, but managing tokens and adoption]]></title>
<description><![CDATA[I have worked alongside enterprise technology for more than 30 years and watched AI evolve from a lab experiment into the modern boardroom’s core focus. However, the last few years of implementing AI alongside our customers have delivered our most profound reality checks.



The initial hype has ...]]></description>
<link>https://tsecurity.de/de/3694390/it-security-nachrichten/why-i-changed-how-i-pitch-ai-its-no-longer-about-saving-money-but-managing-tokens-and-adoption/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694390/it-security-nachrichten/why-i-changed-how-i-pitch-ai-its-no-longer-about-saving-money-but-managing-tokens-and-adoption/</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">I have worked alongside enterprise technology for more than 30 years and watched AI evolve from a lab experiment into the modern boardroom’s core focus. However, the last few years of implementing AI alongside our customers have delivered our most profound reality checks.</p>



<p class="wp-block-paragraph">The initial hype has faded, leaving CIOs to drive real enterprise value. Based on my experience implementing Google, OpenAI and Anthropic technologies, here are the fundamental, technology-agnostic lessons every leader must anchor their strategy around.</p>



<h2 class="wp-block-heading"><a></a>AI as a leadership multiplier</h2>



<p class="wp-block-paragraph">The most common tactical error we see is treating AI as an isolated technology project. What I have observed among our customers is that true success does not come from organizations that define a standalone “AI strategy,” but rather from those leaders that integrate AI into their business strategy.</p>



<p class="wp-block-paragraph">When our customers isolate AI and define an AI strategy, it inevitably treats it like a “technological toy” to experiment with. This approach yields fragmented, orphaned initiatives that fail to scale because they are fundamentally disconnected from their core corporate objectives. What I learned is that AI is not the ultimate destination; it is a powerful catalyst. We have replaced “What can AI do for our customers?” with a more strategic question, “How does AI accelerate their existing business goals?”</p>



<p class="wp-block-paragraph">Think of AI like electricity. No modern corporation designs a standalone “electricity strategy.” Instead, all companies route it invisibly across the entire organization to illuminate offices, power production lines and drive communication. AI must be woven into the enterprise fabric in the exact same way, acting as an underlying utility that supercharges your existing operational model.</p>



<p class="wp-block-paragraph">Integrating AI into the broader business strategy also dictates how we measure success. It forces a shift away from short-term tech vanity metrics and anchors the technology into a long-term roadmap.</p>



<p class="wp-block-paragraph">When AI remains trapped within the IT department of our customers, we notice that it is relegated to a mere “software experiment.” To become a true competitive advantage, we observed that AI requires intense cross-functional orchestration. This perspective does not diminish the merit of the technical team; their expertise is fundamental for establishing the architecture, data governance and tools your enterprise requires. However, while IT builds the foundational infrastructure, it lacks the organizational authority to decide what should be built on top of it. Only the CEO or the owner of the company can step in to ensure AI leaves the “toy project” phase and integrates into the DNA of the organization.</p>



<p class="wp-block-paragraph">The requirement for top-down, executive ownership stems from three critical realities observed in the field:</p>



<ul class="wp-block-list">
<li><strong>Silo-smashing and data collaboration:</strong> True enterprise AI is data-hungry and that data lives across disparate business lines, finance, operations, marketing and customer service. Only the CEO possesses the cross-functional authority to demand that data silos be dismantled.</li>



<li><strong>Cultural transformation and fear mitigation:</strong> AI triggers widespread anxiety over job displacement across all industries and hierarchies. When relegated to an “IT project,” resistance spikes as teams view it as a threat to their livelihoods. When I saw the CEO lead this cultural shift directly is when I noticed the best results.</li>



<li><strong>C-Suite education and strategic alignment:</strong> The mandate for AI capability cannot just be delegated downward; the transformation must begin at the very top. I have conducted more than 70 presentations for the Board of Directors and C-Level teams. These people need to be actively educated not on technical code, but on specific business use cases, return on investment (ROI) frameworks and how AI resolves core organizational bottlenecks.</li>
</ul>



<p class="wp-block-paragraph"><a href="https://www.pwc.com/gx/en/issues/c-suite-insights/ceo-survey.html">PwC’s data found that only 12% of enterprises have achieved both cost and revenue benefits from AI</a>. Those elite 12% succeeded precisely because their CEOs embedded AI extensively across <em>strategic decision-making and cross-functional workflows</em>. AI is simply too disruptive and too critical to be left exclusively in the hands of technical experts. If AI is not on the CEO’s weekly agenda, it is fundamentally missing from the company’s true strategy.</p>



<h2 class="wp-block-heading"><a></a>AI as a new operational framework</h2>



<p class="wp-block-paragraph">Traditional IT systems have operated on strict algorithmic certainty: if you input a specific set of data, the system executes an immutable line of code and guarantees the same, predictable output every single time.</p>



<p class="wp-block-paragraph">AI completely breaks this paradigm. Because modern AI is built on probabilistic models, it does not execute static formulas; instead, it predicts the most likely correct response based on mathematical probabilities. This means that AI solutions carry an inherent, small percentage of uncertainty and variability. A prompt entered today might yield a slightly different, though contextually valid, output tomorrow.</p>



<p class="wp-block-paragraph">Executive leadership and organizational cultures must be actively educated to accept and navigate this fundamental shift. Traditional quality assurance frameworks for software are designed for a 100% success rate. Applying this rigid standard to AI will paralyze your initiatives, keeping 80% of your projects trapped eternally in the pilot phase. This happened to us in a food and beverage company in Latin America a couple of years ago. After this experience, we started to include conditions in our contracts that tolerate statistical margins of error and still define the project as a success.</p>



<p class="wp-block-paragraph">In terms of cost calculation, we had to teach CIOs and business managers to forget the monthly subscription model for AI and learn to manage the primary unit of exchange in modern AI: the token.</p>



<p class="wp-block-paragraph">To understand AI costs, executives must understand how large language models process data. AI models do not read full words; instead, they break text, images or code down into “pieces” called tokens. As a baseline, every 100 words process as approximately 130 to 140 tokens. Because the major AI providers use the token as their currency, <a href="https://arxiv.org/pdf/2604.22750">your business is billed dynamically based on the exact volume of tokens consumed</a> by every query submitted (input) and every response generated (output).</p>



<p class="wp-block-paragraph">Many leaders believe AI costs are fixed due to flat-rate enterprise tiers ($25–$30/user). This is a temporary illusion. These venture-capital-subsidized rates mask true operational costs and come with dynamic usage limits. Modeling long-term ROI on them guarantees a severe budget shock when true consumption pricing takes over.</p>



<p class="wp-block-paragraph">The solution is not to halt AI adoption; doing so means losing your competitive edge. Instead, the cost per token must cease to be treated as a technical footnote relegated to the IT department. It must be elevated to a core business variable.</p>



<h2 class="wp-block-heading">Risks in the AI adoption model</h2>



<p class="wp-block-paragraph">Since the beginning of the AI boom, I have seen all our customers making a critical tactical error that could cost them heavily in the medium term: they are focusing only on operational efficiency (reducing costs with AI).</p>



<p class="wp-block-paragraph">I have observed that an alarmingly high percentage of companies remain trapped in pilot phases focused exclusively on short-term cost reduction. <a href="https://www.bain.com/insights/your-ai-budget-is-growing-your-returns-arent-heres-why/">Bain &amp; Company’s global Automation and AI Pathfinder Survey </a>found that the largest share of companies measuring their AI initiatives (exactly 40%) realized cost reductions of 10% or less, heavily missing their internal targets. Our customers are putting too many resources and effort into marginal financial gains and in doing so, they are jeopardizing their most valuable assets: service quality, resilience and customer trust.</p>



<p class="wp-block-paragraph">Utilizing AI solely to slash headcount or cut operational corners is a dangerous trap that introduces severe field liabilities. A financial service organization in Latin America announced that they saved $1 million in customer support by replacing humans with AI chatbots. However, the mid-term reality revealed a different story: a damaged brand reputation due to AI errors and an influx of frustrated clients fleeing because the automated system cannot handle special cases.</p>



<p class="wp-block-paragraph">Putting a company on an extreme AI diet might make it look leaner on next quarter’s financial statement, but over-indexing on cost-cutting will ultimately leave the business too weak to compete when market dynamics shift. We are now inviting our customers to change the question from <em>“How much money will AI save us?”</em> to <em>“How will we leverage AI to exponentially increase the long-term value of our enterprise?”</em></p>



<p class="wp-block-paragraph">Deploying enterprise AI is a marathon, not a sprint, and the terrain changes with every mile. The organizations that thrive in this next era will be those that transition from fascination to discipline, treating AI not as a magic bullet for immediate savings, but as a core capability that demands rigorous governance, architectural foresight and cultural maturity. Navigating this shift requires moving past the theoretical hype and anchoring decisions in raw, field-tested reality.</p>



<p class="wp-block-paragraph">As we continue to deploy these technologies across industries, the blueprint for success is being rewritten in real time. Let’s keep this conversation going as we map out the future of business intelligence together.</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[Getting a grip on shadow tokens and AI blowouts]]></title>
<description><![CDATA[Four months of Claude Code — that’s all it took for Uber to burn through its entire annual budget for AI. Token after token, engineers embraced the platform with few control mechanisms tying costs to outcomes. The result was a budget runaway and a clear case study in how limited oversight snowbal...]]></description>
<link>https://tsecurity.de/de/3694389/it-security-nachrichten/getting-a-grip-on-shadow-tokens-and-ai-blowouts/</link>
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<pubDate>Sat, 25 Jul 2026 18:55:48 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">Four months of Claude Code — that’s all it took for Uber to burn through its entire annual budget for AI. Token after token, engineers embraced the platform with few control mechanisms tying costs to outcomes. The result was a budget runaway and <a href="https://www.forbes.com/sites/janakirammsv/2026/05/17/uber-burns-its-2026-ai-budget-in-four-months-on-claude-code/">a clear case study</a> in how limited oversight snowballs into an AI blowout.</p>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[4 little-known Google Calendar tricks I use to plan my workweek - and save time]]></title>
<description><![CDATA[If you're only using Google Calendar to track events, you're missing some of its most useful features.]]></description>
<link>https://tsecurity.de/de/3694172/it-security-nachrichten/4-little-known-google-calendar-tricks-i-use-to-plan-my-workweek-and-save-time/</link>
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<pubDate>Sat, 25 Jul 2026 18:51:48 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[If you're only using Google Calendar to track events, you're missing some of its most useful features.]]></content:encoded>
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<title><![CDATA[Agent Kim Reactivated Finale Preview: Will Agent Kim Fight His Closest Friends?]]></title>
<description><![CDATA[Agent Kim Reactivated Episode 10 will place Manager Kim and his closest allies inside their most personal and dangerous battle yet. With their children being used as hostages, the three fathers must find a way to defeat Ju Gang-chan without turning against each other.




Release date: July 25, 2...]]></description>
<link>https://tsecurity.de/de/3693923/ios-mac-os/agent-kim-reactivated-finale-preview-will-agent-kim-fight-his-closest-friends/</link>
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<pubDate>Sat, 25 Jul 2026 14:45:18 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Agent Kim Reactivated Episode 10 will place Manager Kim and his closest allies inside their most personal and dangerous battle yet. With their children being used as hostages, the three fathers must find a way to defeat Ju Gang-chan without turning against each other.




Release date: July 25, 2026



Release time: 9:45 p.m. KST on SBS




Spoiler warning for Episode 9



Episode 9 followed Manager Kim, Seong Han-su and Park Jin-cheol as they entered another heavily guarded location and fought through Gang-chan’s men. Han-su and Jin-cheol handled several attackers together, while Manager Kim used his old operational skills to clear the remaining guards.



However, Gang-chan had already prepared a cruel backup plan. He arranged the kidnapping of Han-su and Jin-cheol’s children, giving him complete control over the fathers before the final confrontation.



The story began with Manager Kim leaving his secret past behind and raising his daughter Min-ji as an ordinary single father. Her disappearance forced him to reactivate his black-ops skills and reconnect with former operatives Han-su and Jin-cheol. Since then, each man’s family has become connected to Manager Kim’s unfinished conflicts.



Will the three agents fight each other?



The Episode 10 preview suggests that Gang-chan will force the three men into a cage and demand that Han-su and Jin-cheol kill Manager Kim. Their children’s survival appears to depend on whether they follow his instructions.



This creates a painful choice for both fathers. Manager Kim previously risked everything to protect their families, but Han-su and Jin-cheol cannot ignore an immediate threat against their children.



Still, the three agents know each other’s abilities well. Their apparent conflict could become part of a plan to distract Gang-chan, escape the cage and reach the hostages before his men can act.



Will all the families survive?



The finale’s official description says the three men become enemies while trying to protect the people they love. This confirms that every family will remain in danger until the final moments.



Manager Kim will likely take the greatest risk because he understands Gang-chan’s methods and refuses to let another child suffer because of his past. Min-ji could also play an important role, especially after repeatedly showing courage during earlier threats.



Episode 10 should end the conflict between Manager Kim and Gang-chan while revealing whether the three fathers can save every hostage. Do you think all the agent families will survive the finale? Let us know in the comments.]]></content:encoded>
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<title><![CDATA[‘Agent Kim Reactivated’ Episode 10 Finale Release Date and What to Expect]]></title>
<description><![CDATA[Agent Kim Reactivated Episode 10 will release on Saturday, July 25, 2026, bringing the Korean action drama’s first season to an end. The finale will air on SBS in South Korea before becoming available to international viewers on Netflix.



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



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



Agent Kim Reactivated Episode 10 release details




Episode: 10



Release date: Saturday, July 25, 2026



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



Streaming platform: Netflix



Total episodes: 10



Genre: Action, crime, comedy and thriller




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



Where is the story heading in the finale?



Spoilers for Episode 9 follow.



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



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



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



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



How did Agent Kim’s story begin?



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



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



Agent Kim Reactivated Episode 10 now has several major storylines to complete during its extended finale. Do you expect Manager Kim and Min-ji to receive a happy ending? Let us know in the comments.]]></content:encoded>
</item>
<item>
<title><![CDATA[Firefox Nightly: Backup for a Rainy Day – These Weeks in Firefox: Issue 202]]></title>
<description><![CDATA[Highlights

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

This feature, when enabled, will create a copy of your profile data in th...]]></description>
<link>https://tsecurity.de/de/3693295/tools/firefox-nightly-backup-for-a-rainy-day-these-weeks-in-firefox-issue-202/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693295/tools/firefox-nightly-backup-for-a-rainy-day-these-weeks-in-firefox-issue-202/</guid>
<pubDate>Sat, 25 Jul 2026 08:37:35 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h3>Highlights</h3>
<ul>
<li>The profile backup mechanism has been enabled by default for all desktop platforms in Nightly, as well as Beta! The current plan is to have this ride out to Firefox 151 for Windows, macOS and Linux on May 18th!
<ul>
<li>This feature, when enabled, will create a copy of your profile data in the background and store it in a single file on your file system that you can restore from.</li>
<li>You will be able to manage this feature in Settings under Sync (for now)
<ul>
<li><a href="https://blog.nightly.mozilla.org/files/2026/06/image6.png"><img alt="Firefox settings page showing the Backup feature in dark mode. Backup is enabled, with details of the most recent backup and a “Backup now” button. The page displays the backup file name and a backup location folder path, along with “Choose…” and “Show in folder” buttons. A “Sensitive data” section includes an option to back up passwords and payment methods with encryption, and a disabled “Change password” button." class="aligncenter size-full wp-image-2074" height="517" src="https://blog.nightly.mozilla.org/files/2026/06/image6.png" width="657"></a></li>
</ul>
</li>
<li><a href="https://support.mozilla.org/kb/firefox-backup">You can read more about the feature here</a></li>
</ul>
</li>
<li>As followups to the recent addition to the WebExtension tabs API to <a href="https://developer.mozilla.org/en-US/docs/Mozilla/Add-ons/WebExtensions/Working_with_the_Tabs_API#working_with_tab_split_views">support the new SplitView tabs feature</a>, tabs.group() and tabs.ungroup() have been fixed to work correctly with split view tabs, and fixed split views being prepended instead of appended to tab groups when adopted into a new window –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029099"> Bug 2029099</a> /<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029534"> Bug 2029534</a></li>
<li>Adaptive autofill has been enabled on Nightly.
<ul>
<li>Previously, autofill only completed domains (e.g. typing red autofilled<a href="http://reddit.com/"> reddit.com</a>). Now it can also complete full URLs for pages you visit often (e.g. red →<a href="http://reddit.com/r/firefox"> reddit.com/r/firefox</a>), learning from what you actually click in the address bar. If a suggestion isn’t helpful, you can now dismiss it so autofill learns what not to show you too.
<ul>
<li>If you run into issues or have feedback, <a href="https://bugzilla.mozilla.org/enter_bug.cgi?product=Firefox&amp;component=Address+Bar">you can file a bug here</a>!</li>
</ul>
</li>
</ul>
</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=293943">Markus Stange [:mstange]</a> implemented dynamic toolbar on top in RDM (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1978145">#1978145</a>), but also implemented some static skeleton UI so it’s closer to what we actually have in Firefox for Android
<ul>
<li>dynamic toolbar is behind a pref: devtools.responsive.dynamicToolbar.enabled</li>
<li>it can be put on top by setting devtools.responsive.dynamicToolbar.onTop, otherwise it’s at the bottom</li>
<li><a href="https://blog.nightly.mozilla.org/files/2026/06/image1.png"><img alt="Firefox Responsive Design Mode on Desktop displaying the Mozilla homepage in a mobile viewport. The toolbar at the top shows a simulated Android device (including the dynamic toolbar) with a viewport size of 376 × 464 pixels and a device pixel ratio of 3. The page content is shown in French, featuring the Mozilla logo, a “Menu” link, a “Pause animation” button, and the headline “Bienvenue chez Mozilla” with accompanying text about trusted technology and digital rights." class="aligncenter size-full wp-image-2069" height="1113" src="https://blog.nightly.mozilla.org/files/2026/06/image1.png" width="882"></a></li>
</ul>
</li>
</ul>
<h3>Friends of the Firefox team</h3>
<h3><a href="https://bugzilla.mozilla.org/buglist.cgi?title=Resolved%20bugs%20(excluding%20employees)&amp;quicksearch=958957%2C1876109%2C1997388%2C2000797%2C1950995%2C1986020%2C2018272%2C2018276%2C2021681%2C2027969%2C2022115%2C1999012%2C2016058%2C2026585%2C2023913%2C2028167%2C2028293%2C2028927%2C1998002%2C2011343%2C1997925%2C2026574%2C2029398%2C2029684%2C1948019%2C2008756%2C2022601%2C2026032%2C2030428%2C1968244%2C1975391%2C944228%2C1962904%2C1977741%2C1997346%2C2027867%2C2030631%2C1807516%2C2030998%2C2030999%2C2015491%2C2028153%2C2028628%2C1978290%2C2008128%2C2024033%2C1883497%2C1984679%2C2030069%2C2031162%2C2031598%2C2012399%2C2031116%2C2031128%2C2031931%2C2031961%2C2033173%2C2032997%2C1919387%2C1947679%2C2027915%2C2032196%2C2019561%2C2024187%2C1392125%2C1993844%2C2027060%2C1983408%2C2034178%2C1873954%2C1875083%2C2008119%2C2008197%2C1628669%2C2031599%2C2033820">Resolved bugs (excluding employees)</a></h3>
<p><a href="https://github.com/niklasbaumgardner/NewContributorScraper">Script to find new contributors from bug list</a></p>
<h4>Volunteers that fixed more than one bug</h4>
<ul>
<li>Amin Amir</li>
<li>aoia7rz7l</li>
<li>Chukwuka Rosemary</li>
<li>DrSeed</li>
<li>Frédéric Wang Nélar</li>
<li>japandi</li>
<li>John Iweh</li>
<li>jonathancabera</li>
<li>Josh Aas</li>
<li>Keji Bakare</li>
<li>kofoworola shonuyi</li>
<li>konyhéa</li>
<li>liz</li>
<li>Mathew Hodson</li>
<li>Okhuomon Ajayi</li>
<li>Oluwatobi</li>
<li>ROSHAAN</li>
<li>Sam Johnson</li>
</ul>
<h4>New contributors (🌟 = first patch)</h4>
<ul>
<li> Anthony Mclamb:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027915"> Disable the legacy Edge migrator</a></li>
<li> Amin Amir
<ul>
<li>🌟<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031599">Fix browsingContext.sys.mjs to assign to #contextCreatedHandled instead of contextCreatedHandled</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033820">Fix missing WITHOUT ROWID SQLite performance optimization in SERPCategorization.sys.mjs</a></li>
<li>🌟 Amine Zroual:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1392125"> Omitted maxResults property not handled correctly in getRecentlyClosed</a></li>
</ul>
</li>
<li>any1here:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031162"> install_sig_alt_stack incorrectly checks mmap’s return value</a></li>
<li>🌟 Armin Ulrich:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031598"> Fix MessageHandlerRegistry.sys.mjs calling getExistingMessageHandler with an unused second argument</a></li>
<li>japandi
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1628669">Cannot remove amazon.com from top sites list</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1977741">The height of the pinned tabs area should be responsive to the number of pins</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1986020">Use cenum for nsIHelperAppLauncherDialog reason constants to enable better typescript annotations</a></li>
</ul>
</li>
<li>Nathan Johnson [:narjoDev]:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1950995"> Remove browser.display.use_system_colors pref</a></li>
<li>DrSeed
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1962904">Firefox shows vertical tabs in new windows despite “Hide tabs and sidebar” setting</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1968244">The “Expand sidebar on hover” option is not kept after the vertical tabs are disabled and enabled again</a></li>
</ul>
</li>
<li>Keji Bakare:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2008756">Split view’s focus-outline is clipped on the right side of left tab</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031116">White space on the right side of left panel in split view</a></li>
</ul>
</li>
<li>🌟 gotyaoi:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1807516"> Reload toolbar button is active on about:newtab</a></li>
<li>Itoro James:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2015491"> [A11y][Keyboard Navigation]Cancelling a note via Keyboard Navigation still saves it</a></li>
<li>John Iweh:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1997925"> The notification dot is not displayed if the tab is in a Split View</a></li>
<li>🌟 John Iweh:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027867"> sidebar-shown attribute remains when sidebar.revamp is false</a></li>
<li>🌟 jonathancabera:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2012399">The Move tab to Split View option is also displayed for the tabs that are within the Split View</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2016058">A Note with long text (1003 characters) is saved by pressing ENTER even if the “Save” button is disabled</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2026032">Tab group guide line becomes disconnected under certain conditions related to split views in vertical tab mode</a></li>
</ul>
</li>
<li>Aloys:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2000797"> Remove logic that forces distribution language packs to be reinstalled when upgrading from Firefoxes older than 67</a></li>
<li>liz:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1875083">Create test to ensure maxRenderCountEstimate is never being set to Infinity in virtual-list component in Fx View</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2008119">Button accessible name does not convey its function: missing topic context (Settings dialog &gt; Topics dialog &gt; buttons Following/Unfollow/Blocked/Unblock)</a></li>
</ul>
</li>
<li>Mary cathline:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2022115"> Tab Group Label does not respect touch density in vertical tab bar</a></li>
<li>🌟 Brandon Lucier:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030631"> Popups opened with window.open give window type normal instead of popup</a></li>
<li>karan68:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1997388"> [dialog] New Shortcut dialog needs a label/accessible name</a></li>
<li>🌟 Vector:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2008128"> Button does not programmatically indicate that it opens a dialog (Recent activity section &gt; story card &gt; ••• disclosure &gt; Delete from History button)</a></li>
<li>🌟 Osoble:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1876109"> Update font size and weight for synced tabs device name headers in Firefox View</a></li>
<li>konyhéa:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1873954">Add test for sync admin disabled to browser_syncedtabs_errors_firefoxview.js</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1883497">Check all second paramaters for TestUtils.waitForCondition in Fx View test files</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030069">Recently Closed Tabs, Tabs from Other Devices, and History pages should have Cmd / Ctrl + Click on a link open the link in the new background tab.</a></li>
</ul>
</li>
<li>Noble Chinonso: <a href="http://sidebartreeview.js/">#shouldHandleEvent in SidebarTreeView.js compares event.keyCode to string values, causing Home/End keys to never be handled</a></li>
<li>Pranjali Srivastava:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=944228"> Add a test to verify that the space above tabs is consistent across PB, LWT and sizemode (where appropriate)</a></li>
<li>Okhuomon Ajayi:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2018272">More spacing is needed between the tab note icon and the close icon on the tab</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2019561">The tabs in vertical mode collapsed state are positioned differently in Split View</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027060">Keep vertical split view tabs stacked vertically even when the sidebar is expanded when expand on hover is enabled</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029684">Vertical split view tabs can be too big or small when tabs are overflowing</a></li>
</ul>
</li>
<li>🌟 Rishan:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030428"> Fix duplicated arrow function in browser_history_sidebar.js</a></li>
<li>Chukwuka Rosemary:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1948019">“Forget About This Site” context menu option missing from Firefox View history</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2026574">Long strings are not displayed properly on the about:opentabs page search filed</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028153">Add test for Forget This Site option in Fxview history context menu.</a></li>
</ul>
</li>
<li>ROSHAAN:
<ul>
<li>🌟<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2018276">Tab note background colour is incorrect for default light theme</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1997346"> [win/linux] The splitter between content areas does not match Figma spec</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028927">Fix typo in OpenInTabsUtils.confirmOpenInTabs()</a></li>
</ul>
</li>
<li>Sameeksha:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2008197"> Disclosure button expanded/collapsed state not programmatically defined (Customize button)</a></li>
<li>kofoworola shonuyi:
<ul>
<li>🌟<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1999012">Actually hide or remove sidebar-shown attribute when in fullscreen.</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028293">Add a test for checking sidebar-shown attribute in fullscreen mode</a></li>
</ul>
</li>
<li>🌟 Sayd Mateen:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2021681"> Page URL is displayed as tab name when page’s contains about:reader?&lt;/a&gt;&lt;/p&gt; &lt;p&gt;</a></li>
</ul>
<ul>
<li>Oluwatobi:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1975391">Unable to delete selected history entries from sidebar</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1993844">Incorrect Sidebar button state/tooltip hover text</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2023913">The city name heading level doesn’t follow the correct heading level order</a></li>
</ul>
</li>
<li>Nishchay [:nish]:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031961"> Unable to add tabs to old closed tab groups (tabGroupState.splitViews is undefined)</a></li>
</ul>
<p> </p>
<h3>Project Updates</h3>
<h4>Add-ons / Web Extensions</h4>
<h5>Addon Manager &amp; about:addons</h5>
<ul>
<li>In preparation for the Project Nova restyling of the about:addons page, we have refactored about:addons into separate per-component ES modules, splitting the monolithic aboutaddons.js and aboutaddons.html into 16 dedicated component files under components/ (with no behavior or UI changes) –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032014"> Bug 2032014</a>
<ul>
<li>NOTE: if you have working on patches with changes to about:addons internals it is very likely you’ll need to rebase and solve merge conflicts hit on top of this refactoring, the internals are still largely the same as before but don’t hesitate to reach out to the Addons team if you have doubts / questions or need help to figure out how to adapt your patch of top of these changes</li>
</ul>
</li>
</ul>
<h5>WebExtensions Framework</h5>
<ul>
<li>Fixed exportFunction to preserve the constructibility of the wrapped function instead of unconditionally making all exported functions implicitly as constructors –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033173"> Bug 2033173</a>
<ul>
<li>Thanks to Gregory Pappas for contributing this improvement to the Content Scripts’ Xray Wrappers helpers!</li>
</ul>
</li>
<li>Fixed a Firefox 151 regression where extension content scripts accessing location.ancestorOrigins caused subsequent page script reads of the same property to fail with “Permission denied”, breaking sites like Gmail –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2034329"> Bug 2034329</a>
<ul>
<li>Thanks to Simon Farre for promptly investigating and fixing this recent regression!</li>
</ul>
</li>
</ul>
<h5>WebExtension APIs</h5>
<ul>
<li>Updated sessions.getRecentlyClosed() to remove the hardcoded cap when maxResults is omitted –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1392125"> Bug 1392125</a>
<ul>
<li>Shoutout to Amine Zroual for contributing this enhancement to the sessions WebExtensions API!</li>
</ul>
</li>
</ul>
<h4>DevTools</h4>
<ul>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=750915">Artem Manushenkov</a> fixed an issue where autosuggestion popup was removing overridden indicators from properties in the Inspector (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1983408">#1983408</a>)</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=446257">Andrea Marchesini [:baku]</a> fix DevTools cookie header serialization for long cookies, which could lead to cookies not being visible in Netmonitor (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031299">#2031299</a>)</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=559949">Julian Descottes [:jdescottes]</a> fixed a toolbox crash that was happening we couldn’t find a localization file (e.g. when using a language pack on Nightly) (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028930">#2028930</a>)</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=557153">Nicolas Chevobbe [:nchevobbe]</a> improved @container tooltip so it show the value of variables used in style()(<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030239">#2030239</a>), has enough contrast in dark mode (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033782">#2033782</a>) and contains a link to select the container (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031688">#2031688</a>)
<ul>
<li><a href="https://blog.nightly.mozilla.org/files/2026/06/image3.png"><img alt='Firefox Developer Tools showing a CSS @container style() rule in the Rules panel. A popover for a element displays container properties including "container-name: hello section-container", "container-type: inline-size", and the custom property "--w: 100px", while indicating that --secondary and --plouf are not set. Below, the container query uses nested var() fallbacks, and a CSS declaration previews the resolved value for background-color.' class="aligncenter size-full wp-image-2071" height="532" src="https://blog.nightly.mozilla.org/files/2026/06/image3.png" width="1038"></a></li>
</ul>
</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=656417">Hubert Boma Manilla (:bomsy)</a> is making good progress on migrating the Console to CodeMirror 6 (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032758">#2032758</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2026569">#2026569</a>)</li>
</ul>
<h4>Fluent</h4>
<ul>
<li>We’re now at over 72% of our strings being Fluent! Got a component still using .properties? Convert when you can!</li>
<li><a href="https://blog.nightly.mozilla.org/files/2026/06/image5.png"><img alt="Stacked area chart titled “Are We Fluent Yet?” showing the number and type of localization strings available in Firefox from 2018 to 2026. The chart tracks Fluent strings (green), Properties strings (blue), DTD strings (pink), and a small number of INI strings. Over time, Fluent strings steadily increase while DTD and Properties strings decline. A tooltip at April 26, 2026 shows 10,372 Fluent strings, 3,997 Properties strings, and no remaining DTD or INC strings, illustrating Firefox’s ongoing migration to the Fluent localization system." class="aligncenter size-full wp-image-2073" height="924" src="https://blog.nightly.mozilla.org/files/2026/06/image5.png" width="1509"></a></li>
</ul>
<h4>Migration Improvements</h4>
<ul>
<li>Thanks to dao for <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035009">fixing a recent alignment issue in the migration wizard dropdown</a></li>
<li>Thanks to volunteer contributor Anthony Mclamb for his patch that <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027915">disables the legacy EdgeHTML Edge migrator</a>! Once that finishes rolling out, presuming no surprises, we’ll go ahead and remove the migrator entirely.</li>
</ul>
<h4>New Tab Page</h4>
<ul>
<li>Nova for New Tab has ridden the trains to Beta! It will be enabled by default, globally, when Firefox 151 goes out to release on May 19th
<ul>
<li>It’s possible that we’ll do a train-hop coupled with an experiment to enable HNT Nova for a few clients a bit earlier.</li>
</ul>
</li>
<li>Maxx Crawford<a href="https://bugzil.la/2032213"> enabled Nova designs for New Tab</a>, rolling out the updated layout, widgets, and customization panel behind HNT Nova flags.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2033165"> fixed the Nova content feed to render the intended four‑column layout</a> by correcting CSS grid breakpoints.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2033264"> resolved a first‑load failure in the Weather widget</a> by fixing init order and fetch timing, eliminating the “Oops” error.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2031707"> synchronized the Weather toggle between about:preferences#home and the panel</a> via the shared showWeather pref to prevent desync.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2021460"> updated Nova grid focus order</a> to align tab flow with visual order for keyboard users.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2034620"> fixed critical UI issues in Lists and Timer widgets</a> covering overflow, controls, and layout stability.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2032462"> guarded document.dir access in Nova render paths</a> to avoid startup cache worker errors and improve startup stability.</li>
<li>Rolf<a href="https://bugzil.la/2031568"> added a new normalization method for the inferred interest vector</a> to stabilize topic relevance across sessions.</li>
<li>Rolf<a href="https://bugzil.la/2031569"> prevented unnecessary content refreshes during Pocket New Tab experiments</a>, reducing jank and bandwidth.</li>
<li>Sameeksha<a href="https://bugzil.la/2008197"> defined the Customize button’s expanded/collapsed state programmatically</a> using aria-expanded for better a11y.</li>
<li>liz<a href="https://bugzil.la/2008119"> clarified follow/unfollow/blocked button names with topic context</a> so screen readers announce clear actions.</li>
<li>Vector<a href="https://bugzil.la/2008128"> marked the Delete from History control as opening a dialog</a> via aria-haspopup=dialog for assistive tech.</li>
<li>Scott Downe<a href="https://bugzil.la/2034145"> fixed a regression that flipped the Wallpapers pref off</a>, restoring user selections.</li>
<li>Irene Ni<a href="https://bugzil.la/2033927"> corrected privacy link color and focus styles</a> for contrast and keyboard visibility.</li>
<li>Reem Hamoui<a href="https://bugzil.la/2030873"> added a wallpaper toggle reset in the Nova customization panel</a> so users can quickly restore default wallpapers without extra steps.</li>
<li>Reem Hamoui<a href="https://bugzil.la/2031669"> fixed the Customize pencil button to match the Nova spec</a>, aligning placement and iconography for visual consistency.</li>
<li>Dre<a href="https://bugzil.la/2032607"> updated the ‘Fresh new’ wallpapers copy</a> to a clearer, localized message for better comprehension.</li>
<li>Irene Ni<a href="https://bugzil.la/2033927"> fixed Nova privacy link color and focus styles</a> to meet contrast and focus ring guidelines, improving accessibility on New Tab.</li>
<li>Irene Ni<a href="https://bugzil.la/2034098"> adjusted Sponsored tile character limits</a> to prevent truncation/overflow, yielding cleaner titles across grid and wide tiles.</li>
<li>Scott Downe<a href="https://bugzil.la/2034145"> fixed a regression that flipped the Wallpapers user pref to false</a>, restoring wallpapers for affected users and preventing unintended disablement.</li>
<li>Reem Hamoui<a href="https://bugzil.la/2034688"> hooked the wallpaper check into the new toggle logic</a> so the Customization Panel accurately reflects wallpaper availability and state.</li>
<li>Irene Ni<a href="https://bugzil.la/2034912"> landed Nova UI updates for the Daily Briefing 3-pack card</a>, improving spacing, type scale, and tap targets.</li>
<li>Reem Hamoui<a href="https://bugzil.la/2030873"> added a wallpaper toggle reset in the Nova customization panel</a> so users can quickly restore default wallpapers without extra steps.</li>
<li>Reem Hamoui<a href="https://bugzil.la/2031669"> fixed the Customize pencil button to match the Nova spec</a>, aligning placement and iconography for visual consistency.</li>
<li>Dre<a href="https://bugzil.la/2032607"> updated the ‘Fresh new’ wallpapers copy</a> to a clearer, localized message for better comprehension.</li>
<li>Irene Ni<a href="https://bugzil.la/2033927"> fixed Nova privacy link color and focus styles</a> to meet contrast and focus ring guidelines, improving accessibility on New Tab.</li>
<li>Irene Ni<a href="https://bugzil.la/2034098"> adjusted Sponsored tile character limits</a> to prevent truncation/overflow, yielding cleaner titles across grid and wide tiles.</li>
<li>Scott Downe<a href="https://bugzil.la/2034145"> fixed a regression that flipped the Wallpapers user pref to false</a>, restoring wallpapers for affected users and preventing unintended disablement.</li>
<li>Reem Hamoui<a href="https://bugzil.la/2034688"> hooked the wallpaper check into the new toggle logic</a> so the Customization Panel accurately reflects wallpaper availability and state.</li>
<li>Irene Ni<a href="https://bugzil.la/2034912"> landed Nova UI updates for the Daily Briefing 3-pack card</a>, improving spacing, type scale, and tap targets.</li>
</ul>
<h4>Search and Urlbar</h4>
<ul>
<li>Marco has fixed a<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2034743"> couple</a> of<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1989632"> issues</a> with the places databases to try and improve stability. This should help with avoiding users losing bookmarks or favicons.</li>
<li>Work continues on the new separate search bar to improve the functionality, e.g.<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033231"> allowing middle click</a> to perform a search in a new tab,<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032991"> avoiding performing a</a> search when adding a search engine.</li>
<li>Work also continues on the new Nova layouts.</li>
</ul>
<h4>Smart Window</h4>
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032122">uplifted 10 bugs</a> to 150.0.1 dot release addressing initial user feedback from diary study and <a href="https://connect.mozilla.org/">Connect</a>
<ul>
<li>jump to bottom of conversation <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028692">2028692</a></li>
<li>stop streaming button <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029204">2029204</a></li>
<li>back/forward navigation from assistant <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029229">2029229</a></li>
<li>dark mode for various chips <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2024499">2024499</a></li>
</ul>
</li>
<li>search engine switching from smart bar <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2021973">2021973</a></li>
<li>Nova styling within smart window <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2026794">2026794</a></li>
</ul>
<h4>Storybook/Reusable Components/Acorn Design System</h4>
<ul>
<li>Dustin converted moz-breadcrumb-group variables into JSON design tokens <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029181">Bug 2029181 – Convert moz-breadcrumb-group variables into JSON design tokens</a></li>
<li>Dustin converted moz-box-* variables into JSON design tokens <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029180">Bug 2029180 – Convert moz-box-* variables into JSON design tokens</a></li>
<li>Dustin converted moz-promo variables to JSON design tokens <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029190">Bug 2029190 – Convert moz-promo variables into JSON design tokens</a></li>
<li>Dustin converted moz-reorderable-list variables to JSON design tokens <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029191">Bug 2029191 – Convert moz-reorderable-list variables into JSON design tokens</a></li>
<li>Dustin converted moz-visual-picker variables to JSON design tokens <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029193">Bug 2029193 – Convert moz-visual-picker-item variables into JSON design tokens</a></li>
<li>Dustin updated browser-shared.css so it passes use-design-tokens <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2022985">Bug 2022985 – Update browser-shared.css so it passes use-design-tokens</a></li>
<li>Dustin updated popup.css so it passes use-design-tokens <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2022979">Bug 2022979 – Update popup.css so it passes use-design-tokens</a></li>
<li>Jon added opacity tokens and added opacity to use-design-tokens stylelint rule  <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1955325">Bug 1955325 – Create opacity tokens</a></li>
<li>Jon converted toolbar design tokens to JSON <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2017970">Bug 2017970 – Convert toolbar design tokens to json</a></li>
<li>Anna fixed moz-select with panel-list drop-down size inconsistency <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032365">Bug 2032365 – Applications Action drop-down menus sometimes have a different size when opened</a></li>
<li>Anna fixed issue with the disabled state of moz-radio component <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027123">Bug 2027123 – moz-radio disabled state cannot be changed while the moz-radio-group is disabled</a></li>
<li>Anna updated moz-button and moz-box-button components to prevent label corruption when accesskeys are present and the label changes.   <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2022326">Bug 2022326 – moz-button with accesskey label becomes corrupted when l10nId updates dynamically</a></li>
</ul>
<h4>UX Fundamentals</h4>
<ul>
<li>The error pages shown when a server sends back an invalid response header or an unsupported content encoding now display accurate, context-specific messages. The invalid response header page also gained a helpful list of next steps. – <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027209">2027209</a></li>
<li>In progress: The error page illustrations are being replaced with new artwork, and the system now supports per-illustration size configuration, giving each image the ability to define its own appropriate dimensions. – <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031837">2031837</a></li>
</ul>
<h4>Settings Redesign</h4>
<ul>
<li>Tim converted settings related to Accessibility page to config-based pane <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1968116">Bug 1968116 – Convert settings related to Accessibility page to config-based settings</a></li>
<li>Benjamin converted Privacy &amp; Security page to the config-based pane <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1968112">Bug 1968112 – Convert settings related to Privacy &amp; Security page to config-based settings</a></li>
<li>Finn integrated Firefox Labs page into setting-pane config <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2021047">Bug 2021047 – Integrate Firefox Labs page into setting-pane config</a></li>
<li>Anna converted Firefox Updates section to config-based prefs <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1990961">Bug 1990961 – Convert Firefox Updates section to config-based prefs</a></li>
<li>Mark Kennedy added moz-promo, that is welcoming users to the redesigned settings <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2015093">Bug 2015093 – Add a moz-promo to welcome users to the redesign</a>
<ul>
<li><a href="https://blog.nightly.mozilla.org/files/2026/06/image4.png"><img alt="The Firefox settings page in dark mode showing a notification banner that reads, “Same settings, new look!” The message further explains that the page has been reorganized to make settings easier to scan and explore, while keeping all existing settings unchanged. A “Got it” button appears below the message. The “AI Controls” section is visible underneath the banner." class="aligncenter size-full wp-image-2072" height="559" src="https://blog.nightly.mozilla.org/files/2026/06/image4.png" width="1431"></a></li>
</ul>
</li>
<li>Anna added possibility to search for actions in the redesigned “Applications” section <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2020370">Bug 2020370 – It’s no longer possible to search for actions in the new “Applications” section</a></li>
<li>Anna fixed the Settings navbar layout breakage</li>
</ul>]]></content:encoded>
</item>
<item>
<title><![CDATA[IT leaders: Leading-edge AI insights await at TechCrunch Disrupt]]></title>
<description><![CDATA[For CIOs, learning from the startup ecosystem has never been more critical.



As pressure mounts to transform business operations with AI and agentic systems, IT leaders should be looking to those on the AI vanguard for insights into the strategic and technical decisions necessary to launch, gro...]]></description>
<link>https://tsecurity.de/de/3693066/it-nachrichten/it-leaders-leading-edge-ai-insights-await-at-techcrunch-disrupt/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693066/it-nachrichten/it-leaders-leading-edge-ai-insights-await-at-techcrunch-disrupt/</guid>
<pubDate>Sat, 25 Jul 2026 05:51:14 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">For CIOs, learning from the startup ecosystem has never been more critical.</p>



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



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



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



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



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



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



<figure class="wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio"><div class="wp-block-embed__wrapper youtube-video">

</div></figure>



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



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



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



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



<p class="wp-block-paragraph"><strong>Don’t miss your chance to experience TechCrunch Disrupt 2026. <a href="https://techcrunch.com/events/techcrunch-disrupt/?utm_source=cio&amp;utm_medium=partner&amp;utm_campaign=disrupt2026&amp;utm_content=partnerdiscount&amp;promo=cio10&amp;display=true">Book your pass today and use the exclusive code CIO10</a> to save 10% before prices increase.</strong></p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Stuart Fails to Save the Universe episode 1's 'OG death' isn't actually shocking at all — in fact, there's an overwhelmingly obvious clue to confirm that it's not even real]]></title>
<description><![CDATA[Stuart Fails to Save the Universe episode 1 premiered by killing off a beloved Big Bang Theory character. Oops. Or did they? There's an obvious clue that everybody is overlooking.]]></description>
<link>https://tsecurity.de/de/3692822/it-nachrichten/stuart-fails-to-save-the-universe-episode-1s-og-death-isnt-actually-shocking-at-all-in-fact-theres-an-overwhelmingly-obvious-clue-to-confirm-that-its-not-even-real/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692822/it-nachrichten/stuart-fails-to-save-the-universe-episode-1s-og-death-isnt-actually-shocking-at-all-in-fact-theres-an-overwhelmingly-obvious-clue-to-confirm-that-its-not-even-real/</guid>
<pubDate>Sat, 25 Jul 2026 03:17:57 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Stuart Fails to Save the Universe episode 1 premiered by killing off a beloved Big Bang Theory character. Oops. Or did they? There's an obvious clue that everybody is overlooking.]]></content:encoded>
</item>
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<title><![CDATA[CVE-2026-11917 | Rockwell Automation FactoryTalk ThinManager API file.save path traversal (Nessus ID 329330)]]></title>
<description><![CDATA[A vulnerability, which was classified as very critical, was found in Rockwell Automation FactoryTalk ThinManager. This issue affects the function file.save of the component API. Such manipulation leads to path traversal.

This vulnerability is listed as CVE-2026-11917. The attack may be performed...]]></description>
<link>https://tsecurity.de/de/3692797/sicherheitsluecken/cve-2026-11917-rockwell-automation-factorytalk-thinmanager-api-filesave-path-traversal-nessus-id-329330/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692797/sicherheitsluecken/cve-2026-11917-rockwell-automation-factorytalk-thinmanager-api-filesave-path-traversal-nessus-id-329330/</guid>
<pubDate>Sat, 25 Jul 2026 02:24:03 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A vulnerability, which was classified as <a href="https://vuldb.com/kb/risk">very critical</a>, was found in <a href="https://vuldb.com/product/rockwell_automation:factorytalk_thinmanager">Rockwell Automation FactoryTalk ThinManager</a>. This issue affects the function <code>file.save</code> of the component <em>API</em>. Such manipulation leads to path traversal.

This vulnerability is listed as <a href="https://vuldb.com/cve/CVE-2026-11917">CVE-2026-11917</a>. The attack may be performed from remote. There is no available exploit.]]></content:encoded>
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<title><![CDATA[Oracle awarded 10-year $7 billion Pentagon deal to supply Department of War with vital software and services]]></title>
<description><![CDATA[The contract unifies existing Oracle licensing under a single vehicle, and is expected to save $441 million across the 10-year period.]]></description>
<link>https://tsecurity.de/de/3692606/it-nachrichten/oracle-awarded-10-year-7-billion-pentagon-deal-to-supply-department-of-war-with-vital-software-and-services/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692606/it-nachrichten/oracle-awarded-10-year-7-billion-pentagon-deal-to-supply-department-of-war-with-vital-software-and-services/</guid>
<pubDate>Fri, 24 Jul 2026 23:33:06 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The contract unifies existing Oracle licensing under a single vehicle, and is expected to save $441 million across the 10-year period.]]></content:encoded>
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<item>
<title><![CDATA[Tired of Traffic Jams? These Budget E-Scooter Deals Couldn’t Have Come at a Better Time]]></title>
<description><![CDATA[Save up to $1,100 on top-rated e-bikes and electric scooters, making a green commute more affordable than ever.]]></description>
<link>https://tsecurity.de/de/3692500/it-nachrichten/tired-of-traffic-jams-these-budget-e-scooter-deals-couldnt-have-come-at-a-better-time/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692500/it-nachrichten/tired-of-traffic-jams-these-budget-e-scooter-deals-couldnt-have-come-at-a-better-time/</guid>
<pubDate>Fri, 24 Jul 2026 22:51:36 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Save up to $1,100 on top-rated e-bikes and electric scooters, making a green commute more affordable than ever.]]></content:encoded>
</item>
<item>
<title><![CDATA[Tired of Traffic Jams? These Budget E-Scooter Deals Couldn’t Have Come at a Better Time]]></title>
<description><![CDATA[Save up to $1,100 on top-rated e-bikes and electric scooters, making a green commute more affordable than ever.]]></description>
<link>https://tsecurity.de/de/3692374/it-nachrichten/tired-of-traffic-jams-these-budget-e-scooter-deals-couldnt-have-come-at-a-better-time/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692374/it-nachrichten/tired-of-traffic-jams-these-budget-e-scooter-deals-couldnt-have-come-at-a-better-time/</guid>
<pubDate>Fri, 24 Jul 2026 21:18:51 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Save up to $1,100 on top-rated e-bikes and electric scooters, making a green commute more affordable than ever.]]></content:encoded>
</item>
<item>
<title><![CDATA[IT leaders: Leading-edge AI insights await at TechCrunch Disrupt]]></title>
<description><![CDATA[For CIOs, learning from the startup ecosystem has never been more critical.



As pressure mounts to transform business operations with AI and agentic systems, IT leaders should be looking to those on the AI vanguard for insights into the strategic and technical decisions necessary to launch, gro...]]></description>
<link>https://tsecurity.de/de/3692224/it-security-nachrichten/it-leaders-leading-edge-ai-insights-await-at-techcrunch-disrupt/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692224/it-security-nachrichten/it-leaders-leading-edge-ai-insights-await-at-techcrunch-disrupt/</guid>
<pubDate>Fri, 24 Jul 2026 19:56:29 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">For CIOs, learning from the startup ecosystem has never been more critical.</p>



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph"><strong>Don’t miss your chance to experience TechCrunch Disrupt 2026. <a href="https://techcrunch.com/events/techcrunch-disrupt/?utm_source=cio&amp;utm_medium=partner&amp;utm_campaign=disrupt2026&amp;utm_content=partnerdiscount&amp;promo=cio10&amp;display=true">Book your pass today and use the exclusive code CIO10</a> to save 10% before prices increase.</strong></p>
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<title><![CDATA[Final Hours: Save $929 Off This Anker Portable Solar Power Station Today]]></title>
<description><![CDATA[The Anker Solix S2000 can keep multiple devices running when you need them most, and now it’s down to $870.]]></description>
<link>https://tsecurity.de/de/3692216/it-nachrichten/final-hours-save-929-off-this-anker-portable-solar-power-station-today/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692216/it-nachrichten/final-hours-save-929-off-this-anker-portable-solar-power-station-today/</guid>
<pubDate>Fri, 24 Jul 2026 19:50:48 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The Anker Solix S2000 can keep multiple devices running when you need them most, and now it’s down to $870.]]></content:encoded>
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<title><![CDATA[4 little-known Google Calendar tricks I use to plan my workweek - and save time]]></title>
<description><![CDATA[If you're only using Google Calendar to track events, you're missing some of its most useful features.]]></description>
<link>https://tsecurity.de/de/3691510/it-nachrichten/4-little-known-google-calendar-tricks-i-use-to-plan-my-workweek-and-save-time/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691510/it-nachrichten/4-little-known-google-calendar-tricks-i-use-to-plan-my-workweek-and-save-time/</guid>
<pubDate>Fri, 24 Jul 2026 14:19:14 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[If you're only using Google Calendar to track events, you're missing some of its most useful features.]]></content:encoded>
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<title><![CDATA[Getting a grip on shadow tokens and AI blowouts]]></title>
<description><![CDATA[Four months of Claude Code — that’s all it took for Uber to burn through its entire annual budget for AI. Token after token, engineers embraced the platform with few control mechanisms tying costs to outcomes. The result was a budget runaway and a clear case study in how limited oversight snowbal...]]></description>
<link>https://tsecurity.de/de/3691453/it-nachrichten/getting-a-grip-on-shadow-tokens-and-ai-blowouts/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691453/it-nachrichten/getting-a-grip-on-shadow-tokens-and-ai-blowouts/</guid>
<pubDate>Fri, 24 Jul 2026 14:04:46 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Four months of Claude Code — that’s all it took for Uber to burn through its entire annual budget for AI. Token after token, engineers embraced the platform with few control mechanisms tying costs to outcomes. The result was a budget runaway and <a href="https://www.forbes.com/sites/janakirammsv/2026/05/17/uber-burns-its-2026-ai-budget-in-four-months-on-claude-code/">a clear case study</a> in how limited oversight snowballs into an AI blowout.</p>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Apple wants cheaper iPhone displays to offset spiraling memory costs]]></title>
<description><![CDATA[As the price of components like RAM and storage continues to skyrocket, Apple has reportedly asked display makers to reduce their prices in an attempt to keep iPhone production costs under control.Apple hopes to save money on new iPhone displaysAccording to The Elec's report, Apple has suggested ...]]></description>
<link>https://tsecurity.de/de/3691438/ios-mac-os/apple-wants-cheaper-iphone-displays-to-offset-spiraling-memory-costs/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691438/ios-mac-os/apple-wants-cheaper-iphone-displays-to-offset-spiraling-memory-costs/</guid>
<pubDate>Fri, 24 Jul 2026 13:43:47 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[As the price of components like RAM and storage continues to skyrocket, Apple has reportedly asked display makers to reduce their prices in an attempt to keep <a href="https://appleinsider.com/inside/iphone" title="iPhone" data-kpt="1">iPhone</a> production costs under control.<br><br><div><img src="https://photos5.appleinsider.com/gallery/68114-143572-67740-142763-iPhone-17-Pro-back-xl-xl.jpg" alt="Silver smartphone lying face down on a dark wooden surface, featuring a raised rectangular camera bump with three large lenses and subtle Apple logo in the center of the back" height="738"><br><span>Apple hopes to save money on new iPhone displays</span></div><br>According to <em>The Elec's</em> <a href="https://www.thelec.net/news/articleView.html?idxno=12514">report</a>, Apple has suggested paying suppliers LG Display and Samsung Display around $70 per <a href="https://appleinsider.com/inside/iphone-18" title="iPhone 18" data-kpt="1">iPhone 18</a> Pro Max display. The report suggests that is angling to pay even less, with both companies aiming for per-panel price points of around $66.50.<br><br>Apple could pay as much as 20% less than it paid for 2025's <a href="https://appleinsider.com/inside/iphone-17" title="iPhone 17" data-kpt="1">iPhone 17</a> Pro Max displays if LG Display and Samsung Display succeed in meeting that sub-$67 goal.<br><br><br> <a href="https://appleinsider.com/articles/26/07/24/apple-wants-cheaper-iphone-displays-to-offset-spiraling-memory-costs?utm_source=rss">Continue Reading on AppleInsider</a> | <a href="https://forums.appleinsider.com/discussion/245049?urm_source=rss">Discuss on our Forums</a>]]></content:encoded>
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<title><![CDATA[Why I changed how I pitch AI: It’s no longer about saving money, but managing tokens and adoption]]></title>
<description><![CDATA[I have worked alongside enterprise technology for more than 30 years and watched AI evolve from a lab experiment into the modern boardroom’s core focus. However, the last few years of implementing AI alongside our customers have delivered our most profound reality checks.



The initial hype has ...]]></description>
<link>https://tsecurity.de/de/3691324/it-nachrichten/why-i-changed-how-i-pitch-ai-its-no-longer-about-saving-money-but-managing-tokens-and-adoption/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691324/it-nachrichten/why-i-changed-how-i-pitch-ai-its-no-longer-about-saving-money-but-managing-tokens-and-adoption/</guid>
<pubDate>Fri, 24 Jul 2026 13:04:13 +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">I have worked alongside enterprise technology for more than 30 years and watched AI evolve from a lab experiment into the modern boardroom’s core focus. However, the last few years of implementing AI alongside our customers have delivered our most profound reality checks.</p>



<p class="wp-block-paragraph">The initial hype has faded, leaving CIOs to drive real enterprise value. Based on my experience implementing Google, OpenAI and Anthropic technologies, here are the fundamental, technology-agnostic lessons every leader must anchor their strategy around.</p>



<h2 class="wp-block-heading"><a></a>AI as a leadership multiplier</h2>



<p class="wp-block-paragraph">The most common tactical error we see is treating AI as an isolated technology project. What I have observed among our customers is that true success does not come from organizations that define a standalone “AI strategy,” but rather from those leaders that integrate AI into their business strategy.</p>



<p class="wp-block-paragraph">When our customers isolate AI and define an AI strategy, it inevitably treats it like a “technological toy” to experiment with. This approach yields fragmented, orphaned initiatives that fail to scale because they are fundamentally disconnected from their core corporate objectives. What I learned is that AI is not the ultimate destination; it is a powerful catalyst. We have replaced “What can AI do for our customers?” with a more strategic question, “How does AI accelerate their existing business goals?”</p>



<p class="wp-block-paragraph">Think of AI like electricity. No modern corporation designs a standalone “electricity strategy.” Instead, all companies route it invisibly across the entire organization to illuminate offices, power production lines and drive communication. AI must be woven into the enterprise fabric in the exact same way, acting as an underlying utility that supercharges your existing operational model.</p>



<p class="wp-block-paragraph">Integrating AI into the broader business strategy also dictates how we measure success. It forces a shift away from short-term tech vanity metrics and anchors the technology into a long-term roadmap.</p>



<p class="wp-block-paragraph">When AI remains trapped within the IT department of our customers, we notice that it is relegated to a mere “software experiment.” To become a true competitive advantage, we observed that AI requires intense cross-functional orchestration. This perspective does not diminish the merit of the technical team; their expertise is fundamental for establishing the architecture, data governance and tools your enterprise requires. However, while IT builds the foundational infrastructure, it lacks the organizational authority to decide what should be built on top of it. Only the CEO or the owner of the company can step in to ensure AI leaves the “toy project” phase and integrates into the DNA of the organization.</p>



<p class="wp-block-paragraph">The requirement for top-down, executive ownership stems from three critical realities observed in the field:</p>



<ul class="wp-block-list">
<li><strong>Silo-smashing and data collaboration:</strong> True enterprise AI is data-hungry and that data lives across disparate business lines, finance, operations, marketing and customer service. Only the CEO possesses the cross-functional authority to demand that data silos be dismantled.</li>



<li><strong>Cultural transformation and fear mitigation:</strong> AI triggers widespread anxiety over job displacement across all industries and hierarchies. When relegated to an “IT project,” resistance spikes as teams view it as a threat to their livelihoods. When I saw the CEO lead this cultural shift directly is when I noticed the best results.</li>



<li><strong>C-Suite education and strategic alignment:</strong> The mandate for AI capability cannot just be delegated downward; the transformation must begin at the very top. I have conducted more than 70 presentations for the Board of Directors and C-Level teams. These people need to be actively educated not on technical code, but on specific business use cases, return on investment (ROI) frameworks and how AI resolves core organizational bottlenecks.</li>
</ul>



<p class="wp-block-paragraph"><a href="https://www.pwc.com/gx/en/issues/c-suite-insights/ceo-survey.html">PwC’s data found that only 12% of enterprises have achieved both cost and revenue benefits from AI</a>. Those elite 12% succeeded precisely because their CEOs embedded AI extensively across <em>strategic decision-making and cross-functional workflows</em>. AI is simply too disruptive and too critical to be left exclusively in the hands of technical experts. If AI is not on the CEO’s weekly agenda, it is fundamentally missing from the company’s true strategy.</p>



<h2 class="wp-block-heading"><a></a>AI as a new operational framework</h2>



<p class="wp-block-paragraph">Traditional IT systems have operated on strict algorithmic certainty: if you input a specific set of data, the system executes an immutable line of code and guarantees the same, predictable output every single time.</p>



<p class="wp-block-paragraph">AI completely breaks this paradigm. Because modern AI is built on probabilistic models, it does not execute static formulas; instead, it predicts the most likely correct response based on mathematical probabilities. This means that AI solutions carry an inherent, small percentage of uncertainty and variability. A prompt entered today might yield a slightly different, though contextually valid, output tomorrow.</p>



<p class="wp-block-paragraph">Executive leadership and organizational cultures must be actively educated to accept and navigate this fundamental shift. Traditional quality assurance frameworks for software are designed for a 100% success rate. Applying this rigid standard to AI will paralyze your initiatives, keeping 80% of your projects trapped eternally in the pilot phase. This happened to us in a food and beverage company in Latin America a couple of years ago. After this experience, we started to include conditions in our contracts that tolerate statistical margins of error and still define the project as a success.</p>



<p class="wp-block-paragraph">In terms of cost calculation, we had to teach CIOs and business managers to forget the monthly subscription model for AI and learn to manage the primary unit of exchange in modern AI: the token.</p>



<p class="wp-block-paragraph">To understand AI costs, executives must understand how large language models process data. AI models do not read full words; instead, they break text, images or code down into “pieces” called tokens. As a baseline, every 100 words process as approximately 130 to 140 tokens. Because the major AI providers use the token as their currency, <a href="https://arxiv.org/pdf/2604.22750">your business is billed dynamically based on the exact volume of tokens consumed</a> by every query submitted (input) and every response generated (output).</p>



<p class="wp-block-paragraph">Many leaders believe AI costs are fixed due to flat-rate enterprise tiers ($25–$30/user). This is a temporary illusion. These venture-capital-subsidized rates mask true operational costs and come with dynamic usage limits. Modeling long-term ROI on them guarantees a severe budget shock when true consumption pricing takes over.</p>



<p class="wp-block-paragraph">The solution is not to halt AI adoption; doing so means losing your competitive edge. Instead, the cost per token must cease to be treated as a technical footnote relegated to the IT department. It must be elevated to a core business variable.</p>



<h2 class="wp-block-heading">Risks in the AI adoption model</h2>



<p class="wp-block-paragraph">Since the beginning of the AI boom, I have seen all our customers making a critical tactical error that could cost them heavily in the medium term: they are focusing only on operational efficiency (reducing costs with AI).</p>



<p class="wp-block-paragraph">I have observed that an alarmingly high percentage of companies remain trapped in pilot phases focused exclusively on short-term cost reduction. <a href="https://www.bain.com/insights/your-ai-budget-is-growing-your-returns-arent-heres-why/">Bain &amp; Company’s global Automation and AI Pathfinder Survey </a>found that the largest share of companies measuring their AI initiatives (exactly 40%) realized cost reductions of 10% or less, heavily missing their internal targets. Our customers are putting too many resources and effort into marginal financial gains and in doing so, they are jeopardizing their most valuable assets: service quality, resilience and customer trust.</p>



<p class="wp-block-paragraph">Utilizing AI solely to slash headcount or cut operational corners is a dangerous trap that introduces severe field liabilities. A financial service organization in Latin America announced that they saved $1 million in customer support by replacing humans with AI chatbots. However, the mid-term reality revealed a different story: a damaged brand reputation due to AI errors and an influx of frustrated clients fleeing because the automated system cannot handle special cases.</p>



<p class="wp-block-paragraph">Putting a company on an extreme AI diet might make it look leaner on next quarter’s financial statement, but over-indexing on cost-cutting will ultimately leave the business too weak to compete when market dynamics shift. We are now inviting our customers to change the question from <em>“How much money will AI save us?”</em> to <em>“How will we leverage AI to exponentially increase the long-term value of our enterprise?”</em></p>



<p class="wp-block-paragraph">Deploying enterprise AI is a marathon, not a sprint, and the terrain changes with every mile. The organizations that thrive in this next era will be those that transition from fascination to discipline, treating AI not as a magic bullet for immediate savings, but as a core capability that demands rigorous governance, architectural foresight and cultural maturity. Navigating this shift requires moving past the theoretical hype and anchoring decisions in raw, field-tested reality.</p>



<p class="wp-block-paragraph">As we continue to deploy these technologies across industries, the blueprint for success is being rewritten in real time. Let’s keep this conversation going as we map out the future of business intelligence together.</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[Move over, James Gunn: Stuart Fails to Save the Universe will have DC crossover episode — and there's one iconic superhero HBO Max would be stupid not to include]]></title>
<description><![CDATA[San Diego Comic Con has confirmed an epic crossover between DC and Stuart Fails to Save the Universe — but one superhero is needed to bring Big Bang Theory's lore full circle.]]></description>
<link>https://tsecurity.de/de/3691275/it-nachrichten/move-over-james-gunn-stuart-fails-to-save-the-universe-will-have-dc-crossover-episode-and-theres-one-iconic-superhero-hbo-max-would-be-stupid-not-to-include/</link>
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<pubDate>Fri, 24 Jul 2026 12:33:28 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[San Diego Comic Con has confirmed an epic crossover between DC and Stuart Fails to Save the Universe — but one superhero is needed to bring Big Bang Theory's lore full circle.]]></content:encoded>
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<title><![CDATA[Stuart Fails to Save the Universe: The Big Bang Theory trifft auf Sliders]]></title>
<description><![CDATA[Zehn Folgen Multiversum-Spaß - mit hohem Geek-Faktor: Die spaßigste Sci-Fi-Serie des Jahres ist da. Eine Rezension von Peter Osteried (Science-Fiction, Streaming)]]></description>
<link>https://tsecurity.de/de/3691211/it-nachrichten/stuart-fails-to-save-the-universe-the-big-bang-theory-trifft-auf-sliders/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691211/it-nachrichten/stuart-fails-to-save-the-universe-the-big-bang-theory-trifft-auf-sliders/</guid>
<pubDate>Fri, 24 Jul 2026 12:02:59 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Zehn Folgen Multiversum-Spaß - mit hohem Geek-Faktor: Die spaßigste Sci-Fi-Serie des Jahres ist da. Eine Rezension von Peter Osteried (<a href="https://www.golem.de/specials/science-fiction/">Science-Fiction</a>, <a href="https://www.golem.de/specials/streaming/">Streaming</a>) <img src="https://cpx.golem.de/cpx.php?class=17&amp;aid=211205&amp;page=1&amp;ts=1784887201" alt="" width="1" height="1">]]></content:encoded>
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<title><![CDATA[Burnham wants Big Ecommerce to bankroll Britain's pubs]]></title>
<description><![CDATA[Online marketplaces could find themselves buying the next round as the PM looks to tax ecommerce to save the local]]></description>
<link>https://tsecurity.de/de/3691104/it-nachrichten/burnham-wants-big-ecommerce-to-bankroll-britains-pubs/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691104/it-nachrichten/burnham-wants-big-ecommerce-to-bankroll-britains-pubs/</guid>
<pubDate>Fri, 24 Jul 2026 11:21:12 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Online marketplaces could find themselves buying the next round as the PM looks to tax ecommerce to save the local]]></content:encoded>
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<title><![CDATA[Google Adds Selfie Video As a Log-In Option]]></title>
<description><![CDATA[An anonymous reader quotes a report from Engadget: You'll now be able to use selfie videos to log into your Google account. It has long been possible to log into Google using your face, via your phone's face unlock or if your passkey login uses biometrics for verification. This is yet another opt...]]></description>
<link>https://tsecurity.de/de/3690641/it-security-nachrichten/google-adds-selfie-video-as-a-log-in-option/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690641/it-security-nachrichten/google-adds-selfie-video-as-a-log-in-option/</guid>
<pubDate>Fri, 24 Jul 2026 06:03:36 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[An anonymous reader quotes a report from Engadget: You'll now be able to use selfie videos to log into your Google account. It has long been possible to log into Google using your face, via your phone's face unlock or if your passkey login uses biometrics for verification. This is yet another option to get into your account using your face to authenticate your identity, which could be especially useful if you don't have access to the phone or computer you typically use or if you got locked out of your account and none of the other log-in options are working.
 
[...] Google will ask you to turn your head in certain ways during the verification and every time you use the option to log in. The company says it's to fend off impersonation attempts, such as deepfake videos, and prove you're currently in front of the camera. It will, of course, have to save your selfie video and use it for comparison for future logins.The company says it will encrypt your video and only use to help you sign in, but if you ever change your mind, you can delete it from your Google account. It's worth noting the option is currently unavailable for Workspace accounts, child accounts and those enrolled in Google's Advanced Protection Program.
 
You can set it up and give it a try at g.co/signin-selfie.<p></p><div class="share_submission">
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</div><p><a href="https://yro.slashdot.org/story/26/07/24/0144247/google-adds-selfie-video-as-a-log-in-option?utm_source=rss1.0moreanon&amp;utm_medium=feed">Read more of this story</a> at Slashdot.</p>]]></content:encoded>
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<title><![CDATA[Microsoft launches new in-house AI models it says cut costs up to 89% versus OpenAI]]></title>
<description><![CDATA[Microsoft AI released two new in-house models into public preview on Wednesday — MAI-Image-2.5-Pro, its highest-fidelity image generator to date, and MAI-Voice-2-Flash, a speech model built for high-volume enterprise workloads — while publishing production data that amounts to the company's most ...]]></description>
<link>https://tsecurity.de/de/3690504/it-nachrichten/microsoft-launches-new-in-house-ai-models-it-says-cut-costs-up-to-89-versus-openai/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690504/it-nachrichten/microsoft-launches-new-in-house-ai-models-it-says-cut-costs-up-to-89-versus-openai/</guid>
<pubDate>Fri, 24 Jul 2026 02:50:17 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><a href="https://microsoft.ai/">Microsoft AI</a> released two new in-house models into public preview on Wednesday — <a href="https://microsoft.ai/news/introducing-mai-image-2-5-pro-and-mai-voice-2-flash/">MAI-Image-2.5-Pro</a>, its highest-fidelity image generator to date, and <a href="https://microsoft.ai/news/introducing-mai-image-2-5-pro-and-mai-voice-2-flash/">MAI-Voice-2-Flash</a>, a speech model built for high-volume enterprise workloads — while publishing production data that amounts to the company's most aggressive argument yet that it can power its own products without leaning on OpenAI's frontier models.</p><p>The announcement, made by <a href="https://microsoft.ai/">Microsoft AI's Superintelligence team</a>, lands roughly a year after the company committed to building purpose-built models internally, and it arrives with an unusual level of specificity about where those models now run: <a href="https://www.bing.com/">Bing</a>, <a href="https://www.microsoft.com/en-us/microsoft-365/powerpoint">PowerPoint</a>, <a href="https://www.microsoft.com/en-us/microsoft-365/onedrive/online-cloud-storage">OneDrive</a>, <a href="https://www.microsoft.com/en-us/dynamics-365">Dynamics 365</a>, <a href="https://excel.cloud.microsoft/en-us/">Excel</a>, <a href="https://github.com/features/copilot">GitHub Copilot</a>, and <a href="https://azure.microsoft.com/en-us">Azure</a>. The message to enterprise buyers — and, implicitly, to OpenAI — is that Microsoft's homegrown models are no longer research projects. They are production infrastructure serving millions of users.</p><p>"Each of these enhancements is a step toward the same goal: Microsoft products, powered by Microsoft models," the company wrote in its announcement blog.</p><h2><b>How MAI-Image-2.5-Pro and MAI-Voice-2-Flash stake out opposite ends of the AI cost curve</b></h2><p>The two new releases occupy opposite ends of what Microsoft calls the quality-speed-cost curve, and the positioning is deliberate. <a href="https://microsoft.ai/news/introducing-mai-image-2-5-pro-and-mai-voice-2-flash/">MAI-Image-2.5-Pro</a> targets the premium tier: hero imagery, detailed editing, and precise in-image text rendering — the last of which has long been a notorious weak spot for image generation models. Microsoft priced the model at $5 per million text input tokens, $8 per million image input tokens, and $106 per million image output tokens. The base <a href="https://microsoft.ai/news/introducing-mai-image-2-5-pro-and-mai-voice-2-flash/">MAI-Image-2.5</a> model recently launched at <a href="https://microsoft.ai/news/introducing-mai-image-2-5/">No. 2 for image editing on Arena</a>, the community leaderboard that has become a de facto scoreboard for generative media.</p><p>The creative industry appears to be taking notice. Rob Reilly, global chief creative officer at advertising giant WPP, called the Pro model "a strong leap forward for GenMedia tools" in a statement included in Microsoft's announcement, adding that "Microsoft has firmly established itself among the leaders in generative AI."</p><p><a href="https://microsoft.ai/news/introducing-mai-image-2-5-pro-and-mai-voice-2-flash/">MAI-Voice-2-Flash</a> goes the other direction. First previewed at Microsoft's <a href="https://news.microsoft.com/build-2026/">Build conference</a>, Flash runs twice as fast as MAI-Voice-2 and costs 32% less, priced at $15 per million characters. It is designed for the unglamorous but enormous market of high-volume voice — call centers, voice agents, and real-time speech applications where latency and cost-per-call matter more than marginal gains in expressiveness. Together, the two models reflect a strategy of building families of models rather than a single flagship, because, as the company put it, a creative studio chasing maximum fidelity has very different needs from a customer service operation handling millions of calls a day.</p><h2><b>Microsoft's production metrics show in-house models cutting GPU costs by up to 89%</b></h2><p>The model launches are arguably less newsworthy than the deployment metrics Microsoft attached to them — numbers that read like a systematic case for swapping out third-party frontier models across its product portfolio. </p><p><a href="https://explore.microsoft.com/en-us/bing/features/bing-image-creator?form=MA13FV">Bing Image Creator </a>now runs entirely on <a href="https://microsoft.ai/news/introducing-mai-image-2-5-pro-and-mai-voice-2-flash/">MAI-Image-2.5</a>, end to end, marking the first time the consumer image tool is fully in-house. In PowerPoint, Microsoft says MAI-Image-2.5 reduces GPU costs by up to 84% compared with GPT-Image-2, OpenAI's image model. In OneDrive, where MAI-Image-2.5 is now the default for key image-editing scenarios, the company reports a 26% increase in save rates, roughly 25% lower P95 latency, and 2.5 times greater efficiency under medium-utilization production workloads.</p><p>On the voice side, <a href="https://microsoft.ai/news/introducing-mai-image-2-5-pro-and-mai-voice-2-flash/">MAI-Voice-2-Flash</a> now powers Dynamics 365 Contact Center — the platform used by customers including T-Mobile and EasyJet — where Microsoft claims GPU cost reductions of up to 89%. The model is also integrated into Azure Voice Live for developers building speech-to-speech agents.</p><p>Perhaps the most consequential deployment sits in healthcare. Microsoft's <a href="https://www.microsoft.com/en-us/health-solutions/clinical-workflow/dragon-copilot">Dragon Copilot</a>, used by 170,000 medical providers and responsible for processing 28 million patient encounters last quarter, now runs on MAI-Transcribe-1.5 for its multilingual workflow across 58 languages. Microsoft says internal evaluations show a 50% relative reduction in both transcription and language-identification error rates across most languages — a meaningful claim in a domain where transcription errors can propagate directly into clinical notes.</p><h2><b>Inside the 'hill-climbing' strategy that lets small models beat GPT-5.6 in Excel</b></h2><p>In a companion post published the same day, Microsoft detailed the methodology behind these results — what it calls its "<a href="https://microsoft.ai/news/hill-climbing-mai-models-for-github-copilot-and-excel/">hill-climbing machine</a>," an integrated flywheel of data, models, and the product "harness" that surrounds them.</p><p>The clearest example is <a href="https://microsoft.ai/news/introducingmai-code-1-flash/">MAI-Code-1-Flash</a>, the lightweight coding model launched in GitHub Copilot in June. Microsoft says the model achieves an approximately 10% higher code accept rate than GPT-5.4 Mini and Claude Haiku 4.5 in VS Code, while using 10% fewer median tokens. Developer retention tells a similar story: users were 6% more likely to return across multiple days than with GPT-5.4 Mini, and 11% more likely than with Claude Haiku 4.5.</p><p>Then Microsoft did something more interesting. It took the MAI-Code-1-Flash checkpoint and further <a href="https://microsoft.ai/news/hill-climbing-mai-models-for-github-copilot-and-excel/">trained it inside an Excel reinforcement learning environment</a>, teaching a coding model the tools and workflows of spreadsheet knowledge work. The result, according to production user feedback, is a model on par with GPT-5.6 for the most common Excel tasks — while being small enough to run on Nvidia's older H100 and even A100 GPUs rather than requiring the latest-generation accelerators.</p><p>That hardware detail deserves emphasis. Every major AI company is fighting for allocation of cutting-edge chips, and a model that delivers frontier-adjacent quality on two-generation-old silicon fundamentally changes the deployment economics. It also frees the newest hardware — including Microsoft's now-operational GB200 cluster — for training rather than serving.</p><h2><b>Satya Nadella's 'frontier diffusion' manifesto redraws the OpenAI relationship</b></h2><p>Microsoft CEO Satya Nadella framed the announcements in a lengthy post on X titled "<a href="https://x.com/satyanadella/status/2080329851127669104">Frontier Diffusion &amp; Control</a>," which functions as something close to a strategic manifesto. "We can now take saturated frontier capabilities and deliver them at scale and at lower cost through models optimized for high-usage products, while continuing to use frontier models for frontier needs," Nadella wrote, adding that Microsoft is "beginning to route traffic across our first-party surfaces to MAI whenever our models match or outperform frontier alternatives."</p><p>Translated from executive prose: capabilities that were state-of-the-art a year ago are now table stakes, and Microsoft believes it can replicate them cheaply for the specific, repetitive tasks that dominate real product usage. Why pay frontier prices for a frontier model when a user just wants to reformat a spreadsheet column?</p><p>Nadella was careful to note that "frontier models from OpenAI and Anthropic are part of the orchestration system alongside MAI" — but he also articulated a pointed principle of model independence, arguing that a company's evaluations "should continue to hill climb even when any given model has been removed." </p><p>“Keeping the harness, memory, context, and skills outside the model, he argued, is what gives Microsoft control. The subtext is hard to miss. Reuters reported in April that Microsoft’s <a href="https://www.reuters.com/legal/litigation/microsoft-end-exclusive-license-openais-technology-2026-04-27/">exclusive license to OpenAI’s technology</a> had been revised into a non-exclusive arrangement, and The Information reported last September that Microsoft had <a href="https://www.theinformation.com/articles/microsoft-buy-ai-anthropic-shift-openai">begun incorporating Anthropic models</a> into some products. Wednesday’s announcement completes the triangle: Microsoft as orchestrator, with its partners’ frontier models as interchangeable components and its own models absorbing an ever-larger share of routine traffic.”</p><h2><b>Developers cheer cheaper task-specific models while skeptics question Microsoft's track record</b></h2><p>The response online captured both the appeal and the skepticism surrounding the strategy. "I love when people use small models for niche tasks," wrote one X user, <a href="https://x.com/mavihsk/status/2080330529547993252">@mavihsk</a>, responding to Nadella's post. "Why do I have to use the all-knowing model just to change my field in Excel?" Another user, <a href="https://x.com/nabu_lines/status/2080343512780837226">@nabu_lines</a>, distilled the pitch neatly: "cost and performance both improve when you stop overusing the biggest model."</p><p>Others were less charitable about Microsoft's execution track record. "Microsoft is the worst when it comes to listening to user feedback," wrote designer <a href="https://x.com/designedbyabin/status/2080332368301412434">@designedbyabin</a>, arguing the company "will lose the AI race because they repeatedly failed to understand user needs." And one user, <a href="https://x.com/tokenoverflow/status/2080386145712824694">@tokenoverflow</a>, offered a drier critique of the model-independence pitch: "i want it keep hill climbing after removing microsoft."</p><p>The skeptics raise a fair point. Microsoft's self-reported metrics — accept rates, save rates, GPU savings — come from its own internal evaluations, not independent benchmarks, and the company chooses which comparisons to publish.</p><p>But the strategy's logic does not depend on any single number. Nadella's framing that software now has "<a href="https://x.com/satyanadella/status/2080329851127669104">real marginal cost for the first time</a>" explains why Microsoft is obsessive about tokens, GPUs, and serving costs: when AI features run on every keystroke across a billion-user product portfolio, an 84% GPU cost reduction is not an optimization. It is the difference between a viable business and a money pit.</p><h2><b>Why Microsoft is turning its internal AI playbook into an Azure product</b></h2><p>The final piece of the strategy is that Microsoft is selling the playbook, not just the models. Nadella explicitly positioned the hill-climbing approach as "a template for every other AI native, SaaS, or Enterprise company," and Microsoft is packaging the toolchain through Foundry and what it calls Frontier Tuning — letting enterprises train specialized models against their own proprietary evaluations and reinforcement learning environments. That turns Microsoft's internal cost-cutting exercise into an Azure product, and it gives enterprise customers a reason to run their AI workloads on Microsoft's cloud even if the models themselves come from elsewhere.</p><p>The company's emphasis on models trained "on clean, traceable, enterprise-grade data, without distillation from third-party models" serves the same commercial end. In an industry facing mounting scrutiny over training data provenance, Microsoft is betting that enterprise buyers — and courts — will care where model capabilities come from. Microsoft says it is now extending the hill-climbing approach to <a href="https://copilot.microsoft.com/">Copilot Chat</a>, <a href="https://outlook.live.com/mail/">Outlook</a>, and <a href="https://www.microsoft.com/en-us/microsoft-365/powerpoint">PowerPoint</a>, and both new models are available in public preview through <a href="https://azure.microsoft.com/en-us/products/ai-foundry">Microsoft Foundry</a> and the <a href="https://playground.microsoft.ai/">MAI Playground</a>. "None of this is an endpoint," the company wrote. "We're just getting started."</p><p>Seven years ago, <a href="https://www.cnbc.com/2024/08/10/rise-of-openai-microsofts-13-billion-artificial-intelligence-bet.html">Microsoft bet more than $13 billion</a> that OpenAI would build the future of AI. Wednesday's announcement suggests the company has since learned a cheaper lesson: the future of AI may belong to whoever builds the frontier, but the profits belong to whoever makes it ordinary.</p>]]></content:encoded>
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<title><![CDATA[Skip Paying Full Price for a New Galaxy Fold 8 or iPhone 17 With These AT&T Deals]]></title>
<description><![CDATA[From free flagship phones to discounts for teachers, nurses and military members, there are plenty of ways to save.]]></description>
<link>https://tsecurity.de/de/3690040/it-nachrichten/skip-paying-full-price-for-a-new-galaxy-fold-8-or-iphone-17-with-these-att-deals/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690040/it-nachrichten/skip-paying-full-price-for-a-new-galaxy-fold-8-or-iphone-17-with-these-att-deals/</guid>
<pubDate>Thu, 23 Jul 2026 21:04:35 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[From free flagship phones to discounts for teachers, nurses and military members, there are plenty of ways to save.]]></content:encoded>
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<title><![CDATA[Rockwell Automation ThinManager]]></title>
<description><![CDATA[View CSAF
Summary
Successful exploitation of this vulnerability could allow an authenticated attacker to write arbitrary files to restricted system directories outside of the application's intended directory.
The following versions of Rockwell Automation ThinManager are affected:

ThinManager >=1...]]></description>
<link>https://tsecurity.de/de/3689943/it-security-nachrichten/rockwell-automation-thinmanager/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689943/it-security-nachrichten/rockwell-automation-thinmanager/</guid>
<pubDate>Thu, 23 Jul 2026 20:17:43 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><a href="https://github.com/cisagov/CSAF/blob/develop/csaf_files/OT/white/2026/icsa-26-204-05.json"><strong>View CSAF</strong></a></p>
<h2>Summary</h2>
<p><strong>Successful exploitation of this vulnerability could allow an authenticated attacker to write arbitrary files to restricted system directories outside of the application's intended directory.</strong></p>
<p>The following versions of Rockwell Automation ThinManager are affected:</p>
<ul>
<li>ThinManager &gt;=13.0.0|&lt;13.0.7, &gt;=13.1.0|&lt;13.1.5, &gt;=13.2.0|&lt;13.2.4, &gt;=14.0.0|&lt;14.0.2</li>
</ul>
<div class="csaf-table">
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">CVSS</th>
<th role="columnheader">Vendor</th>
<th role="columnheader">Equipment</th>
<th role="columnheader">Vulnerabilities</th>
</tr>
</thead>
<tbody>
<tr>
<td>v3 8.1</td>
<td>Rockwell Automation</td>
<td>Rockwell Automation ThinManager</td>
<td>Improper Limitation of a Pathname to a Restricted Directory ('Path Traversal')</td>
</tr>
</tbody>
</table>
</div>
<h3>Background</h3>
<ul>
<li><strong>Critical Infrastructure Sectors: </strong>Chemical, Critical Manufacturing, Energy, Food and Agriculture, Water and Wastewater</li>
<li><strong>Countries/Areas Deployed: </strong>Worldwide</li>
<li><strong>Company Headquarters Location: </strong>United States</li>
</ul>
<hr>
<h2>Vulnerabilities</h2>
<div class="csaf-accordion">
<p><a class="csaf-accordion-toggle-all" href="https://www.cisa.gov/#">Expand All +</a></p>
<div class="csaf-accordion-item">
<h3><a class="csaf-accordion-toggle" href="https://www.cisa.gov/#">CVE-2026-11917</a></h3>
<div class="csaf-accordion-content">
<p>A path traversal security issue exists within Rockwell Automation ThinManager software due to improper limitation of file save operations within the API. An authenticated attacker could exploit this vulnerability to write arbitrary files to restricted system directories outside of the application's intended directory.</p>
<p><a href="https://www.cve.org/CVERecord?id=CVE-2026-11917">View CVE Details</a></p>
<hr>
<h4>Affected Products</h4>
<h5>Rockwell Automation ThinManager</h5>
<div class="ics-vendor-version-status">
<div class="ics-vendor"><strong>Vendor:</strong><br>Rockwell Automation</div>
<div class="ics-version"><strong>Product Version:</strong><br>Rockwell Automation ThinManager: &gt;=13.0.0|&lt;13.0.7, Rockwell Automation ThinManager: &gt;=13.1.0|&lt;13.1.5, Rockwell Automation ThinManager: &gt;=13.2.0|&lt;13.2.4, Rockwell Automation ThinManager: &gt;=14.0.0|&lt;14.0.2</div>
<div class="ics-status"><strong>Product Status:</strong><br>known_affected</div>
</div>
<div class="ics-remediations">
<h6>Remediations</h6>
<p><strong>Mitigation</strong><br>Users using the affected software, should upgrade to one of the corrected versions as follows:</p>
<p><strong>Vendor fix</strong><br>ThinManager Versions 13.0.0 - 13.0.7 --&gt; 13.0.8</p>
<p><strong>Vendor fix</strong><br>ThinManager Versions 13.1.0 - 13.1.5 --&gt; 13.1.6</p>
<p><strong>Vendor fix</strong><br>ThinManager Versions 13.2.0 - 13.2.4 --&gt; 13.2.5</p>
<p><strong>Vendor fix</strong><br>ThinManager Versions 14.0.0 - 14.0.2 --&gt; 14.0.3</p>
<p><strong>Mitigation</strong><br>Users using the affected software, who are not able to upgrade to one of the corrected versions, should use Rockwell Automation's security best practices.<br><a href="https://support.rockwellautomation.com/app/answers/answer_view/a_id/1085012/loc/en_US#__highlight">https://support.rockwellautomation.com/app/answers/answer_view/a_id/1085012/loc/en_US#__highlight</a></p>
<p><strong>Mitigation</strong><br>For more information, refer to Rockwell Automation's Securitry Advisory page.<br><a href="https://www.rockwellautomation.com/en-us/trust-center/security-advisories.html">https://www.rockwellautomation.com/en-us/trust-center/security-advisories.html</a></p>
</div>
<p><strong>Relevant CWE:</strong> <a href="https://cwe.mitre.org/data/definitions/22.html">CWE-22 Improper Limitation of a Pathname to a Restricted Directory ('Path Traversal')</a></p>
<hr>
<h4>Metrics</h4>
<div class="csaf-table csaf-metrics-table">
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">CVSS Version</th>
<th role="columnheader">Base Score</th>
<th role="columnheader">Base Severity</th>
<th role="columnheader">Vector String</th>
</tr>
</thead>
<tbody>
<tr>
<td>3.1</td>
<td>8.1</td>
<td>HIGH</td>
<td><a href="https://www.first.org/cvss/calculator/3.1#CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:N/I:H/A:H">CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:N/I:H/A:H</a></td>
</tr>
<tr>
<td>4.0</td>
<td>7.2</td>
<td>HIGH</td>
<td><a href="https://www.first.org/cvss/calculator/4.0#CVSS:4.0/AV:N/AC:L/AT:N/PR:L/UI:N/VC:N/VI:H/VA:H/SC:N/SI:N/SA:N">CVSS:4.0/AV:N/AC:L/AT:N/PR:L/UI:N/VC:N/VI:H/VA:H/SC:N/SI:N/SA:N</a></td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
</div>
<hr>
<h2>Acknowledgments</h2>
<ul>
<li>Rockwell Automation reported this vulnerability to CISA</li>
</ul>
<hr>
<h2>Legal Notice and Terms of Use</h2>
<p>This product is provided subject to this Notification (https://www.cisa.gov/notification) and this Privacy &amp; Use policy (https://www.cisa.gov/privacy-policy).</p>
<hr>
<h2>Recommended Practices</h2>
<p>CISA recommends users take defensive measures to minimize the risk of exploitation of this vulnerability.</p>
<p>Minimize network exposure for all control system devices and/or systems, ensuring they are not accessible from the internet.</p>
<p>Locate control system networks and remote devices behind firewalls and isolating them from business networks.</p>
<p>When remote access is required, use more secure methods, such as Virtual Private Networks (VPNs), recognizing VPNs may have vulnerabilities and should be updated to the most current version available. Also recognize VPN is only as secure as the connected devices.</p>
<p>CISA reminds organizations to perform proper impact analysis and risk assessment prior to deploying defensive measures.</p>
<p>CISA also provides a section for control systems security recommended practices on the ICS webpage on cisa.gov/ics. Several CISA products detailing cyber defense best practices are available for reading and download, including Improving Industrial Control Systems Cybersecurity with Defense-in-Depth Strategies.</p>
<p>CISA encourages organizations to implement recommended cybersecurity strategies for proactive defense of ICS assets.</p>
<p>Additional mitigation guidance and recommended practices are publicly available on the ICS webpage at cisa.gov/ics in the technical information paper, ICS-TIP-12-146-01B--Targeted Cyber Intrusion Detection and Mitigation Strategies.</p>
<p>Organizations observing suspected malicious activity should follow established internal procedures and report findings to CISA for tracking and correlation against other incidents.</p>
<p>CISA also recommends users take the following measures to protect themselves from social engineering attacks:</p>
<p>Do not click web links or open attachments in unsolicited email messages.</p>
<p>Refer to Recognizing and Avoiding Email Scams for more information on avoiding email scams.</p>
<p>Refer to Avoiding Social Engineering and Phishing Attacks for more information on social engineering attacks.</p>
<p>No known public exploitation specifically targeting this vulnerability has been reported to CISA at this time.</p>
<hr>
<h2>Revision History</h2>
<ul>
<li><strong>Initial Release Date: </strong>2026-07-14</li>
</ul>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">Date</th>
<th role="columnheader">Revision</th>
<th role="columnheader">Summary</th>
</tr>
</thead>
<tbody>
<tr>
<td>2026-07-14</td>
<td>1</td>
<td>Initial Publication by Rockwell Automation</td>
</tr>
<tr>
<td>2026-07-21</td>
<td>2</td>
<td>Initial Republication of Rockwell Automation advisory</td>
</tr>
</tbody>
</table>
<hr>
<h2>Legal Notice and Terms of Use</h2>]]></content:encoded>
</item>
<item>
<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[Save Over $300 on This Eskute E-Trike for an Easy and Affordable Way to Zip Around Town]]></title>
<description><![CDATA[It’s got a 55-mile range, fat tires for a stable ride and is down to less than $700 right now at Walmart.]]></description>
<link>https://tsecurity.de/de/3689808/it-nachrichten/save-over-300-on-this-eskute-e-trike-for-an-easy-and-affordable-way-to-zip-around-town/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689808/it-nachrichten/save-over-300-on-this-eskute-e-trike-for-an-easy-and-affordable-way-to-zip-around-town/</guid>
<pubDate>Thu, 23 Jul 2026 19:07:15 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<link>https://tsecurity.de/de/3689783/ios-mac-os/apples-macbook-pro-with-48gb-ram-drops-to-2699-saving-you-400/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689783/ios-mac-os/apples-macbook-pro-with-48gb-ram-drops-to-2699-saving-you-400/</guid>
<pubDate>Thu, 23 Jul 2026 19:02:16 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Apple's current 14-inch MacBook Pro with an M5 Pro chip and upgrade to 48GB of RAM is $400 off during B&amp;H's month-end sale, but supply is limited at the reduced price.<br><br><div><img src="https://photos5.appleinsider.com/gallery/68342-144047-macbook-pro-48gb-ram-deal-xl.jpg" alt="Open MacBook Pro 14-inch laptop on dark background with colorful gradient glow, large bold white text across the screen reading 48GB RAM DEAL, suggesting a promotional offer for a highmemory computer" height="720"><br><span>Save $400 on Apple's 14-inch MacBook Pro with an upgrade to 48GB RAM - Image credit: Apple</span></div><br>B&amp;H is <strong><a href="https://www.bhphotovideo.com/c/product/1957032-REG/apple_mbp_m5p_03_14_macbook_pro_m5.html/BI/1717/KBID/2301/SID/da-macp-14in-m5-pro-48gb-2699-072326" rel="nofollow" target="_blank">slashing $400 off</a></strong> Apple's latest 14-inch MacBook Pro with an upgrade to 48GB of RAM. Released in March 2026, the M5 Pro 14-inch MacBook Pro features higher unified memory bandwidth compared to the last-gen model and is equipped with Apple's N1 chip for Wi-Fi 7 and Bluetooth 6 support.<br><br><a href="https://www.bhphotovideo.com/c/product/1957032-REG/apple_mbp_m5p_03_14_macbook_pro_m5.html/BI/1717/KBID/2301/SID/da-macp-14in-m5-pro-48gb-2699-btn-072326" rel="nofollow" class="deal-highlight">Save $400 on 14" MacBook Pro 48GB RAM</a><br><br><br> <a href="https://appleinsider.com/articles/26/07/23/apples-macbook-pro-with-48gb-ram-drops-to-2699-saving-you-400?utm_source=rss">Continue Reading on AppleInsider</a> | <a href="https://forums.appleinsider.com/discussion/245039?urm_source=rss">Discuss on our Forums</a>]]></content:encoded>
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<pubDate>Thu, 23 Jul 2026 18:04:56 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Pay just $300 for this cordless stick vacuum.]]></content:encoded>
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<guid isPermaLink="true">https://tsecurity.de/de/3689444/it-nachrichten/save-up-to-1200-off-samsungs-brand-new-galaxy-fold-8-fold-8-ultra-flip-8-phones/</guid>
<pubDate>Thu, 23 Jul 2026 17:05:08 +0200</pubDate>
<category>📰 IT 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>
<title><![CDATA[Lenovo's premium Yoga Slim 7x Copilot+ laptop with a 'phenomenal OLED display' is over $420 off at Best Buy]]></title>
<description><![CDATA[Save over $420 on Lenovo's premium Yoga Slim 7x Copilot+ laptop with a "phenomenal OLED display."]]></description>
<link>https://tsecurity.de/de/3689258/it-nachrichten/lenovos-premium-yoga-slim-7x-copilot-laptop-with-a-phenomenal-oled-display-is-over-420-off-at-best-buy/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689258/it-nachrichten/lenovos-premium-yoga-slim-7x-copilot-laptop-with-a-phenomenal-oled-display-is-over-420-off-at-best-buy/</guid>
<pubDate>Thu, 23 Jul 2026 16:03:33 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Save over $420 on Lenovo's premium Yoga Slim 7x Copilot+ laptop with a "phenomenal OLED display."]]></content:encoded>
</item>
<item>
<title><![CDATA[Tech layoffs: A 2026 timeline]]></title>
<description><![CDATA[Among a range of factors leading to a wave of tech sector layoffs in 2026 is the rapid rise of artificial intelligence and automation. Companies are reconfiguring their workforces to leverage AI for increased efficiency and reduced operating costs. This realignment and reduction is implemented ev...]]></description>
<link>https://tsecurity.de/de/3689055/it-nachrichten/tech-layoffs-a-2026-timeline/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689055/it-nachrichten/tech-layoffs-a-2026-timeline/</guid>
<pubDate>Thu, 23 Jul 2026 14:35:03 +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">Among a range of factors leading to a wave of tech sector layoffs in 2026 is the rapid rise of artificial intelligence and automation. Companies are reconfiguring their workforces to leverage AI for increased efficiency and reduced operating costs. This realignment and reduction is implemented even by companies reporting strong financial performance.</p>



<p class="wp-block-paragraph">But it’s not just AI leading to workforce cuts. Complementing this technological shift are ongoing economic uncertainty, inflation, and higher interest rates, compounded by a chip shortage and rising energy costs. This mix is driving companies to cut costs and streamline operations for increased efficiency.</p>



<p class="wp-block-paragraph">According to data compiled by <a href="https://layoffs.fyi/" target="_blank" rel="noreferrer noopener">Layoffs.fyi</a>, an online tracker that keep tabs on job losses in the technology sector, 123,941 tech employees were laid off at 269 companies in 2025. The site also reports that 71,981 government employees were laid off by DOGE alone, with 182,528 total federal workers laid off.</p>



<p class="wp-block-paragraph">Here is a list — to be updated regularly — of some of the most prominent technology layoffs the industry has experienced recently.</p>



<h2 class="wp-block-heading">Notable tech layoffs in 2026</h2>



<ul class="wp-block-list">
<li>Monday.com</li>



<li>Microsoft</li>



<li>Meta</li>



<li>Cisco</li>



<li>Cloudflare</li>



<li>Oracle</li>



<li>Atlassian </li>



<li>Salesforce</li>



<li>Amazon</li>



<li>Ericsson</li>
</ul>



<h3 class="wp-block-heading">July 22, 2026: Monday.com cuts 20% of its workforce to restructure for the AI era</h3>



<p class="wp-block-paragraph">The company says the decision to <a href="https://www.computerworld.com/article/4200349/monday-com-cuts-20-of-its-workforce-to-restructure-for-the-ai-era-2.html">cut 620 jobs</a> isn’t about margins, but about creating a flatter organization built around AI agents, autonomous teams, and deeper customer engagement.</p>



<h3 class="wp-block-heading">July 6, 2026: Microsoft cuts 4,800 jobs, primarily in sales and Xbox teams</h3>



<p class="wp-block-paragraph">As the company <a href="https://www.computerworld.com/article/4193532/microsoft-bets-that-enterprise-ai-needs-engineers-not-bigger-sales-teams-2.html" target="_blank">trims thousands of jobs</a>, it’s also investing in embedded engineering teams and AI infrastructure. The layoffs come several weeks after the company offered 8,750 US employees <a href="https://www.computerworld.com/article/4163188/microsoft-to-offer-voluntary-retirement-buyouts-to-about-7-of-the-us-workforce.html">voluntary retirement buyouts</a>.</p>



<h3 class="wp-block-heading">June 5, 2026: Tech industry cut 38,242 jobs in May, worst since 2024</h3>



<p class="wp-block-paragraph">AI was blamed for 40% of <a href="https://www.computerworld.com/article/4181822/tech-industry-cut-38242-jobs-in-may-worst-since-2024.html">the job cuts in May</a>, up from 7% in January, according to research by employment placement company Challenger, Gray &amp; Christmas.</p>



<h3 class="wp-block-heading">May 20, 2026: Meta cuts 8,000 jobs, around 10% of workforce</h3>



<p class="wp-block-paragraph">The cuts are expected to expected to hit Meta’s engineering and product teams the hardest, arriving as Meta pivots toward AI to boost efficiency across its organization, <a href="https://tech.yahoo.com/general/article/meta-starts-cutting-8000-jobs-as-part-of-previously-announced-layoffs-145220586.html" target="_blank" rel="noreferrer noopener">according to Yahoo Tech</a>.</p>



<h3 class="wp-block-heading">May 13, 2026: Cisco to cut nearly 4,000 jobs despite strong growth in AI, enterprise networking</h3>



<p class="wp-block-paragraph">Despite reporting positive financial news — including record third-quarter revenue of $15.8 billion, a 12% year-over-year increase — Cisco said it will <a href="https://www.networkworld.com/article/4171043/cisco-to-cut-nearly-4000-jobs-despite-strong-growth-in-ai-enterprise-networking.html" target="_blank">eliminate almost 4,000 jobs</a>.</p>



<h3 class="wp-block-heading">May 7, 2026: Cloudflare to cut 1,100 jobs in AI-focused restructuring</h3>



<p class="wp-block-paragraph">About <a href="https://finance.yahoo.com/markets/stocks/articles/cloudflare-cut-over-1-100-204726989.html" target="_blank" rel="noreferrer noopener">20% of Cloudflare’s global workforce will be culled</a> as the company pivots for the agentic AI era, Reuters reported.</p>



<h3 class="wp-block-heading">April 1, 2026: Oracle to cut up to 30,000 jobs globally, putting enterprise support and roadmaps at risk</h3>



<p class="wp-block-paragraph"><a href="https://www.cio.com/article/4153113/oracle-cuts-up-to-30000-jobs-globally-putting-enterprise-support-and-roadmaps-at-risk.html">Oracle began laying off employees</a> on March 31 in what could be the largest workforce reduction in the company’s history. Employees received termination emails at 6 a.m. local time with immediate system lockouts and no prior warning. <em>(Note: in June, CNBC put the <a href="https://www.cnbc.com/2026/06/23/oracle-ai-job-cuts-layoffs-21000.html" target="_blank" rel="noreferrer noopener">final layoff tally at 21,000</a>.)</em></p>



<h3 class="wp-block-heading">March 12, 2026: Atlassian cuts 1,600 jobs to fund AI and enterprise expansion</h3>



<p class="wp-block-paragraph"><a href="https://www.computerworld.com/article/4144218/atlassian-cuts-1600-jobs-to-fund-ai-and-enterprise-expansion.html">Atlassian will reduce its global workforce</a> by approximately 10%, eliminating around 1,600 roles, as the collaboration software maker redirects capital toward artificial intelligence development and enterprise sales.</p>



<h3 class="wp-block-heading">March 11, 2026: Tech layoffs surpass 45,000 in early 2026</h3>



<p class="wp-block-paragraph">A recent analysis by RationalFX found 45,363 job cuts globally so far this year—with roughly 68% or more than 30,000 occurring in the U.S. — highlighting ongoing <a href="https://www.networkworld.com/article/4143749/tech-layoffs-surpass-45000-in-early-2026.html" target="_blank">workforce cuts even as many tech companies report strong revenue growth</a>.</p>



<h3 class="wp-block-heading">February 10, 2026: Salesforce lays off staffers as executive leadership churn continues</h3>



<p class="wp-block-paragraph"><a href="https://www.cio.com/article/4130028/salesforce-lays-off-staffers-as-executive-leadership-churn-continues.html" target="_blank">Salesforce has reduced close to 1,000 roles</a> earlier this month across teams, including marketing, product management, data analytics, and its <a href="https://www.cio.com/article/4011936/salesforce-agentforce-3-promises-new-ways-to-monitor-and-manage-ai-agents.html">Agentforce</a> AI unit, <a href="https://www.businessinsider.com/salesforce-cuts-jobs-executive-changes-2026-2">Business Insider</a> reported, quoting employees familiar with the matter.</p>



<h3 class="wp-block-heading">January 23, 2026: Amazon layoffs expected to disproportionately hit AWS and tech talent</h3>



<p class="wp-block-paragraph">As the market slows down, <a href="https://www.computerworld.com/article/4121653/amazon-layoffs-expected-to-disproportionately-hit-aws-and-tech-talent.html">AWS and other Amazon units are preparing for another round of layoffs</a>, which is expected to overwhelmingly impact tech talent. An email from HR leader Beth Galetti on Jan. 28 <a href="https://www.computerworld.com/article/4123477/amazon-confirms-16000-job-cuts-including-to-aws.html">confirmed 16,000 job cuts</a>.</p>



<h3 class="wp-block-heading">January 15, 2026: Ericsson plans to shed 1,600 jobs in Sweden</h3>



<p class="wp-block-paragraph"> Ericsson lans to cut some 1,600 jobs in Sweden, the telecommunications equipment maker said doubling down on recent cost-saving measures that have helped it weather a prolonged downturn in telecoms spending, <a href="https://www.reuters.com/business/world-at-work/ericsson-shed-1600-jobs-sweden-2026-01-15/" target="_blank" rel="noreferrer noopener">Reuters reports</a>.</p>



<h3 class="wp-block-heading">January 13, 2026: Meta plans to cut around 10% of employees in Reality Labs business</h3>



<p class="wp-block-paragraph">Meta plans to cut around 10% of the employees in its Reality Labs division who work on products including the metaverse, according to three people with knowledge of the discussions, <a href="http://meta%20plans%20to%20cut%20around%2010%25%20of%20employees%20in%20reality%20labs%20business/" target="_blank" rel="noreferrer noopener">according to The New York Times</a>.</p>



<h2 class="wp-block-heading">Layoffs in 2025</h2>



<ul class="wp-block-list">
<li>Cisco</li>



<li>Oracle</li>



<li>Windsurf</li>



<li>Intel</li>



<li>Microsoft</li>



<li>Crowdstrike</li>



<li>HPE</li>



<li>Autodesk</li>



<li>HPE</li>



<li>CISA</li>



<li>Workday</li>



<li>Salesforce</li>



<li>Meta</li>
</ul>



<h3 class="wp-block-heading">Global tech-sector layoffs surpass 244,000 in 2025</h3>



<p class="wp-block-paragraph">Economic uncertainty, elevated interest rates, and AI adoption have <a href="https://www.networkworld.com/article/4114572/global-tech-sector-layoffs-surpass-244000-in-2025.html" target="_blank">driven workforce reductions across tech companies worldwide</a>, according to a RationalFX report.</p>



<h3 class="wp-block-heading">October 28, 2025: Amazon to cut 14,000 jobs across company</h3>



<p class="wp-block-paragraph"><a href="https://www.computerworld.com/article/4080142/amazon-to-cut-14000-jobs-across-company.html">Amazon will reduce its overall workforce</a> by 14,000, cutting layers of management across the company and hiring in some areas to support its “biggest bets”.</p>



<h3 class="wp-block-heading">August 18, 2025: Cisco and Oracle to cut hundreds of Bay Area jobs</h3>



<p class="wp-block-paragraph">Tech companies Cisco and Oracle are <a href="https://www.sfchronicle.com/tech/article/cisco-oracle-layoffs-bay-area-20824135.php" target="_blank" rel="noreferrer noopener">cutting hundreds of jobs across the Bay Area</a>. Cisco will eliminate 221 positions at its Milpitas and San Francisco offices, effective Oct. 13. Oracle is reducing 101 positions in Santa Clara on the same date </p>



<h3 class="wp-block-heading">August 5, 2025: 3 weeks after acquiring Windsurf, Cognition offers staff the exit door</h3>



<p class="wp-block-paragraph">Cognition, the AI coding startup that acquired rival company Windsurf three weeks ago, laid off 30 employees last week and is offering buyouts to the roughly 200 remaining employees on the team, <a href="https://www.theinformation.com/articles/cognition-offers-buyouts-newly-acquired-windsurf-staff" target="_blank" rel="noreferrer noopener">reports The Information</a>.</p>



<h3 class="wp-block-heading">July 25, 2025, Intel to lay off 22% of workforce, CEO Tan signals ‘no more blank checks’</h3>



<p class="wp-block-paragraph"><a href="https://www.computerworld.com/article/4028896/intel-to-lay-off-22-of-workforce-as-ceo-tan-signals-no-more-blank-checks.html">Intel will reduce its workforce to 75,000 employees</a> by the end of 2025 as new CEO Lip-Bu Tan implements sweeping changes designed to transform the struggling chipmaker</p>



<h3 class="wp-block-heading">July 8, 2025, Intel layoffs begin: Chipmaker is cutting many thousands of jobs</h3>



<p class="wp-block-paragraph">Intel has begun laying off employees across the company. CEO Lip-Bu Tan told workers back in April to expect <a href="https://www.oregonlive.com/silicon-forest/2025/07/intel-layoffs-begin-chipmaker-is-cutting-many-thousands-of-jobs.html">major layoffs at Intel </a>in the coming months as the chipmaker slashes costs and overhauls its organization after years of technical setbacks and falling sales. </p>



<h3 class="wp-block-heading">July 2, 2025: Microsoft will cut 9,000 workers</h3>



<p class="wp-block-paragraph">Microsoft will lay off about 9,000 employees, a source familiar with the workforce cut <a href="https://www.nbcnews.com/business/business-news/microsoft-laying-9000-employees-latest-cuts-rcna216553">told CNBC</a>.  The cuts will reportedly affect less than 4% of Microsoft’s global workforce and will impact different teams, geographies and levels of experience. This is the latest in a string of cuts the tech giant has made this year.</p>



<h3 class="wp-block-heading">June 17, 2025: Intel looks to factory layoffs to return to profitability</h3>



<p class="wp-block-paragraph"><a href="https://www.networkworld.com/article/4008670/can-intel-cut-its-way-to-profit-with-factory-layoffs.html">Intel will lay off up to 20% of its manufacturing sector employees</a> starting in July,  according to media reports, as the company looks for options as it seeks a return to profitability. The cuts reportedly will be made around the world, but some of the layoffs will be closer to home, according to a report in The Oregonian citing an internal company memo from Intel manufacturing Vice President Naga Chandrasekaran.</p>



<h3 class="wp-block-heading">May 7, 2025: CrowdStrike to lay off 5% of staff</h3>



<p class="wp-block-paragraph"><a href="https://www.reuters.com/sustainability/crowdstrike-lay-off-5-staff-reaffirms-forecasts-2025-05-07/">CrowdStrike announced a plan to cut about 500 roles</a>, roughly 5% of its workforce, to streamline operations and reduce costs. The cybersecurity company will incur about $36 million to $53 million in charges related to the layoffs</p>



<h3 class="wp-block-heading">March 6, 2025: HPE cuts 2,500 jobs, remains committed to Juniper buy</h3>



<p class="wp-block-paragraph">CEO Antonio Neri told Wall Street analysts that <a href="https://www.networkworld.com/article/3840596/hpe-cuts-2500-workers-expects-juniper-buy-to-close-end-of-25-faces-tariff-issues.html">HPE would begin implementing a cost-cutting program involving layoffs </a>of about 2,500 employees over the next 18 months. HPE employs about 61,000 people worldwide.</p>



<h3 class="wp-block-heading">Feb. 27, 2025: Autodesk to lay off 9% of workforce</h3>



<p class="wp-block-paragraph">Software maker Autodesk is laying off 1,350 staff. With the rise of subscription and multi-year contracts billed annually, and self-service enablement, it finds it needs fewer sales staff, <a href="https://adsknews.autodesk.com/en/news/022725-employee-message/">CEO Andrew Anagnost said in a message to employees</a>. And with its cloud, platform, and AI products proving most profitable, it’s concentrating its staff and investments there. </p>



<h3 class="wp-block-heading">Feb. 27, 2025: HP to lay off 2,000 more</h3>



<p class="wp-block-paragraph">As part of an ongoing restructuring, HP plans to lay off up to another 2,000 workers. In recent weeks, the company has tried — unsuccessfully — to do away with telephone support staff by <a href="https://www.pcworld.com/article/2617767/hp-forced-callers-to-wait-15-minutes-before-connecting-to-support-staff.html">forcing callers to wait for at least 15 minutes</a> if they refuse to use self-service support resources online. The company swiftly backtracked, but wider job cuts are still on. </p>



<h3 class="wp-block-heading">Feb. 21, 2025: <a href="https://www.csoonline.com/article/3829710/firing-of-130-cisa-staff-worries-cybersecurity-industry.html">CISA lays off 130</a></h3>



<p class="wp-block-paragraph">Government employees get laid off too: In this case, 130 workers at the US Cybersecurity and Infrastructure Security Agency are being shown the door as a result of a DOGE decision. Cybersecurity experts are concerned that the cuts will harm the international collaborations that CISA has fostered, quite apart from their concerns about the security of the DOGE layoff process itself.</p>



<h3 class="wp-block-heading">Feb. 5, 2025: <a href="https://www.computerworld.com/article/3817887/workday-to-cut-1750-jobs-shift-focus-to-ai-and-global-expansion.html">Workday lays off 1,750</a></h3>



<p class="wp-block-paragraph">As it moves to invest more in AI and international growth, Workday is laying off 8.5% of its workforce and disposing of unused office space. Some analysts fear the cutbacks will affect the company’s customer service — unless AI can pick up the slack.</p>



<h3 class="wp-block-heading">Feb. 4, 2025: Salesforce lays off over 1,000</h3>



<p class="wp-block-paragraph">At the same time as it’s hiring sales staff for its new artificial intelligence products, Salesforce is laying off over 1,000 workers across the company, according to Bloomberg. As of June, 2024, the company had over 72,000 employees, according to its website. Salesforce did not comment on the report. In 2024 the company reportedly laid off around 1,000 staff too, in two waves: January and July.</p>



<h3 class="wp-block-heading">Jan. 14, 2025: Meta will lay off 5% of workforce</h3>



<p class="wp-block-paragraph">Mark Zuckerberg told Meta employees he intended to “move out the low performers faster” in an internal memo reported by Bloomberg. The memo announced that the company will lay off 5% of its staff, or around 3,600 staff, beginning Feb. 10. The company had already reduced its headcount by 5% in 2024 through natural attrition, the memo said. Among those leaving the company will be staff previously responsible for fact checking of posts on its social media platforms in the US, as the company begins relying on its users to police content.</p>



<h2 class="wp-block-heading">Tech layoffs in 2024</h2>



<ul class="wp-block-list">
<li>Equinix</li>



<li>AMD</li>



<li>Freshworks</li>



<li>Cisco</li>



<li>General Motors</li>



<li>Intel</li>



<li>OpenText</li>



<li>Microsoft</li>



<li>AWS</li>



<li>Dell</li>
</ul>



<h3 class="wp-block-heading">Nov. 26, 2024: <a href="https://www.networkworld.com/article/3613399/equinix-to-cut-3-of-staff-amidst-the-greatest-demand-for-data-center-infrastructure-ever.html">Equinix to cut 3% of staff</a></h3>



<p class="wp-block-paragraph">Despite intense demand for its data center capacity, Equinix is planning to lay off 3% of its workforce, or around 400 employees. The announcement followed the appointment of Adaire Fox-Martin to replace Charles Meyers as CEO and the departures of two other senior executives, CIO Milind Wagle and CISO Michael Montoya.</p>



<h3 class="wp-block-heading">Nov. 13, 2024: <a href="https://www.networkworld.com/article/3605016/amd-to-cut-4-of-workforce-to-prioritize-ai-chip-expansion-to-rival-nvidia.html#:~:text=Workforce%20reduction%20comes%20amid%20strong,shift%20in%20focus%20toward%20AI.&amp;text=Advanced%20Micro%20Devices%20(AMD)%20is,Nvidia's%20lead%20in%20the%20sector.">AMD to cut 4% of workforce</a></h3>



<p class="wp-block-paragraph">AMD will lay off around 1,000 employees as it pivots towards developing AI-focused chips, it said. The move came as a surprise to staff, as the company also reported strong quarterly earnings. </p>



<h3 class="wp-block-heading">Nov. 7, 2024: <a href="https://www.cio.com/article/3601088/freshworks-lays-off-660-about-13-percent-of-its-global-workforce-despite-strong-earnings-profits.html">Freshworks lays off 660</a></h3>



<p class="wp-block-paragraph">Enterprise software vendor Freshworks laid off around 660 staff, or around 13% of its headcount, despite reporting increased revenue and profits in its fourth fiscal quarter. The company described the layoffs as a realignment of its global workforce.</p>



<h3 class="wp-block-heading">Sept. 17, 2024: <a href="https://www.networkworld.com/article/3486901/cisco-to-cut-7-of-workforce-restructure-product-groups.html">Cisco lays off 6,000</a></h3>



<p class="wp-block-paragraph">After laying off around 4,200 staff in February, Cisco is at it again, laying off another 6,000 or around 7% of its workforce. Among the divisions affected were its threat intelligence unit, Talos Security. </p>



<h3 class="wp-block-heading">Aug. 20, 2024: <a href="https://www.cio.com/article/3489323/gm-software-layoffs-could-signal-a-shift-in-digital-transformation-strategy.html">General Motors lays off 1,000 software staff</a></h3>



<p class="wp-block-paragraph">More than 1,000 software and services staff are on the way out at General Motors, signalling that it could be rethinking its digital transformation strategy. In an internal memo, the company said that it was moving resources to its highest-priority work and flattening hierarchies.</p>



<h3 class="wp-block-heading">August 1, 2024: <a href="https://www.computerworld.com/article/3480715/intel-fires-15000-employees-as-it-intensifies-focus-on-ai.html">Intel removes 15,000 roles</a></h3>



<p class="wp-block-paragraph">Intel plans to cut its workforce by around 15% to reduce costs after a disastrous second quarter. Revenue for the three months to June 29 stagnated at around $12.8 billion, but net income fell 85% to $83 million, prompting CEO Pat Gelsinger to bring forward a company-wide meeting in order to announce that 15,000 staff would lose their jobs. “This is an incredibly hard day for Intel as we are making some of the most consequential changes in our company’s history,” Gelsinger wrote in an email to staff, continuing: “Our revenues have not grown as expected — and we’ve yet to fully benefit from powerful trends, like AI. Our costs are too high, our margins are too low. We need bolder actions to address both — particularly given our financial results and outlook for the second half of 2024, which is tougher than previously expected.”</p>



<h3 class="wp-block-heading">July 4, 2024: <a href="https://www.computerworld.es/article/2513686/opentext-despedira-a-cerca-de-1-200-empleados.html">OpenText to lay off 1,200</a></h3>



<p class="wp-block-paragraph">OpenText said it will lay off 1,200 staff, or about 1.7% of its workforce, in a bid to save around $100 million annually. It plans to hire new sales and engineering staff in other areas in 2025, it said.</p>



<h3 class="wp-block-heading">June 4, 2024: <a href="https://www.networkworld.com/article/2138075/microsoft-lays-off-staffers-from-its-azure-division.html">Microsoft lays off staff in Azure division</a></h3>



<p class="wp-block-paragraph">Microsoft laid off staff in several teams supporting its cloud services, including Azure for Operations and Mission Engineering. The company didn’t say exactly how many staff were leaving.</p>



<h3 class="wp-block-heading">April 4, 2024: <a href="https://www.cio.com/article/2081437/amazon-downsizes-aws-in-a-fresh-cost-cutting-round.html">Amazon downsizes AWS</a> in a fresh cost-cutting round</h3>



<p class="wp-block-paragraph">Amazon announced hundreds of layoffs in the sales and marketing teams of its AWS cloud services division — and also in the technology development teams for its physical retail stores, as it stepped back from efforts to generalize the “<a href="https://www.cio.com/article/2079910/amazon-drops-just-walk-out-technology-at-its-us-retail-locations.html">Just Walk Out</a>” technology built for its Amazon Fresh grocery stores. </p>



<h3 class="wp-block-heading">April 1, 2024: <a href="https://investors.delltechnologies.com/static-files/d6e82f58-d417-422f-b2f3-4d08d498abd4" target="_blank" rel="noreferrer noopener">Dell acknowledges 13,000 job cuts</a></h3>



<p class="wp-block-paragraph">Dell Technologies’ <a href="https://investors.delltechnologies.com/static-files/d6e82f58-d417-422f-b2f3-4d08d498abd4" target="_blank" rel="noreferrer noopener">latest 10K filing with the US Securities and Exchange Commission</a> disclosed that the company had laid off 13,000 employees over the course of the 2023 fiscal year; it characterized the layoffs and other reorganizational moves as cost-cutting measures. “These actions resulted in a reduction in our overall headcount,” the company said. A comparison to the previous year’s 10K filing, performed by The Register, found that Dell employed 133,000 people at that point, compared to 120,000 as of February 2024. Dell announced layoffs of 6,650 staffers on Feb. 6, but it is unclear whether those cuts were reflected in the numbers from this year’s 10K statement.</p>



<p class="wp-block-paragraph"><em><a href="https://www.computerworld.com/article/3816662/tech-layoffs-in-2024-a-timeline.html">See news of earlier layoffs.</a></em></p>



<p class="wp-block-paragraph"></p>
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<title><![CDATA[It's your last chance to save 50% on Criterion 4K Blu-rays at Amazon and Barnes & Noble! Don't miss the movie mega-sale before it ends soon]]></title>
<description><![CDATA[You've only got a few days left to shop the huge 4K Blu-ray sale]]></description>
<link>https://tsecurity.de/de/3688800/it-nachrichten/its-your-last-chance-to-save-50-on-criterion-4k-blu-rays-at-amazon-and-barnes-noble-dont-miss-the-movie-mega-sale-before-it-ends-soon/</link>
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<pubDate>Thu, 23 Jul 2026 13:07:27 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[You've only got a few days left to shop the huge 4K Blu-ray sale]]></content:encoded>
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<title><![CDATA[Score the new Samsung Galaxy Watch 9 for as little as $129.99 with this limited-time trade-in deal]]></title>
<description><![CDATA[Samsung has a limited-time trade-in deal available on the brand-new Galaxy Watch 9 and Galaxy Watch Ultra 2 — here's how you can save up to $250 on both wearables.]]></description>
<link>https://tsecurity.de/de/3688723/it-nachrichten/score-the-new-samsung-galaxy-watch-9-for-as-little-as-12999-with-this-limited-time-trade-in-deal/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688723/it-nachrichten/score-the-new-samsung-galaxy-watch-9-for-as-little-as-12999-with-this-limited-time-trade-in-deal/</guid>
<pubDate>Thu, 23 Jul 2026 12:34:28 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Samsung has a limited-time trade-in deal available on the brand-new Galaxy Watch 9 and Galaxy Watch Ultra 2 — here's how you can save up to $250 on both wearables.]]></content:encoded>
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<title><![CDATA[Smaller, smarter, safer: How to build agentic AI on the right foundation]]></title>
<description><![CDATA[When it comes to building an effective AI stack, context is king and power isn’t everything it’s cracked up to be.



“Smaller, smarter, safer — this is a bet our company has taken in how we deploy AI internally,” said Ricky Thakrar, head of sales and account management at Zoho, provider of a sui...]]></description>
<link>https://tsecurity.de/de/3688632/it-nachrichten/smaller-smarter-safer-how-to-build-agentic-ai-on-the-right-foundation/</link>
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<pubDate>Thu, 23 Jul 2026 12:04:43 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<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[Privacy: AI meeting notetakers save time, but SMEs must weigh privacy, trust and data control risks now]]></title>
<description><![CDATA[Image Credit: Designed by Magnific Learn More /… Image Credit: IfOnlyCommunications Latest Posts from SECURUS...
The post Privacy: AI meeting notetakers save time, but SMEs must weigh privacy, trust and data control risks now appeared first on SME Cybersecurity News.]]></description>
<link>https://tsecurity.de/de/3688500/it-security-nachrichten/privacy-ai-meeting-notetakers-save-time-but-smes-must-weigh-privacy-trust-and-data-control-risks-now/</link>
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<pubDate>Thu, 23 Jul 2026 11:14:47 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="150" height="150" src="https://smecyberinsights.co.uk/wp-content/uploads/2026/07/AI-Privacy-150x150.jpg" class="attachment-thumbnail size-thumbnail wp-post-image" alt="Privacy: AI meeting notetakers save time, but SMEs must weigh privacy, trust and data control risks now" decoding="async" loading="lazy">Image Credit: Designed by Magnific Learn More /… Image Credit: IfOnlyCommunications Latest Posts from SECURUS...</p>
<p>The post <a rel="nofollow" href="https://smecyberinsights.co.uk/index.php/2026/07/23/ai-meeting-notetakers-sme-privacy-trust-risks/">Privacy: AI meeting notetakers save time, but SMEs must weigh privacy, trust and data control risks now</a> appeared first on <a rel="nofollow" href="https://smecyberinsights.co.uk/">SME Cybersecurity News</a>.</p>]]></content:encoded>
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<title><![CDATA[Save Upto $500 on Your Next Laptop With These CNET-Picked Laptop Deals]]></title>
<description><![CDATA[We did the digging so you don’t have to, here are the best laptop deals available right now.]]></description>
<link>https://tsecurity.de/de/3688400/it-nachrichten/save-upto-500-on-your-next-laptop-with-these-cnet-picked-laptop-deals/</link>
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<pubDate>Thu, 23 Jul 2026 10:36:55 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[We did the digging so you don’t have to, here are the best laptop deals available right now.]]></content:encoded>
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<title><![CDATA[Apple Store App May Soon Add AI Virtual Shopping Assistant]]></title>
<description><![CDATA[Apple appears to be preparing a new virtual shopping assistant for the Apple Store app, with updated privacy terms revealing how the feature will collect data, personalize responses, and support purchase decisions.



MacRumors spotted a new “Virtual Shopping Assistant” section on the Apple Store...]]></description>
<link>https://tsecurity.de/de/3688269/ios-mac-os/apple-store-app-may-soon-add-ai-virtual-shopping-assistant/</link>
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<pubDate>Thu, 23 Jul 2026 09:28:53 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Apple appears to be preparing a new virtual shopping assistant for the Apple Store app, with updated privacy terms revealing how the feature will collect data, personalize responses, and support purchase decisions.



MacRumors spotted a new “Virtual Shopping Assistant” section on the Apple Store App &amp; Privacy page, which explains that Apple will collect account information, device identifiers, carrier details, chat data, and location information when users allow access.



The assistant will use this data to personalize conversations and provide relevant product recommendations inside the Apple Store app. Apple will also save chat transcripts so users can return to earlier conversations, while the company will use the data for business analytics and service improvements.



Apple explains how it will handle chat data



Apple says it will remove personal identifiers before sharing chat content with external partners that help generate conversational responses. The wording suggests that another company may provide part of the AI system, although Apple has not named any partner or model.



Users will have control over whether Apple uses their conversations to improve the assistant. A new Chat Improvements option will appear under Account &gt; Settings in the Apple Store app for users who want to manage this permission.



The privacy policy also suggests that Apple will launch the assistant only in selected regions at first, with wider availability expected later.



Apple has already added an AI chatbot to its Sales Coach app for retail partners, while the company is also testing AI tools that record and summarize Genius Bar sessions. The new shopping assistant appears to be the next step in Apple’s growing use of AI across its retail services.]]></content:encoded>
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<title><![CDATA[iOS 27 Public Beta 2 Now Available, Here’s How to Install It and What’s New]]></title>
<description><![CDATA[Apple has released iOS 27 public beta 2 for compatible iPhones, one week after the first public beta arrived. The update includes several interface improvements, new controls, and fixes based on feedback from early testers.



Since this is pre-release software, some apps and features may not wor...]]></description>
<link>https://tsecurity.de/de/3688140/ios-mac-os/ios-27-public-beta-2-now-available-heres-how-to-install-it-and-whats-new/</link>
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<pubDate>Thu, 23 Jul 2026 08:17:16 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Apple has released iOS 27 public beta 2 for compatible iPhones, one week after the first public beta arrived. The update includes several interface improvements, new controls, and fixes based on feedback from early testers.



Since this is pre-release software, some apps and features may not work properly. Back up your iPhone before installing the update, and consider using a secondary device if possible.



How to Install iOS 27 Public Beta 2



Follow these steps if your iPhone is already enrolled in the public beta program:




Open the Settings app.



Select General.



Tap Software Update.



Select Beta Updates.



Make sure iOS 27 Public Beta is selected.



Return to the previous screen.



Tap Update Now when iOS 27 public beta 2 appears.




Users who have not joined the beta program must first register their Apple Account through the Apple Beta Software Program. The Apple Account used for registration should match the one connected to the iPhone.



Keep the iPhone connected to Wi-Fi and make sure it has enough battery power before starting the installation.



What’s New in iOS 27 Public Beta 2



The second public beta mainly focuses on smaller improvements and refinements rather than major new features.




New Siri AI introduction screen: Siri AI now displays an introductory screen that explains its main capabilities and privacy features when users open it for the first time after updating.



More Siri voice options: Apple has added more English accents and voices for Siri AI. The settings also include additional controls for adjusting the length of content previews inside the Siri app.



Photos zoom setting: A new Zoom Photos to Fill option allows pictures to automatically fill the screen based on the iPhone’s display ratio.



Automatic TV episode downloads: The TV app can automatically download upcoming episodes from shows in Continue Watching. It can download the next two episodes and remove watched downloads to save storage space.



AirPods adaptive audio control: Control Center now includes a slider for adjusting the balance between noise cancellation and transparency when using supported AirPods models.



Per-network Connectivity Assist setting: Users can disable Connectivity Assist for individual Wi-Fi networks instead of turning it off for every connection.



ProRes Log option: Supported iPhone models now offer an additional ProRes Log format setting when ProRes recording is enabled.



Recent apps menu fix: Apps shown in the pull-down recent apps menu should no longer appear incorrectly greyed out.



Notification Centre change: The wallpaper subject preview that appeared while opening Notification Centre has been removed in this beta.




Some Siri AI and Apple Intelligence features require an iPhone 15 Pro or newer, although iOS 27 itself supports every iPhone that can run iOS 26. Feature availability can also depend on the selected language and region.



If you’ve already installed the update, let us know your experience in the comments.]]></content:encoded>
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<title><![CDATA[Die besten KI-Apps, um Zeit zu sparen]]></title>
<description><![CDATA[Diese KI-basierten Productivity-App-Perlen helfen wirklich gegen Zeitdruck, Überstunden und repetitive Tasks.
					Foto: N Universe | shutterstock.com




Unter den Massen von KI-Tools und -Anwendungen, die aktuell als Mobile-, Desktop- oder Web-App zur Wahl stehen, gibt es nicht wenige, die sich...]]></description>
<link>https://tsecurity.de/de/3687939/it-security-nachrichten/die-besten-ki-apps-um-zeit-zu-sparen/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687939/it-security-nachrichten/die-besten-ki-apps-um-zeit-zu-sparen/</guid>
<pubDate>Thu, 23 Jul 2026 06:09:21 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<div class="extendedBlock-wrapper block-coreImage"><figure class="wp-block-image size-large"><img loading="lazy" alt="Diese KI-basierten Productivity-App-Perlen helfen wirklich gegen Zeitdruck, Überstunden und repetitive Tasks." title="Diese KI-basierten Productivity-App-Perlen helfen wirklich gegen Zeitdruck, Überstunden und repetitive Tasks." src="https://images.computerwoche.de/bdb/3393107/840x473.jpg" width="840" height="473"><figcaption class="wp-element-caption"><p class="foundryImageCaption">Diese KI-basierten Productivity-App-Perlen helfen wirklich gegen Zeitdruck, Überstunden und repetitive Tasks.</p></figcaption></figure><p class="imageCredit">
					Foto: N Universe | shutterstock.com</p></div>




<p class="wp-block-paragraph">Unter den Massen von KI-Tools und -Anwendungen, die aktuell als Mobile-, Desktop- oder Web-App zur Wahl stehen, gibt es nicht wenige, die sich in erster Linie dadurch auszeichnen, dass sie:</p>



<ul class="wp-block-list">
<li><p>Output von fragwürdiger Genauigkeit liefern,</p></li>



<li><p>dubiose Texte erzeugen, oder</p></li>



<li><p>Bilder generieren, die zum Klick auf den X-Button verleiten.</p></li>
</ul>



<p class="wp-block-paragraph">KI-Tools dieser Art sind vor allem darauf ausgerichtet, vom anhaltenden Generative-AI (GenAI)-Hype <a title="zu profitieren" href="https://www.computerwoche.de/article/2823104/9-strategien-gegen-ki-anbieterluegen.html" target="_blank">zu profitieren</a> – und trüben leider auch den Blick für die echten Anwendungsperlen im Bereich generative KI. Wie etwa die folgenden GenAI-Apps, die Ihre Produktivität im Arbeitsalltag drastisch steigern und damit erhebliche Zeitgewinne <a title="realisieren können" href="https://www.computerwoche.de/article/2765021/wie-sie-puenktlich-in-den-feierabend-kommen.html" target="_blank">realisieren können</a>. Probieren Sie’s aus!</p>



<h2 class="wp-block-heading">1. <a href="https://www.chatpdf.com/" target="_blank" rel="noreferrer noopener">ChatPDF</a></h2>



<p class="wp-block-paragraph">Sie kennen solche Situationen: Jemand schickt Ihnen einen schlanken 300-Seiter im .pdf-Format und bereits nach Seite Zwei stellt sich heraus, dass sich dieser in etwa so faszinierend liest wie eine Steuererklärung. In Zukunft dürfen Sie sich bei solchen und ähnlichen Gelegenheiten auf ChatPDF verlassen und dabei richtig Zeit einsparen. </p>



<p class="wp-block-paragraph">Dieses rein webbasierte Tool – nicht zu verwechseln mit gleichnamigen Mobile Apps – tut exakt das, was es verspricht: Sie befähigen, mit .pdf-Dateien <a title="zu chatten" href="https://www.computerwoche.de/article/2830445/5-wege-llms-lokal-auszufuehren.html" target="_blank">zu chatten</a>. Darüber hinaus können Sie über das Webportal auch Office-Dokumente im .doc- oder .docx-Format hochladen, um anschließend dank KI-Unterstützung möglichst schnell und einfach Informationen über den Inhalt zu erfragen. Dabei kann es sich konkret um einfache Zusammenfassungen oder spezifische, inhaltsbezogene Fragen handeln. Sie können bei Bedarf sogar mehrere Dokumente einspeisen und diese gemeinschaftlich abfragen. Die Verantwortlichen von ChatPDF versprechen dabei, sämtliche Daten sicher zu speichern, auf Anfrage zu löschen und keinesfalls an Dritte weiterzugeben. Dennoch sollten sensible unternehmensbezogene Dokumente eher nicht diesen Weg nehmen.</p>



<p class="wp-block-paragraph">ChatPDF verarbeitet davon abgesehen Dokumente in (fast) jeder Sprache – und unterstützt diese auch mit Blick auf die KI-Chat-Funktion. Zwei Dokumente dürfen Sie täglich kostenlos über den Service hochladen und abfragen – wobei die Dateien maximal 120 Seiten lang oder 10 MB groß sein dürfen. Die GenAI-<a title="Webanwendung" href="https://www.computerwoche.de/article/2805798/7-webseiten-die-ihre-desktop-software-ersetzen.html" target="_blank">Webanwendung</a> dürfte also in ihrer kostenlosen Variante bereits für die meisten Gelegenheits-User ausreichend sein. Sollten Sie Bedarf haben, der darüber hinausgeht, steht Ihnen die Bezahlversion ChatPDF Plus ab <strong>24,99 Euro pro Monat</strong> (oder circa <strong>120 Euro pro Jahr</strong>) zur Verfügung.</p>



<h2 class="wp-block-heading">2. <a href="https://www.beautiful.ai/" target="_blank" rel="noreferrer noopener">Beautiful.ai</a></h2>



<p class="wp-block-paragraph"><a href="https://www.computerwoche.de/article/2763768/so-praesentieren-sie-richtig.html" title="Präsentationen" target="_blank">Präsentationen</a> (richtig) zu erstellen, kann zum Pain geraten. Es sei denn, Sie lassen Generative AI den wesentlichen Teil des Gestaltungsprozesses übernehmen. Das funktioniert mit der KI-basierten Präsentationssoftware Beautiful.ai. Das (möglicherweise) größte Defizit dieses ebenfalls webbasierten KI-Tools ist, dass es zwar auch deutschsprachige Prompts verarbeitet, zur Zeit aber nur englischsprachige Präsentationen erstellt. Das tut es dafür aber richtig gut, wie bereits die Mini-Demo auf der offiziellen Webseite zeigt. Die KI-App unterstützt Sie nicht nur beim Design der einzelnen Folien, sondern auch bei der Formatierung von Inhalten und dabei, Brand Guidelines einzuhalten – sowie bei allen anderen Aspekten, die wichtig sind, damit Ihre Präsentation einen möglichst professionellen Eindruck hinterlässt. </p>



<div class="extendedBlock-wrapper block-coreImage"><figure class="wp-block-image size-large"><img loading="lazy" alt="Dieses Slide-Set hat Beautiful.ai in wenigen Sekunden zum Thema Arbeit der Zukunft erstellt. " title="Dieses Slide-Set hat Beautiful.ai in wenigen Sekunden zum Thema Arbeit der Zukunft erstellt. " src="https://images.computerwoche.de/bdb/3393108/840x473.jpg" width="840" height="473"><figcaption class="wp-element-caption"><p class="foundryImageCaption">Dieses Slide-Set hat Beautiful.ai in wenigen Sekunden zum Thema Arbeit der Zukunft erstellt. </p></figcaption></figure><p class="imageCredit">
					Foto: JR Raphael | IDG</p></div>




<p class="wp-block-paragraph">Die generativen KI-Funktionen des Web-Services umfassen auch eine Funktion, um Inhalte zu generieren. Sie können die KI beispielsweise damit beauftragen, eine ganz bestimmte Art von Präsentation zu einem bestimmten Thema zu erstellen. Dazu zieht die Anwendung öffentlich verfügbare Daten <a href="https://www.computerwoche.de/article/2804141/was-ist-scraping.html" title="heran" target="_blank">heran</a>. Das Ergebnis bedarf zwar sehr wahrscheinlich einer gründlichen Überprüfung, Überarbeitung und Re-Formulierungskur. Dennoch kann es Ihnen eine nützliche erste Grundlage liefern, auf der sich aufbauen und damit potenziell eine Menge Zeit sparen lässt. Beautiful.ai lässt sich mit PowerPoint, Slack, Webex und Dropbox integrieren.</p>



<p class="wp-block-paragraph">Leider gibt’s den KI-Präsentations-Zauber <a title="nicht umsonst" href="https://www.beautiful.ai/pricing" target="_blank" rel="noopener">nicht umsonst</a>. Ein Abonnement für Beautiful.ai kostet für Einzelpersonen <strong>12 Dollar pro Monat</strong>. Im Team mit der GenAI-App zu arbeiten, schlägt mit mindestens <strong>40 Dollar pro Nutzer und Monat</strong> zu Buche. Einen individuellen Enterprise-Preisplan gibt’s auf Anfrage.</p>



<h2 class="wp-block-heading">3. <a href="https://yestoki.com/de" target="_blank" rel="noreferrer noopener">Toki</a></h2>



<p class="wp-block-paragraph">Allen technologiegetriebenen Productivity-Fortschritten zum Trotz bleibt ein Task lästig: mit einem Kalender zu interagieren. Dieser Aufgabe verschreibt sich der KI-Kalenderassistent Toki, der zuvor unter dem Namen Dola bekannt war. Dabei handelt es sich um eine <a title="Chatbot-Lösung" href="https://www.computerwoche.de/article/2807033/was-ist-ein-chatbot.html" target="_blank">Chatbot-Lösung</a>, die sich in die Messaging-Plattformen WhatsApp, Telegram, Line sowie iMessage einbinden lässt und sich anschließend zum Beispiel mit den Kalender-Apps von Google und Apple verbindet. Da dieses KI-Tool das Netzwerkprotokoll CalDAV nutzt, um auf die Kalenderdaten zuzugreifen, müssen Sie im Fall von Outlook leider den Umweg über <a title="ein Drittanbieter-Plugin" href="https://caldavsynchronizer.org/" target="_blank" rel="noopener">ein Drittanbieter-Plugin</a> nehmen.</p>



<p class="wp-block-paragraph">Ist die Integration erledigt, steht Toki über integrierte Schaltflächen in den Messaging-Apps zur Verfügung, um Termine zu erstellen, zu verschieben – oder direkt Fragen zu freien Terminslots zu stellen. Darüber hinaus kann dieses Tool auch genutzt werden, um Termine mit Infos anzureichern – beispielsweise Vorschläge für beliebte Restaurants in einer bestimmten Gegend oder auch Ideen für den neuen Firmenslogan, der beim Meeting gefunden werden soll.</p>



<p class="wp-block-paragraph">Der Service ist in so gut wie allen Sprachen verfügbar und in begrenzten Umfang <a href="https://yestoki.com/de/pricing" target="_blank" rel="noreferrer noopener">kostenlos nutzbar</a>. Zahlende Benutzer erhalten mehr Features ab <strong>3,99 Dollar pro Monat</strong>.</p>



<h2 class="wp-block-heading">4. <a href="https://fathom.video/" target="_blank" rel="noreferrer noopener">Fathom</a></h2>



<p class="wp-block-paragraph">Dass virtuelle Meetings <a href="https://www.computerwoche.de/article/2820706/so-wirken-sie-kompetent-im-online-meetings.html" title="richtig schlimm werden können" target="_blank">richtig schlimm werden können</a>, wissen wir wohl alle. Und auch wenn selbst Generative AI Sie (noch) nicht davor bewahren kann, an digitalen Foltersessions teilzunehmen: Es gibt eine KI-App, die das erträglicher macht – Fathom.</p>



<p class="wp-block-paragraph">Bei dieser Anwendung handelt es sich um einen KI-Assistenten für Videokonferenzen in Form klassischer Software für <a href="https://www.computerwoche.de/operating-systems/" target="_blank" class="idgGlossaryLink">Windows</a>– oder Mac-Systeme, die wahlweise mit Zoom, Microsoft Teams oder Google Meet integriert wird. Nach der Installation läuft Fathom unauffällig im Hintergrund und transkribiert (über eine Kalender-Integration) entweder automatisch oder auf Knopfdruck sämtliche Videoanrufe. Notizen machen gehört damit in beiden Fällen der Vergangenheit an. Die Zusammenfassungen oder Informationen stehen direkt zur Verfügung und lassen sich gezielt durchsuchen, weiterverarbeiten oder auch in anderen Produktivitäts- und <a href="https://www.computerwoche.de/article/2794966/dokumente-gemeinsam-bearbeiten.html" title="Collaboration-Tools" target="_blank">Collaboration-Tools</a> wie Slack nutzen.</p>



<p class="wp-block-paragraph">Sämtliche Daten werden dabei laut Fathom während der Übertragung und im Ruhezustand verschlüsselt. Außerdem versprechen die Verantwortlichen ausdrücklich, keine KI-Modelle auf Kundendaten zu trainieren. Sämtliche Details zu Security- und Compliance-Themen sind – vorbildlicherweise – über ein <a href="https://trust.fathom.video/" title="dediziertes Trust Center" target="_blank" rel="noopener">dediziertes Trust Center</a> abrufbar.</p>



<div class="extendedBlock-wrapper block-coreImage"><figure class="wp-block-image size-large"><img loading="lazy" alt="Fathom realisiert ein umfassendes und sehr fokussiertes Personal-AI-Assistant-Erlebnis." title="Fathom realisiert ein umfassendes und sehr fokussiertes Personal-AI-Assistant-Erlebnis." src="https://images.computerwoche.de/bdb/3393111/840x473.jpg" width="840" height="473"><figcaption class="wp-element-caption"><p class="foundryImageCaption">Fathom realisiert ein umfassendes und sehr fokussiertes Personal-AI-Assistant-Erlebnis.</p></figcaption></figure><p class="imageCredit">
					Foto: JR Raphael | IDG</p></div>




<p class="wp-block-paragraph">Die KI-Software unterstützt diverse verschiedene Sprachen, darunter Englisch, Französisch, Spanisch, Italienisch und Deutsch. Noch dazu ist Fathom komplett kostenlos nutzbar – ohne Einschränkungen hinsichtlich der Anzahl oder Länge der aufgezeichneten Videokonferenzen. Erst fortschrittlichere KI-Funktionen lässt sich das Team hinter der GenAI-Anwendung bezahlen.</p>



<p class="wp-block-paragraph">Die <a title="Fathom Team Edition" href="https://fathom.video/for/teams" target="_blank" rel="noopener">Fathom Team Edition</a> bietet weitergehende, fortschrittliche KI-Funktionen – beispielsweise automatisierte Keyword Alerts, Highlight-Zusammenstellungen oder Team-Management-Funktionen. Die kostenpflichtige Variante ermöglicht darüber hinaus die Integration in Enterprise-Systeme wie HubSpot, Salesforce oder Zapier. Die Preise beginnen bei <strong>15 Dollar pro Monat und User</strong>. Die kostenlose Version bietet Premium-Features für fünf Anrufe pro Monat.</p>



<h2 class="wp-block-heading">5. <a href="https://huggingface.co/spaces/Xenova/whisper-web" target="_blank" rel="noreferrer noopener">Whisper Web</a></h2>



<p class="wp-block-paragraph">Falls Sie bereits Audiodateien besitzen, die beispielsweise im Rahmen von Meetings oder Telefongesprächen entstanden sind und jetzt in Text umgewandelt werden sollen, ist Whisper Web die richtige Adresse – zumindest, wenn es sich um englischsprachige Audioaufnahmen handelt. Diese quelloffene Webanwendung basiert auf der Entwicklungsarbeit von <a title="OpenAI" href="https://openai.com/index/whisper/" target="_blank" rel="noopener">OpenAI</a> und bietet Echzeit-Transkriptionen direkt im Browser. Das <a title="Large Language Model" href="https://www.computerwoche.de/article/2823883/was-sind-llms.html" target="_blank">Large Language Model</a>, das dazu zum Einsatz kommt, wird über die App heruntergeladen und lokal ausgeführt – die Daten, die Sie der KI übermitteln, verlassen also das Device nicht.</p>



<p class="wp-block-paragraph">Whisper Web kann Audioinhalte entweder direkt über Ihr Mikrofon erfassen oder aus entsprechenden Audiodateien extrahieren. Laut den Entwicklern ist die KI-App auf mehrsprachige Daten trainiert und unterstützt auch die Transkription anderer Sprachen (zu Englisch). Der Test mit einem deutschsprachigen Audio-File brachte allerdings nicht mehr als undefiniertes Kauderwelsch hervor. Dafür ist das Tool Open Source und <strong>komplett kostenlos nutzbar</strong> – Sie benötigen dazu auch kein dediziertes Konto.</p>



<h2 class="wp-block-heading">6. <a href="https://audiopen.ai/" target="_blank" rel="noreferrer noopener">AudioPen</a></h2>



<p class="wp-block-paragraph">Wenn Sie nicht ohne Ihr Notizbuch (oder eine <a title="entsprechende App" href="https://www.computerwoche.de/article/2823914/notiz-apps-im-vergleich.html" target="_blank">entsprechende App</a>) auskommen, könnte das KI-Tool AudioPen sich zu Ihrer neuen Lieblings-App mausern. Die Software erfasst auf Knopfdruck Sprachnotizen jeglicher Art und erstellt daraus im Handumdrehen eine schriftliche Zusammenfassung. Und zwar in “schön”: Füllwörter oder Wiederholungen werden automatisiert eliminiert. Jede Aufnahme wandert direkt in das digitale Notizbuch und lässt sich anschließend durchsuchen, teilen oder auch in eine andere Sprache übersetzen. Auch bei AudioPen handelt es sich um eine vollständig <a title="webbasierte Applikation" href="https://audiopen.ai/download" target="_blank" rel="noopener">webbasierte Applikation</a>, die sich übrigens optional auch in Form einer <a title="Progressive Web App" href="https://www.computerwoche.de/article/2834608/tutorial-erste-schritte-mit-progressive-web-apps.html" target="_blank">Progressive Web App</a> installieren lässt.</p>



<div class="extendedBlock-wrapper block-coreImage"><figure class="wp-block-image size-large"><img loading="lazy" alt="AudioPen verwandelt selbst die wiederholungsintensivsten Selbstgespräche in prägnante Notizen." title="AudioPen verwandelt selbst die wiederholungsintensivsten Selbstgespräche in prägnante Notizen." src="https://images.computerwoche.de/bdb/3393112/840x473.jpg" width="840" height="473"><figcaption class="wp-element-caption"><p class="foundryImageCaption">AudioPen verwandelt selbst die wiederholungsintensivsten Selbstgespräche in prägnante Notizen.</p></figcaption></figure><p class="imageCredit">
					Foto: JR Raphael | IDG</p></div>




<p class="wp-block-paragraph">Das KI-Tool für Sprachnotizen ist <strong>kostenlos nutzbar</strong>, solange Sie sich auf Aufnahmen mit bis zu drei Minuten Länge und maximal zehn Notizen beschränken können. Für Ansprüche, die darüber hinausgehen, steht eine <a href="https://audiopen.ai/prime" target="_blank" rel="noreferrer noopener">“Prime”-Version der App</a> zur Verfügung, die mindestens <strong>99 Dollar pro Jahr</strong> kostet – dafür aber uneingeschränkt nutzbar ist und eine Reihe zusätzlicher Funktionen bietet. (fm)</p>



<p class="wp-block-paragraph"><strong>Dieser Beitrag ist <a href="https://www.computerworld.com/article/2505365/ai-powered-apps-that-actually-save-time.html" target="_blank">im Original</a> bei unserer Schwesterpublikation Computerworld.com erschienen.</strong></p>
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<title><![CDATA[Stuart Fails to Save the Universe will contradict Big Bang Theory lore — and according to the new HBO Max show's creators, it's a 'deliberate choice']]></title>
<description><![CDATA[Surely Big Bang Theory spinoff Stuart Fails to Save the Universe will prioritize lore continuity, right? In a multiverse, the new HBO Max show is actually designed not to.]]></description>
<link>https://tsecurity.de/de/3687831/it-nachrichten/stuart-fails-to-save-the-universe-will-contradict-big-bang-theory-lore-and-according-to-the-new-hbo-max-shows-creators-its-a-deliberate-choice/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687831/it-nachrichten/stuart-fails-to-save-the-universe-will-contradict-big-bang-theory-lore-and-according-to-the-new-hbo-max-shows-creators-its-a-deliberate-choice/</guid>
<pubDate>Thu, 23 Jul 2026 03:02:46 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Surely Big Bang Theory spinoff Stuart Fails to Save the Universe will prioritize lore continuity, right? In a multiverse, the new HBO Max show is actually designed not to.]]></content:encoded>
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<title><![CDATA[[$] LWN.net Weekly Edition for July 23, 2026]]></title>
<description><![CDATA[Inside this week's LWN.net Weekly Edition:
        
        
 Front: LLMs in the kernel; GNOME save and restore; Fedora changes; BPF and tracepoints; BPF and LSMs; famfs; sched_ext.
             Briefs: GNOME security; PyPI policy; Arch on aarch64; Firefox 153; Quotes; ...
             Announceme...]]></description>
<link>https://tsecurity.de/de/3687819/linux-tipps/lwnnet-weekly-edition-for-july-23-2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687819/linux-tipps/lwnnet-weekly-edition-for-july-23-2026/</guid>
<pubDate>Thu, 23 Jul 2026 02:36:14 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Inside this week's LWN.net Weekly Edition:
        <p>
        </p><ul>
<li> <a href="https://lwn.net/Articles/1083123/">Front</a>: LLMs in the kernel; GNOME save and restore; Fedora changes; BPF and tracepoints; BPF and LSMs; famfs; sched_ext.
            </li><li> <a href="https://lwn.net/Articles/1083125/">Briefs</a>: GNOME security; PyPI policy; Arch on aarch64; Firefox 153; Quotes; ...
            </li><li> <a href="https://lwn.net/Articles/1083126/">Announcements</a>: Newsletters, conferences, security updates, patches, and more.
            </li></ul>]]></content:encoded>
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<title><![CDATA[HPR4689: Cheap Yellow Display Project Part 8: Writing the code]]></title>
<description><![CDATA[This show has been flagged as Clean by the host.



Hello, again. This is Trey.









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








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

HPR profile page



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

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


<p><a href="https://hackerpublicradio.org/eps/hpr4689/index.html#comments">Provide <strong>feedback</strong> on this episode</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Tails 7.7.1]]></title>
<description><![CDATA[This release is an emergency release to fix important security
vulnerabilities in Tor Browser.

Changes and updates



Update Tor Browser to
15.0.11, which
fixes several vulnerabilities in Firefox
140.10.1.



We are not aware of these vulnerabilities being exploited in practice until now.



Upd...]]></description>
<link>https://tsecurity.de/de/3687672/it-security-tools/tails-771/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687672/it-security-tools/tails-771/</guid>
<pubDate>Wed, 22 Jul 2026 23:53:39 +0200</pubDate>
<category>💾 IT Security Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>This release is an emergency release to fix important security
vulnerabilities in <em>Tor Browser</em>.</p>

<h1>Changes and updates</h1>


<ul>
<li><p>Update <em>Tor Browser</em> to
<a href="https://blog.torproject.org/new-release-tor-browser-15011/">15.0.11</a>, which
fixes <a href="https://www.mozilla.org/en-US/security/advisories/mfsa2026-36/">several vulnerabilities in <em>Firefox</em>
140.10.1</a>.</p>

<div class="attack">

<p>We are not aware of these vulnerabilities being exploited in practice until now.</p>

</div>
</li>
<li><p>Update <em>Thunderbird</em> to <a href="https://www.thunderbird.net/en-US/thunderbird/140.10.0esr/releasenotes/">140.10.0</a>.</p></li>
<li><p>Stop making it possible to start our ISO images from a USB stick.</p>

<p>Since <a href="https://tails.net/news/version_3.12/">2019</a>, we recommend <em>USB images</em> to start Tails
from a USB stick, which is by far the most common way of running Tails.</p>

<p>We still distribute <a href="https://tails.net/install/download-iso/index.en.html"><em>ISO images</em></a> to start Tails from
a DVD or in a virtual machine. Until now, these ISO images worked on USB
sticks as well, but provided a degraded experience without automatic upgrades
or Persistent Storage.</p>

<p>Our ISO images no longer work on USB sticks to save a few megabytes and
prevent confusion for people who use USB sticks.</p></li>
</ul>


<p>For more details, read our <a href="https://gitlab.tails.boum.org/tails/tails/-/blob/master/debian/changelog">changelog</a>.</p>

<h1>Get Tails 7.7.1</h1>


<h2>To upgrade your Tails USB stick and keep your Persistent Storage</h2>

<ul>
<li><p>Automatic upgrades are available from Tails 7.0 or later to 7.7.1.</p></li>
<li><p>If you cannot do an automatic upgrade or if Tails fails to start after an
automatic upgrade, please try to do a <a href="https://tails.net/doc/upgrade/index.en.html#manual">manual upgrade</a>.</p></li>
</ul>


<h2>To install Tails 7.7.1 on a new USB stick</h2>

<p>Follow our <a href="https://tails.net/install/index.en.html">installation instructions</a>.</p>

<div class="caution"><p>The Persistent Storage on the USB stick will be lost if
you install instead of upgrading.</p></div>


<h2>To download only</h2>

<p>If you don't need installation or upgrade instructions, you can download
Tails 7.7.1 directly:</p>

<ul>
<li><p><a href="https://tails.net/install/download/index.en.html">For USB sticks (USB image)</a></p></li>
<li><p><a href="https://tails.net/install/download-iso/index.en.html">For DVDs and virtual machines (ISO image)</a></p></li>
</ul>]]></content:encoded>
</item>
<item>
<title><![CDATA[Keep Your Home Library in Your Backpack With a Kindle for as Low as $85]]></title>
<description><![CDATA[You can keep up with your summer reading stack and save up to $160 when you grab a new Kindle from Best Buy.]]></description>
<link>https://tsecurity.de/de/3687578/it-nachrichten/keep-your-home-library-in-your-backpack-with-a-kindle-for-as-low-as-85/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687578/it-nachrichten/keep-your-home-library-in-your-backpack-with-a-kindle-for-as-low-as-85/</guid>
<pubDate>Wed, 22 Jul 2026 22:58:15 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[You can keep up with your summer reading stack and save up to $160 when you grab a new Kindle from Best Buy.]]></content:encoded>
</item>
<item>
<title><![CDATA[Top Red-Light Therapy Deals at Nordstrom’s Anniversary Sale (2026)]]></title>
<description><![CDATA[Save on WIRED-tested LED therapy devices from TheraFace, HigherDose, and more.]]></description>
<link>https://tsecurity.de/de/3687577/it-nachrichten/top-red-light-therapy-deals-at-nordstroms-anniversary-sale-2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687577/it-nachrichten/top-red-light-therapy-deals-at-nordstroms-anniversary-sale-2026/</guid>
<pubDate>Wed, 22 Jul 2026 22:58:14 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Save on WIRED-tested LED therapy devices from TheraFace, HigherDose, and more.]]></content:encoded>
</item>
<item>
<title><![CDATA[Sunsetting Tor 0.4.8 – Please update to 0.4.9 by September]]></title>
<description><![CDATA[Hello Tor Community!
As you know, different teams inside the Tor Project are working on the Arti
Relay project where we hope to be able to begin the upgrade of the network
towards our Rust implementation of Tor in the near future. To support this
work, we would like to announce that we intend to ...]]></description>
<link>https://tsecurity.de/de/3687542/it-security-tools/sunsetting-tor-048-please-update-to-049-by-september/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687542/it-security-tools/sunsetting-tor-048-please-update-to-049-by-september/</guid>
<pubDate>Wed, 22 Jul 2026 22:34:49 +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/static/images/lead.webp" type="image/webp">
<source srcset="https://blog.torproject.org/static/images/lead_small.webp" type="image/webp">

      <img class="lead" referrerpolicy="no-referrer" loading="lazy" src="https://blog.torproject.org/static/images/lead.png">
    </picture>
    <div class="body"><p>Hello Tor Community!</p>
<p>As you know, different teams inside the Tor Project are working on the Arti
Relay project where we hope to be able to begin the upgrade of the network
towards our Rust implementation of Tor in the near future. To support this
work, we would like to announce that we intend to actively stop compatibility
for 0.4.8 and earlier C Tor versions soon. This means that these versions will
<em>no longer work on the network at all</em> after our target date, which is
currently September 1st, 2026.</p>
<p>If you’re a Tor Browser user running an up-to-date version of Tor Browser, this
won't impact you. If you're running an older, perhaps not-so-well-maintained,
Onion Service somewhere, or you’re building an app that integrates C Tor, you
may want to read along here.</p>
<p><a href="https://gitlab.torproject.org/tpo/core/team/-/wikis/NetworkTeam/CoreTorReleases#list-of-releases">Tor 0.4.8 reached End of Life on the 1st of
June</a>,
and there will not be any more updates to this release series. We highly
encourage people to upgrade to the Tor 0.4.9 series (or later).</p>
<p>Usually, we try not to break existing releases, even if they are unsupported,
unless we have a pretty good reason. In this case, we have several reasons.
With the work towards Arti on both the client and relay, the Network Team has
identified a couple of features we would like to remove from the Tor ecosystem.
Removing support for 0.4.8 will help us facilitate a smooth transition, and reduce effort associated with
difficult to maintain features that provide very little value. Unfortunately,
because Tor’s Directory Protocol layer works the way it does, we cannot remove
these features without affecting older clients.</p>
<p>The most important reason is this: in 0.4.9, we have made some former fields in
our directory data obsolete -- specifically, <a href="https://spec.torproject.org/proposals/350-remove-tap.html">TAP onion
keys</a> and <a href="https://spec.torproject.org/proposals/321-happy-families.html">family
lines</a>. Removing
these fields will let us save a great deal of client directory bandwidth for
everyone.  This, in turn, will make all Tor clients bootstrap a little faster,
especially those on slow connections. But when we remove these fields, clients
and relays running earlier versions of Tor will no longer work, since they
expect the TAP onion keys to be present. Therefore, in order to deliver
improved performance faster, we need to accelerate the date on which 0.4.8 will
stop working.</p>
<p>The secondary reason for sunsetting 0.4.8: Our Arti directory authority
implementation needs network integration soon, and it will be easier to write
if it doesn’t support deprecated fields.</p>
<p>With this blog post out, we will begin reaching out to the downstreams of Tor
we identified as shipping older versions and try to get them to upgrade. We
appreciate community help here, too. If you identify that your favorite project
that bundles Tor uses an outdated version of Tor, please reach out to them and
(politely!) encourage them to upgrade. We are tracking some of this outreach in
<a href="https://gitlab.torproject.org/tpo/network-health/team/-/work_items/460">network-health/team#460</a>.
If you have a very good reason for needing a longer time with 0.4.8 support
than 1 September 2026, please let us know by leaving a comment on that ticket.</p>
<p>Thank you!</p>

    </div>
  <div class="categories">
    <ul><li>
        <a href="https://blog.torproject.org/category/tor">
          tor
        </a>
      </li></ul>
  </div>
  </article>]]></content:encoded>
</item>
<item>
<title><![CDATA[Photoshop on Linux]]></title>
<description><![CDATA[Some developers have alternative from GIMP to create their own version, PhotoGIMP, which has the same interface and shortcuts as Photoshop Now photographers and editors can edit on Linux and save time 🥳    submitted by    /u/DryWeek9242   [link]   [comments]]]></description>
<link>https://tsecurity.de/de/3687516/linux-tipps/photoshop-on-linux/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687516/linux-tipps/photoshop-on-linux/</guid>
<pubDate>Wed, 22 Jul 2026 22:15:15 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><p>Some developers have alternative from GIMP to create their own version, PhotoGIMP, which has the same interface and shortcuts as Photoshop Now photographers and editors can edit on Linux and save time 🥳</p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/DryWeek9242"> /u/DryWeek9242 </a> <br> <span><a href="https://i.redd.it/n19rhqmraseh1.jpeg">[link]</a></span>   <span><a href="https://www.reddit.com/r/linux/comments/1v3ge16/photoshop_on_linux/">[comments]</a></span>]]></content:encoded>
</item>
<item>
<title><![CDATA[Amazon Deals of the Day: Skip Samsung’s Preorder and Save Big on the Galaxy S25 Plus]]></title>
<description><![CDATA[Plus, score 70% off the Blink floodlight camera and almost $30 off the Lenovo Idea Tab.]]></description>
<link>https://tsecurity.de/de/3687491/it-nachrichten/amazon-deals-of-the-day-skip-samsungs-preorder-and-save-big-on-the-galaxy-s25-plus/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687491/it-nachrichten/amazon-deals-of-the-day-skip-samsungs-preorder-and-save-big-on-the-galaxy-s25-plus/</guid>
<pubDate>Wed, 22 Jul 2026 22:05:34 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Plus, score 70% off the Blink floodlight camera and almost $30 off the Lenovo Idea Tab.]]></content:encoded>
</item>
<item>
<title><![CDATA[Here’s $250 Off the New Galaxy Watch Ultra 2]]></title>
<description><![CDATA[The Galaxy Watch Ultra 2 has launched and Samsung raised the price on it to $699.99. That’s a $50 price increase over the original, which tracks since everything in our lives gets more expensive by the day. Want to save $250 off this new Samsung watch? You can. Here’s the best Galaxy Watch Ultra ...]]></description>
<link>https://tsecurity.de/de/3687382/it-nachrichten/heres-250-off-the-new-galaxy-watch-ultra-2/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687382/it-nachrichten/heres-250-off-the-new-galaxy-watch-ultra-2/</guid>
<pubDate>Wed, 22 Jul 2026 21:02:56 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The Galaxy Watch Ultra 2 has launched and Samsung raised the price on it to $699.99. That’s a $50 price increase over the original, which tracks since everything in our lives gets more expensive by the day. Want to save $250 off this new Samsung watch? You can. Here’s the best Galaxy Watch Ultra 2...</p>
<p>Read the original post: <a href="https://www.droid-life.com/2026/07/22/heres-250-off-the-new-galaxy-watch-ultra-2/">Here’s $250 Off the New Galaxy Watch Ultra 2</a></p>]]></content:encoded>
</item>
<item>
<title><![CDATA[OnionHop 3.6]]></title>
<description><![CDATA[The scanner release. The Scanner page gains two long-requested tools, plus a round of bridge-tab refinements and fixes driven by community feedback.
Added

SNI scanner (Scanner → SNI Scanner). Finds SNI/front hosts that work on your network via real TLS handshakes. Domain mode tests a list of can...]]></description>
<link>https://tsecurity.de/de/3687279/it-security-tools/onionhop-36/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687279/it-security-tools/onionhop-36/</guid>
<pubDate>Wed, 22 Jul 2026 20:29:20 +0200</pubDate>
<category>💾 IT Security Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The scanner release. The Scanner page gains two long-requested tools, plus a round of bridge-tab refinements and fixes driven by community feedback.</p>
<h3>Added</h3>
<ul>
<li><strong>SNI scanner</strong> (Scanner → SNI Scanner). Finds SNI/front hosts that work on your network via real TLS handshakes. <strong>Domain mode</strong> tests a list of candidate domains as SNI on :443; <strong>Range mode</strong> tests one SNI across an IPv4 CIDR range (bounded). Working hosts can be applied as your custom SNI hosts (used by fronted webtunnel/meek/snowflake bridges) or saved to the library. Green = handshake completed (usable), red = blocked/reset.</li>
<li><strong>Saved-bridges library</strong> (Scanner → Saved). Bridges from the bridge scanner and hosts from the SNI scanner can be saved to a persistent library, then labelled, re-applied or removed later - scan results are no longer lost when the scan finishes. Both scanners gained a <strong>Save to Library</strong> action.</li>
<li><strong>Current Bridge tab: per-row copy + sortable columns</strong> (<a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4792201997" data-permission-text="Title is private" data-url="https://github.com/center2055/OnionHop/issues/69" data-hovercard-type="issue" data-hovercard-url="/center2055/OnionHop/issues/69/hovercard" href="https://github.com/center2055/OnionHop/issues/69">#69</a>). Each bridge row has a one-tap copy button, and the Type / Address / Status headers sort on click (click again to reverse); the bridge currently in use stays pinned to the top.</li>
<li><strong>Bridge copy/export refinement</strong> (<a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4623180884" data-permission-text="Title is private" data-url="https://github.com/center2055/OnionHop/issues/56" data-hovercard-type="issue" data-hovercard-url="/center2055/OnionHop/issues/56/hovercard" href="https://github.com/center2055/OnionHop/issues/56">#56</a>). Copy on the Current Bridge tab now returns only the bridge Tor is actually using (not the whole supplemented list), and Export writes a CSV with Type, Address, Status, Fingerprint and the raw line.</li>
<li><strong>CLI <code>scan &lt;type&gt; --use</code>.</strong> After probing, the reachable bridges are saved as your custom list and selected as the source, so the next <code>connect</code> uses exactly those - the command-line equivalent of the GUI scanner's Apply button.</li>
</ul>
<h3>Fixed</h3>
<ul>
<li><strong>Custom bridge source ignored under Smart Connect</strong> (<a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4793735074" data-permission-text="Title is private" data-url="https://github.com/center2055/OnionHop/issues/70" data-hovercard-type="issue" data-hovercard-url="/center2055/OnionHop/issues/70/hovercard" href="https://github.com/center2055/OnionHop/issues/70">#70</a>). Smart Connect (on by default) reset the source to Auto and dropped your custom bridge list while racing its own transports, so a pasted obfs4 bridge could end up connecting via a webtunnel bridge you never added. Smart Connect now honors an explicit Custom source and uses exactly those bridges.</li>
</ul>
<p>Thanks to <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Airuop/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Airuop">@Airuop</a> for the scanner and bridge-tab suggestions.</p>
<h3>Downloads</h3>
<table>
<thead>
<tr>
<th align="left">Platform</th>
<th align="left">File</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Windows installer</td>
<td align="left"><code>OnionHop-Setup-v3.exe</code></td>
</tr>
<tr>
<td align="left">Windows portable</td>
<td align="left"><code>OnionHopV3-Portable-3.6-win-x64.zip</code></td>
</tr>
<tr>
<td align="left">Windows CLI</td>
<td align="left"><code>OnionHop-CLI-Setup-3.6.exe</code> / <code>OnionHopCLI-Portable-3.6-win-x64.zip</code></td>
</tr>
<tr>
<td align="left">Linux</td>
<td align="left"><code>OnionHop-x86_64.AppImage</code></td>
</tr>
<tr>
<td align="left">Linux CLI</td>
<td align="left"><code>OnionHopCLI-3.6-linux-x64.tar.gz</code></td>
</tr>
<tr>
<td align="left">macOS (Apple Silicon)</td>
<td align="left"><code>OnionHop-3.6-macOS-arm64.dmg</code></td>
</tr>
<tr>
<td align="left">macOS (Intel)</td>
<td align="left"><code>OnionHop-3.6-macOS-x64.dmg</code></td>
</tr>
<tr>
<td align="left">macOS CLI (Apple Silicon)</td>
<td align="left"><code>OnionHopCLI-3.6-macos-arm64.tar.gz</code></td>
</tr>
<tr>
<td align="left">macOS CLI (Intel)</td>
<td align="left"><code>OnionHopCLI-3.6-macos-x64.tar.gz</code></td>
</tr>
</tbody>
</table>
<blockquote>
<p>Not sure which Mac you have? Apple menu &gt; About This Mac. "Apple M1/M2/M3/M4" means Apple Silicon (arm64); anything listing an Intel processor needs the x64 build.</p>
</blockquote>]]></content:encoded>
</item>
<item>
<title><![CDATA[OnionHop 3.7]]></title>
<description><![CDATA[Fixes Snowflake on heavily-censored networks, and makes the SNI scanner easier to use with per-country lists.
Fixed

Snowflake starting again on censored networks (#71). Snowflake was failing to start with "Managed proxy ... terminated with status code 2" and the connection bar stuck, whenever th...]]></description>
<link>https://tsecurity.de/de/3687275/it-security-tools/onionhop-37/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687275/it-security-tools/onionhop-37/</guid>
<pubDate>Wed, 22 Jul 2026 20:29:14 +0200</pubDate>
<category>💾 IT Security Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Fixes Snowflake on heavily-censored networks, and makes the SNI scanner easier to use with per-country lists.</p>
<h3>Fixed</h3>
<ul>
<li><strong>Snowflake starting again on censored networks (<a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4840691314" data-permission-text="Title is private" data-url="https://github.com/center2055/OnionHop/issues/71" data-hovercard-type="issue" data-hovercard-url="/center2055/OnionHop/issues/71/hovercard" href="https://github.com/center2055/OnionHop/issues/71">#71</a>).</strong> Snowflake was failing to start with "Managed proxy ... terminated with status code 2" and the connection bar stuck, whenever the AMP-cache rendezvous was enabled. The AMP cache was being passed as a <code>-ampcache</code> command-line flag, which the bundled Snowflake binary (lyrebird) rejects, so it exited immediately. It is now set as an <code>ampcache=</code> parameter on the Snowflake bridge line, which lyrebird reads. This mainly affected networks where Smart Connect forces Snowflake AMP (for example Iran).</li>
</ul>
<h3>Added</h3>
<ul>
<li><strong>SNI scanner compact layout.</strong> The SNI scanner now matches the bridge scanner: a "Custom list" toggle keeps the candidate-domain box collapsed until you turn it on or load, import, or request a list, so the controls take less room.</li>
<li><strong>Request SNI (per-country lists).</strong> Working SNI hosts are country-specific, so the SNI scanner gained a "Request SNI" button that fetches a candidate list for your country from the OnionHop SNI-lists source and loads it for scanning. A country picker appears when the source is reachable.</li>
<li><strong>Export Working.</strong> The SNI scanner can now save the working SNI hosts to a text file.</li>
<li><strong>About page release links.</strong> Each release in the changelog history now has a "View on GitHub" link that opens that release's page, and the sources section lists the new OnionHop SNI Lists source.</li>
</ul>
<h3>Downloads</h3>
<table>
<thead>
<tr>
<th align="left">Platform</th>
<th align="left">File</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Windows installer</td>
<td align="left"><code>OnionHop-Setup-v3.exe</code></td>
</tr>
<tr>
<td align="left">Windows portable</td>
<td align="left"><code>OnionHopV3-Portable-3.7-win-x64.zip</code></td>
</tr>
<tr>
<td align="left">Windows CLI</td>
<td align="left"><code>OnionHop-CLI-Setup-3.7.exe</code> / <code>OnionHopCLI-Portable-3.7-win-x64.zip</code></td>
</tr>
<tr>
<td align="left">Linux</td>
<td align="left"><code>OnionHop-x86_64.AppImage</code></td>
</tr>
<tr>
<td align="left">Linux CLI</td>
<td align="left"><code>OnionHopCLI-3.7-linux-x64.tar.gz</code></td>
</tr>
<tr>
<td align="left">macOS (Apple Silicon)</td>
<td align="left"><code>OnionHop-3.7-macOS-arm64.dmg</code></td>
</tr>
<tr>
<td align="left">macOS (Intel)</td>
<td align="left"><code>OnionHop-3.7-macOS-x64.dmg</code></td>
</tr>
<tr>
<td align="left">macOS CLI (Apple Silicon)</td>
<td align="left"><code>OnionHopCLI-3.7-macos-arm64.tar.gz</code></td>
</tr>
<tr>
<td align="left">macOS CLI (Intel)</td>
<td align="left"><code>OnionHopCLI-3.7-macos-x64.tar.gz</code></td>
</tr>
</tbody>
</table>]]></content:encoded>
</item>
<item>
<title><![CDATA[Save $400 Off This Eufy E25 Robot Vacuum and Mop, and Never Clean Your Own Floor Again]]></title>
<description><![CDATA[This two-in-one vacuum and mop is down to $600, but probably not for long.]]></description>
<link>https://tsecurity.de/de/3687235/it-nachrichten/save-400-off-this-eufy-e25-robot-vacuum-and-mop-and-never-clean-your-own-floor-again/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687235/it-nachrichten/save-400-off-this-eufy-e25-robot-vacuum-and-mop-and-never-clean-your-own-floor-again/</guid>
<pubDate>Wed, 22 Jul 2026 20:18:04 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[This two-in-one vacuum and mop is down to $600, but probably not for long.]]></content:encoded>
</item>
<item>
<title><![CDATA[[$] Save and restore may be coming to GNOME]]></title>
<description><![CDATA[One of the features that users often miss when moving from X11 to Wayland is
the ability to save and restore the position of windows between sessions. At GUADEC 2026, held in
A Coruña, Spain, Adrian Vovk provided an overview of work that has gone
into providing a platform-wide save and restore fr...]]></description>
<link>https://tsecurity.de/de/3687114/linux-tipps/save-and-restore-may-be-coming-to-gnome/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687114/linux-tipps/save-and-restore-may-be-coming-to-gnome/</guid>
<pubDate>Wed, 22 Jul 2026 19:14:19 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>One of the features that users often miss when moving from X11 to Wayland is
the ability to save and restore the position of windows between sessions. At <a href="https://events.gnome.org/event/306/">GUADEC 2026</a>, held in
A Coruña, Spain, Adrian Vovk provided an overview of work that has gone
into providing a platform-wide save and restore framework for GNOME. After two
failed attempts at landing an API, he believes that the third try will be the
one to succeed—though not in time for the upcoming GNOME 51 release
due in October.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[If You Preorder  These New Samsung Galaxy Phones, You Can Save Hundreds]]></title>
<description><![CDATA[Samsung just announced the Galaxy Flip 8, Fold 8 and the Fold Ultra. Here’s how you can score a nice preorder deal.]]></description>
<link>https://tsecurity.de/de/3687036/it-nachrichten/if-you-preorder-these-new-samsung-galaxy-phones-you-can-save-hundreds/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687036/it-nachrichten/if-you-preorder-these-new-samsung-galaxy-phones-you-can-save-hundreds/</guid>
<pubDate>Wed, 22 Jul 2026 18:34:50 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Samsung just announced the Galaxy Flip 8, Fold 8 and the Fold Ultra. Here’s how you can score a nice preorder deal.]]></content:encoded>
</item>
<item>
<title><![CDATA[I've watched all of Stuart Fails to Save the Universe and it's a smarter spinoff than we've given it credit for — ride through the rough first episode to reach sitcom glory]]></title>
<description><![CDATA[Stuart Fails to Save the Universe is the underdog of 2020s TV spinoffs, and I mean that in the best possible way. In fact, I've basically forgotten The Big Bang Theory existed.]]></description>
<link>https://tsecurity.de/de/3686967/it-nachrichten/ive-watched-all-of-stuart-fails-to-save-the-universe-and-its-a-smarter-spinoff-than-weve-given-it-credit-for-ride-through-the-rough-first-episode-to-reach-sitcom-glory/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686967/it-nachrichten/ive-watched-all-of-stuart-fails-to-save-the-universe-and-its-a-smarter-spinoff-than-weve-given-it-credit-for-ride-through-the-rough-first-episode-to-reach-sitcom-glory/</guid>
<pubDate>Wed, 22 Jul 2026 18:12:02 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Stuart Fails to Save the Universe is the underdog of 2020s TV spinoffs, and I mean that in the best possible way. In fact, I've basically forgotten The Big Bang Theory existed.]]></content:encoded>
</item>
<item>
<title><![CDATA[Preorder the new Samsung Galaxy Z Fold 8 or Z Flip 8 at Verizon with no fees - here's how]]></title>
<description><![CDATA[Samsung just dropped its newest foldable phone at its Unpacked event. Here's how to save on preorders at Verizon with no activation or upgrade fees.]]></description>
<link>https://tsecurity.de/de/3686633/it-nachrichten/preorder-the-new-samsung-galaxy-z-fold-8-or-z-flip-8-at-verizon-with-no-fees-heres-how/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686633/it-nachrichten/preorder-the-new-samsung-galaxy-z-fold-8-or-z-flip-8-at-verizon-with-no-fees-heres-how/</guid>
<pubDate>Wed, 22 Jul 2026 16:22:22 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Samsung just dropped its newest foldable phone at its Unpacked event. Here's how to save on preorders at Verizon with no activation or upgrade fees.]]></content:encoded>
</item>
<item>
<title><![CDATA[AT&T will let you preorder the Galaxy Z Fold 8 for free with trade-in - what to know]]></title>
<description><![CDATA[Save up to $1,900 on the new Galaxy Z Fold 8 at AT&T right now.]]></description>
<link>https://tsecurity.de/de/3686614/hacking/att-will-let-you-preorder-the-galaxy-z-fold-8-for-free-with-trade-in-what-to-know/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686614/hacking/att-will-let-you-preorder-the-galaxy-z-fold-8-for-free-with-trade-in-what-to-know/</guid>
<pubDate>Wed, 22 Jul 2026 16:10:36 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Save up to $1,900 on the new Galaxy Z Fold 8 at AT&amp;T right now.]]></content:encoded>
</item>
<item>
<title><![CDATA[Time to Save: The Samsung Galaxy Watch 8 Classic Is Now Just $270]]></title>
<description><![CDATA[At a new low price of $270, this feature-packed smartwatch for Android users is worth a closer look.]]></description>
<link>https://tsecurity.de/de/3686598/it-nachrichten/time-to-save-the-samsung-galaxy-watch-8-classic-is-now-just-270/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686598/it-nachrichten/time-to-save-the-samsung-galaxy-watch-8-classic-is-now-just-270/</guid>
<pubDate>Wed, 22 Jul 2026 16:03:43 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[At a new low price of $270, this feature-packed smartwatch for Android users is worth a closer look.]]></content:encoded>
</item>
<item>
<title><![CDATA[T-Mobile will give you the new Samsung Galaxy Z Flip for under $100 - here's how to get one]]></title>
<description><![CDATA[New and existing T-Mobile customers can save up to $1,100 on Samsung's latest flip phone now (including the pink color). Here's how.]]></description>
<link>https://tsecurity.de/de/3686561/hacking/t-mobile-will-give-you-the-new-samsung-galaxy-z-flip-for-under-100-heres-how-to-get-one/</link>
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<pubDate>Wed, 22 Jul 2026 15:44:00 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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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>
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<pubDate>Wed, 22 Jul 2026 13:05:35 +0200</pubDate>
<category>📰 IT 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>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Want Apple’s Thinnest iPhone? Here’s How to Get It for Free]]></title>
<description><![CDATA[We’ve rounded up free phone offers, trade-in deals and carrier promos that can help you save hundreds on the iPhone Air.]]></description>
<link>https://tsecurity.de/de/3685981/it-nachrichten/want-apples-thinnest-iphone-heres-how-to-get-it-for-free/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685981/it-nachrichten/want-apples-thinnest-iphone-heres-how-to-get-it-for-free/</guid>
<pubDate>Wed, 22 Jul 2026 12:34:46 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[We’ve rounded up free phone offers, trade-in deals and carrier promos that can help you save hundreds on the iPhone Air.]]></content:encoded>
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<title><![CDATA[Your instant Android backup upgrade]]></title>
<description><![CDATA[Here in this high-tech era of 2026, keeping important info backed up and synced should be effortless and something that just happens on its own, automatically, without any actual thought or ongoing human effort.



In many areas of our digital life, that mercifully does Just Work™ in exactly that...]]></description>
<link>https://tsecurity.de/de/3685867/it-nachrichten/your-instant-android-backup-upgrade/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685867/it-nachrichten/your-instant-android-backup-upgrade/</guid>
<pubDate>Wed, 22 Jul 2026 12:02:52 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Here in this high-tech era of 2026, keeping important info backed up and synced <em>should </em>be effortless and something that just happens on its own, automatically, without any actual thought or ongoing human effort.</p>



<p class="wp-block-paragraph">In many areas of our digital life, that mercifully does Just Work™ in exactly that way. Fire up an email in most modern mail services, and you can stop at any point and find your in-progress draft in that same app on any other device. The same applies to any file you’re finessing within Google Drive or other cloud storage services or document you’re dawdling over in Docs.</p>



<p class="wp-block-paragraph">One area where seamless syncing somehow still <em>doesn’t</em> occur, though, is in the domain of <em>downloaded </em>documents on Android. If someone sends you a PDF or a Word file and you save it to your phone, that file exists in an archaic-seeming silo — only locally, on <em>that</em> one gadget. And that, of course, means (a) you can’t access it from any other device, and (b) if you misplace your phone or move into a new one at some point along the way, the file will be left behind in time and entirely unavailable.</p>



<p class="wp-block-paragraph">Well, take a moment to join me in celebration: Amidst all the <a href="https://www.computerworld.com/article/4136922/google-gemini-3-years.html">Gemini gobbledegook</a> that <a href="https://www.computerworld.com/article/2117752/google-gemini-ai.html">no one asked for</a> (and that often falls somewhere between <a href="https://www.computerworld.com/article/4182583/ai-creepy-era.html">“pointless”</a> and <a href="https://www.computerworld.com/article/3990497/google-gemini-deceit.html">“actively counterproductive”</a>), Google’s giving us a major upgrade to Android’s backup capabilities right now. It’s a simple-seeming switch buried in your system settings, and it’s up to <em>you</em> to find and activate it.</p>



<p class="wp-block-paragraph">Once you do, though, those once-orphaned documents on your Android device’s local storage will be perpetually synced and protected, automatically, without any ongoing thought or effort.</p>



<p class="wp-block-paragraph">All <em>you’ve </em>gotta do is find and flip that one new switch.</p>



<p class="wp-block-paragraph"><strong>[Don’t let yourself miss an ounce of Android Intelligence. </strong><a href="https://www.theintelligence.com/android-cw/" target="_blank" rel="noreferrer noopener"><strong>Join my free weekly Android Intelligence newsletter</strong></a><strong> and get one new thing to try in your inbox every Friday!]</strong></p>



<h2 class="wp-block-heading"><strong>The Android backup lowdown</strong></h2>



<p class="wp-block-paragraph">So, for a quick bit of pertinent context on this: Android’s backup systems have actually come a really long way over the years.</p>



<p class="wp-block-paragraph">‘Twas a time, y’see, when little to nothing about you would sync and carry over automatically from one Android device to another. Years ago — back in the ancient-seeming prehistoric era of the early 2010s — Android enthusiasts in the know would rely on community-created third-party apps for everything from remembering and resyncing downloaded apps to restoring data from within those apps and onward. And reconfiguring your system preferences would be a whole time-consuming song and dance every single time you reset a device or moved into a new one, as little to nothing would automatically carry over.</p>



<p class="wp-block-paragraph">Most of that stuff is now effortless and automatic. And, thanks to apps like Google Messages, Calendar, Drive, and Docs, many <em>other </em>areas of important data are also synced on their own at the app level — outside of any system mechanisms.</p>



<p class="wp-block-paragraph">Locally stored files, however, have remained an awkward omission. To this day, anything you download on any Android device exists only on <em>that</em> <em>one device </em>and isn’t synced or backed up anywhere. The only way that happens is — in a blast-from-the-past twist — if <em>you </em>go out of your way to <a href="https://www.computerworld.com/article/1711741/how-to-back-up-android-phones-complete-guide.html#:~:text=a%20new%20one.-,Files,-The%20easiest%20way">find and set up a third-party app to handle the heavy lifting</a>.</p>



<p class="wp-block-paragraph">That brings us to today. Right now, as we speak, Google’s in the midst of sending out a quiet under-the-hood update that (brace yourself…) adds in the option to automatically sync and back up any documents on your device as a native part of Android’s backup setup.</p>



<p class="wp-block-paragraph">See?</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/android-backup-documents.jpg?quality=50&amp;strip=all&amp;w=1024" alt="Android backup documents" class="wp-image-4198961" width="1024" height="546" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption">The easily overlooked new option for backing up documents on Android.</figcaption></figure><p class="imageCredit">JR Raphael, Foundry</p></div>



<p class="wp-block-paragraph">The option is on its way to all devices running 2018’s <a href="https://www.computerworld.com/article/1698598/android-9-pie.html">Android 9 release</a> and higher. (If you’re still using a phone with an <a href="https://www.computerworld.com/article/1714347/android-versions-a-living-history-from-1-0-to-today.html">Android version</a> older than that, you’re now a whopping <em>eight years </em>out of date, and you have <a href="https://www.computerworld.com/article/1718016/android-upgrades-matter.html"><em>much</em> bigger problems</a>.)</p>



<p class="wp-block-paragraph">Once the added option is present and available for you, you’re literally lookin’ at 10 seconds to find and activate it.</p>



<p class="wp-block-paragraph">Lemme show ya how.</p>



<h2 class="wp-block-heading"><strong>Android’s document backup addition</strong></h2>



<p class="wp-block-paragraph">I promise: This couldn’t be much simpler.</p>



<p class="wp-block-paragraph">No matter what kind of Android device is in front of you, just head into your system settings and open the section called “Accounts and backup,” “Back up or copy data,” or something along those same lines. (The exact wording can vary based on who made your device and when it was released or last updated.)</p>



<p class="wp-block-paragraph">Either tap the line labeled “Google Backup” or look for an option to “Back up data” via Google Drive. You should then either see a series of options for different areas of available backup right then and there — or, depending on your device, you might have to tap a line labeled “Other device data” (or something similar) to find the full list of possibilities.</p>



<p class="wp-block-paragraph">However you get there, once you’re lookin’ at that list, you’ll see a newly added line for “Documents” if this latest under-the-hood update has reached you.</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/android-backup-options.jpg?quality=50&amp;strip=all&amp;w=1024" alt="Android backup options" class="wp-image-4198962" width="1024" height="742" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption">Android’s expanded list of backup options — now including documents alongside other forms of on-device data.</figcaption></figure><p class="imageCredit">JR Raphael, Foundry</p></div>



<p class="wp-block-paragraph">And from there, all that’s left is to tap it and enable the switch to include that in your automated backups from that moment forward.</p>



<p class="wp-block-paragraph">If you aren’t seeing the option yet, don’t panic. Google always sends these under-the-hood updates out bit by bit over time, so the change probably just hasn’t reached your device quite yet. As long as you’re running Android 9 or higher, it’ll get there. Set yourself a reminder to check back once a week or so. Odds are, you’ll see it pretty soon.</p>



<p class="wp-block-paragraph">Notably, all documents synced in this way are always encrypted for security, and they’re kept in your personal (or, depending on the nature of your account, perhaps company-connected) Google Drive storage. That <em>does</em> mean they’ll count against your overall Google storage total, so keep an eye on your <a href="https://drive.google.com/drive/u/0/quota" target="_blank" rel="noreferrer noopener">Drive storage total</a> to make sure you’re in solid shape and look to the <a href="https://one.google.com/storage/management?from=1&amp;g1_landing_page=1" target="_blank" rel="noreferrer noopener">Google One storage hub</a> if you ever want some simple suggestions for freeing up space.</p>



<p class="wp-block-paragraph">Speaking of other Google services: If you ever want to keep <em>other</em> types of locally stored <em>non</em>-document files from an Android device synced and available elsewhere, you can easily rely on <a href="https://www.computerworld.com/article/1711741/how-to-back-up-android-phones-complete-guide.html#:~:text=in-app%20upgrade.-,Photos%20and%20music,-OK%2C%20so%20they">Google Photos for syncing screenshots and other images</a> — after enabling sync in general, be sure to look in the app’s “Collections” areas to find the “On this device” folder and then flip the toggle to “Backup all device folders” (or get more nuanced and open specific <em>individual </em>on-device folders if you want to sync some but not all of those areas) — and you can still turn to <a href="https://www.computerworld.com/article/1711741/how-to-back-up-android-phones-complete-guide.html#:~:text=a%20new%20one.-,Files,-The%20easiest%20way">those aforementioned third-party apps</a> for broader syncing of anything else imaginable.</p>



<p class="wp-block-paragraph">But with documents now being handled automatically and natively, that’s one big worry now out of your hair. Just note that the onus will fall on <em>you </em>to find and flip the switch and actively opt in to the feature on each and every Android device you’re using.</p>



<p class="wp-block-paragraph">Take 10 seconds to do that, though, and you’ll have one less void in your Android data arena. And you don’t need Gemini to tell you that <em>that </em>can only be a good thing.</p>



<p class="wp-block-paragraph"><em>Get practical Android knowledge in your inbox every Friday with </em><a href="https://www.theintelligence.com/android-cw/" target="_blank" rel="noreferrer noopener"><strong><em>my free Android Intelligence newsletter</em></strong></a><strong><em> </em></strong><em>— one new thing to try each week, straight from me to you.</em></p>
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<title><![CDATA[How a $77 Dash Cam Can Save You Thousands on Insurance Claims]]></title>
<description><![CDATA[Avoid Insurance headaches with these top-rated Dash Cam deals.]]></description>
<link>https://tsecurity.de/de/3685579/it-nachrichten/how-a-77-dash-cam-can-save-you-thousands-on-insurance-claims/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685579/it-nachrichten/how-a-77-dash-cam-can-save-you-thousands-on-insurance-claims/</guid>
<pubDate>Wed, 22 Jul 2026 10:03:04 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Avoid Insurance headaches with these top-rated Dash Cam deals.]]></content:encoded>
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<title><![CDATA[Celestial Return Review (PC)]]></title>
<description><![CDATA[I’ve decided to be rational in this cyberpunk city where spirits can infiltrate and bend reality. Maybe I should have gone with a bigger focus on perception. I’m not gonna know how the story would have played out unless I roll back every choice I’ve made, all of which feel true to my detective ch...]]></description>
<link>https://tsecurity.de/de/3685334/it-security-nachrichten/celestial-return-review-pc/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685334/it-security-nachrichten/celestial-return-review-pc/</guid>
<pubDate>Wed, 22 Jul 2026 07:42:19 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[I’ve decided to be rational in this cyberpunk city where spirits can infiltrate and bend reality. Maybe I should have gone with a bigger focus on perception. I’m not gonna know how the story would have played out unless I roll back every choice I’ve made, all of which feel true to my detective character, and start the entire adventure again.

So we’re stubbornly trying to make sense of everything that’s happening, relying on partner Rose for some extra details, hoping that the other voices don’t force detective Howard to do something truly stupid. And we’re using the dice we have as conservatively as possible, trying to understand what’s important for the wider narrative while also mattering to the private eye on a personal level.

Unfortunately, the dice recently failed a roll and then a re-roll, which probably means there’s no way to deal with a bigger coming threat. I don’t think there’s another dice source in the city, although I will need to load an earlier save...]]></content:encoded>
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<title><![CDATA[HPR4688: Downloading Podcasts with a Shell Script]]></title>
<description><![CDATA[This show has been flagged as Clean by the host.






01 Introduction






In this episode I will describe techniques for downloading podcasts using basic shell commands such as wget. 


I will illustrate this using a bash script that can be used to download HPR podcasts.


Even if you d...]]></description>
<link>https://tsecurity.de/de/3685037/podcasts/hpr4688-downloading-podcasts-with-a-shell-script/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685037/podcasts/hpr4688-downloading-podcasts-with-a-shell-script/</guid>
<pubDate>Wed, 22 Jul 2026 02:06:46 +0200</pubDate>
<category>🎥 Podcasts</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>This show has been flagged as Clean by the host.</p>

<p>

</p>

<p>
01 Introduction</p>

<p>

</p>

<p>
In this episode I will describe techniques for downloading podcasts using basic shell commands such as wget. </p>

<p>
I will illustrate this using a bash script that can be used to download HPR podcasts.</p>

<p>
Even if you do not have any interest in downloading your podcasts using this method, you may find some of the methods useful or interesting.</p>

<p>
It is the principles that are discussed here that are important, rather than the implementation. </p>

<p>

</p>

<p>
02</p>

<p>
I realize that there are already a number of different podcast download programs available,  including at least one written in bash. </p>

<p>
However, you may feel that none of these suit how you wish to do things and want to create your own system tailored to your specific needs.</p>

<p>
If so, then I hope the following is of some use to you.</p>

<p>
If not, then you may still find some of the things discussed here to still be of interest.</p>

<p>

</p>

<p>
Some of the subjects I cover include</p>

<p>
wget to a user defined file name.</p>

<p>
parsing xml with xmllint.</p>

<p>
using inotifywait to trigger an action when a file is created or modified.</p>

<p>
using notify-send to send a message to the notification area.</p>

<p>
and</p>

<p>
a way of allowing a cron job to send a message to the user interface.</p>

<p>

</p>

<p>

</p>

<p>

</p>

<p>
03 Background</p>

<p>

</p>

<p>
There has been an ongoing discussion in comments to some HPR episodes about problems downloading HPR podcast episodes. </p>

<p>
Apparently some people have been experiencing problems with the way the episode URLs are structured. </p>

<p>

</p>

<p>
04</p>

<p>
I am afraid that I don't fully understand the nature of these problems, so I won't  be addressing that problem directly.</p>

<p>
Instead, I will present a bash script that I have written which can be used to download HPR podcasts.</p>

<p>
This bash script can be run using cron to automatically fetch new HPR podcasts and save them to a designated directory.</p>

<p>
This is a simplified version of a script that I have used for years to download HPR and other podcasts.</p>

<p>

</p>

<p>
05</p>

<p>
I won't try to read the full bash script out in this podcast, as that would be a bit dull to listen to.</p>

<p>
I will instead describe what each section does and why I chose to do things that way.</p>

<p>
Perhaps other people can offer suggestions of better ways to do things.</p>

<p>
I will post the full bash script in the show notes.</p>

<p>

</p>

<p>

</p>

<p>

</p>

<p>
06 Fetching Podcasts</p>

<p>

</p>

<p>
The standard way of distributing podcasts is to publish an RSS feed containing URL links to the audio files.</p>

<p>
RSS is a very long established and widely supported mechanism for this and other purposes.</p>

<p>
An RSS feed is basically an XML document which can be accessed over HTTP.</p>

<p>
These URLs contained in the RSS XML document can then be used to download the actual audio files, such as MP3 or OGG files.</p>

<p>

</p>

<p>
07</p>

<p>
Basically what we need to do is the following</p>

<p>

</p>

<p>
• Download the RSS XML document.</p>

<p>
• Extract the URL links to the audio files.</p>

<p>
• Compare the list of these links to a previously saved list to see which ones are new and which ones are ones that we previously downloaded.</p>

<p>

</p>

<p>
08</p>

<p>
• Make a list of the new URLs.</p>

<p>
• Go through this list of new URLs and download each of the new audio files.</p>

<p>
• Check to see that we actually received the new audio file.</p>

<p>
• Add the URLs of the files we successfully downloaded to our saved list of podcast URLs</p>

<p>

</p>

<p>
09</p>

<p>
In addition to this, we would like to have the above happen automatically in the background without our having to take any action on our own.</p>

<p>
We may wish to receive a notification of when a new podcast has arrived however.</p>

<p>
We would probably also wish to receive notification of any errors or failures.</p>

<p>

</p>

<p>

</p>

<p>

</p>

<p>
10 Fetching Podcasts - The Preliminaries</p>

<p>

</p>

<p>
Our desire to be able to run the script automatically imposes some requirements on our solution.</p>

<p>
To schedule the script we will use cron.</p>

<p>
Cron is a Linux facility to run scripts on a schedule.</p>

<p>

</p>

<p>
11</p>

<p>
One of the side effects of using cron however is  that we need to specify the full path to the locations where we intend to keep any data files, plus also the full path to where we intend to put the downloaded podcasts.</p>

<p>

</p>

<p>
12</p>

<p>
So the first thing we need to do in our script is to specify a number of different values for things like file location, the URL for the HPR RSS feed, and several other things as well.</p>

<p>

</p>

<p>
I will skip over the details of these, although I may make reference to them later.</p>

<p>

</p>

<p>

</p>

<p>

</p>

<p>
13 Get the RSS Data</p>

<p>

</p>

<p>
The first thing of real substance to do is to fetch the current RSS feed data.</p>

<p>
I have put this in a bash function called getrssurldata</p>

<p>

</p>

<p>
The contents of this function are a one liner, but with a number of elements chained together through pipes.</p>

<p>

</p>

<p>
14 Downloading the RSS XML Document</p>

<p>
• First we use wget, which is a standard command on most Linux distros.</p>

<p>
• We specify four things.</p>

<p>
• First we set a timeout. I have chosen 20 seconds.</p>

<p>
• Next we set the retry limit. I have chosen 3.</p>

<p>

</p>

<p>
15</p>

<p>
• Then we specify that the output of wget is sent to stdout rather than saved as a file.</p>

<p>
• This is done by using the -O option followed by a space and then a dash.</p>

<p>
• The O option is usually used to specify a file to save the output to, but when used with a dash causes output to go to stdout.</p>

<p>
• Then we specify the URL of the HPR RSS feed.</p>

<p>

</p>

<p>
16 Contents of the XML Document</p>

<p>
This gives us the HPR RSS XML document. </p>

<p>
There are about 5,000 lines in this RSS document.</p>

<p>
Most of those lines are the show notes which are also included in the feed.</p>

<p>

</p>

<p>
17 Extracting the Podcast Episode URLs</p>

<p>
There are only 10 lines of the document that contain information that we are interested in however.</p>

<p>
These lines are enclosed in "enclosure" XML tags. </p>

<p>
We just need to find those lines and separate out the URLs</p>

<p>

</p>

<p>
18 Standard Command Line Tools</p>

<p>
There are two ways that we can do this.</p>

<p>
One is to use a combination of grep, sed, and cut.</p>

<p>
Grep can find the lines containing the enclosure tags.</p>

<p>
Sed and cut can extract the URL from the surrounding extraneous data. </p>

<p>

</p>

<p>
19</p>

<p>
However, this method does not discriminate between real enclosure tags in the data portion of the RSS feed and enclosure tags in the show notes which are included in the feed from episodes such as this one.</p>

<p>
This may be an acceptable problem in practical terms, but we can do better.</p>

<p>

</p>

<p>
20 Using an XML Parser</p>

<p>
The other method is to actually parse the XML document.</p>

<p>
there are at least two command line XML parsers that I am aware of.</p>

<p>
These are "xmllint", and "xlmstarlet".</p>

<p>
I have used xmllint in this example.</p>

<p>
I have not used xmlstarlet, so I can't offer any comment on how easy or difficult to use it is.</p>

<p>

</p>

<p>
21</p>

<p>
I won't give a detailed explanation of all the things that xmllint can do.</p>

<p>
It has many features, most of which, as the name suggests, have to do with finding formatting problems with the XML itself.</p>

<p>
Describing everything it can do would be at least one episode in itself. </p>

<p>
I will instead just give the particular command used and explain each element of it.</p>

<p>

</p>

<p>
22</p>

<p>
In this example assume that we are piping the output of wget directly into xmllint.</p>

<p>
The complete command is</p>

<p>

</p>

<p>
xmllint --xpath "//channel/item/enclosure/@url" - | cut -d'"' -f2</p>

<p>

</p>

<p>
23</p>

<p>
In this example,</p>

<p>
xmllint is the name of the command.</p>

<p>
--xpath tells it to parse the document according to the string which follows.</p>

<p>
"//channel/item/enclosure/@url" tells it to find a series of tags in the hierarchy of channel, followed by item, followed by enclosure, and then extract the url attribute from the enclosure tag.</p>

<p>
The "-" which follows tells it to look for input from stdin rather than from a file.</p>

<p>

</p>

<p>
24</p>

<p>
The result is a string which has the url attribute name, an equal sign, and the URL that we want enclosed in quotes.</p>

<p>
To get just the URL itself, we pipe the output from xmllint into cut, using the doublequote characters as delimiters.</p>

<p>
We then save the result in a temporary file.</p>

<p>

</p>

<p>

</p>

<p>

</p>

<p>

</p>

<p>

</p>

<p>
25 Finding the New Episodes</p>

<p>

</p>

<p>
Next we wish to find the new podcast episodes.</p>

<p>
Each HPR episode is identified by a unique URL.</p>

<p>
This means that if we save the URLs of episodes that we have already downloaded, we just have to look for the URLs that do not appear in this saved list.</p>

<p>

</p>

<p>
https://hub.hackerpublicradio.org/ccdn.php?filename=/eps/hpr4659/hpr4659.mp3</p>

<p>

</p>

<p>
26</p>

<p>
The easiest way to do this is to take our two lists of URLs, sort each into temporary files, and then compare the sorted URLs using the "comm" command.</p>

<p>

</p>

<p>
27</p>

<p>
This is simple, but has a drawback.</p>

<p>
Some podcasts occasionally change distributors.</p>

<p>
When they do this, the old podcasts are re-published with new URLs and you end up downloading a lot of old episodes over again.</p>

<p>

</p>

<p>
28</p>

<p>
With HPR we could get around this by extracting just the file name and looking for that instead of the full URL.</p>

<p>

</p>

<p>
I will however leave that problem as an exercise for the student and just accept that if the URL format changes we may end up downloading old episodes over again.</p>

<p>
Since the feed has a maximum of only 10 episodes in it however, that isn't really that big of a problem.</p>

<p>
It would be more of a problem with podcasts which have very large numbers of episodes in their feed, but the solutions to those will be feed specific. </p>

<p>

</p>

<p>

</p>

<p>

</p>

<p>
29 Downloading the New Podcasts</p>

<p>

</p>

<p>
We should now have a list of URLs for the new podcasts we do not already have. </p>

<p>
Typically this should be only one file, but there could be several, or even as many as 10, if we have not turned on our computer in a while.</p>

<p>

</p>

<p>
Therefore, we need to iterate through the file of new podcast URLs and download each one.</p>

<p>

</p>

<p>
30</p>

<p>
Before we do that however, we should check to see if there is in fact anything new to download.</p>

<p>
To do this, simply use "wc -l" to count the number of lines in the list of new URLs and save the resulting number.</p>

<p>

</p>

<p>
31</p>

<p>
If this number is zero, there is nothing to download, we can skip the download step. </p>

<p>
As an additional check, we should see if the number of downloads exceeds some threshold value that we wish to set.</p>

<p>
This is not a major problem with HPR, but some podcasts have hundreds of files in their RSS feed rather than just the most recent ones.</p>

<p>
If we do exceed our download limit, then we need to log an error and skip downloading. </p>

<p>

</p>

<p>
32</p>

<p>
Assuming there are no problems so far however, the first thing we need to do is to extract the name of the audio file from the URL.</p>

<p>
We can do that using the "basename" command.</p>

<p>
We will use this to specify the name that we use when we save the audio file. </p>

<p>

</p>

<p>
33</p>

<p>
HPR has a very well formed file name. </p>

<p>
Some podcasts do not however, and for those you would need to construct some sort of suitable name either using information found in the URL or simply creating a name using a time stamp. </p>

<p>

</p>

<p>
34</p>

<p>
Next we download the audio file using wget.</p>

<p>

</p>

<p>
This is similar to how we downloaded the RSS feed, but with a few changes.</p>

<p>
One is that I have increased the timeout to 90 seconds. </p>

<p>
This may not have been necessary, but seemed like a good idea.</p>

<p>

</p>

<p>
35</p>

<p>
The next is that when specifying the output file name using -O, we use the file name we extracted from the URL.</p>

<p>

</p>

<p>
The third is that we specify a destination directory using the -P option. </p>

<p>

</p>

<p>
36</p>

<p>
After wget has finished, including any retries that it had to do, we next check that the expected new file is both present and not empty.</p>

<p>
We did this using an "if" statement with the "-s" option.</p>

<p>

</p>

<p>
If the file was found and not zero, then we add that URL to a temporary list of downloaded URLs.</p>

<p>

</p>

<p>
37</p>

<p>
If the file was not present, or was zero length, we output an error message to an error log. </p>

<p>
I will come back to this point later.</p>

<p>

</p>

<p>
38</p>

<p>
Next, if there is more that one podcast to download we sleep for 3 seconds. </p>

<p>
While not strictly necessary, it is considered to be "polite" to not hammer a server repeatedly, but rather to put a small delay between file downloads..</p>

<p>

</p>

<p>
39</p>

<p>
After we have downloaded all the audio files in our list, we can add the list of URLs for the files downloaded to the permanent list.</p>

<p>
While we are at it, we should use "tail" to trim the permanent log to keep it from growing indefinitely.</p>

<p>
This limit should be several times bigger than the number of files in the RSS feed. </p>

<p>
In this case I selected 50. </p>

<p>

</p>

<p>
40</p>

<p>
Finally we write any errors to the permanent error log, and also write these same errors to another file used to signal errors for display to the user.</p>

<p>

</p>

<p>
We have now successfully downloaded at least one HPR podcast.</p>

<p>

</p>

<p>

</p>

<p>

</p>

<p>
41 Notify the User of Events</p>

<p>

</p>

<p>
It would be convenient to be informed of new podcast downloads when they occur, and also be notified of any errors.</p>

<p>

</p>

<p>
One of the limitations of cron jobs is that they cannot access the user interface.</p>

<p>
This means that we cannot readily send a message directly to the notification system to inform the user of the presence of new podcasts or of errors.</p>

<p>

</p>

<p>
42 inotifywait</p>

<p>
The solution to this is to use "inotifywait" to monitor particular files and directories for changes.</p>

<p>

</p>

<p>
The man page for inotifywait states the following - </p>

<p>

</p>

<p>
43</p>

<p>
inotifywait  efficiently  waits for changes to files using Linux's inotify(7) interface.  It is suitable for waiting  for  changes  to  files from  shell  scripts.  It can either exit once an event occurs, or continually execute and output events as they occur.</p>

<p>

</p>

<p>
End of quote.</p>

<p>

</p>

<p>
44</p>

<p>
In many Linux distros, inotifywait is provided by the "inotify-tools" package.</p>

<p>

</p>

<p>
I won't go over all the features of inotifywait. </p>

<p>
Instead, I will just describe how to use it for our purposes here.</p>

<p>

</p>

<p>
45 inotifywait Modes</p>

<p>

</p>

<p>
I should point out first though that inotifywait operates in two different modes.</p>

<p>
In the normal default mode, it exits after being triggered by an event and must be re-established again in order to resume monitoring.</p>

<p>
In monitor mode, which is enabled by using the "-m" option, it runs indefinitely, responding to events.</p>

<p>
I will use the default mode here.</p>

<p>

</p>

<p>
46</p>

<p>
The man page for inotifywait provides a simple example that we could copy and modify for our purposes.</p>

<p>
A great many examples that you  will find are based on this example.</p>

<p>
However, it doesn't quite do what we want, so we need to change a few things.</p>

<p>

</p>

<p>
47 podfetchnotify</p>

<p>
The first shell script is one which monitors for the arrival of new podcasts and sends a notification to the user.</p>

<p>
I will call this "podfetchnotify".</p>

<p>
The complete scripts are in the show notes, I will just provide a brief description here.</p>

<p>

</p>

<p>
48 Setting Up Event Watches Using  inotifywait</p>

<p>
The script is enclosed in a while loop which run indefinitely.</p>

<p>
In the first line inside the while loop, we call inotifywait.</p>

<p>
inotifywait will then block until the event it is told to look for occurs.</p>

<p>
In short, execution of the script will wait there until an event occurs.</p>

<p>

</p>

<p>
49</p>

<p>
The names of the events are listed in the man file.</p>

<p>
In this case we are looking for "modify", "create", and "moved_to".</p>

<p>
Each of these does pretty much as you would expect, reacting to modifying an existing file, creating a new file, or moving a file to that directory.</p>

<p>

</p>

<p>
50 Problems When Testing Using Text Editors</p>

<p>
I should point out that if you are testing a script which uses inotifywait, then modifying a file with a text editor may not produce the results that you may think it would. </p>

<p>
Instead it treats this as a new file with the same name, with the original file being erased.</p>

<p>
Since inotifywait attaches itself to the inode rather than the filename, it sees the file that the text editor changed as being a new file.</p>

<p>
If you wish to test this realistically, then use "echo" to overwrite the file by using I/O redirection.</p>

<p>

</p>

<p>
51 Capturing Output</p>

<p>
In my example I capture the output from standard out into a variable, but I don't do anything with it.</p>

<p>
If you wish to for example display the name of the newly downloaded podcast file, then use the --format option along with an appropriate formatting code. </p>

<p>
There are details about this in the man page.</p>

<p>

</p>

<p>
On the next line we capture the exit code using "$?"</p>

<p>

</p>

<p>
52 Responding to Exit Codes</p>

<p>
If the exit code was zero, then a monitored event was triggered and there should a new podcast in the directory.</p>

<p>
In this case we display a message indicating that a new podcast has arrived.</p>

<p>
I will describe how to send notifications shortly. </p>

<p>

</p>

<p>
If the exit code was not zero, then an error occurred.</p>

<p>
An example of such an error would be if the directory were not present when monitoring was started.</p>

<p>
In this case we display a message indicating that a fatal error has occurred and then exit.</p>

<p>

</p>

<p>
53 Delay for More Podcasts</p>

<p>
Finally, we use "sleep" to wait for some arbitrary period of time to prevent notifications from being triggered multiple times if several podcasts were being downloaded in succession.</p>

<p>
In this case I chose to wait for 60 seconds.</p>

<p>

</p>

<p>
54</p>

<p>
We have now completed the process and can return to the top of the loop and resume waiting using inotifywait.</p>

<p>

</p>

<p>
55 Sending Notifications to the User</p>

<p>
I mentioned above about sending notification messages to the user.</p>

<p>
In the Gnome desktop, notification messages appear from the centre of the top bar in a list.</p>

<p>
Other desktops or operating systems may have something similar.</p>

<p>

</p>

<p>
56</p>

<p>
To send a notification message to the notification area, you use the "notify-send" command.</p>

<p>
Simply follow notify-send with a quoted string and it will be displayed in the notification area. </p>

<p>

</p>

<p>

</p>

<p>
57 podfetcherrornotify</p>

<p>
The second shell script is one which notifies the user of errors.</p>

<p>
I will call this "podfetcherrornotify".</p>

<p>
With this shell script we set up a watch on a file which contains any error messages from podfetch.</p>

<p>
This script is very similar to podfetchnotify.</p>

<p>

</p>

<p>
58</p>

<p>
The exceptions are</p>

<p>
With inotifywait we only monitor for "modify".</p>

<p>
There is no sleep command at the end of the loop.</p>

<p>
Instead we sleep for a few seconds just after getting the exit code from inotifywait.</p>

<p>
This helps prevent problems caused by race conditions.</p>

<p>

</p>

<p>
59</p>

<p>
Next we check the inotifywait exit code.</p>

<p>
If it was zero, then we read the error report file and send a notification message to the user containing that error message.</p>

<p>

</p>

<p>
60</p>

<p>
If it was not zero, then we check to make sure that the directory that should contain the error log exists.</p>

<p>
If it does not exist, then we send a notification message to that effect to the user and terminate the script.</p>

<p>

</p>

<p>
61</p>

<p>
If the directory exists, then we check to see if the error message file used for signalling exists.</p>

<p>
If the file does not exist, then we create it.</p>

<p>

</p>

<p>
62</p>

<p>
One of the reasons for an inotifywait error is that if the file that it is told to monitor does not exist, it cannot set up a watch condition.</p>

<p>
By creating the file we correct the cause of the error and allow  inotifywait to operate normally.</p>

<p>

</p>

<p>
63</p>

<p>
Finally we increment an error counter and check to see if the limit is exceeded.</p>

<p>
If there are excessive errors, then send a notification message to the user and exit.</p>

<p>
The reason for this is to give the user an indication that the error notifications are not working for some reason and there may be a problem that needs looking into.</p>

<p>

</p>

<p>
64</p>

<p>
The error counter is reset every time the inotifywait exit status is ok, so occasional unexpected glitches should be something that is ignored.</p>

<p>
Of course podcast fetching errors are something that will probably happen only rarely if at all, so this final step may be seen as an unnecessary embellishment. </p>

<p>

</p>

<p>

</p>

<p>

</p>

<p>

</p>

<p>
65 Installing the Scripts</p>

<p>

</p>

<p>
Next I will describe how to install and prepare the scripts to run.</p>

<p>
We need to perform the following steps.</p>

<p>

</p>

<p>
66</p>

<p>
• First, we need to create a directory to hold the scripts and their associated data files.</p>

<p>
• Next we need to create a directory to hold the downloaded podcasts.</p>

<p>
• Then we must copy the scripts to these directories and make them executable. </p>

<p>
• Then, we must edit the scripts to have the file path in the script match the locations of the new directories that we created.</p>

<p>

</p>

<p>
67</p>

<p>
• Then we need to install xmllint, or alternatively modify the download script to comment out the use of xmllint and enable the alternative method using grep and sed instead.</p>

<p>
• Then we need to run each script manually from the command line to check for errors.</p>

<p>
• If podfetch ran correctly, it should download the most recent 10 podcasts during this test.</p>

<p>

</p>

<p>
68 Adding podfetch to the Crontab</p>

<p>
The above describes how to run the scripts manually.</p>

<p>
In order to fetch podcasts automatically, we need to add the podfetch script to the cron schedule.</p>

<p>
To do this, open a terminal.</p>

<p>

</p>

<p>
69</p>

<p>
Type "crontab -e", and then press return.</p>

<p>
A text editor should open up containing the crontab file.</p>

<p>
On Ubuntu, this editor is GNU nano.</p>

<p>
Enter the appropriate cron parameters.</p>

<p>
I will provide an example here for running it 12 minutes past the hour every three hours.</p>

<p>

</p>

<p>
70</p>

<p>
12 */3 * * *  /home/username/pathtofiles/podfetch.sh</p>

<p>

</p>

<p>
71</p>

<p>
I won't explain cron in detail here.</p>

<p>
The example that I have just given should be good enough for most people.</p>

<p>
The "*/3" parameter will cause it to run every three hours.</p>

<p>
The "12" parameter will cause it to run 12 minutes past the hour when it does run.</p>

<p>

</p>

<p>
72</p>

<p>
Checking every three hours should be good enough for most people, but you can adjust that as you see fit.</p>

<p>
I would recommend however that you don't check more frequently than once per hour.</p>

<p>
Checking more frequently than necessary puts extra load on the distribution servers. </p>

<p>
It is very unlikely that you really do need each new episode the moment it is available. </p>

<p>

</p>

<p>
73</p>

<p>
I would also recommend changing the "12" parameter to some other random minute value.</p>

<p>
I would suggest avoiding on the hour or on the half hour, as a lot of other people are probably checking at those times, and it would be better to spread the load out more evenly over time.</p>

<p>

</p>

<p>
74</p>

<p>
The file path parameter should of course match the actual path to wherever you have located the script, including the correct user name.</p>

<p>

</p>

<p>
75 Making the Notification Scripts Start Automatically</p>

<p>
The two notification scripts can be made to start automatically.</p>

<p>
The exact method to do this may vary according to distribution or desktop.</p>

<p>

</p>

<p>
76</p>

<p>
On Ubuntu this is done using the Startup Applications Preferences GUI program, which should come already installed.</p>

<p>

</p>

<p>
77</p>

<p>
I won't go into details on this here, it should be fairly self evident how to use it once you see it.</p>

<p>
What this program does is to create ".desktop" files in the ".config/autostart" directory in your home directory.</p>

<p>

</p>

<p>
78</p>

<p>
These ".desktop" files are all run automatically on start up.</p>

<p>
Once you have added the notification scripts, you will need to log out and then log back in to make them active.</p>

<p>

</p>

<p>

</p>

<p>

</p>

<p>

</p>

<p>
79 Conclusion</p>

<p>

</p>

<p>
I this episode I explained how to write a set of simple shell scripts to automatically download each new episode of HPR as it comes out and to notify you of its arrival. </p>

<p>

</p>

<p>
80</p>

<p>
The download script described here is tailored specifically for use with HPR only.</p>

<p>
However, it was derived from a larger script that downloaded other podcasts as well, based on information read in from a text file.</p>

<p>
If you are feeling ambitious, you can add those features back into this to handle all of the podcasts that you listen to.</p>

<p>

</p>

<p>
81</p>

<p>
In a comment to another episode of HPR I had said that I would cover ID3 tags in MP3 files, but this episode is long enough now, so I will leave that subject for later.</p>

<p>

</p>

<p>
I look forward to seeing you again later on another episode of Hack Public Radio.</p>

<p>

</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
podfetchdownloader</p>

<p>

</p>

<p>
#!/bin/bash</p>

<p>

</p>

<p>
# Fetch pending HPR podcasts listed in the HPR RSS feed.</p>

<p>
# 8-Jun-2026</p>

<p>
# Licensed under GPLv3 or later.</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>

</p>

<p>
# Today's date and time as YYYYMMDDHHMMSS. </p>

<p>
podttimestamp=$( date +"%Y%m%d%H%M%S" )</p>

<p>

</p>

<p>
# The absolute path to the script. This is necessary when running it</p>

<p>
# using a cron job.</p>

<p>
podpath="/home/me/Apps/hprfetch"</p>

<p>

</p>

<p>
# This is the absolute path to where to store the podcast files.</p>

<p>
podfilepath="/home/me/Music/Podcasts/HPR"</p>

<p>

</p>

<p>
# Create the full path names here for all the text files used.</p>

<p>
podcastsfetched="$podpath/podcastsfetched.txt"</p>

<p>
poderrorslog="$podpath/poderrorslog.txt"</p>

<p>
poderrorsreport="$podpath/poderrorsreport.txt"</p>

<p>

</p>

<p>
tmpoldurlssorted="$podpath/tmpoldurlssorted.txt"</p>

<p>
tmppodsnew="$podpath/tmppodsnew.txt" </p>

<p>
tmppodstodownload="$podpath/tmppodstodownload.txt" </p>

<p>
tmppodserrors="$podpath/tmppodserrors.txt" </p>

<p>
tmppodcastsfetched="$podpath/tmppodcastsfetched.txt"</p>

<p>
tmplog="$podpath/tmplog.txt"</p>

<p>

</p>

<p>
# The URL for the HPR RSS feed.</p>

<p>
PodURL="http://hackerpublicradio.org/hpr_rss.php"</p>

<p>

</p>

<p>
# Limit on number of podcasts to download.</p>

<p>
DownloadLimit=11</p>

<p>

</p>

<p>
# Name of the podcast.</p>

<p>
PodName="Hacker Public Radio"</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
# Check if the required paths exist.</p>

<p>
# If this path does not exist, cannot log the error.</p>

<p>
if [[ ! -d "$podpath/" ]]; then</p>

<p>
	echo "$podttimestamp Error - Could not find $podfilepath."</p>

<p>
	exit 1</p>

<p>
fi</p>

<p>

</p>

<p>
# Where to store the podcast file fetched.</p>

<p>
if [[ ! -d "$podfilepath/" ]]; then</p>

<p>
	echo "$podttimestamp Error - Could not find $podfilepath." &gt;&gt; $tmppodserrors</p>

<p>
	# Copy the errors log from the temporary errors file to the permanent files.</p>

<p>
	LogErrors</p>

<p>
	exit 1</p>

<p>
fi</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
# Check if the podcast log exists. We read it before we write to it,</p>

<p>
# so it must exist or we will hang on it not being present.</p>

<p>
if [[ ! -e $podcastsfetched ]]; then</p>

<p>
	touch $podcastsfetched</p>

<p>
fi</p>

<p>

</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
# Delete the specified files if they exist.</p>

<p>
# This accepts multiple file names in a variable number of parameters.</p>

<p>
CleanupFiles ()</p>

<p>
{</p>

<p>
	# $@ accepts multiple parameters.</p>

<p>
	for f in "$@"; do</p>

<p>
		# Check if the file exists.</p>

<p>
		if [ -e "$f" ]; then</p>

<p>
			rm "$f"</p>

<p>
		fi</p>

<p>
	done</p>

<p>
}</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
# Copy the errors log from the temporary errors file to the permanent files.</p>

<p>
LogErrors () {</p>

<p>
	if [ -e $tmppodserrors ]; then</p>

<p>
		# The permanent log.</p>

<p>
		cat $tmppodserrors &gt;&gt; $poderrorslog</p>

<p>
		# This file is monitored for display by other scripts.</p>

<p>
		cat $tmppodserrors &gt; $poderrorsreport</p>

<p>
	fi</p>

<p>
}</p>

<p>

</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>

</p>

<p>
# Get the URL data from an RSS feed</p>

<p>
GetRSSURLData () {</p>

<p>

</p>

<p>
	wget --timeout=20 --tries=3 -O - "$PodURL" \</p>

<p>
	| xmllint --xpath "//channel/item/enclosure/@url" - | cut -d'"' -f2 \</p>

<p>
	| sort &gt; $tmppodsnew</p>

<p>

</p>

<p>
	# This is an alternate method that does not use xmllint.</p>

<p>
	# However, it is not as robust. If someone were to include the</p>

<p>
	# first grep search pattern in their show notes, then it would</p>

<p>
	# look for that as a valid tag and output the following text</p>

<p>
	# as a URL.</p>

<p>
	#wget --timeout=20 --tries=3 -O - "$PodURL" | grep "&lt;enclosure url=" \</p>

<p>
	#	| sed -n 's/^.*enclosure//p' | sed -n 's/^.*url=//p' \</p>

<p>
	#	| cut -d'"' -f2 | sort &gt; $tmppodsnew</p>

<p>

</p>

<p>

</p>

<p>
}</p>

<p>

</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
# Find which podcasts we do not already have.</p>

<p>
FindNewPodcasts () {</p>

<p>

</p>

<p>

</p>

<p>
	cat $podcastsfetched | sort &gt; $tmpoldurlssorted</p>

<p>
	comm -13 $tmpoldurlssorted $tmppodsnew &gt; $tmppodstodownload</p>

<p>

</p>

<p>
	rm $tmpoldurlssorted</p>

<p>

</p>

<p>
}</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
# Download the podcasts.</p>

<p>
DownloadPodcasts() {</p>

<p>

</p>

<p>
	# Clear out previous temporary list of downloaded podcasts.</p>

<p>
	true &gt; $tmppodcastsfetched</p>

<p>

</p>

<p>

</p>

<p>
	for i in $( cat $tmppodstodownload )</p>

<p>
	do</p>

<p>

</p>

<p>
		# Extract the file name from the URL.</p>

<p>
		fname=$( basename $i )</p>

<p>
		outputpodname="$podfilepath/$fname"</p>

<p>

</p>

<p>
		# Download the file.</p>

<p>
		wget --timeout=90 --tries=3 -P $podfilepath $i -O "$outputpodname"</p>

<p>

</p>

<p>
		# Check if the file exists and is not empty.</p>

<p>
		if [[ -s "$outputpodname" ]]; then</p>

<p>
			echo $i &gt;&gt; $tmppodcastsfetched</p>

<p>
		else</p>

<p>
			echo "$podttimestamp Error - $outputpodname was not found or is empty." &gt;&gt; $tmppodserrors</p>

<p>
		fi</p>

<p>

</p>

<p>

</p>

<p>
		# Delay a reasonable length of time between multiple downloads.</p>

<p>
		if (( $PodCount &gt; 1 )); then </p>

<p>
			sleep 3</p>

<p>
		fi</p>

<p>

</p>

<p>
	done</p>

<p>

</p>

<p>
	# Add the list of files downloaded to the log.</p>

<p>
	# Check if the list exists and is not empty.</p>

<p>
	if [ -s $tmppodcastsfetched ]; then</p>

<p>
		cat $tmppodcastsfetched &gt;&gt; $podcastsfetched</p>

<p>
		# Trim the log file to keep it from growing indefinitely.</p>

<p>
		tail -n50 $podcastsfetched &gt; $tmplog</p>

<p>
		mv $tmplog $podcastsfetched</p>

<p>
	fi</p>

<p>

</p>

<p>
	# Remove the tmp file now that we are done with it.</p>

<p>
	rm $tmppodcastsfetched</p>

<p>

</p>

<p>
}</p>

<p>

</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
# Clean up any left over files.</p>

<p>
CleanupFiles "$tmppodsnew" "$tmppodstodownload" "$tmppodserrors" "$tmppodcastsfetched"</p>

<p>

</p>

<p>

</p>

<p>
# Get the RSS data.</p>

<p>
GetRSSURLData</p>

<p>

</p>

<p>
# Find which podcasts are new.</p>

<p>
FindNewPodcasts</p>

<p>

</p>

<p>
# Count how many new podcasts there are.</p>

<p>
PodCount=$( cat $tmppodstodownload | wc -l )</p>

<p>

</p>

<p>

</p>

<p>
# If no podcasts to download, skip this.</p>

<p>
# If too many podcasts for this feed, then log an error and skip.</p>

<p>
# This error will keep repeating until something is done about it.</p>

<p>
if (( $PodCount &gt; 0 )); then </p>

<p>
	if (( $PodCount &gt; $DownloadLimit )); then </p>

<p>
		echo "$podttimestamp Too many podcasts for $PodName : $PodCount." &gt;&gt; $tmppodserrors		</p>

<p>
	else</p>

<p>
		# Download the podcasts listed in the temp file.</p>

<p>
		DownloadPodcasts</p>

<p>
	fi</p>

<p>
fi</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
# Copy the errors log from the temporary errors file to the permanent files.</p>

<p>
LogErrors</p>

<p>

</p>

<p>
# Clean up temp files.</p>

<p>
CleanupFiles "$tmppodsnew" "$tmppodstodownload" "$tmppodserrors" "$tmppodcastsfetched"</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
END OF FIRST SHELL SCRIPT</p>

<p>

</p>

<p>

</p>

<p>
START OF SECOND SHELL SCRIPT</p>

<p>

</p>

<p>
podfetchnotify</p>

<p>

</p>

<p>

</p>

<p>

</p>

<p>
#!/bin/bash</p>

<p>

</p>

<p>
# Part of Podfetch.</p>

<p>
# This monitors for new files appearing in the new podcasts directory.</p>

<p>
# This should be run as a background task.</p>

<p>
# Install it using the "Startup Applications" utility in Ubuntu.</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
# Path where new podcasts are to be stored.</p>

<p>
podfilepath="/home/me/Music/Podcasts/HPR"</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
# Wait for the podcast directory to be modified.</p>

<p>
while true; do</p>

<p>

</p>

<p>
	# Check for new files.</p>

<p>
	errmsg=$( inotifywait -e modify -e create -e moved_to $podfilepath )</p>

<p>
	result=$?</p>

<p>

</p>

<p>

</p>

<p>
	# Check if exited due to new podcast, or if some error.</p>

<p>
	if (( result == 0 )); then</p>

<p>
		# Success, signal new podcast.</p>

<p>
		notify-send "New HPR podcast available."</p>

<p>
	else</p>

<p>
		# Check to make sure the directory exists.</p>

<p>
		# If it doesn't exist, there isn't much we can do to fix it.</p>

<p>
		if [ ! -e "$poderrorspath" ]; then</p>

<p>
			notify-send "Podfetch error: Podcast directory not found $poderrorspath"</p>

<p>
			exit 1</p>

<p>
		fi</p>

<p>
	fi</p>

<p>

</p>

<p>
	# Wait a bit so that multiple new files don't keep re-triggering the notification.</p>

<p>
	sleep 60</p>

<p>

</p>

<p>
done</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
END OF SECOND SHELL SCRIPT</p>

<p>

</p>

<p>

</p>

<p>
START OF THIRD SHELL SCRIPT</p>

<p>

</p>

<p>
podfetcherror</p>

<p>
Created Tuesday 23 June 2026</p>

<p>

</p>

<p>
#!/bin/bash</p>

<p>

</p>

<p>
# Part of Podfetch.</p>

<p>
# This monitors the Podfetch error reporting file for new errors.</p>

<p>
# This should be run as a background task.</p>

<p>
# Install it using the "Startup Applications" utility in Ubuntu.</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
# Where the Podfetch program error report file is located.</p>

<p>
poderrorspath="/home/me/Apps/hprfetch"</p>

<p>

</p>

<p>
# The full path and file name.</p>

<p>
poderrorsreport="$poderrorspath/poderrorsreport.txt"</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
# Error counter.</p>

<p>
errcount=0</p>

<p>

</p>

<p>
# Wait for the poderrorsreport file to be modified.</p>

<p>
while true; do</p>

<p>

</p>

<p>
	errmsg=$( inotifywait -e modify $poderrorsreport )</p>

<p>
	result=$?</p>

<p>

</p>

<p>
	# Wait a bit to ensure that writing to the file is complete.</p>

<p>
	sleep 3</p>

<p>

</p>

<p>
	if (( result == 0 )); then</p>

<p>
		# Get the latest error message.</p>

<p>
		# Cut out the date stamp at the start of the line and take the rest.</p>

<p>
		poderr=$( tail -n $poderrorsreport | cut -d" " -f2- )</p>

<p>

</p>

<p>
		notify-send "Podfetch error: $poderr"</p>

<p>

</p>

<p>
		# Reset the error counter every time there is a successful result.</p>

<p>
		errcount=0</p>

<p>

</p>

<p>
	else</p>

<p>
		# Check to make sure the directory exists.</p>

<p>
		if [ ! -e "$poderrorspath" ]; then</p>

<p>
			notify-send "Podfetch error: error report path not found $poderrorspath"</p>

<p>
			exit 1</p>

<p>
		fi</p>

<p>

</p>

<p>
		# Check if the file we are trying to monitor exists.</p>

<p>
		# If not, then create an empty file for error signaling.</p>

<p>
		if [ ! -e "$poderrorsreport" ]; then</p>

<p>
			echo &gt; $poderrorsreport</p>

<p>
		fi</p>

<p>

</p>

<p>
		# Increment the error counter.</p>

<p>
		count=$(( count + 1 ))</p>

<p>
		if (( count &gt; 3 )); then</p>

<p>
			notify-send "Podfetch error: Excessive unknown errors, exiting."</p>

<p>
			exit 1</p>

<p>
		fi</p>

<p>

</p>

<p>
	fi</p>

<p>

</p>

<p>
done</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>

</p>


<p><a href="https://hackerpublicradio.org/eps/hpr4688/index.html#comments">Provide <strong>feedback</strong> on this episode</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[These Fourth of July Deals Are the Perfect Time to Grab a New iPhone for Free]]></title>
<description><![CDATA[Not only can you nab a new iPhone for free, you can also save on refurbished models if that’s your vibe.]]></description>
<link>https://tsecurity.de/de/3684680/it-nachrichten/these-fourth-of-july-deals-are-the-perfect-time-to-grab-a-new-iphone-for-free/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684680/it-nachrichten/these-fourth-of-july-deals-are-the-perfect-time-to-grab-a-new-iphone-for-free/</guid>
<pubDate>Tue, 21 Jul 2026 21:04:20 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Not only can you nab a new iPhone for free, you can also save on refurbished models if that’s your vibe.]]></content:encoded>
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<title><![CDATA[UK government says plug-in solar panels will be legal from August 27 — opening the door for Amazon, Lidl, Currys and more to help save you £110 a year]]></title>
<description><![CDATA[The UK government has quietly revealed when plug-in solar panels will become legal in the country —here's what that means.]]></description>
<link>https://tsecurity.de/de/3684525/it-nachrichten/uk-government-says-plug-in-solar-panels-will-be-legal-from-august-27-opening-the-door-for-amazon-lidl-currys-and-more-to-help-save-you-110-a-year/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684525/it-nachrichten/uk-government-says-plug-in-solar-panels-will-be-legal-from-august-27-opening-the-door-for-amazon-lidl-currys-and-more-to-help-save-you-110-a-year/</guid>
<pubDate>Tue, 21 Jul 2026 19:51:00 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The UK government has quietly revealed when plug-in solar panels will become legal in the country —here's what that means.]]></content:encoded>
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<title><![CDATA[Walmart Deals of the Day: Save $49 on a Pair of Beats’ Best Running Earbuds]]></title>
<description><![CDATA[Plus, over $100 off a QLED Roku TV and $50 off a single-serve Nespresso brewer.]]></description>
<link>https://tsecurity.de/de/3684002/it-nachrichten/walmart-deals-of-the-day-save-49-on-a-pair-of-beats-best-running-earbuds/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684002/it-nachrichten/walmart-deals-of-the-day-save-49-on-a-pair-of-beats-best-running-earbuds/</guid>
<pubDate>Tue, 21 Jul 2026 16:19:03 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Plus, over $100 off a QLED Roku TV and $50 off a single-serve Nespresso brewer.]]></content:encoded>
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<title><![CDATA[Skip the Mowing and Save up to $700 on These Robotic Lawn Mowers]]></title>
<description><![CDATA[Upgrade your yard care routine with steep discounts from brands like Eufy and Sunseeker.]]></description>
<link>https://tsecurity.de/de/3683918/it-nachrichten/skip-the-mowing-and-save-up-to-700-on-these-robotic-lawn-mowers/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683918/it-nachrichten/skip-the-mowing-and-save-up-to-700-on-these-robotic-lawn-mowers/</guid>
<pubDate>Tue, 21 Jul 2026 15:48:18 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Upgrade your yard care routine with steep discounts from brands like Eufy and Sunseeker.]]></content:encoded>
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<title><![CDATA[Whatsapp-Fotos gelöscht: So stellen Sie Bilder und Videos wieder her]]></title>
<description><![CDATA[Gelöschte Whatsapp-Fotos und -Videos lassen sich in vielen Fällen wiederherstellen – über das lokale Dateisystem, ein Google-Drive-Backup oder die iCloud. Welche Methode für Sie die richtige ist, hängt von Ihrem Betriebssystem ab und davon, ob Sie Whatsapp-Backups aktiviert haben. Wir führen Sie ...]]></description>
<link>https://tsecurity.de/de/3683896/windows-tipps/whatsapp-fotos-geloescht-so-stellen-sie-bilder-und-videos-wieder-her/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683896/windows-tipps/whatsapp-fotos-geloescht-so-stellen-sie-bilder-und-videos-wieder-her/</guid>
<pubDate>Tue, 21 Jul 2026 15:43:50 +0200</pubDate>
<category>🪟 Windows Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p>Gelöschte Whatsapp-Fotos und -Videos lassen sich in vielen Fällen wiederherstellen – über das lokale Dateisystem, ein Google-Drive-Backup oder die iCloud. Welche Methode für Sie die richtige ist, hängt von Ihrem Betriebssystem ab und davon, ob Sie Whatsapp-Backups aktiviert haben. Wir führen Sie Schritt für Schritt durch alle Optionen.</p>



<h2 class="wp-block-heading toc">Schnell-Check: Ist das Bild wirklich weg?</h2>



<p>Bevor Sie aufwendige Wiederherstellungsversuche starten, sollten Sie zuerst zwei kurze Checks durchführen. Manchmal ist die Lösung nämlich viel einfacher, als wir denken:</p>



<ul class="wp-block-list">
<li><strong>Galerie prüfen:</strong> Öffnen Sie Ihre Fotos- oder Galerie-App und suchen Sie dort nach dem Album “Whatsapp” oder “Whatsapp Images”. In manchen Fällen wird ein Bild nur im Chat nicht mehr angezeigt, ist aber noch vollständig im Speicher Ihres Handys vorhanden. Voraussetzung ist, dass die automatische Medienspeicherung in Whatsapp aktiviert ist. Mehr dazu in unserem Artikel <a href="https://www.pcwelt.de/article/2982577/whatsapp-speicher-aufraeumen-dateien-sicher-loeschen-android-ios.html" target="_blank" rel="noreferrer noopener">Whatsapp-Speicher aufräumen: So löschen Sie unnötige Dateien sicher</a>.</li>



<li><strong>Erneut herunterladen:</strong> Öffnen Sie den betreffenden Whatsapp-Chat. Falls Sie anstelle des Bildes nur eine verschwommene Vorschau mit einem Download-Pfeil sehen, tippen Sie darauf. Whatsapp lädt das Bild erneut von seinen Servern, sofern es noch nicht zu lange zurückliegt.</li>
</ul>


<div class="extendedBlock-wrapper block-coreImage center"><figure data-wp-context='{"imageId":"6a5f77805b291"}' data-wp-interactive="core/image" class="wp-block-image aligncenter size-full is-resized wp-lightbox-container"><img decoding="async" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on-async--click="actions.showLightbox" data-wp-on-async--load="callbacks.setButtonStyles" data-wp-on-async-window--resize="callbacks.setButtonStyles" src="https://b2c-contenthub.com/wp-content/uploads/2026/07/WhatsApp-Image-2026-07-02-at-3.20.18-PM.jpeg?quality=50&amp;strip=all" alt="Whatsapp-Bilder im Chat erneut herunterladen" class="wp-image-3183566" width="1024" height="1077" loading="lazy"><button class="lightbox-trigger" type="button" aria-haspopup="dialog" aria-label="Enlarge" data-wp-init="callbacks.initTriggerButton" data-wp-on-async--click="actions.showLightbox" data-wp-style--right="state.imageButtonRight" data-wp-style--top="state.imageButtonTop">
				<svg xmlns="http://www.w3.org/2000/svg" width="12" height="12" fill="none" viewbox="0 0 12 12">
					<path fill="#fff" d="M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z"></path>
				</svg>
			</button><figcaption class="wp-element-caption"><p>Gelöschte Whatsapp-Fotos: Wenn das Bild im Chat verschwommen ist, können Sie es per Antippen noch einmal herunterladen.</p>
</figcaption></figure><p class="imageCredit">PC-Welt</p></div>



<p>Bleibt das Bild trotz der Checks unauffindbar, haben Sie noch weitere Möglichkeiten. Die wichtigsten stellen wir Ihnen in den folgenden Abschnitten vor.</p>



<h2 class="wp-block-heading toc">Methode 1: Dateisystem durchsuchen (Android)</h2>



<p>Auch wenn ein Bild aus dem Whatsapp-Chat gelöscht wurde und nicht mehr in der Galerie auftaucht, kann es sich noch im Dateisystem des Smartphones befinden. Auf Android legt Whatsapp Mediendateien im internen Speicher unter folgendem Pfad ab: <strong>Interner Speicher → Android → media → com.whatsapp → WhatsApp → Media → WhatsApp Images</strong>. Für Videos schauen Sie entsprechend im Ordner “WhatsApp Video” nach.</p>



<p>Um in diesen Ordner zu gelangen, benötigen Sie einen Dateimanager. Auf neueren Android-Versionen reicht dafür oft die vorinstallierte App <a href="https://play.google.com/store/apps/details?id=com.google.android.apps.nbu.files&amp;hl=de" target="_blank" rel="noreferrer noopener">Dateien</a> aus, alternativ funktionieren kostenlose Apps wie der <a href="https://play.google.com/store/apps/details?id=com.ghisler.android.TotalCommander&amp;hl=de" target="_blank" rel="noreferrer noopener">Total Commander</a> aus dem Play Store. Gehen Sie dann so vor:</p>



<ol class="wp-block-list">
<li>Öffnen Sie die App <strong>Dateien</strong> oder einen Dateimanager Ihrer Wahl.</li>



<li>Navigieren Sie zu <strong>Interner Speicher → Android → media → com.whatsapp → WhatsApp → Media</strong>.</li>



<li>Öffnen Sie den Ordner <strong>Whatsapp Images</strong> für Fotos oder <strong>WhatsApp Video</strong> für Videos.</li>



<li>Suchen Sie dort nach der gewünschten Datei und kopieren Sie sie an einen sicheren Ort.</li>
</ol>



<p><strong>Wichtig:</strong> Diese Methode funktioniert nur, wenn das Bild zwar aus dem Chatverlauf entfernt, aber die lokal gespeicherte Kopie noch nicht überschrieben wurde. Je länger Sie warten, desto unwahrscheinlicher wird ein Erfolg.</p>



<h2 class="wp-block-heading toc">Methode 2: Backup wiederherstellen (Android &amp; iPhone)</h2>



<p>Wenn das Bild weder in der Galerie noch im Dateisystem zu finden ist, bleibt der Weg über ein Backup. Whatsapp sichert Chats und Mediendateien regelmäßig automatisch – auf Android in Google Drive und auf dem iPhone in der iCloud. Entscheidend ist, dass das Backup vor dem Löschen des Bildes erstellt wurde.</p>



<p>Prüfen Sie zunächst, wie weit das letzte Backup zurückliegt: Öffnen Sie Whatsapp und navigieren Sie zu <strong>Einstellungen → Chats → Chat-Backup</strong>. Dort sehen Sie Datum und Uhrzeit der letzten Sicherung. Liegt dieses Datum vor dem Zeitpunkt, an dem das Bild gelöscht wurde, sind Ihre Chancen gut.</p>



<p><strong>Gehen Sie dann so vor:</strong></p>



<ol class="wp-block-list">
<li>Deinstallieren Sie Whatsapp. Halten Sie dazu das App-Symbol gedrückt und tippen Sie auf <strong>Deinstallieren</strong> (Android) oder <strong>App entfernen</strong> (iPhone).</li>



<li>Laden Sie Whatsapp neu herunter und installieren Sie die App.</li>



<li>Melden Sie sich mit Ihrer Telefonnummer an. Whatsapp erkennt das vorhandene Backup automatisch.</li>



<li>Tippen Sie auf <strong>Wiederherstellen</strong>, um Chats und Medien zurückzuholen.</li>
</ol>



<p><strong>Achtung:</strong> Alle Nachrichten und Medien, die nach dem letzten Backup eingegangen sind, gehen bei diesem Vorgang verloren.</p>



<h2 class="wp-block-heading toc">Sonderfall: Das Bild wurde “für alle” gelöscht</h2>



<p>Whatsapp erlaubt es, versendete Nachrichten nachträglich bei allen Empfängern zu entfernen. Hat der Absender ein Bild mit “Für alle löschen” entfernt, erscheint im Chat nur noch der Hinweis “Dieses Medium wurde gelöscht”. Weder Backup noch Dateisystem helfen hier weiter, da das Bild nie dauerhaft auf Ihrem Gerät gespeichert wurde.</p>



<p>Eine Ausnahme gibt es: Hatte Ihr Handy das Bild bereits automatisch in der Galerie gespeichert, bevor der Absender es gelöscht hat, ist diese Kopie weiterhin vorhanden. Whatsapp entfernt bei “Für alle löschen” nur die Kopie im Chat, nicht eine bereits in der Galerie gesicherte Version. Mehr zum Thema <a href="https://www.pcwelt.de/article/1195099/whatsapp-trick-geloeschte-nachrichten-trotzdem-lesen.html" target="_blank" rel="noreferrer noopener">Gelöschte Whatsapp-Nachrichten und wie Sie diese trotzdem lesen können, erfahren Sie hier</a>.</p>



<h2 class="wp-block-heading toc">Datenrettungs-Software: Finger weg oder sinnvoll?</h2>



<p>Im Netz werden zahlreiche Tools beworben, die angeblich gelöschte Whatsapp-Fotos direkt aus dem Speicher retten; darunter “Dr.Fone”, “PhoneRescue” oder “Tenorshare UltData”. </p>



<p>Viele werben damit, ohne Root-Zugriff auszukommen. Das stimmt – mit einer wichtigen Einschränkung: Was diese Tools in der Praxis hauptsächlich tun, ist, den Inhalt eines vorhandenen Google-Drive- oder iCloud-Backups auszulesen und selektiv wiederherzustellen. Das ist durchaus praktisch, hilft aber nur, wenn das gesuchte Bild im Backup enthalten war.</p>



<p>Eine echte Wiederherstellung gelöschter Dateien direkt aus dem freien Gerätespeicher (also ohne jegliches Backup) ist auf modernen Android-Geräten durch das Betriebssystem stark eingeschränkt und gelingt in der Praxis selten zuverlässig. Unser Rat: Bleiben Sie skeptisch, denn die Preise für solche Tools sind oft hoch und die Erfolgsaussichten gering.</p>



<h2 class="wp-block-heading toc">So verlieren Sie künftig keine Whatsapp-Medien mehr</h2>



<p>Der zuverlässigste Schutz vor Datenverlust ist und bleibt ein aktuelles Backup. Aktivieren Sie in Whatsapp unter <strong>Einstellungen → Chats → Chat-Backup</strong> die tägliche automatische Sicherung und stellen Sie sicher, dass Ihr Google- oder Apple-Account genug freien Speicher hat. </p>



<p>Zusätzlich empfiehlt es sich, die <strong>automatische Medienspeicherung aktiviert zu lassen</strong>, damit Fotos direkt in der Galerie landen und damit eine zweite Kopie außerhalb des Chats existiert. Bedenken Sie dabei nur, dass das den Speicher schnell füllen kann.</p>



<p><strong>Weiterführender Lesetipp:</strong> <a href="https://www.pcwelt.de/article/2681721/12-neue-whatsapp-funktionen-die-sie-ab-sofort-nutzen-konnen.html" data-type="link" data-id="https://www.pcwelt.de/article/2681721/12-neue-whatsapp-funktionen-die-sie-ab-sofort-nutzen-konnen.html" target="_blank" rel="noreferrer noopener">12 neue Whatsapp-Funktionen, die Sie ab sofort nutzen können</a></p>



<div class="wp-block-idg-base-theme-faq-block faq-block"><h2 class="faq-block-title"> FAQ – Whatsapp-Medien wiederherstellen </h2><hr class="block-horizotal-divider">
<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">1.</span>
<h3 class="wp-block-heading"><strong>Wie lange sind Whatsapp-Fotos im Backup verfügbar?</strong></h3>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p>Solange Ihr Google- oder iCloud-Speicher nicht voll ist. Wichtig: Seit Ende 2023 zählen Whatsapp-Backups auf Android zum regulären Google-One-Kontingent und sind nicht mehr kostenlos unbegrenzt.</p>
</div>
</div></div>



<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">2.</span>
<h3 class="wp-block-heading"><strong>Kann ich einzelne Bilder aus dem Backup wiederherstellen, ohne alles zurückzusetzen?</strong></h3>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p>Nein. Whatsapp stellt immer das gesamte Backup wieder her, nicht einzelne Dateien.<br></p>
</div>
</div></div>



<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">3.</span>
<h3 class="wp-block-heading"><strong>Funktioniert die Dateisystem-Methode auch auf dem iPhone?</strong></h3>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p>Nein. iOS erlaubt keinen direkten Dateizugriff auf Whatsapp-Ordner von außen.</p>
</div>
</div></div>



<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">4.</span>
<h3 class="wp-block-heading"><strong>Was tun, wenn kein Backup vorhanden ist?</strong></h3>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p>Prüfen Sie zuerst die Galerie und das Dateisystem (Android). Ist das Bild dort ebenfalls nicht mehr vorhanden, sind die Chancen auf Wiederherstellung leider sehr gering.</p>
</div>
</div></div>
</div>

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<title><![CDATA[The wireless headset that gets hot-swappable batteries right]]></title>
<description><![CDATA[New gaming gear is always promising to shave milliseconds off latency or response time. The improvements usually aren't obvious. But the Glorious GHS InfinitePlay wireless headset, on the other hand, could save you far more than just milliseconds: It has the fastest hot-swap battery system I've e...]]></description>
<link>https://tsecurity.de/de/3683867/it-nachrichten/the-wireless-headset-that-gets-hot-swappable-batteries-right/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683867/it-nachrichten/the-wireless-headset-that-gets-hot-swappable-batteries-right/</guid>
<pubDate>Tue, 21 Jul 2026 15:34:37 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[New gaming gear is always promising to shave milliseconds off latency or response time. The improvements usually aren't obvious. But the Glorious GHS InfinitePlay wireless headset, on the other hand, could save you far more than just milliseconds: It has the fastest hot-swap battery system I've ever used, and the headset doesn't die when you […]]]></content:encoded>
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<title><![CDATA[N-day is Becoming N-Hour. Patching Faster Won't Save You.]]></title>
<description><![CDATA[Every patch is a confession.

The moment a vendor ships a security fix, the diff between the old code and the new code tells anyone watching exactly what was broken and where. Turn that diff back into a working exploit, and you can hit every system that hasn't updated yet. This is N-day exploitat...]]></description>
<link>https://tsecurity.de/de/3683705/it-security-nachrichten/n-day-is-becoming-n-hour-patching-faster-wont-save-you/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683705/it-security-nachrichten/n-day-is-becoming-n-hour-patching-faster-wont-save-you/</guid>
<pubDate>Tue, 21 Jul 2026 14:37:53 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Every patch is a confession.

The moment a vendor ships a security fix, the diff between the old code and the new code tells anyone watching exactly what was broken and where. Turn that diff back into a working exploit, and you can hit every system that hasn't updated yet. This is N-day exploitation, and it's always been a race: the vendor patches, the clock starts, and defenders try to deploy]]></content:encoded>
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<title><![CDATA[N-day is Becoming N-Hour. Patching Faster Won’t Save You.]]></title>
<description><![CDATA[Every patch is a confession. The moment a vendor ships a security fix, the diff between the old code and the new code tells anyone watching exactly what was broken and where. Turn that diff back into a working exploit,…
Read more →
The post N-day is Becoming N-Hour. Patching Faster Won’t Save You...]]></description>
<link>https://tsecurity.de/de/3683701/it-security-nachrichten/n-day-is-becoming-n-hour-patching-faster-wont-save-you/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683701/it-security-nachrichten/n-day-is-becoming-n-hour-patching-faster-wont-save-you/</guid>
<pubDate>Tue, 21 Jul 2026 14:37:47 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Every patch is a confession. The moment a vendor ships a security fix, the diff between the old code and the new code tells anyone watching exactly what was broken and where. Turn that diff back into a working exploit,…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/n-day-is-becoming-n-hour-patching-faster-wont-save-you/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/n-day-is-becoming-n-hour-patching-faster-wont-save-you/">N-day is Becoming N-Hour. Patching Faster Won’t Save You.</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></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>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">For 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[iOS 27 Beta: Everything You Need to Know About Beta 4]]></title>
<description><![CDATA[Apple has released iOS 27 beta 4 for registered developers, continuing its testing cycle before the final update arrives later in 2026. The latest build focuses on interface refinements, Siri changes, AirPods controls, system indexing, accessibility features, and several fixes to Liquid Glass ele...]]></description>
<link>https://tsecurity.de/de/3683052/ios-mac-os/ios-27-beta-everything-you-need-to-know-about-beta-4/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683052/ios-mac-os/ios-27-beta-everything-you-need-to-know-about-beta-4/</guid>
<pubDate>Tue, 21 Jul 2026 10:39:52 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Apple has released iOS 27 beta 4 for registered developers, continuing its testing cycle before the final update arrives later in 2026. The latest build focuses on interface refinements, Siri changes, AirPods controls, system indexing, accessibility features, and several fixes to Liquid Glass elements.



iOS 27 beta 4 carries build number 24A5390f and arrived on July 20, 2026, alongside new beta versions of iPadOS 27, macOS 27, watchOS 27, tvOS 27, and visionOS 27.



The update follows the first iOS 27 public beta, which became available on July 13. Developer beta 4 is newer than the current public beta, although Apple often releases an updated public build after completing additional testing.



iOS 27 Beta 4 at a Glance



DetailInformationSoftware versioniOS 27 developer beta 4Build number24A5390fRelease dateJuly 20, 2026AvailabilityRegistered developersPublic betaAvailable, but currently on an earlier buildFinal releaseExpected later in 2026Main focusSiri, Liquid Glass, AirPods controls, accessibility, interface fixes



What Is New in iOS 27 Beta 4?



New Siri Splash Screen







Siri receives a refreshed splash screen in beta 4, giving Apple’s redesigned assistant a clearer visual introduction when users open it for the first time.



The interface follows the wider Siri AI design used throughout iOS 27, with brighter visual effects, updated text placement, and stronger links to Apple Intelligence features. Apple says Siri AI will initially launch in English on supported Apple Intelligence devices later this year.



Beta 4 also updates parts of the Siri voice-selection interface. Regional accents and voice choices now appear in a more visual layout, while supported devices display additional personalisation options.



Dark Widgets Have Better Contrast







Apple has adjusted dark widgets to make text, icons, and controls easier to see. Earlier iOS 27 builds sometimes placed dark text or low-contrast elements over transparent widget backgrounds, especially when users selected tinted or dark Home Screen styles.



Beta 4 increases contrast without removing the layered Liquid Glass appearance. The change improves readability on bright wallpapers and on displays with reduced brightness.



One-Tap Paste Gets a Visual Refresh







The One-Tap Paste interface now has an updated appearance when users paste photos or links. The preview card follows the rounded Liquid Glass design more closely and provides a clearer indication of the content that will be inserted.



This change affects situations where an app requests access to copied content, including images, website links, and other supported clipboard data.



Notification Center Wallpaper Cutout Removed



Apple has removed the wallpaper cutout effect that appeared when users swiped down to open Notification Center.



In beta 3, the main subject of certain wallpapers remained visually separated from the background during the swipe animation. Beta 4 returns to a more traditional transition, which reduces visual movement and avoids occasional clipping around people, pets, and objects.



The smoother wallpaper animation introduced earlier remains available, although the floating cutout effect no longer appears.



Lock Screen Shortcut Appearance Restored







Beta 4 reverses an earlier reduction in the Liquid Glass appearance of Lock Screen shortcuts while Light Mode is active.



The flashlight and camera buttons once again use a stronger transparent glass effect, with brighter highlights and more visible depth. Apple continues to adjust these controls because readability changes significantly depending on the wallpaper colour and display mode.



Blur Returns to App Library and Today View



Background blur has returned to the App Library and Today View after being reduced or removed in earlier beta builds.



The restored blur separates icons and widgets from the wallpaper while preserving some background colour. This makes app names, folders, search controls, and widget text easier to read without replacing the transparent design with a fully solid background.



Volume Slider Is More Transparent



The system volume slider now uses a more transparent Liquid Glass design. Users can see more of the underlying content while adjusting media volume through Control Center.



Apple has also refined the slider edges, fill animation, and background layer so the control matches other iOS 27 interface elements.



AirPods Controls Get Liquid Glass Sliders







AirPods controls in Control Center now use redesigned Liquid Glass sliders. The controls appear when compatible AirPods are connected and provide access to supported audio modes and settings.



The layout uses clearer labels, transparent slider tracks, and larger touch areas, making the controls easier to adjust without opening the Settings app.



Adaptive Audio Slider Comes to Control Center



AirPods users can now access the Adaptive Audio slider directly from Control Center. This setting lets users adjust how strongly Adaptive Audio balances environmental sound with active noise control.



The slider provides more control than a simple on-or-off switch, allowing users to choose how much outside sound they want to hear. Available options still depend on the connected AirPods model and installed firmware.



Apple also plans to bring Custom EQ controls to supported AirPods, allowing users to adjust low, mid, and high frequencies.



System Indexing Returns



System indexing has returned in beta 4 after being limited or unavailable for some users in earlier builds.



After installation, an iPhone can temporarily use more battery power and become warmer while it rebuilds search indexes for apps, messages, photos, files, and other content. Search results and Siri suggestions can remain incomplete until this process finishes.



Users should leave the iPhone connected to power and Wi-Fi for several hours after updating, especially when the device contains a large photo library or many installed apps.



Wheelchair Control Renamed to Look to Drive



Apple has renamed the upcoming Wheelchair Control accessibility feature to “Look to Drive.”



The feature uses eye movement and supported hardware to help users control compatible powered wheelchairs. The new name describes the interaction more clearly and separates it from other wheelchair-related accessibility settings.



Because the feature remains under development, its name, supported devices, and availability can change before the public release.



Other Changes Found in Beta 4



The latest beta also includes several smaller additions and adjustments:




Photos includes an option that slightly enlarges near-full-screen images so they fill the display.



Siri settings provide more control over text-preview length.



An accessibility option can keep spoken Siri requests visible as text.



Camera settings include support for selecting ProRes Log 2 on compatible models.



Wi-Fi Assist can be managed more precisely for saved networks.



Automatic Apple TV downloads can save upcoming episodes and remove watched downloads.



Internal files continue to reveal unfinished features across Apple’s operating systems.




An internal README file also appeared inside the tvOS 27 beta 4 Podcasts app package. This appears to be a development file that Apple accidentally included and does not provide a user-facing feature.



iOS 27 Supported iPhones



iOS 27 supports the following iPhone families:



iPhone generationSupported modelsiPhone 17iPhone 17, 17e, Air, 17 Pro, 17 Pro MaxiPhone 16iPhone 16, 16 Plus, 16e, 16 Pro, 16 Pro MaxiPhone 15iPhone 15, 15 Plus, 15 Pro, 15 Pro MaxiPhone 14iPhone 14, 14 Plus, 14 Pro, 14 Pro MaxiPhone 13iPhone 13, 13 mini, 13 Pro, 13 Pro MaxiPhone 12iPhone 12, 12 mini, 12 Pro, 12 Pro MaxiPhone 11iPhone 11, 11 Pro, 11 Pro MaxiPhone SESecond generation and later



Apple confirms that iOS 27 supports the iPhone 11 series and newer models, along with the second-generation iPhone SE and later.



Some Siri AI and Apple Intelligence features require newer hardware. Apple Intelligence support includes the iPhone 15 Pro models, every iPhone 16 model, and later supported devices.



How to Install iOS 27 Beta 4



Registered developers can install the update through the Settings app:




Back up the iPhone using iCloud or a computer.



Open Settings.



Select General.



Tap Software Update.



Open Beta Updates.



Select iOS 27 Developer Beta.



Return to the update screen.



Tap Update Now.




The Apple Account signed in on the iPhone must have access to the developer beta channel.



Public beta users should remain on the iOS 27 Public Beta option unless they specifically need developer builds for testing. Developer releases can contain unfinished features, app compatibility problems, faster battery drain, unexpected restarts, and broken system functions.



Should You Install iOS 27 Beta 4?



Beta 4 brings useful visual corrections and restores several effects that Apple changed during earlier testing. Siri, widgets, Notification Center, App Library, AirPods controls, and system search all receive noticeable attention.



However, this remains pre-release software. Users who depend on their iPhone for banking, work authentication, travel, health devices, or other important tasks should wait for a later public beta or the final release.



Users already running an iOS 27 developer beta should install beta 4 because it includes the latest system fixes and testing changes. After updating, allow time for indexing to complete before judging battery life, heat, search performance, or overall stability.]]></content:encoded>
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<title><![CDATA[What is the release date for Stuart Fails to Save the Universe on HBO Max?]]></title>
<description><![CDATA[We're stepping away from The Big Bang Theory into the most unexpected spinoff ever. But when does Stuart Fails to Save the Universe hit HBO Max?]]></description>
<link>https://tsecurity.de/de/3682469/it-nachrichten/what-is-the-release-date-for-stuart-fails-to-save-the-universe-on-hbo-max/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682469/it-nachrichten/what-is-the-release-date-for-stuart-fails-to-save-the-universe-on-hbo-max/</guid>
<pubDate>Tue, 21 Jul 2026 03:01:47 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[We're stepping away from The Big Bang Theory into the most unexpected spinoff ever. But when does Stuart Fails to Save the Universe hit HBO Max?]]></content:encoded>
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<title><![CDATA[Writer's AI harness cuts token spend nearly 40% — without sacrificing accuracy]]></title>
<description><![CDATA[Enterprise AI is facing an ROI paradox. While throwing more compute at the strongest foundation model works well in product experiments, the costs become unbearable when the product is deployed in production.A new paper from researchers at Writer provides a solution that is accessible to engineer...]]></description>
<link>https://tsecurity.de/de/3682237/it-nachrichten/writers-ai-harness-cuts-token-spend-nearly-40-without-sacrificing-accuracy/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682237/it-nachrichten/writers-ai-harness-cuts-token-spend-nearly-40-without-sacrificing-accuracy/</guid>
<pubDate>Mon, 20 Jul 2026 23:48:13 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Enterprise AI is facing an ROI paradox. While throwing more compute at the strongest foundation model works well in product experiments, the costs become unbearable when the product is deployed in production.</p><p>A <a href="https://arxiv.org/abs/2607.06906">new paper</a> from researchers at Writer provides a solution that is accessible to engineering teams. The study takes a systematic look at optimizing the different components of the orchestration layer that wraps around the foundation model, aka the AI harness. </p><p>By optimizing the harness, the researchers show dramatic reductions in tokens per task, a drop in cost-per-successful-task by up to 61%, and quality that holds steady, all without changing the underlying foundation model.</p><p>Because the harness is fully under the developer's control and requires no model fine-tuning, engineering teams can apply these findings to build highly cost-efficient AI applications.</p><h2>The ROI crisis of tokenmaxxing</h2><p>The current state of AI engineering is plagued by "<a href="https://blog.pragmaticengineer.com/the-pulse-tokenmaxxing-as-a-weird-new-trend/">tokenmaxxing</a>," an industry trend where developers rely on massive context windows and brute-force token consumption as a substitute for good system design. </p><p>Rather than engineering elegant workflows, developers have imported a reflex from traditional software development: generate, run, fail, stuff the error and more context back into the window, and retry. </p><p>"Teams tokenmaxx because it's the cheapest fix in the moment, and because it's literally how most engineers work today," Waseem AlShikh, CTO and co-founder of Writer, told VentureBeat. Because this approach succeeds often enough on coding tasks, it has become the default reflex for every other agentic workload. The danger is that per-token price drops mask the underlying inefficiency. </p><p>"Your invoice is tokens-per-task times price-per-token, and most teams only watch the second number," AlShikh said. "In agentic workloads, tokens-per-task compounds — every loop iteration re-transmits the growing context — and it compounds faster than prices fall. The price cut becomes an anesthetic. It masks the fact that the loop itself is bleeding."</p><p>Tokenmaxxing leads to several enterprise failure modes. Teams route simple tasks to premium frontier models by default. They use the LLM as a lazy search index, stuffing the context window with raw documents instead of retrieving exact answers. Most destructively, they build unconstrained agentic loops that spiral out of control when the model encounters an error. Because output tokens cost significantly more than input tokens across all major model providers, inefficient task execution acts as a silent budget killer.</p><p>The industry has introduced several efficiency techniques to curb these costs, but they largely fall short because they treat the model in isolation: </p><ul><li><p><b></b><a href="https://venturebeat.com/data/context-compression-finally-works-in-production-new-research-cuts-llm-input-16x-without-the-accuracy-hit"><b>Prompt compression</b></a> condenses input text to save space, but ignores how the system sequences those inputs across complex workflows. </p></li><li><p><b>Budgeted reasoning</b> caps the computational steps a model can take, which often degrades output quality if the workflow isn't intelligently routed. </p></li><li><p><b>Terse coding</b> forces models to output minimal code to save output tokens, but does nothing to solve inefficient tool calling. </p></li><li><p><a href="https://venturebeat.com/data/together-ais-atlas-adaptive-speculator-delivers-400-inference-speedup-by"><b>Speculative decoding</b></a> uses a smaller draft model to speed up a larger model's text generation, optimizing inference speed while failing to address bloated agent architectures.</p></li></ul><p>These efforts fail because they optimize the engine while ignoring the transmission. They do not look at the orchestration layer, leaving underlying architectural inefficiencies unresolved.</p><h2>Unpacking the harness: the levers of efficiency</h2><p>The harness is the orchestration layer that routes, formats, and turns the underlying LLM into a working system.</p><p>The core levers of harness optimization include system prompt caching, interaction history compaction, tool management, retrieval strategies, and error management. These are the most accessible intervention points for engineering teams looking to improve AI performance. </p><p>As the Writer researchers note in the study: “If the harness is the layer that composes model calls into work, it is also the layer that sets the price of work.”</p><p>Historically, developers have treated the harness as disposable glue code designed simply to connect an API to a user interface. The study signals that the harness must now be treated as a first-class object: a primary software artifact that requires its own testing, versioning, and rigorous design. </p><p>For enterprises, this reframes the "own-versus-rent" decision. </p><p>"Enterprises spend months on model evaluations and then rent their orchestration off the shelf — which means they're optimizing the smaller lever and outsourcing the bigger one," AlShikh said. "Whoever owns the harness owns your unit economics, and an open framework tuned for demos is not tuned for your invoice." </p><h2>Inside the experiments</h2><p>To isolate the impact of the orchestration layer, the researchers ran experiments on six foundation models spanning multiple vendors and weight classes: Claude Sonnet 4.6, Gemini 3.1, Gemini Flash 3.5, Qwen 3.6, GLM 5.1, and Writer’s own model, Palmyra X6. </p><p>Their experiments compared a frozen, conventional production agent loop against the finished Writer Agent Harness on the same 22 locked enterprise tasks, spanning capabilities like grounding and retrieval, multi-step workflows, tool use, and content generation. By holding the models and tasks constant, they could isolate the effects of the orchestration layer itself.</p><p>The optimized harness drove a significant drop in costs, cutting the blended cost per task by 41%, from 21 cents to 12 cents. This was largely achieved by slashing token consumption, with the number of tokens per task falling 38%, from 14.2k to 8.8k.</p><p>The harness is designed to delegate tasks like search to specialized sub-agents. A sub-agent receives only the tool and the specific query it needs, retrieves the exact data, and returns a capped, clean summary to the main agent — keeping the primary context window from filling up with raw search results.</p><p>Task success rates held steady even as token use fell — moving from 78% to 81%, a gain the researchers describe as directional rather than statistically significant at their sample size, meaning quality didn't suffer even as costs dropped.</p><p>End-to-end task latency also dropped significantly, reducing the median wall-clock time by 44%, from 48 seconds to 27 seconds, due to prompt caching and the elimination of dead-end reasoning loops.</p><p>However, the researchers also found limits to multi-agent orchestration. Smaller models like Gemini Flash 3.5 and Qwen 3.6 scored well below a usable reliability threshold on sub-agent delegation tasks (0.45 and 0.42, respectively) — the capability simply isn't dependable yet on lighter-weight models.</p><p>Sub-agent orchestration only crossed a usable reliability threshold on the two strongest models tested: Writer's own Palmyra X6 (0.86) and Claude Sonnet 4.6 (0.85).</p><h2>The developer’s playbook: actionable takeaways and tradeoffs</h2><p>The findings from the study translate into a playbook for enterprise developers building agentic workflows at scale. The first step is to implement what AlShikh calls the "Two-Zone Prompt" and "Context Offloading."</p><p><b>Structure for system prompt caching (The Two-Zone Prompt):</b> Modern LLM APIs offer prompt caching, but developers must structure their payloads correctly to trigger it. Developers must separate the "stable zone" from the "volatile zone." Place static, unchanging elements (e.g., core rules, large tool schemas, and standard operating procedures) at the top of the prompt. Dynamic elements, such as the specific user query or recent conversational task state, must be appended at the bottom. This ordering allows the harness to reuse the cached prefix across hundreds of calls. "That single separation makes prompt caching actually work and stops you from re-paying for the same instructions on every one of an agent's thirty steps," AlShikh said.</p><p><b>Manage context with Context Offloading:</b> Avoid context stuffing, where every turn of a loop is appended into a monolithic prompt until the window maxes out. Instead, move history and intermediate artifacts out of the window into retrievable storage, and pull back only what the current step needs. If possible, delegate tasks to single-purpose sub-agents to avoid context bloat. As AlShikh points out, "the biggest line item in agent spend isn't reasoning — it's re-sending things the model has already seen."</p><p><b>Build resilient loops and redefine KPIs:</b> Unmanaged agent loops drain API budgets rapidly. Teams must begin tracking Completions Per Million tokens (CPM) to understand their true task costs, but the harness itself must contain physical guardrails. "The core principle is that you never ask the model to police its own spending," AlShikh said. "The fence has to live below the model, in code, on your side of the API." This requires three hard checks:</p><ul><li><p><b>Hard per-task token budgets:</b> The run terminates when the budget is spent, no exceptions.</p></li><li><p><b>Generation fencing:</b> Caps on steps, tool calls, and recursion depth to stop non-converging agents. </p></li><li><p><b>Failure-spend governance:</b> Cap what a run can spend after its first failed validation so a failing task doesn't become your most expensive task.</p></li></ul><p><b>Avoid unnecessary complexity:</b> Optimizing the orchestration layer comes with engineering overhead. If you're in the prototyping and exploration stage, that overhead isn't justified — iterate fast with a strong model and a light harness. Once you're scaling to millions of requests a day, the savings from harness optimization become substantial.</p><p>However, teams must be aware of "harness leverage." Adding structural scaffolding requires the model to hold and obey that context. If a model is too small, it will spend its limited capacity parsing the scaffolding instead of doing the task, causing accuracy to drop and tokens to rise. The rule for adding complex orchestration features is strictly mathematical: "If a feature adds more coordination tokens than it removes task tokens for that specific model, cut it," AlShikh said. "Nothing in the harness is free."</p><h2>The future of the enterprise harness</h2><p>The era of tokenmaxxing and treating context windows like bottomless buckets is coming to an end. Throwing more compute at poorly designed systems is not a viable strategy for companies that need to demonstrate a return on their AI investments. </p><p>As foundation models evolve to absorb planning, tool selection, and multi-step reasoning natively into their weights, the role of the harness will shift from compensating for model weakness to enforcing enterprise policy.</p><p>"What never moves into the model is the 'allowed': budgets, permissions, data boundaries, audit trails, deterministic kill-switches," AlShikh said. "Five years from now, the harness will be thinner but more important. There will be less scaffolding and more governance. However capable the model gets, someone external to it still has to define what it may spend, see, and touch. That layer belongs to the enterprise, and it should never be rented."</p>]]></content:encoded>
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<title><![CDATA[Cash App’s New Kids Debit Card: What Parents Need to Know]]></title>
<description><![CDATA[Cash App Managed Accounts, for kids ages 6 to 12, let you stay in control while teaching your kids to budget, save and spend wisely in a digital world.]]></description>
<link>https://tsecurity.de/de/3682029/it-nachrichten/cash-apps-new-kids-debit-card-what-parents-need-to-know/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682029/it-nachrichten/cash-apps-new-kids-debit-card-what-parents-need-to-know/</guid>
<pubDate>Mon, 20 Jul 2026 21:17:38 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Cash App Managed Accounts, for kids ages 6 to 12, let you stay in control while teaching your kids to budget, save and spend wisely in a digital world.]]></content:encoded>
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<title><![CDATA[I loved this portable DIY 35mm film scanner with built-in light, and it could save me a lot of money — but it’s not as simple as it sounds]]></title>
<description><![CDATA[I have fallen in love with this scanner, but its equipment requirements mean it's not for everyone.]]></description>
<link>https://tsecurity.de/de/3681572/it-nachrichten/i-loved-this-portable-diy-35mm-film-scanner-with-built-in-light-and-it-could-save-me-a-lot-of-money-but-its-not-as-simple-as-it-sounds/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681572/it-nachrichten/i-loved-this-portable-diy-35mm-film-scanner-with-built-in-light-and-it-could-save-me-a-lot-of-money-but-its-not-as-simple-as-it-sounds/</guid>
<pubDate>Mon, 20 Jul 2026 17:49:15 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[I have fallen in love with this scanner, but its equipment requirements mean it's not for everyone.]]></content:encoded>
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<title><![CDATA[AirPods Max 2 plunge to $449 after Amazon slashes price by $100]]></title>
<description><![CDATA[Amazon's $100 discount on the recently released AirPods Max 2 delivers the lowest price seen after Prime Day 2026.Save $100 on AirPods Max 2 with Amazon deal - Image credit: AppleYou can pick up AirPods Max 2 at a $100 discount at Amazon today, with all five color options eligible for the markdow...]]></description>
<link>https://tsecurity.de/de/3681403/ios-mac-os/airpods-max-2-plunge-to-449-after-amazon-slashes-price-by-100/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681403/ios-mac-os/airpods-max-2-plunge-to-449-after-amazon-slashes-price-by-100/</guid>
<pubDate>Mon, 20 Jul 2026 16:26:11 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Amazon's $100 discount on the recently released AirPods Max 2 delivers the lowest price seen after Prime Day 2026.<br><br><div><img src="https://photos5.appleinsider.com/gallery/68295-143952-airpods-max-2-449-100-off-deal-xl.jpg" alt="AppleInsider ad showing black AirPods Max 2 headphones, bold yellow price $449, text save $100 instantly, and colorful soundwave graphic on a dark gradient background" height="720"><br><span>Save $100 on AirPods Max 2 with Amazon deal - Image credit: Apple</span></div><br>You can pick up AirPods Max 2 <strong><a href="https://www.amazon.com/dp/B0GSS72GZJ?th=1&amp;tag=apinsiderdeals-20" rel="nofollow" target="_blank">at a $100 discount</a></strong> at Amazon today, with all five color options eligible for the markdown at press time.<br><br><a href="https://www.amazon.com/dp/B0GSS4SGZR?th=1&amp;tag=apinsiderdeals-20" rel="nofollow" class="deal-highlight">Buy AirPods Max 2 for $449</a><br><br><br> <a href="https://appleinsider.com/articles/26/07/20/airpods-max-2-plunge-to-449-after-amazon-slashes-price-by-100?utm_source=rss">Continue Reading on AppleInsider</a> | <a href="https://forums.appleinsider.com/discussion/244998?urm_source=rss">Discuss on our Forums</a>]]></content:encoded>
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<title><![CDATA[Best Buy Black Friday in July: Save $550 on the HP Victus, one of our our favorite budget laptops for creators with Ryzen 5 and RTX 3050 performance]]></title>
<description><![CDATA[HP Victus laptop combines Ryzen 5 processing power, RTX 3050 graphics, and a smooth 144Hz display for under $700.]]></description>
<link>https://tsecurity.de/de/3681348/it-nachrichten/best-buy-black-friday-in-july-save-550-on-the-hp-victus-one-of-our-our-favorite-budget-laptops-for-creators-with-ryzen-5-and-rtx-3050-performance/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681348/it-nachrichten/best-buy-black-friday-in-july-save-550-on-the-hp-victus-one-of-our-our-favorite-budget-laptops-for-creators-with-ryzen-5-and-rtx-3050-performance/</guid>
<pubDate>Mon, 20 Jul 2026 16:18:24 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[HP Victus laptop combines Ryzen 5 processing power, RTX 3050 graphics, and a smooth 144Hz display for under $700.]]></content:encoded>
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<title><![CDATA[Microsoft just pulled a Sony: The tech giant will get rid of your AI-created podcasts and won't let you save them]]></title>
<description><![CDATA[Microsoft is retiring its Copilot Podcasts feature on August 18, 2026. Users will lose all access to their AI-created audio, with no option to export or download files before the tool shuts down.]]></description>
<link>https://tsecurity.de/de/3681322/windows-tipps/microsoft-just-pulled-a-sony-the-tech-giant-will-get-rid-of-your-ai-created-podcasts-and-wont-let-you-save-them/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681322/windows-tipps/microsoft-just-pulled-a-sony-the-tech-giant-will-get-rid-of-your-ai-created-podcasts-and-wont-let-you-save-them/</guid>
<pubDate>Mon, 20 Jul 2026 15:56:42 +0200</pubDate>
<category>🪟 Windows Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Microsoft is retiring its Copilot Podcasts feature on August 18, 2026. Users will lose all access to their AI-created audio, with no option to export or download files before the tool shuts down.]]></content:encoded>
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<title><![CDATA[The HP Omen 35L Ryzen 7 PC for $2140 is my top pick in Best Buy's Black Friday in July sale (and you can get a $50 office chair with it too)]]></title>
<description><![CDATA[Save $560 on an HP Omen creative desktop and get a $180 GTPlayer gaming chair for just $50.]]></description>
<link>https://tsecurity.de/de/3680923/it-nachrichten/the-hp-omen-35l-ryzen-7-pc-for-2140-is-my-top-pick-in-best-buys-black-friday-in-july-sale-and-you-can-get-a-50-office-chair-with-it-too/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680923/it-nachrichten/the-hp-omen-35l-ryzen-7-pc-for-2140-is-my-top-pick-in-best-buys-black-friday-in-july-sale-and-you-can-get-a-50-office-chair-with-it-too/</guid>
<pubDate>Mon, 20 Jul 2026 13:02:51 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Save $560 on an HP Omen creative desktop and get a $180 GTPlayer gaming chair for just $50.]]></content:encoded>
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<title><![CDATA[We Do the Math: The Money You’ll Save Switching to Home LED Lights]]></title>
<description><![CDATA[LED bulbs are a great way to cut energy costs. CNET found out just how much you could save with a house switchover.]]></description>
<link>https://tsecurity.de/de/3680890/it-nachrichten/we-do-the-math-the-money-youll-save-switching-to-home-led-lights/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680890/it-nachrichten/we-do-the-math-the-money-youll-save-switching-to-home-led-lights/</guid>
<pubDate>Mon, 20 Jul 2026 12:48:14 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[LED bulbs are a great way to cut energy costs. CNET found out just how much you could save with a house switchover.]]></content:encoded>
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<title><![CDATA[Dear Microsoft: Stop sticking your AI in my IDE]]></title>
<description><![CDATA[Dear Microsoft, 



I don’t want to have a love-hate relationship with Visual Studio Code, but you’re making it really hard.



Once upon a time, Visual Studio Code was just an editor. You configured it with add-ons to make it do whatever job you needed.



And that was great! I gravitated toward...]]></description>
<link>https://tsecurity.de/de/3680669/ai-nachrichten/dear-microsoft-stop-sticking-your-ai-in-my-ide/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680669/ai-nachrichten/dear-microsoft-stop-sticking-your-ai-in-my-ide/</guid>
<pubDate>Mon, 20 Jul 2026 11:04:14 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Dear Microsoft, </p>



<p class="wp-block-paragraph">I don’t want to have a love-hate relationship with <a href="https://www.infoworld.com/article/2335960/what-is-visual-studio-code-microsofts-extensible-code-editor.html" data-type="link" data-id="https://www.infoworld.com/article/2335960/what-is-visual-studio-code-microsofts-extensible-code-editor.html">Visual Studio Code</a>, but you’re making it really hard.</p>



<p class="wp-block-paragraph">Once upon a time, Visual Studio Code was just an editor. You configured it with add-ons to make it do whatever job you needed.</p>



<p class="wp-block-paragraph">And that was great! I gravitated towards using VS Code for multiple jobs in various languages. I could set up a <a href="https://www.infoworld.com/article/2253770/what-is-python-powerful-intuitive-programming.html" data-type="link" data-id="https://www.infoworld.com/article/2253770/what-is-python-powerful-intuitive-programming.html">Python</a> workflow with extensions to add database-wrangling functionality. I could put together an environment for digital book publishing. I could even set up a project for screenwriting! (Yes, I have a screenplay in progress. A man can dream.)</p>



<p class="wp-block-paragraph">Now, it’s not like all this went away yesterday. I can still do all of the above. But <em>literally every new feature</em> in VS Code these days is all about agents, AI, and LLMs. It makes me wonder if there’s anyone left in the building who is working on the actual editor anymore.</p>



<p class="wp-block-paragraph">In the <a href="https://code.visualstudio.com/updates/v1_127">release notes for VS Code 1.127</a>, literally every single new feature <a href="https://code.visualstudio.com/updates/v1_127#_integrated-browser">save one</a> was about agents and AI. Ditto <a href="https://code.visualstudio.com/updates/v1_126">the version before that</a>. The <a href="https://code.visualstudio.com/updates/v1_125">version before that</a> was a little better, but the trend has been clear for some time now: Visual Studio Code is fast becoming an agent front end first, and everything else is a distant second.</p>



<p class="wp-block-paragraph">One argument I’ve heard is that VS Code is now a mature project. Because there just isn’t much left to be done to improve the core, you have directed your attention towards other features that will attract new users. And because agent-and-AI mania is still burning through the enterprise (and everyone’s budgets), agent-and-AI features are the order of the day.</p>



<p class="wp-block-paragraph">But do these features really need to be IDE-level features? Instead of drastically retooling VS Code to support agents, and making AI features native elements of the IDE, shouldn’t the real mission be to support VS Code’s native extensibility? After all, VS Code was built to be extended, and <a href="https://marketplace.visualstudio.com/search?target=VSCode&amp;category=AI&amp;sortBy=Installs">thousands of AI add-ons</a> — including <a href="https://www.infoworld.com/article/3609013/github-copilot-everything-you-need-to-know.html" data-type="link" data-id="https://www.infoworld.com/article/3609013/github-copilot-everything-you-need-to-know.html">GitHub Copilot</a> and <a href="https://marketplace.visualstudio.com/search?term=microsoft&amp;target=VSCode&amp;category=AI&amp;sortBy=Relevance">dozens of your own extensions</a> — already take advantage of that.</p>



<p class="wp-block-paragraph">Is all this really about what AI features VS Code can support natively, or is it more about making VS Code a default first point of contact for agents and AI — specifically <a href="https://www.infoworld.com/article/3609013/github-copilot-everything-you-need-to-know.html" data-type="link" data-id="https://www.infoworld.com/article/3609013/github-copilot-everything-you-need-to-know.html">GitHub Copilot</a>? Is this less about developer convenience, and more about guaranteeing — however obnoxiously — that agents and AI tools always have a central place in VS Code?</p>



<p class="wp-block-paragraph">Whatever the goal is, if you think every VS Code user wants an “<a href="https://www.infoworld.com/article/4193975/the-ide-is-dead-long-live-the-ade.html">agentic development environment</a>” instead of an IDE, I think you’re dead wrong.</p>



<p class="wp-block-paragraph">No doubt AI tools are here to stay. But I do think they will experience a reckoning. Frontier models that do everything and six more things on top of that are becoming of real use only to the big vendors who stick API tollbooths in front of them and construct wetland-devouring data centers the size of the Vegas strip to power them. The future looks more like smaller, locally-hosted models that handle highly specialized tasks and require far fewer resources to train, deploy, and serve. (Even you seem to be moving in that direction, with the <a href="https://blogs.windows.com/msedgedev/2026/06/02/expanding-on-device-ai-in-microsoft-edge-new-models-and-apis-for-the-web/">Aion on-device models</a>.)</p>



<p class="wp-block-paragraph">The deeper we go into that reckoning, the less it makes sense to have cart-before-the-horse arrangements like VS Code’s native AI features. How long before these features get hoisted back out of VS Code and moved to an add-on (albeit one we get nagged to install every time we fire up our IDE)? Sooner rather than later, I’d bet.</p>



<p class="wp-block-paragraph">Still, until that fine day comes, I’m resigning myself to the idea that my current favorite editor will be stuffed with more and more AI features, whether or not they even make sense in my use case, for a long, wearying time to come.</p>



<p class="wp-block-paragraph">At least I can <a href="https://code.visualstudio.com/docs/supporting/FAQ#_can-i-disable-ai-functionality-in-vs-code">turn all that stuff off</a>. For now.</p>



<p class="wp-block-paragraph">As I was writing this (in VS Code, no less), I got an update to VS Code 1.128. There’s one nice feature in there I could see myself using quite widely: <a href="https://code.visualstudio.com/updates/v1_128#_os-level-keyboard-shortcuts">the ability to register OS-level keyboard shortcuts</a>. But the rest? All AI, all agents, all the time.</p>
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<title><![CDATA[CVE-2026-42533 Exposes Critical Pre-Auth nginx RCE Flaw]]></title>
<description><![CDATA[A newly disclosed security flaw, CVE-2026-42533, has revealed a critical Pre-Auth nginx vulnerability that could allow attackers to achieve reliable RCE (remote code execution) without authentication. The issue affects nginx versions 0.9.6 through 1.30.3 (stable) and 1.31.2 (mainline), while patc...]]></description>
<link>https://tsecurity.de/de/3680443/it-security-nachrichten/cve-2026-42533-exposes-critical-pre-auth-nginx-rce-flaw/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680443/it-security-nachrichten/cve-2026-42533-exposes-critical-pre-auth-nginx-rce-flaw/</guid>
<pubDate>Mon, 20 Jul 2026 08:52:32 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="1217" height="768" src="https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533.webp" class="attachment-post-thumbnail size-post-thumbnail wp-post-image" alt="CVE-2026-42533" decoding="async" srcset="https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533.webp 1217w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533-300x189.webp 300w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533-1024x646.webp 1024w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533-768x485.webp 768w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533-600x379.webp 600w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533-150x95.webp 150w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533-750x473.webp 750w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533-1140x719.webp 1140w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533.webp 1217w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533-300x189.webp 300w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533-1024x646.webp 1024w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533-768x485.webp 768w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533-600x379.webp 600w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533-150x95.webp 150w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533-750x473.webp 750w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533-1140x719.webp 1140w" sizes="(max-width: 1217px) 100vw, 1217px" title="CVE-2026-42533 Exposes Critical Pre-Auth nginx RCE Flaw 1"></p><span data-contrast="auto">A newly disclosed security flaw, CVE-2026-42533, has revealed a critical Pre-Auth nginx vulnerability that could allow attackers to achieve reliable RCE (remote code execution) without authentication. The issue affects nginx versions 0.9.6 through 1.30.3 (stable) and 1.31.2 (mainline), while patched releases include 1.30.4 and 1.31.3. Affected NGINX Plus versions include R33-R36 (fixed in R36 P7) and 37.0.0.1-37.0.2.1 (fixed in 37.0.3.1).</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">According to the disclosure, the <a class="wpil_keyword_link" href="https://thecyberexpress.com/firewall-daily/vulnerabilities/" title="vulnerability" data-wpil-keyword-link="linked" data-wpil-monitor-id="29039">vulnerability</a> stems from a missing save-and-restore mechanism for PCRE capture state within nginx's two-pass script evaluation engine. The flaw enables attackers to trigger a heap buffer overflow with attacker-controlled content and length, while also exposing heap pointers through an information leak that can defeat Address Space Layout Randomization (ASLR). Chaining both primitives enables reliable Pre-Auth nginx RCE.</span><span data-ccp-props="{}"> </span>
<h3 aria-level="2"><b><span data-contrast="none">CVE-2026-42533 Impacts Multiple Configurations</span></b><span data-ccp-props='{"134245418":true,"134245529":true,"335559738":160,"335559739":80}'> </span></h3>
<span data-contrast="auto">The <a href="https://cyberstan.co.uk/nginx-rce/" target="_blank" rel="nofollow noopener">advisory warns</a> that deployments using map directives with regex patterns alongside regex capture sources, including location, server_name, rewrite, or if blocks, may be vulnerable. The issue depends on evaluation order, where regex capture references, such as $1 or named groups, are processed before a regex map variable.</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">Affected directives include proxy_set_header, proxy_method, proxy_pass, fastcgi_param, uwsgi_param, scgi_param, grpc_set_header, return, add_header, rewrite, set, root, alias, and access_log, among others. Both HTTP and stream modules are affected, and the <a href="https://thecyberexpress.com/default-credentials-polish-energy-grid-attack/" target="_blank" rel="noopener">vulnerable</a> capture and map variables do not need to exist within the same directive.</span><span data-ccp-props="{}"> </span>
<h3 aria-level="2"><b><span data-contrast="none">Technical Root Cause</span></b></h3>
<span data-contrast="auto">The researcher explained that nginx evaluates expressions in two stages: a length calculation (LEN) pass followed by a value (VALUE) pass. During execution, regex map evaluation overwrites shared capture <a class="wpil_keyword_link" href="https://thecyberexpress.com/what-is-data/" title="data" data-wpil-keyword-link="linked" data-wpil-monitor-id="29040">data</a> stored in the request object. As a result, the LEN pass and VALUE pass can calculate different capture sizes, causing either a heap overflow or an information leak depending on the relative capture lengths.</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">The disclosure states that attackers can control both the overflow size and leaked data using ordinary HTTP requests, including request URIs, headers, and bodies. No credentials, client certificates, or unusual configuration beyond the vulnerable pattern are required.</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">Testing reportedly achieved 10 out of 10 successful <a href="https://thecyberexpress.com/rcritical-ivanti-csa-vulnerabilities-exploited/" target="_blank" rel="noopener">exploitations</a> on Ubuntu 24.04 using glibc 2.39 with ASLR enabled.</span>
<h3 aria-level="2"><b><span data-contrast="none">Mitigation and Disclosure</span></b></h3>
<span data-contrast="auto">The researcher said recent fixes for CVE-2026-42945, CVE-2026-9256, CVE-2026-42055, and CVE-2026-48142 do not address CVE-2026-42533. Administrators are advised to upgrade immediately to nginx 1.30.4, 1.31.3, or the corresponding patched NGINX Plus releases.</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">Until systems are updated, defenders should audit configurations that combine regex captures with regex map variables in the same evaluation path. The researcher also released a static configuration scanner that identifies vulnerable configurations without exploiting them.</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">The initial report was submitted to F5 SIRT on May 17, 2026, with follow-up analyses covering additional variants, including cross-directive triggering and named capture clobbering. While a proof-of-concept exploit exists, the researcher said it will be withheld until users have sufficient time to apply patches, citing concerns over rapid exploitation following previous <a href="https://thecyberexpress.com/nginx-rift-cve-2026-42945-active-exploitation/" target="_blank" rel="noopener">nginx</a> vulnerability disclosures.</span><span data-ccp-props="{}"> </span>]]></content:encoded>
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<title><![CDATA[Claude Mythos FAQ: Capabilities, access, competitors, implications]]></title>
<description><![CDATA[1.
What is Claude Mythos?




Claude Mythos is an advanced AI model developed by Anthropic and is optimized for cybersecurity and healthcare applications.



Mythos 5 was originally released in April to a small group of vetted technology partners ahead of a planned wider rollout.



Anthropic est...]]></description>
<link>https://tsecurity.de/de/3680433/it-security-nachrichten/claude-mythos-faq-capabilities-access-competitors-implications/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680433/it-security-nachrichten/claude-mythos-faq-capabilities-access-competitors-implications/</guid>
<pubDate>Mon, 20 Jul 2026 08:38:28 +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="wp-block-idg-base-theme-faq-block faq-block">
<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">1.</span>
<h2 class="wp-block-heading">What is Claude Mythos?</h2>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p class="wp-block-paragraph">Claude Mythos is an advanced AI model developed by Anthropic and is optimized for cybersecurity and healthcare applications.</p>



<p class="wp-block-paragraph"><a href="https://www.anthropic.com/claude/mythos">Mythos 5</a> was originally released in April to a small group of vetted technology partners ahead of a planned wider rollout.</p>



<p class="wp-block-paragraph">Anthropic established <strong>Project Glasswing</strong>, a consortium that gives limited, controlled access to Mythos to infrastructure providers, open-source developers, and major technology companies. The scheme was designed to enable defenders to find and resolve vulnerabilities faster than they could be identified by attackers, <a href="https://www.csoonline.com/article/4154222/6-ways-attackers-abuse-ai-services-to-hack-your-business.html">many of which are also beginning to rely heavily on AI tools</a>.</p>
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<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">2.</span>
<h2 class="wp-block-heading">What are the capabilities of Claude Mythos?</h2>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p class="wp-block-paragraph">The <a href="https://www.csoonline.com/article/4155342/what-anthropic-glasswing-reveals-about-the-future-of-vulnerability-discovery.html">50 initial partners of Project Glasswing</a> were able to use Mythos to find more than <a href="https://www.csoonline.com/article/4176865/project-glasswing-has-uncovered-10000-vulnerabilities-anthropic.html">10,000 high- or critical-severity vulnerabilities</a> in every major operating system and <a href="https://www.csoonline.com/article/4162259/claude-mythos-signals-a-new-era-in-ai-driven-security-finding-271-flaws-in-firefox.html">every major web browser</a>.</p>



<p class="wp-block-paragraph">The model is identifying security flaws that had evaded even the most capable security researchers for years, such as a <a href="https://www.csoonline.com/article/4159617/behind-the-mythos-hype-glasswing-has-just-one-confirmed-cve.html">27-year-old bug in OpenBSD</a>. It has also proved capable of chaining multiple vulnerabilities together.</p>
</div>
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<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">3.</span>
<h2 class="wp-block-heading">How is Anthropic restricting access to Claude Mythos?</h2>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p class="wp-block-paragraph">Anthropic said it was restricting the more widespread availability of the frontier AI model because its capabilities might easily be misused by attackers.</p>



<p class="wp-block-paragraph">In June the technology was released to an <a href="https://www.csoonline.com/article/4180265/anthropic-grants-project-glasswing-access-to-150-more-companies-with-a-focus-on-critical-infrastructure.html">additional 150 organizations</a>. All Mythos partners are required to accept a 30-day data retention policy for safety monitoring.</p>



<p class="wp-block-paragraph">After the availability of Mythos forced the <a href="https://www.csoonline.com/article/4166824/anthropic-mythos-spurs-white-house-to-weigh-pre-release-reviews-for-high-risk-ai-models.html">Trump administration to reconsider its “hands off” approach to AI oversight</a>, the US government applied export controls to Claude Fable 5 and Claude Mythos 5 on June 15. The restrictions — which were supposed to block access to foreign nationals both inside and outside the US — were lifted on June 30.</p>
</div>
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<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">4.</span>
<h2 class="wp-block-heading">What is Claude Fable?</h2>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p class="wp-block-paragraph">For broader use, Anthropic is offering <a href="https://www.csoonline.com/article/4183094/anthropic-releases-mythos-class-fable-5-model-with-safeguards-for-cyber-risks.html">Claude Fable 5</a>, which is based on the same underlying technology but comes with strict guardrails that limit operations in “risky” cybersecurity domains. Flagged queries are automatically routed to the earlier and less capable Opus 4.8 large language model (LLM) instead.</p>
</div>
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<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">5.</span>
<h2 class="wp-block-heading">How are Anthropic’s security vendor partners using access to Mythos?</h2>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p class="wp-block-paragraph">Cisco, one of Anthropic’s Project Glasswing partners, <a href="https://blogs.cisco.com/ai/announcing-foundry-security-spec">open-sourced its Foundry Security Spec</a>, a model-agnostic “harness” for security testing, so that other vendors and enterprise security defenders could build similar workflows without starting from scratch.</p>



<p class="wp-block-paragraph">During a recent web conference, representatives from Cisco argued that defenders can use AI to identify, confirm, and resolve security issues at much greater speed and scale. Older vulnerability remediation models based on “find one issue, patch one issue” are no longer adequate because attackers are using AI moving to accelerate the path from vulnerability discovery to exploitation.</p>



<p class="wp-block-paragraph">Cisco has been using AI internally to scan 1.8 billion lines of code across its whole product portfolio.</p>



<p class="wp-block-paragraph">Smaller businesses do not need access to restricted AI models to improve security and more can be achieved in smaller shops by improving security fundamentals such as authentication, segmentation, zero trust, and prioritizing the remediation of actively exploited vulnerabilities, according to Cisco.</p>
</div>
</div></div>



<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">6.</span>
<h2 class="wp-block-heading">Do other AI vendors offer anything comparable to Claude Mythos?</h2>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p class="wp-block-paragraph">Mythos is the most prominent example of frontier AI models that can automate zero-day discovery at a scale and speed far beyond the capability of human teams.</p>



<p class="wp-block-paragraph">Several other vendors have frontier AI models aimed towards high-capability, security-oriented operations while others have capable open models that might easily be applied to cybersecurity research.</p>



<p class="wp-block-paragraph">As a result, Claude Mythos is far from the only game in town.</p>



<p class="wp-block-paragraph">For example, OpenAI’s GPT-5.4-Cyber (and <a href="https://openai.com/index/gpt-5-5-with-trusted-access-for-cyber/">GPT-5.5</a>) has applications in vulnerability analysis and discovery as well as malware analysis and threat modelling. Security vendors, enterprises, and researchers can gain access to the technology through OpenAI’s Trusted Access for Cyber (TAC) scheme.</p>



<p class="wp-block-paragraph">Chinese cybersecurity firm <a href="https://www.reuters.com/legal/litigation/chinas-360-says-it-has-developed-tools-match-anthropics-mythos-2026-06-24/">360 Security Technology has developed Tulongfeng</a>, described as a domestic answer to Anthropic’s Mythos.</p>



<p class="wp-block-paragraph">High performance open models — including DeepSeek V3.2 and Llama 4 — can be run privately on GPU infrastructure and applied to cybersecurity research. Fugu from Japanese vendor Sakana AI offers another option in this category.</p>
</div>
</div></div>



<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">7.</span>
<h2 class="wp-block-heading">What do cybersecurity critics say about Claude Mythos?</h2>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p class="wp-block-paragraph">Infosecurity critics note that while Claude Mythos is unquestionably advanced, marketing claims that it is reliably breaking production systems overstate its capabilities.</p>



<p class="wp-block-paragraph">Security professionals are complaining through <a href="https://www.youtube.com/watch?v=mx0CpTp3Q4Y">podcasts</a> and elsewhere about the overly sensitive guardrails in Claude Fable that downgrade to Opus 4.8 upon requests to summarize a security-related blog post or even spell the word “exploit” much less tackle any everyday information security task.</p>



<p class="wp-block-paragraph">Other experts warn that false positives are likely to be an issue for cybersecurity research using frontier AI models.</p>



<p class="wp-block-paragraph">The wider criticism is that finding more vulnerabilities faster fails to address the bigger problem of reliability fixing security bugs or non-technical attack paths such as social engineering.</p>
</div>
</div></div>



<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">8.</span>
<h2 class="wp-block-heading">How should enterprise CISOs respond to the development of Mythos?</h2>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p class="wp-block-paragraph">Western intelligence agencies that form the <a href="https://www.ncsc.gov.uk/sites/default/files/2026-06/Five-Eyes-cyber-security-agencies-statement-ai-shift.pdf">Fives Eyes alliance issued a statement warning that frontier AI models such as Claude Mythos</a> are “fundamentally transforming both offensive and defensive cyber capabilities” in a scale of months rather than years.</p>



<p class="wp-block-paragraph">“While Al will help us improve cyber defence over time, it also accelerates the speed, scale, and sophistication of cyber threats,” the group, which includes the US National Security Agency and the UK’s National Cyber Security Centre, warns.</p>



<p class="wp-block-paragraph">Enterprises need to be using AI to strengthen defenses as part of broader plans to improve cybersecurity resilience.</p>



<p class="wp-block-paragraph">AI-based systems capable of mapping realistic attack paths faster than any human adversary are fast becoming a pervasive threat, while most organizations are nowhere near ready for what that means for their threat models, one expert warns.</p>



<p class="wp-block-paragraph">“We now have AI systems that can map realistic attack paths across software, vendors, and critical infrastructure faster than human adversaries can catalog them,” says Joe Hubback, partner and CISO at consultancy Elixirr and former McKinsey Partner. “And as Mythos-class capabilities are prepared for broad commercial release, that’s no longer a niche research problem, it’s something every organization will have to factor into its threat model.”</p>



<p class="wp-block-paragraph">An <a href="https://labs.cloudsecurityalliance.org/wp-content/uploads/2026/04/mythosready-20260413.pdf">AI safety paper from the Cloud Security Alliance</a> warns that AI has significantly compressed the time between vulnerability discovery and exploitation, outpacing traditional patch-and-react security models. Organizations should brace for ongoing waves of AI-discovered vulnerabilities from Project Glasswing and other sources.</p>



<p class="wp-block-paragraph">“The capabilities seen in Mythos will quickly become more widely available, dramatically increasing the number and frequency of complex, novel attacks organizations will face,” it warns.</p>



<p class="wp-block-paragraph">Enterprise security defenders need to shift to a “Mythos-ready” approach built around continuous vulnerability operations, faster prioritization, and improved incident response.</p>
</div>
</div></div>
</div>



<p class="wp-block-paragraph"><strong>See also:</strong></p>



<ul class="wp-block-list">
<li><a href="https://www.csoonline.com/article/4155342/what-anthropic-glasswing-reveals-about-the-future-of-vulnerability-discovery.html">What Anthropic Glasswing reveals about the future of vulnerability discovery</a></li>



<li><a href="https://www.csoonline.com/article/4158117/anthropics-mythos-signals-a-structural-cybersecurity-shift.html">Anthropic’s Mythos signals a structural cybersecurity shift</a></li>



<li><a href="https://www.csoonline.com/article/4180920/beware-the-son-of-mythos-security-experts-warn.html">Beware the ‘son of Mythos,’ security experts warn</a></li>



<li><a href="https://www.csoonline.com/article/4189600/mythos-is-a-signal-not-a-siren-what-frontier-ai-should-change-for-cisos.html">Mythos is a signal, not a siren: What frontier AI should change for CISOs</a></li>
</ul>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Ascend to ZERO Review (PC)]]></title>
<description><![CDATA[What would you do if you only had around half a minute to save the world? That’s the core question for Ascend to ZERO, and it’s a very good one. The game is meant to deliver a heart-pumping, adrenaline-filled gameplay where every single second counts. And that’s for a very good reason. You enter ...]]></description>
<link>https://tsecurity.de/de/3680294/it-security-nachrichten/ascend-to-zero-review-pc/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680294/it-security-nachrichten/ascend-to-zero-review-pc/</guid>
<pubDate>Mon, 20 Jul 2026 07:54:10 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[What would you do if you only had around half a minute to save the world? That’s the core question for Ascend to ZERO, and it’s a very good one. The game is meant to deliver a heart-pumping, adrenaline-filled gameplay where every single second counts. And that’s for a very good reason. You enter an exhilarating, rewarding and fun gameplay loop where you constantly want to get better, save your friends and unlock new features.

Ascend to ZERO is a roguelike at its core, so obviously you will have to do countless runs, you acquire resources and then invest them into skills or more powerful loot. What I liked about this game is that it brings lots of great loot, and you can easily replace old stuff with new things, add multiple weapons to attack enemies and so on. Plus, you can unlock new skills and benefits, all of which add up to make the gameplay not only more fun, but more consistent as well.

Every run in this game starts your character at level one. Then, as you a...]]></content:encoded>
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<title><![CDATA[How to Refill HP 83A/88A Toner Cartridge at Home]]></title>
<description><![CDATA[Key TakeawaysRefilling HP 83A/88A toner cartridges at home can save money but requires careful handling to avoid mess and defects like leaks or faded print, and it's best done when the cartridge is in good condition.These cartridges contain fine toner powder that needs to be refilled carefully, a...]]></description>
<link>https://tsecurity.de/de/3680280/it-security-nachrichten/how-to-refill-hp-83a88a-toner-cartridge-at-home/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680280/it-security-nachrichten/how-to-refill-hp-83a88a-toner-cartridge-at-home/</guid>
<pubDate>Mon, 20 Jul 2026 07:53:52 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Key TakeawaysRefilling HP 83A/88A toner cartridges at home can save money but requires careful handling to avoid mess and defects like leaks or faded print, and it's best done when the cartridge is in good condition.These cartridges contain fine toner powder that needs to be refilled carefully, along with inspecting and cleaning parts like the […]</p>
<p>The post <a href="https://itechhacks.com/how-to-refill-hp-83a-88a-toner-cartridge-at-home/" data-wpel-link="internal">How to Refill HP 83A/88A Toner Cartridge at Home</a> appeared first on <a href="https://itechhacks.com/" data-wpel-link="internal">iTech Hacks</a>.</p>]]></content:encoded>
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<title><![CDATA[HPR4686: Debugging Security Cameras: Firmware Updates, Python Scripts and Windows Workarounds]]></title>
<description><![CDATA[This show has been flagged as Explicit by the host.


 Show Notes


 Episode Overview




Operator kicks off the episode feeling under the weather but shares a quick tip for making perfect egg drop soup before diving into his main project: diagnosing why his front-door security camera stopped sen...]]></description>
<link>https://tsecurity.de/de/3680142/podcasts/hpr4686-debugging-security-cameras-firmware-updates-python-scripts-and-windows-workarounds/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680142/podcasts/hpr4686-debugging-security-cameras-firmware-updates-python-scripts-and-windows-workarounds/</guid>
<pubDate>Mon, 20 Jul 2026 02:06:59 +0200</pubDate>
<category>🎥 Podcasts</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>This show has been flagged as Explicit by the host.</p>

<h1>
 Show Notes</h1>

<h3>
 Episode Overview</h3>

<ul>

<li>
Operator kicks off the episode feeling under the weather but shares a quick tip for making perfect egg drop soup before diving into his main project: diagnosing why his front-door security camera stopped sending alerts and recording events. What follows is a live-debugging session covering network config, script logging, Windows permission hacks, NTP time drift, and firmware flashing.</li>

</ul>

<h3>
 Key Topics &amp; Breakdown</h3>

<ul>

<li>

<ul>

<li>

<strong>
Egg Drop Soup Hack:</strong>
 How to get that perfect ribbony texture by creating a boiling swirl before pouring in the eggs, plus broth-to-egg ratio tips.</li>

<li>

<strong>
Camera Setup &amp; Network Config:</strong>
 Using static DHCP via MAC address binding on a UniFi Dream Machine (UDM) for local domain resolution instead of hardcoding IPs.</li>

<li>

<strong>
Python &amp; Cron Automation:</strong>
 Running a custom Python script every 2 minutes to check for new recordings, parsing logs with <code>
grep -v</code>
, and navigating massive log files in <code>
vi</code>
.</li>

<li>

<strong>
Windows Troubleshooting Tangent:</strong>
 Deleting the stubborn <code>
Windows.old</code>
 folder using the TrustedInstaller service hack (<code>
ExecTI.exe</code>
) instead of taking ownership manually.</li>

<li>

<strong>
Time Sync &amp; Firmware Quirks:</strong>
 Discovering the camera's system clock was stuck in 2011/2026, causing missed events. Downloading firmware via a slow third-party link, renaming <code>
.bin</code>
 to <code>
.zip</code>
, and extracting with 7-Zip.</li>

<li>

<strong>
Pre-Flash Backup Routine:</strong>
 Exporting camera configuration before upgrading, storing it in Google Drive for searchable documentation, and clearing old log/trigger files to reset the event pipeline.</li>

</ul>

</li>

</ul>

<h3>
️ Tools &amp; Techniques Mentioned</h3>

<ul>

<li>

<ul>

<li>

<code>
crontab</code>
 + Python scripts for automated monitoring</li>

<li>

<code>
grep -v</code>
, <code>
cat</code>
, <code>
tail</code>
, and <code>
vi</code>
 (line navigation with <code>
:1000</code>
)</li>

<li>
Obsidian for note-taking &amp; AI assistant integration</li>

<li>
Firefox/Playwright for headless browser testing</li>

<li>
Turbo Download Manager &amp; Bolt Media Downloader for multi-threaded/sniffing downloads</li>

<li>
7-Zip for archive extraction</li>

<li>
Google Drive for searchable config backups</li>

</ul>

</li>

</ul>

<h3>
 Resources &amp; Links</h3>

<ul>

<li>

<ul>

<li>

<strong>
Python API Script:</strong>
 <a href="https://github.com/freeload101/Python/blob/master/Uniview_API_IPC3628SR-ADF28KM-WP_get_Last.py" rel="noopener noreferrer" target="_blank">
Uniview IPC3628SR Recording Checker</a>

</li>

<li>

<strong>
Camera Model:</strong>
 <code>
IPC3628SR</code>
 (Uniview Wyze ISP Warm Light Deterrent Network Camera)</li>

<li>

<strong>
TrustedInstaller Run-as Tool:</strong>
 <a href="https://rmccurdy.com/.scripts/downloaded/ExecTI_TrustedInstaller_Runas.zip" rel="noopener noreferrer" target="_blank">
ExecTI TrustedInstaller Runner</a>

</li>

</ul>

</li>

</ul>

<h3>
 Quick Takeaways</h3>

<ol>

<li>

<ol>

<li>
 Always verify NTP/time sync on IoT cameras before troubleshooting missed events or alerts.</li>

<li>
 Use <code>
grep -v "noise"</code>
 to quickly filter out repetitive log entries when debugging automation scripts.</li>

<li>
 Windows system folders can be stubborn; running commands as <code>
TrustedInstaller</code>
 bypasses hidden file locks without manual ownership changes.</li>

<li>
 Always export and back up device configs before flashing firmware, even if the upgrade seems straightforward.</li>

<li>
 Third-party download links often use temporary tokens or <code>
.bin</code>
 wrappers; renaming to <code>
.zip</code>
 and verifying with 7-Zip can save headaches.</li>

</ol>

</li>

</ol>

<ul>

<li>

<em>
Thanks for listening! Stay curious, keep your logs clean, and remember: defense in depth starts at home.</em>
  </li>

</ul>

<p>

</p>

<p>

</p>

<p>
Example trusted installer hack</p>

<p>

</p>

<p>

</p>

<p>
# Shhhh I can't IR ... Defender, ForcePoint, SMS Agent Host ...I just can't anymore ...</p>

<p>
sc config TrustedInstaller binPath= "Reg add "HKEY_LOCAL_MACHINE\SYSTEM\CurrentControlSet\Services\Sense" /v Start /t reg_dword /d 4 /f"  </p>

<p>
sc start "TrustedInstaller" </p>

<p>
sc config TrustedInstaller binPath= "Reg add "HKEY_LOCAL_MACHINE\SYSTEM\CurrentControlSet\Services\Fppsvc" /v Start /t reg_dword /d 4 /f"  </p>

<p>
sc start "TrustedInstaller" </p>

<p>
sc config TrustedInstaller binPath= "Reg add "HKEY_LOCAL_MACHINE\SYSTEM\CurrentControlSet\Services\CcmExec" /v Start /t reg_dword /d 4 /f"  </p>

<p>
sc start "TrustedInstaller" </p>

<p>
sc config TrustedInstaller binPath= "Reg add "HKEY_LOCAL_MACHINE\SYSTEM\CurrentControlSet\Services\WinDefend" /v Start /t reg_dword /d 4 /f"  </p>

<p>
sc config TrustedInstaller binPath= "C:\Windows\servicing\TrustedInstaller.exe"</p>

<p>

</p>

<p>

</p>


<p><a href="https://hackerpublicradio.org/eps/hpr4686/index.html#comments">Provide <strong>feedback</strong> on this episode</a>.</p>]]></content:encoded>
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<title><![CDATA[‘Agent Kim Reactivated’ Episode 9 Release Date and What to Expect]]></title>
<description><![CDATA[Agent Kim Reactivated Episode 9 will release on Friday, July 24, 2026, as Kim Do-hyeon enters the final stage of his dangerous mission.



The upcoming episode will continue directly after Episode 8’s cliffhanger, which placed Do-hyeon and General Ri in a difficult position. With only two regular...]]></description>
<link>https://tsecurity.de/de/3679678/ios-mac-os/agent-kim-reactivated-episode-9-release-date-and-what-to-expect/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3679678/ios-mac-os/agent-kim-reactivated-episode-9-release-date-and-what-to-expect/</guid>
<pubDate>Sun, 19 Jul 2026 17:24:40 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Agent Kim Reactivated Episode 9 will release on Friday, July 24, 2026, as Kim Do-hyeon enters the final stage of his dangerous mission.



The upcoming episode will continue directly after Episode 8’s cliffhanger, which placed Do-hyeon and General Ri in a difficult position. With only two regular episodes remaining, the story is moving toward its final rescue mission and confrontation.



Agent Kim Reactivated Episode 9 release details




Episode 9 release date: Friday, July 24, 2026



Episode 10 release date: Saturday, July 25, 2026



Broadcast time: 9:50 p.m. KST



Network: SBS



Streaming platform: Netflix



Genre: Action, thriller, drama and comedy



Total regular episodes: 10



Based on: The Manager Kim webtoon




The series releases two episodes every week on Friday and Saturday. Episode 9 begins the final weekend, while Episode 10 will conclude the main story.



What happened before Episode 9?



Spoilers ahead for Episodes 7 and 8.



Kim Do-hyeon finally rescued his daughter, Min-ji, after facing the people responsible for her kidnapping. He also confronted Ju Gang-chan, who tried to convince him to join his side by promising money and protection.



Do-hyeon defeated Gang-chan but stopped before killing him after Min-ji intervened. He later shared an emotional farewell with his daughter and surrendered to the agency, believing that she would remain safe.



The agency then gave him one final mission. Do-hyeon must protect General Ri, a high-ranking North Korean defector connected to his past. Successful completion of the mission would allow Do-hyeon and Min-ji to receive new identities and begin a safer life.



However, Gang-chan exposed General Ri’s location to North Korean officials. Episode 8 ended when Mole Cricket arrived at Park Jin-cheol’s hideout and announced that Do-hyeon had failed. He also ordered General Ri’s return to North Korea.



What to expect from Agent Kim Reactivated Episode 9



The Episode 9 preview suggests that Do-hyeon and General Ri will be taken toward North Korea, where General Ri faces interrogation. Do-hyeon will need to find another escape route while protecting the man he was ordered to save.



Park Jin-cheol and Seong Han-soo are also expected to return for the counterattack. Their friendship with Do-hyeon has become an important part of the series, especially as the former agents work together against stronger government and criminal forces.



The preview also hints at another meeting between Do-hyeon and Ju Gang-chan. Do-hyeon appears ready to offer Gang-chan a deal, although trusting him remains dangerous after his repeated attacks against Min-ji and General Ri.



Episode 9 should include gunfights, escape attempts and a high-risk rescue operation as Do-hyeon tries to complete his mission. Gang-chan’s warning that their children will suffer if anyone harms him also raises the possibility that Min-ji could face another threat before the finale.



The story is heading toward a final family reunion



Agent Kim Reactivated began with Do-hyeon leaving his quiet life behind after Min-ji disappeared. Since then, the series has revealed his background as a former black-ops agent and the sacrifices he made to become an ordinary father.



Episode 9 will bring those two sides of his life together. Do-hyeon must survive one final mission before he can return to Min-ji, while his enemies continue using his family as pressure against him.



Do you think Do-hyeon will complete his mission and reunite with Min-ji, or will Ju Gang-chan create one final problem? Let us know in the comments.]]></content:encoded>
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<title><![CDATA[Windows 11's big 2026 update is almost here, and these 10 things you need to know before upgrading could save you time and frustration]]></title>
<description><![CDATA[Microsoft's Windows 11 version 26H2 update explained. Discover what changes, upgrade options, hardware requirements, and why it matters.]]></description>
<link>https://tsecurity.de/de/3679568/windows-tipps/windows-11s-big-2026-update-is-almost-here-and-these-10-things-you-need-to-know-before-upgrading-could-save-you-time-and-frustration/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3679568/windows-tipps/windows-11s-big-2026-update-is-almost-here-and-these-10-things-you-need-to-know-before-upgrading-could-save-you-time-and-frustration/</guid>
<pubDate>Sun, 19 Jul 2026 15:56:15 +0200</pubDate>
<category>🪟 Windows Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Microsoft's Windows 11 version 26H2 update explained. Discover what changes, upgrade options, hardware requirements, and why it matters.]]></content:encoded>
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<title><![CDATA[How to Disable Music Videos in Spotify]]></title>
<description><![CDATA[A recent update made video playback the default for songs and podcasts with a visual component. If you just want to listen to music—and save your data and battery—follow these tips.]]></description>
<link>https://tsecurity.de/de/3679385/it-nachrichten/how-to-disable-music-videos-in-spotify/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3679385/it-nachrichten/how-to-disable-music-videos-in-spotify/</guid>
<pubDate>Sun, 19 Jul 2026 13:17:19 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A recent update made video playback the default for songs and podcasts with a visual component. If you just want to listen to music—and save your data and battery—follow these tips.]]></content:encoded>
</item>
<item>
<title><![CDATA[The 5 laptop features worth paying extra for, plus 3 you can ignore]]></title>
<description><![CDATA[From RAM and hardware, here's where you should spend your laptop budget -- and where you can save money.]]></description>
<link>https://tsecurity.de/de/3679178/it-nachrichten/the-5-laptop-features-worth-paying-extra-for-plus-3-you-can-ignore/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3679178/it-nachrichten/the-5-laptop-features-worth-paying-extra-for-plus-3-you-can-ignore/</guid>
<pubDate>Sun, 19 Jul 2026 10:47:41 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[From RAM and hardware, here's where you should spend your laptop budget -- and where you can save money.]]></content:encoded>
</item>
<item>
<title><![CDATA[Neuer PC? So übertragen Sie alles auf Windows 11 ohne Stress]]></title>
<description><![CDATA[Ein neuer PC ist schnell gekauft – der eigentliche Aufwand beginnt danach. Programme, Dateien, Benutzerkonten und Einstellungen sollen möglichst vollständig vom alten Rechner mitkommen. Wer alles von Hand einrichtet, verliert schnell einen ganzen Tag.



Umzugssoftware nimmt Ihnen diese Arbeit ab...]]></description>
<link>https://tsecurity.de/de/3679150/windows-tipps/neuer-pc-so-uebertragen-sie-alles-auf-windows-11-ohne-stress/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3679150/windows-tipps/neuer-pc-so-uebertragen-sie-alles-auf-windows-11-ohne-stress/</guid>
<pubDate>Sun, 19 Jul 2026 10:41:36 +0200</pubDate>
<category>🪟 Windows Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p>Ein neuer PC ist schnell gekauft – der eigentliche Aufwand beginnt danach. Programme, Dateien, Benutzerkonten und Einstellungen sollen möglichst vollständig vom alten Rechner mitkommen. Wer alles von Hand einrichtet, verliert schnell einen ganzen Tag.</p>



<p>Umzugssoftware nimmt Ihnen diese Arbeit ab und überträgt viele Inhalte in einem Durchgang. Das lohnt sich besonders, wenn der alte Windows-10-PC ersetzt wird: Zwar gibt es über erweiterte Sicherheitsupdates noch Aufschub bis 2027, langfristig führt beim Neukauf aber meist Windows 11 den Weg vor. Wir zeigen, welche Wege es für den PC-Umzug gibt und worauf Sie achten sollten.</p>



<h2 class="wp-block-heading">Welche Wege es für den Datenumzug gibt</h2>



<p>Für den Wechsel auf einen neuen PC haben Sie drei Möglichkeiten. Spezialisierte Umzugssoftware überträgt Programme, Benutzerkonten und Dateien in einem Rutsch – der bequemste Weg, wenn installierte Anwendungen mitkommen sollen.</p>



<div class="ppl_wrap"><div class="top_head"><p class="pro_tag">PROMOTION</p><p><strong>Ihr Bildschirm ist zu klein? Dieser 17-Zöller bietet Platz für alles</strong></p></div><div class="ppl_row"><div class="pro_right promotion-item__image-outer-wrapper--small"><img decoding="async" class="promotion-item__image" src="https://b2c-contenthub.com/wp-content/uploads/2026/07/HP-PPL-7.png" loading="lazy"></div><p class="ppl_text">
</p><p>Das HP OmniBook 7 überzeugt mit einem großzügigen 17,3 Zoll FHD-Touchdisplay für Übersicht bei Office-Arbeit, Multimedia und leichtem Gaming. Der Intel® Core™ Ultra 7 Prozessor mit 32 GB RAM meistert anspruchsvolle Aufgaben, die NVIDIA® RTX™ 4050 sorgt für zusätzliche Grafikleistung bei Kreativ-Workflows. Die beleuchtete Tastatur mit Nummernblock erleichtert die Dateneingabe, Fast Charge bringt den Akku schnell wieder auf 50 %.</p>
</div><div class="clear-both"></div><div class="more_btn"><a href="https://www.awin1.com/cread.php?awinaffid=486277&amp;awinmid=11348&amp;clickref=rss&amp;ued=https://www.notebooksbilliger.de/hp+omnibook+7+17+dc0177ng+888580" target="_blank" class="promotion-view-deal-link" rel="noopener">Erfahren Sie mehr über das HP OmniBook 7</a></div></div>



<p>Die Bordmittel von Windows decken primär persönliche Dateien und ausgewählte Einstellungen ab: Über ein Microsoft-Konto und OneDrive landen synchronisierte Ordner, einige Windows-Einstellungen sowie Store-Apps auf dem neuen Gerät. Klassische Desktop-Programme müssen Sie damit jedoch neu installieren.</p>



<p>Bleibt der manuelle Umzug per externer Festplatte oder NAS. Diese Methode ist günstig und transparent, aber zeitraubend. Sie kopieren Dokumente, Bilder, Downloads, Browserprofile und Projektordner selbst und installieren anschließend jede Anwendung neu. Dieser Ratgeber stellt deshalb die komfortablere Variante mit Umzugssoftware in den Mittelpunkt und vergleicht zwei verbreitete Programme.</p>



<h2 class="wp-block-heading">Windows-Umzug mit PCmover Professional</h2>



<p><a href="https://software.pcwelt.de/offer/laplink-pcmover-professional-v11/44211?x-source=rss">PCmover Professional</a> von Laplink zählt zu den bekanntesten Umzugsprogrammen für Windows. Es kopiert Anwendungen, Daten, Benutzerkonten und Einstellungen vom alten Windows-PC auf den neuen Rechner mit Windows 11. Die Software kostet ab 34,95 Euro, eine reine Testversion reicht in der Regel nicht für einen vollständigen Programmumzug.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure data-wp-context='{"imageId":"6a5c8db0d5d8b"}' data-wp-interactive="core/image" class="wp-block-image size-large wp-lightbox-container"><img decoding="async" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on-async--click="actions.showLightbox" data-wp-on-async--load="callbacks.setButtonStyles" data-wp-on-async-window--resize="callbacks.setButtonStyles" src="https://b2c-contenthub.com/wp-content/uploads/2023/06/pcmover-Transferoptionen.png?w=1200" alt="Laplink PCmover Professional v11 Optionen" class="wp-image-1945143" width="1200" height="799" loading="lazy"><button class="lightbox-trigger" type="button" aria-haspopup="dialog" aria-label="Enlarge" data-wp-init="callbacks.initTriggerButton" data-wp-on-async--click="actions.showLightbox" data-wp-style--right="state.imageButtonRight" data-wp-style--top="state.imageButtonTop">
				<svg xmlns="http://www.w3.org/2000/svg" width="12" height="12" fill="none" viewbox="0 0 12 12">
					<path fill="#fff" d="M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z"></path>
				</svg>
			</button></figure><p class="imageCredit">Christoph Hoffmann</p></div>



<p>Installieren Sie PCmover zunächst auf dem alten PC, also der Quelle. Nach dem Start ist die Übertragung zwischen zwei Rechnern voreingestellt. Unter „Erweiterte Optionen“ stehen zusätzlich der Umzug per Laufwerk und per Imagedatei bereit. Ein Klick auf „Übertragung zwischen PCs“ startet den Vorgang. Vor dem Fortfahren tragen Sie Name, E-Mail-Adresse und die nach dem Kauf erhaltene Seriennummer ein.</p>



<p>Installieren und starten Sie das Programm danach auf dem Ziel-PC mit Windows 11. Beide Rechner müssen sich im selben Netzwerk befinden. Ein spezielles Kabel ist nicht nötig, wenn beide PCs per LAN oder stabilem WLAN verbunden sind. Für große Datenmengen empfiehlt sich Gigabit-LAN, weil der Transfer darüber deutlich zuverlässiger und schneller läuft als über ein schwaches Funknetz.</p>



<p>PCmover sucht den Ziel-PC und stellt die Verbindung her. Anschließend zeigt die Software beide Rechner nebeneinander an. Prüfen Sie an dieser Stelle unbedingt die Übertragungsrichtung: Quelle muss der alte PC sein, Ziel der neue Windows-11-Rechner. Bei Bedarf lässt sich die Richtung umkehren.</p>



<p>Ein Klick auf „PC analysieren“ führt zur Auswahl. Hier stehen mehrere Optionen bereit, von der empfohlenen Standardübertragung bis zur manuellen Auswahl. Mit der Standardoption wird der neue PC weitgehend zum Abbild des alten – etwa mit Windows 11 statt Windows 10. </p>



<p>Über „Weiter“ erhalten Sie eine Zusammenfassung in mehreren Kategorien. Kontrollieren Sie vordergründig den Punkt „Anwendungen“: Standardmäßig sind alle übertragbaren Programme markiert; einzelne können abgewählt werden.</p>



<p>Wie lange der Umzug dauert, hängt von der Datenmenge, dem Netzwerktempo und der Anzahl der Programme ab. Bei einem gut gefüllten PC kommen schnell mehrere Stunden zusammen. Nach Abschluss meldet das Programm den Erfolg. Starten Sie den neuen PC neu, damit alle Änderungen greifen.</p>



<h2 class="wp-block-heading">Die Alternative: EaseUS Todo PCTrans</h2>



<p>Wer nicht zwingend zu PCmover greifen möchte, findet in <a href="https://www.dpbolvw.net/click-1676582-15557692?sid=rss&amp;url=https://www.easeus.de/daten-uebertragen-software/pctrans-free.html">EaseUS Todo PCTrans</a> eine verbreitete Alternative. Das Programm überträgt ebenfalls Programme, Dateien, Benutzerkonten und Einstellungen zwischen zwei Rechnern. Der Umzug von Windows 10 auf Windows 11 zählt zu den typischen Einsatzszenarien.</p>



<p>Der wichtigste Unterschied liegt beim Einstieg. EaseUS Todo PCTrans gibt es als Free-Version, die nur fünf Programme und eine zwei Gigabyte Daten überträgt. Das genügt zum Ausprobieren oder für sehr kleine Umzüge. Wer viele Programme, große Benutzerordner oder mehrere Konten übertragen will, benötigt die kostenpflichtige <a href="https://www.dpbolvw.net/click-1676582-15557692?sid=rss&amp;url=https://www.easeus.de/daten-uebertragen-software/pctrans.html">Pro-Version</a> ab 40 Euro.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure data-wp-context='{"imageId":"6a5c8db0d672e"}' data-wp-interactive="core/image" class="wp-block-image size-full wp-lightbox-container"><img decoding="async" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on-async--click="actions.showLightbox" data-wp-on-async--load="callbacks.setButtonStyles" data-wp-on-async-window--resize="callbacks.setButtonStyles" src="https://b2c-contenthub.com/wp-content/uploads/2026/06/easeus-todo-pctrans-2-2.jpg?quality=50&amp;strip=all" alt="easeus-todo-pctrans" class="wp-image-3178968" width="997" height="696" loading="lazy"><button class="lightbox-trigger" type="button" aria-haspopup="dialog" aria-label="Enlarge" data-wp-init="callbacks.initTriggerButton" data-wp-on-async--click="actions.showLightbox" data-wp-style--right="state.imageButtonRight" data-wp-style--top="state.imageButtonTop">
				<svg xmlns="http://www.w3.org/2000/svg" width="12" height="12" fill="none" viewbox="0 0 12 12">
					<path fill="#fff" d="M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z"></path>
				</svg>
			</button></figure><p class="imageCredit">EaseUS</p></div>



<p>Die Bedienung folgt demselben Grundmuster wie bei PCmover. Sie installieren das Programm auf beiden Rechnern und legen über „PC zu PC“ die Richtung fest: alter PC als Quelle, neuer PC als Ziel. Beide Geräte müssen sich im selben Netzwerk befinden. Danach wählen Sie aus, welche Programme, Dateien und Konten mitkommen, und starten die Übertragung.</p>



<p>Neben dem Netzwerkweg beherrscht EaseUS Todo PCTrans auch den Umzug per Imagedatei auf einem externen Datenträger. Das ist praktisch, wenn beide PCs nicht gleichzeitig verfügbar sind oder der alte Rechner nur noch eingeschränkt läuft. Der Transfer erfolgt lokal, nicht über fremde Cloud-Server.</p>



<h2 class="wp-block-heading">PCmover oder EaseUS – was passt zu wem?</h2>



<p>Beide Programme verfolgen denselben Zweck, unterscheiden sich aber bei Preis, Bedienlogik und Zielgruppe. EaseUS Todo PCTrans ist attraktiv, wenn Sie zunächst kostenlos testen oder nur wenige Programme übertragen möchten. </p>



<p>Für einen kompletten Umzug mit vielen Anwendungen und großen Datenmengen führt dagegen auch hier meist kein Weg an einer kostenpflichtigen Version vorbei.</p>



<p>PCmover Professional richtet sich stärker an Anwender, die einen möglichst vollständigen und kontrollierten Wechsel wünschen. Das Programm ist besonders interessant, wenn der neue Rechner dem alten möglichst stark ähneln soll und viele installierte Anwendungen mitkommen müssen.</p>



<p>Für einfache Fälle reicht oft die Kombination aus OneDrive, externer Festplatte und Neuinstallation der wichtigsten Programme. Für komplexe Systeme mit vielen Anwendungen, mehreren Benutzerkonten und gewachsenen Ordnerstrukturen spart Umzugssoftware dagegen viel Zeit.</p>



<h2 class="wp-block-heading">Tipp: Mailkonten auf den neuen PC umziehen</h2>



<p>Eine Windows-Neuinstallation oder ein neuer PC sind ein guter Anlass, auch das Mailprogramm zu überdenken – etwa eM Client, Thunderbird oder Outlook. Am einfachsten gelingt der Umzug, wenn Ihre Mailkonten bereits per IMAP eingerichtet sind. Bei IMAP bleiben die Nachrichten auf dem Server Ihres Mailproviders gespeichert und werden nur mit dem jeweiligen Gerät synchronisiert.</p>



<p>Der Vorteil: Sie greifen mit PC, Notebook, Smartphone oder Webmailer auf denselben Mailbestand zu. Für den Umzug richten Sie das Konto im Mailprogramm auf dem neuen Windows-PC einfach erneut ein. Dazu starten Sie den Einrichtungsassistenten, geben E-Mail-Adresse und Passwort ein und warten anschließend, bis das Programm alle Nachrichten synchronisiert hat. Je nach Postfachgröße und Internetverbindung kann das einige Zeit dauern.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure data-wp-context='{"imageId":"6a5c8db0d7007"}' data-wp-interactive="core/image" class="wp-block-image size-full wp-lightbox-container"><img decoding="async" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on-async--click="actions.showLightbox" data-wp-on-async--load="callbacks.setButtonStyles" data-wp-on-async-window--resize="callbacks.setButtonStyles" src="https://b2c-contenthub.com/wp-content/uploads/2026/06/Mailstore-Home-export-IMAP-Konto.png" alt="Mailstore Home export IMAP-Konto" class="wp-image-3178966" width="1024" height="574" loading="lazy"><button class="lightbox-trigger" type="button" aria-haspopup="dialog" aria-label="Enlarge" data-wp-init="callbacks.initTriggerButton" data-wp-on-async--click="actions.showLightbox" data-wp-style--right="state.imageButtonRight" data-wp-style--top="state.imageButtonTop">
				<svg xmlns="http://www.w3.org/2000/svg" width="12" height="12" fill="none" viewbox="0 0 12 12">
					<path fill="#fff" d="M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z"></path>
				</svg>
			</button></figure><p class="imageCredit">Christoph Hoffmann</p></div>



<p>Aufwendiger wird es, wenn Sie Ihre Mails bisher per POP3 abrufen. In diesem Fall liegen viele Nachrichten oft nur lokal auf dem alten Rechner. Dann sollten Sie das Postfach vor dem Wechsel sichern. Dafür eignet sich etwa <a href="https://www.pcwelt.de/article/1143948/e-mails-verwalten-mailstore-home.html">MailStore Home</a>, das für die private Nutzung kostenlos ist. Das Programm archiviert lokale Mailbestände und kann sie anschließend wieder exportieren.</p>



<p>Erstellen Sie zunächst auf dem alten PC mit MailStore Home ein Backup Ihres POP3-Postfachs und sichern Sie dieses auf einem externen Datenträger. Auf dem neuen PC installieren Sie Ihr Mailprogramm sowie MailStore Home. Dort laden Sie die Sicherung und exportieren die Nachrichten über „E-Mails exportieren“ in ein IMAP-Postfach.</p>



<p>Damit wandern die bisher nur lokal gespeicherten Mails auf den Server Ihres Providers. Anschließend stehen sie nicht nur auf dem neuen Windows-PC, sondern auch auf Smartphone, Tablet und im Webmailer synchron zur Verfügung. </p>



<p>Der Wechsel von POP3 zu IMAP lohnt sich daher besonders, wenn Sie Ihre E-Mails künftig auf mehreren Geräten nutzen möchten.</p>



<h2 class="wp-block-heading">Vor dem Umzug: Das sollten Sie beachten</h2>



<p>Unabhängig vom gewählten Programm sollten Sie vorab ein vollständiges Backup Ihrer wichtigen Daten auf einem externen Datenträger anlegen. Geht beim Transfer etwas schief, haben Sie eine unabhängige Kopie zur Hand.</p>



<p>Notieren Sie außerdem Lizenzschlüssel kostenpflichtiger Programme. Kostenlose Tools wie <a href="https://www.nirsoft.net/utils/product_cd_key_viewer.html" target="_blank" rel="noreferrer noopener">ProduKey </a>können gespeicherte Produktschlüssel auslesen, ersetzen aber keine vollständige Lizenzverwaltung – prüfen Sie daher zusätzlich die Kundenkonten der jeweiligen Softwareanbieter.</p>



<p>Manche Anwendungen verlangen nach dem Umzug eine erneute Aktivierung. Bei Programmen mit Gerätebindung kann es nötig sein, die Lizenz auf dem alten PC vorher zu deaktivieren oder im Kundenkonto freizugeben.</p>



<p>Bei Microsoft Office hängt der Aufwand von der Lizenz ab. Ein Microsoft-365-Abo oder eine an das Microsoft-Konto gebundene Office-Lizenz richten Sie auf dem neuen PC meist einfach erneut über das Konto ein. Ältere Einzelplatzlizenzen ohne Kontobindung können komplizierter sein.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure data-wp-context='{"imageId":"6a5c8db0d795e"}' data-wp-interactive="core/image" class="wp-block-image size-large wp-lightbox-container"><img decoding="async" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on-async--click="actions.showLightbox" data-wp-on-async--load="callbacks.setButtonStyles" data-wp-on-async-window--resize="callbacks.setButtonStyles" src="https://b2c-contenthub.com/wp-content/uploads/2026/06/Office365-Konto-Info.png?w=1200" alt="Office365 Konto-Info" class="wp-image-3178971" width="1200" height="581" loading="lazy"><button class="lightbox-trigger" type="button" aria-haspopup="dialog" aria-label="Enlarge" data-wp-init="callbacks.initTriggerButton" data-wp-on-async--click="actions.showLightbox" data-wp-style--right="state.imageButtonRight" data-wp-style--top="state.imageButtonTop">
				<svg xmlns="http://www.w3.org/2000/svg" width="12" height="12" fill="none" viewbox="0 0 12 12">
					<path fill="#fff" d="M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z"></path>
				</svg>
			</button></figure><p class="imageCredit">Christoph Hoffmann</p></div>



<p>Prüfen Sie überdies, ob alle wichtigen Programme unter Windows 11 laufen. Sehr alte Tools, Spezialsoftware, Treiberpakete, Scanner-Software oder ältere VPN-Clients können Probleme verursachen. Hier ist eine Neuinstallation oft sauberer als eine blinde Übernahme.</p>



<p><strong>Wichtiger Vorab-Tipp:</strong> Deinstallieren Sie auf dem alten PC vor dem Umzug alte Druckertreiber oder tief ins System eingreifende Software (wie Antivirenprogramme von Drittanbietern). Solche Systemkomponenten werden von Umzugsprogrammen manchmal fälschlicherweise mitkopiert und können das neue Windows 11-System instabil machen.</p>



<p>Planen Sie für einen gut gefüllten PC genügend Zeit ein. Je nach Datenmenge dauert die Übertragung von einer bis zu mehreren Stunden.</p>



<p>Nach dem Umzug sollten Sie Windows Update ausführen, Programme starten, Drucker prüfen, Cloud-Synchronisierung kontrollieren und wichtige Dateien stichprobenartig öffnen.</p>



<div class="wp-block-idg-base-theme-faq-block faq-block"><h2 class="faq-block-title"> FAQ </h2><hr class="block-horizotal-divider">
<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">1.</span>
<h3 class="wp-block-heading"><strong>Kann ich Programme einfach vom alten PC auf den neuen kopieren?</strong></h3>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p>Nein, in der Regel reicht das Kopieren des Programmordners nicht aus. Viele Anwendungen legen Einträge in der Windows-Registry an, speichern Lizenzdaten an anderen Stellen oder installieren zusätzliche Komponenten. Deshalb müssen Programme entweder neu installiert oder mit spezieller Umzugssoftware übertragen werden.</p>
</div>
</div></div>



<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">2.</span>
<h3 class="wp-block-heading"><strong>Was ist besser: Umzugssoftware oder Neuinstallation?</strong></h3>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p>Das hängt vom Zustand des alten PCs ab. Ist das System gut gepflegt und sollen viele Programme mitkommen, spart Umzugssoftware viel Zeit. Ist der alte Rechner dagegen über Jahre langsam, unübersichtlich oder fehleranfällig geworden, ist eine saubere Neuinstallation oft die bessere Wahl. Dann übernehmen Sie nur Daten und installieren Programme gezielt neu.</p>
</div>
</div></div>



<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">3.</span>
<h3 class="wp-block-heading"><strong>Werden auch Passwörter und Browserdaten übertragen?</strong></h3>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p>Teilweise. Browserdaten wie Lesezeichen, Verlauf und Erweiterungen lassen sich meist über das jeweilige Browserkonto synchronisieren, etwa bei Edge, Chrome oder Firefox. Gespeicherte Passwörter sollten Sie vor dem Umzug prüfen und am besten zusätzlich in einem Passwortmanager sichern. Verlassen Sie sich nicht ausschließlich darauf, dass eine Umzugssoftware alle Zugangsdaten vollständig übernimmt.</p>
</div>
</div></div>



<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">4.</span>
<h3 class="wp-block-heading"><strong>Muss der alte PC während des Umzugs weiter funktionieren?</strong></h3>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p>Für den direkten Transfer über das Netzwerk ja. Beide Rechner müssen eingeschaltet und erreichbar sein. Alternativ können einige Programme ein Umzugsabbild auf einer externen Festplatte erstellen. Das ist praktisch, wenn der neue PC noch nicht bereitsteht oder der alte Rechner nur noch eingeschränkt nutzbar ist.</p>
</div>
</div></div>



<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">5.</span>
<h3 class="wp-block-heading"><strong>Was sollte ich nach dem Umzug zuerst prüfen?</strong></h3>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p>Starten Sie den neuen PC neu und führen Sie Windows Update aus. Danach sollten Sie wichtige Programme öffnen, Lizenzaktivierungen kontrollieren, Drucker und Scanner testen, Mailkonten prüfen und sicherstellen, dass Cloud-Dienste wie OneDrive vollständig synchronisieren. Öffnen Sie außerdem stichprobenartig wichtige Dokumente, Bilder und Projektordner.</p>
</div>
</div></div>
</div>



<p></p>



<p></p>

</div>]]></content:encoded>
</item>
<item>
<title><![CDATA[Mini-PC aufrüsten: Was möglich ist und was sich lohnt]]></title>
<description><![CDATA[Mini-PCs sind längst mehr als einfache Office-Rechner. Sie stehen auf dem Schreibtisch, hinter dem Monitor, im Wohnzimmer oder im Heimlabor und übernehmen dort Aufgaben, für die früher ein großer Desktop-PC nötig war. Genau deshalb lohnt sich der Blick ins Innere: Wer RAM, SSD, WLAN und Anschlüss...]]></description>
<link>https://tsecurity.de/de/3679030/windows-tipps/mini-pc-aufruesten-was-moeglich-ist-und-was-sich-lohnt/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3679030/windows-tipps/mini-pc-aufruesten-was-moeglich-ist-und-was-sich-lohnt/</guid>
<pubDate>Sun, 19 Jul 2026 09:10:02 +0200</pubDate>
<category>🪟 Windows Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p>Mini-PCs sind längst mehr als einfache Office-Rechner. Sie stehen auf dem Schreibtisch, hinter dem Monitor, im Wohnzimmer oder im Heimlabor und übernehmen dort Aufgaben, für die früher ein großer Desktop-PC nötig war. Genau deshalb lohnt sich der Blick ins Innere: Wer RAM, SSD, WLAN und Anschlüsse vor dem Kauf richtig einschätzt, kann ein kompaktes System später gezielt erweitern statt vorschnell ersetzen.</p>



<p>Der Spielraum ist allerdings kleiner als bei klassischen Tower-PCs. Kompakte Gehäuse, verlötete Bauteile und enge Kühlsysteme setzen klare Grenzen. Trotzdem können RAM, SSD, WLAN-Modul oder externe Grafiklösung den Unterschied machen – zwischen einem Mini-PC, der nur knapp ausreicht, und einem System, das noch mehrere Jahre sinnvoll nutzbar bleibt.</p>



<h2 class="wp-block-heading">Was sich überhaupt aufrüsten lässt</h2>



<p>Drei Komponenten sind in den meisten Mini-PCs zugänglich: Arbeitsspeicher, SSD und das WLAN-Modul. Eine externe Grafikkarte kommt als vierte Option hinzu, sofern der passende Anschluss vorhanden ist. Prozessor und integrierte Grafik bleiben außen vor. Sie sind fest verlötet. Wer das vorher weiß, spart sich Enttäuschungen.</p>



<p>Wie groß die Unterschiede ausfallen können, zeigt der <a href="https://www.pcwelt.de/article/2966291/sapphire-edge-ai-370-test.html" target="_blank" rel="noreferrer noopener">Sapphire Edge AI 370</a> als positives Beispiel. Der Mini-PC nutzt austauschbare DDR5-SO-DIMMs statt verlötetem LPDDR-Speicher und unterstützt bis zu 96 GB RAM. Auch die SSDs sind gut erreichbar: Der magnetisch befestigte Deckel lässt sich ohne Werkzeug abnehmen, darunter liegen die wichtigsten Komponenten direkt zugänglich. Für Käufer, die später aufrüsten wollen, ist eine solche Bauweise ein klarer Vorteil.</p>



<h2 class="wp-block-heading">Arbeitsspeicher: der erste Griff</h2>



<p>Der RAM ist die naheliegendste Maßnahme. In vielen Mini-PCs stecken SO-DIMM-Riegel in einem Sockel, wie man sie aus dem Notebook kennt. Oft reichen ein Schraubendreher und wenige Minuten. Je nach Gehäuse können aber zusätzliche Abdeckungen, Clips oder verklebte Füße den Zugriff erschweren.</p>



<p>Aktuelle Geräte nutzen DDR5, ältere DDR4. Die beiden Generationen sind nicht kompatibel, die Kerbe sitzt an anderer Stelle.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure data-wp-context='{"imageId":"6a5c7833cb865"}' data-wp-interactive="core/image" class="wp-block-image size-large wp-lightbox-container"><img decoding="async" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on-async--click="actions.showLightbox" data-wp-on-async--load="callbacks.setButtonStyles" data-wp-on-async-window--resize="callbacks.setButtonStyles" src="https://b2c-contenthub.com/wp-content/uploads/2025/11/Test-SAPPHIRE-EDGE-AI-370-Aufrustung.jpg?quality=50&amp;strip=all&amp;w=1200" alt="Test SAPPHIRE EDGE AI 370 - Aufrüstung" class="wp-image-2966297" width="1200" height="900" loading="lazy"><button class="lightbox-trigger" type="button" aria-haspopup="dialog" aria-label="Enlarge" data-wp-init="callbacks.initTriggerButton" data-wp-on-async--click="actions.showLightbox" data-wp-style--right="state.imageButtonRight" data-wp-style--top="state.imageButtonTop">
				<svg xmlns="http://www.w3.org/2000/svg" width="12" height="12" fill="none" viewbox="0 0 12 12">
					<path fill="#fff" d="M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z"></path>
				</svg>
			</button></figure><p class="imageCredit">Christoph Hoffmann</p></div>



<p>Zwei Punkte entscheiden über den Erfolg: Erstens die maximale Kapazität, die das Board adressiert. Steht im Datenblatt 64 GB, sollte man ein größeres Kit nicht einplanen. In Einzelfällen kann mehr Speicher funktionieren, garantiert ist das aber nicht. Zweitens der Dual-Channel-Betrieb. Zwei gleiche Riegel liefern mehr Tempo als ein einzelner, was sich gerade bei der integrierten Grafik bemerkbar macht.</p>



<p>Vorsicht bei besonders flachen Modellen: LPDDR5 oder LPDDR5X sitzt meist fest auf der Platine, ein Tausch ist ausgeschlossen. LPCAMM2 könnte das künftig ändern, weil LPDDR-Speicher damit als steckbares Modul ausgeführt wird. In Mini-PCs ist das aber noch nicht der Normalfall. Wer später aufrüsten will, sollte deshalb vor dem Kauf ausdrücklich nach SO-DIMM- oder LPCAMM2-Steckplätzen suchen.</p>



<h2 class="wp-block-heading">SSD: mehr Platz, mehr Tempo</h2>



<p>Die zweite lohnende Maßnahme betrifft die SSD. Hersteller sparen hier gern an zwei Fronten: an Kapazität und an Tempo. 512 GB sind schnell voll. Viele Mini-PCs bieten einen M.2-2280-Steckplatz für eine NVMe-SSD, manche zwei oder drei. Geräte wie der GMKtec K12 bringen drei M.2-Slots mit – Raum genug, um Windows und Daten zu trennen.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure data-wp-context='{"imageId":"6a5c7833cbe9f"}' data-wp-interactive="core/image" class="wp-block-image size-large wp-lightbox-container"><img decoding="async" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on-async--click="actions.showLightbox" data-wp-on-async--load="callbacks.setButtonStyles" data-wp-on-async-window--resize="callbacks.setButtonStyles" src="https://b2c-contenthub.com/wp-content/uploads/2025/08/Geekom-A9-Max-SSD.jpg?quality=50&amp;strip=all&amp;w=1200" alt="Geekom A9 Max - SSD" class="wp-image-2883325" width="1200" height="900" loading="lazy"><button class="lightbox-trigger" type="button" aria-haspopup="dialog" aria-label="Enlarge" data-wp-init="callbacks.initTriggerButton" data-wp-on-async--click="actions.showLightbox" data-wp-style--right="state.imageButtonRight" data-wp-style--top="state.imageButtonTop">
				<svg xmlns="http://www.w3.org/2000/svg" width="12" height="12" fill="none" viewbox="0 0 12 12">
					<path fill="#fff" d="M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z"></path>
				</svg>
			</button></figure><p class="imageCredit">Christoph Hoffmann</p></div>



<p>Achten Sie auf die PCIe-Generation. Neue Modelle unterstützen teils PCIe 5.0, die meisten PCIe 4.0. Eine schnellere SSD läuft auch in einem langsameren Slot, dann eben gedrosselt. Ein zweiter Steckplatz lässt sich für ein reines Datenlaufwerk nutzen, ohne das System anzutasten. Wer nur ein kleindimensioniertes Laufwerk vorfindet, sichert seine Daten, klont die alte SSD vor dem Tausch oder setzt Windows neu auf.</p>



<p>Wichtig ist außerdem die Bauhöhe. In manchen Mini-PCs bleibt wenig Platz für SSDs mit hohem Kühlkörper. Oft passt nur ein dünnes Wärmeleitpad, nicht aber ein hoher SSD-Kühlkörper. Eine sehr schnelle PCIe-5.0-SSD bringt wenig, wenn sie im engen Gehäuse wegen Hitze schnell drosselt.</p>



<h2 class="wp-block-heading">Praxis-Tipp: Vorsicht bei WLAN-Antennen</h2>



<p>Beim Öffnen mancher Mini-PCs ist Vorsicht geboten. Innenliegende Metallabdeckungen führen die WLAN-Antennenkabel teils sehr knapp an der WLAN-Karte vorbei. Wer RAM oder SSD tauscht, kann beim Abheben der Abdeckung versehentlich das schwarze und graue Antennenkabel lösen. Danach funktionieren WLAN und Bluetooth nicht mehr zuverlässig oder gar nicht. In unserem Test des <a href="https://www.pcwelt.de/article/2883309/geekom-a9-max-test.html" target="_blank" rel="noreferrer noopener">Geekom A9 Max</a> zeigte sich genau dieses Risiko.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure data-wp-context='{"imageId":"6a5c7833cc44e"}' data-wp-interactive="core/image" class="wp-block-image size-large wp-lightbox-container"><img decoding="async" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on-async--click="actions.showLightbox" data-wp-on-async--load="callbacks.setButtonStyles" data-wp-on-async-window--resize="callbacks.setButtonStyles" src="https://b2c-contenthub.com/wp-content/uploads/2025/09/Test-GEEKOM-A9-Max-Antennenkabel-rotated.jpg?quality=50&amp;strip=all&amp;w=900" alt="Test GEEKOM A9 Max - Antennenkabel" class="wp-image-2894968" width="900" height="1200" loading="lazy"><button class="lightbox-trigger" type="button" aria-haspopup="dialog" aria-label="Enlarge" data-wp-init="callbacks.initTriggerButton" data-wp-on-async--click="actions.showLightbox" data-wp-style--right="state.imageButtonRight" data-wp-style--top="state.imageButtonTop">
				<svg xmlns="http://www.w3.org/2000/svg" width="12" height="12" fill="none" viewbox="0 0 12 12">
					<path fill="#fff" d="M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z"></path>
				</svg>
			</button></figure><p class="imageCredit">Christoph Hoffmann</p></div>



<p>Ziehen Sie Abdeckungen deshalb nie ruckartig ab. Prüfen Sie zuerst, ob Antennenkabel mit Klebestreifen fixiert sind, und lösen Sie diese vorsichtig. Falls die Kabel bereits abgezogen sind, müssen sie wieder auf die WLAN-Karte gesteckt werden: Schwarz gehört meist auf „Main“, Grau auf „AUX“. Oft sitzt die WLAN-Karte unter der M.2-SSD, sodass die SSD vorübergehend ausgebaut werden muss.</p>



<h2 class="wp-block-heading">WLAN-Modul: der Sprung auf Wi-Fi 7</h2>



<p>Das WLAN-Modul ist das unscheinbare Upgrade. In vielen Mini-PCs sitzt es als kleine M.2-2230-Karte unter einer Abdeckung und lässt sich gegen ein neueres Modell tauschen. Vor dem Kauf sollten Sie aber prüfen, ob Antennenanschlüsse, Bauform, Anbindung und Treiber passen.</p>



<p>Der Wechsel von Wi-Fi 5 oder Wi-Fi 6 auf Wi-Fi 7 bringt mehr Durchsatz und Bluetooth in aktueller Version. Spürbar wird der Nutzen aber nur, wenn auch der Router mitspielt. Für Geräte am Netzwerkkabel lohnt der Tausch kaum.</p>



<h2 class="wp-block-heading">Externe Grafikkarte: OCuLink hat Leistungsvorteile</h2>



<p>Den deutlichsten Sprung bringt eine externe Grafikkarte. Mini-PCs setzen auf integrierte Grafik, die für Office und Filme genügt, beim Spielen aber an Grenzen stößt. Eine eGPU schließt die Lücke. Sie steckt in einem Gehäuse mit eigenem Netzteil und verbindet sich per Kabel mit dem Rechner.</p>



<p>Der Anschluss entscheidet über das Ergebnis. OCuLink führt die PCIe-Leitungen direkt nach außen und verliert deshalb nur wenig Leistung. Bei PCIe 4.0 x4 stehen 64 Gbit/s zur Verfügung. Je nach Grafikkarte, Spiel, Auflösung und Dock liegt der Leistungsverlust oft grob bei 3 bis 7 Prozent.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure data-wp-context='{"imageId":"6a5c7833ccbf0"}' data-wp-interactive="core/image" class="wp-block-image size-large wp-lightbox-container"><img decoding="async" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on-async--click="actions.showLightbox" data-wp-on-async--load="callbacks.setButtonStyles" data-wp-on-async-window--resize="callbacks.setButtonStyles" src="https://b2c-contenthub.com/wp-content/uploads/2026/04/Framework-Oculink-eGPU-dev-kit.png?w=1200" alt="Framework Oculink external GPU dev kit" class="wp-image-3120744" width="1200" height="900" loading="lazy"><button class="lightbox-trigger" type="button" aria-haspopup="dialog" aria-label="Enlarge" data-wp-init="callbacks.initTriggerButton" data-wp-on-async--click="actions.showLightbox" data-wp-style--right="state.imageButtonRight" data-wp-style--top="state.imageButtonTop">
				<svg xmlns="http://www.w3.org/2000/svg" width="12" height="12" fill="none" viewbox="0 0 12 12">
					<path fill="#fff" d="M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z"></path>
				</svg>
			</button></figure><p class="imageCredit">Mark Hachman / Foundry</p></div>



<p>USB4 und Thunderbolt sind flexibler, bremsen eine externe Grafikkarte aber meist stärker aus. Thunderbolt 5 und USB4 v2 bieten deutlich mehr Bandbreite als Thunderbolt 4 oder klassisches USB4, trotzdem hängt der Leistungsverlust stark von Dock, Grafikkarte, Spiel und Auflösung ab.</p>



<p>Als grobe Orientierung gilt: OCuLink liegt häufig im niedrigen einstelligen Prozentbereich, Thunderbolt 4 und USB4 können je nach Szenario deutlich mehr Leistung kosten. Ein verbreiteter Irrtum bleibt daher: Ein USB4-Port allein macht noch keinen guten eGPU-Host.</p>



<p>Ein Nachteil bleibt: OCuLink kennt kein Hot-Plug. Zum Verbinden oder Trennen muss der Rechner heruntergefahren werden. Und günstig ist das Setup nicht: Gehäuse, Grafikkarte und ein passendes Netzteil summieren sich. Wer ohnehin am Schreibtisch bleibt, fährt mit einem kompakten Desktop oft preiswerter.</p>



<h2 class="wp-block-heading">Kühlung und Wärmeleitpaste</h2>



<p>Ein Mini-PC lebt von kompakter Bauweise. Das hat seinen Preis bei der Kühlung. Wer das Gehäuse ohnehin geöffnet hat, kann die Wärmeleitpaste erneuern. Bei älteren Geräten bringt das ein paar Grad weniger und einen ruhigeren Lüfter. Ein Pflichtprogramm ist es nicht. Wer sich unsicher fühlt, lässt die Finger davon. Wer zu viel Wärmeleitpaste verwendet oder Bauteile beim Zerlegen beschädigt, schafft schnell mehr Probleme, als er löst.</p>



<h2 class="wp-block-heading">Betriebssystem und BIOS</h2>



<p>Auch ohne neue Hardware lässt sich Tempo gewinnen. Ein aktuelles BIOS behebt Fehler und gibt manchmal höhere RAM-Taktraten frei. Vor dem Update sollten Sie aber das exakte Modell prüfen, die Herstellerhinweise lesen und den Vorgang nicht bei instabiler Stromversorgung starten.</p>



<p>Wer Windows als Bremse empfindet, kann ein schlankes Linux installieren. Das weckt gerade ältere Mini-PCs neu auf. Beides kostet kein zusätzliches Geld, verlangt aber Vorbereitung und etwas Zeit.</p>



<figure class="wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio"><div class="wp-block-embed__wrapper">

</div></figure>



<h2 class="wp-block-heading">Wo die Grenzen liegen</h2>



<p>Drei Dinge bleiben bei den meisten Mini-PCs praktisch ausgeschlossen. Der Prozessor ist verlötet und nicht zu tauschen. Die integrierte Grafik hängt am Prozessor und teilt sein Schicksal. Und die maximale RAM-Kapazität legt das Board fest, nicht der gute Wille. Wer an diese Wände stößt, steht vor der Frage nach einem neuen Gerät – nicht vor einem Upgrade.</p>



<h2 class="wp-block-heading">Was sich lohnt – und was nicht</h2>



<p>Unterm Strich zeichnet sich eine klare Rangfolge ab. Mehr RAM bringt für wenig Geld viel und bleibt der erste Griff, sofern ein Sockel verbaut ist. Eine größere oder schnellere SSD schafft Platz und Reserven. Das WLAN-Modul lohnt sich nur mit passender Gegenstelle. Eine eGPU kann den Mini-PC deutlich spieletauglicher machen, verlangt aber Anschluss, Geld und einen festen Platz. Prozessor und Grafikeinheit können nicht angerührt werden.</p>



<p>Der wichtigste Schritt steht vor dem Kauf: Wer später aufrüsten will, prüft Sockel, Steckplätze und Anschlüsse im Datenblatt. Ein Mini-PC mit zwei RAM-Slots, zusätzlichem M.2-Steckplatz und OCuLink-Port lässt viele Aufrüstoptionen offen. Ein flaches Modell mit verlötetem Speicher bleibt dagegen weitgehend auf dem Stand des ersten Tages.</p>



<div class="wp-block-idg-base-theme-faq-block faq-block"><h2 class="faq-block-title"> FAQ </h2><hr class="block-horizotal-divider">
<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">1.</span>
<h3 class="wp-block-heading"><strong>Kann man jeden Mini-PC aufrüsten?</strong></h3>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p>Nein. Viele Mini-PCs erlauben den Tausch von RAM, SSD oder WLAN-Modul. Sehr flache Modelle haben den Arbeitsspeicher aber oft verlötet oder erschweren den Zugriff auf einzelne Komponenten.</p>
</div>
</div></div>



<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">2.</span>
<h3 class="wp-block-heading"><strong>Was bringt bei Mini-PCs am meisten?</strong></h3>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p>Meist lohnt zuerst mehr Arbeitsspeicher. Danach folgt eine größere oder schnellere SSD. Beides verbessert Alltagstempo, Multitasking und Reserven deutlich.</p>
</div>
</div></div>



<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">3.</span>
<h3 class="wp-block-heading"><strong>Kann man den Prozessor tauschen?</strong></h3>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p>In der Regel nicht. Prozessor und integrierte Grafik sind bei Mini-PCs fast immer fest verlötet. Ein CPU-Upgrade ist daher praktisch ausgeschlossen.</p>
</div>
</div></div>



<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">4.</span>
<h3 class="wp-block-heading"><strong>Ist eine externe Grafikkarte sinnvoll?</strong></h3>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p>Ja, aber nur mit passendem Anschluss und realistischem Budget. OCuLink liefert meist die bessere eGPU-Leistung, USB4 und Thunderbolt sind dafür flexibler. Ein eGPU-Gehäuse, Netzteil und Grafikkarte machen das Setup aber teuer.</p>
</div>
</div></div>



<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">5.</span>
<h3 class="wp-block-heading"><strong>Lohnt sich ein WLAN-Upgrade?</strong></h3>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p>Nur, wenn auch der Router den neuen Standard unterstützt. Wer den Mini-PC per LAN-Kabel nutzt, profitiert von einem neuen WLAN-Modul kaum.</p>
</div>
</div></div>



<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">6.</span>
<h3 class="wp-block-heading"><strong>Worauf sollte man vor dem Kauf achten?</strong></h3>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p>Wichtig sind RAM-Slots, ein zusätzlicher M.2-Steckplatz, Platz für SSDs ohne hohen Kühlkörper, ein tauschbares WLAN-Modul und bei eGPU-Plänen ein ausgewiesener OCuLink-Anschluss.</p>
</div>
</div></div>
</div>

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<title><![CDATA[Apple has banned home service content on upcoming Maps ads]]></title>
<description><![CDATA[The company may be trying to save ad space for local businesses.]]></description>
<link>https://tsecurity.de/de/3678387/it-nachrichten/apple-has-banned-home-service-content-on-upcoming-maps-ads/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3678387/it-nachrichten/apple-has-banned-home-service-content-on-upcoming-maps-ads/</guid>
<pubDate>Sat, 18 Jul 2026 20:32:34 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The company may be trying to save ad space for local businesses.]]></content:encoded>
</item>
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<title><![CDATA[Union Fights Microsoft Over Layoffs at Game Studios]]></title>
<description><![CDATA[Thursday the union that helped organize thousands of workers across numerous Microsoft-owned video game studios filed unfair labor complaints against Microsoft over the layoffs of 1,600 employees. The gaming news site Aftermath says the complaints allege unlawful action:


"Xbox management is req...]]></description>
<link>https://tsecurity.de/de/3678232/it-security-nachrichten/union-fights-microsoft-over-layoffs-at-game-studios/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3678232/it-security-nachrichten/union-fights-microsoft-over-layoffs-at-game-studios/</guid>
<pubDate>Sat, 18 Jul 2026 18:40:26 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Thursday the union that helped organize thousands of workers across numerous Microsoft-owned video game studios filed unfair labor complaints against Microsoft over the layoffs of 1,600 employees. The gaming news site Aftermath says the complaints allege unlawful action:


"Xbox management is required to bargain with the union over the decision of layoffs prior to implementing them during the status quo period, and we are pursuing every available avenue to protect our members," a Communications Workers of America spokesperson said in a statement to Aftermath... Speaking to Game Developer, CWA Canada president Carmel Smyth elaborated on the unions' misgivings... "Basically the employer cannot arbitrarily change working conditions while it is engaged in negotiating with the union. We will continue to file legal challenges if necessary, and do all we can to defend the rights of Bethesda Game Studios workers...." 

"I'm very proud of the hard work the bargaining committees and CWA staff have put in to evaluate the legality of how the layoffs were conducted," a current id Software employee and union member told Aftermath. "It's important, even for the world's largest and most profitable companies, that there are consequences for violating federal labor law. If we hadn't explored this avenue to hold Microsoft accountable, it would be a sign to all other game executives that they can break the law and get away with it." 

Legal action is just one part of unions' larger effort to hold Microsoft accountable for its decision to lay off thousands of workers. This week, CWA also hosted a series of "Save Our Devs" demonstrations outside the offices of affected studios like Zenimax, id Software, Bethesda, and Obsidian.

<p></p><div class="share_submission">
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</div><p><a href="https://games.slashdot.org/story/26/07/18/0723247/union-fights-microsoft-over-layoffs-at-game-studios?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[Tell Stories. Save the World. (emf2026)]]></title>
<description><![CDATA[Stories shape the future.

The stories we grow up with influence what we believe is possible, who we think we’re allowed to become, and what kind of world we imagine ourselves living in. But storytelling isn’t limited to books, films, or television.

Every interface tells a story. Every layout nu...]]></description>
<link>https://tsecurity.de/de/3678229/it-security-video/tell-stories-save-the-world-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3678229/it-security-video/tell-stories-save-the-world-emf2026/</guid>
<pubDate>Sat, 18 Jul 2026 18:34:30 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Stories shape the future.

The stories we grow up with influence what we believe is possible, who we think we’re allowed to become, and what kind of world we imagine ourselves living in. But storytelling isn’t limited to books, films, or television.

Every interface tells a story. Every layout nudges human behaviour. Every hack provokes a reaction. Everything we build changes the way people experience the world around them.

This talk explores the hidden power of narrative in art, technology, design, and hacker culture. Drawing on everything from representation and role models to UX and science fiction, Kestral Gaian argues that everyone building anything is already basically Shakespeare.

Because if stories shape what people believe is possible, then telling better ones might be one of the most powerful hacks we have.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/162-tell-stories-save-the-world]]></content:encoded>
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<title><![CDATA[Google-Backed Satellites For Wildfire Detection Launch As Smoke Chokes US, Canada]]></title>
<description><![CDATA[An anonymous reader quotes a report from Ars Technica: As smoke from hundreds of burning wildfires spread across Canada and the United States, the first three operational satellites in the Google-backed FireSat program successfully launched into orbit. The satellites will begin providing wildfire...]]></description>
<link>https://tsecurity.de/de/3677874/it-security-nachrichten/google-backed-satellites-for-wildfire-detection-launch-as-smoke-chokes-us-canada/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677874/it-security-nachrichten/google-backed-satellites-for-wildfire-detection-launch-as-smoke-chokes-us-canada/</guid>
<pubDate>Sat, 18 Jul 2026 13:08:19 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[An anonymous reader quotes a report from Ars Technica: As smoke from hundreds of burning wildfires spread across Canada and the United States, the first three operational satellites in the Google-backed FireSat program successfully launched into orbit. The satellites will begin providing wildfire detection capable of spotting even small fires in the United States, Australia, and Europe before the end of the year. The launch of the microsatellites aboard a SpaceX Falcon 9 rocket from Vandenberg Space Force Base in California on July 7, 2026 marks a transition to "initial operational capability" for the FireSat constellation managed by the nonprofit Earth Fire Alliance. After a three-month testing period, the three satellites will begin actively providing data to fire agencies while covering every fire-prone region on Earth at least twice per day.
 
FireSat represents the first satellite constellation purpose-built for detecting wildfires, including spotting smaller fires that other satellites may miss. The satellites were designed by California-based satellite manufacturer Muon Space and have received over $15 million from Google to support initial deployment. Other notable financial supporters include the Bezos Earth Fund that committed $26 million. Each satellite is equipped with multispectral imaging that can peer through smoke and clouds and detect fires as small as five by five meters -- about 16 by 16 feet. That capability was proven by a FireSat Protoflight satellite that launched in March 2025 and collected more than one million images, while showing it could detect low-intensity blazes invisible to existing satellites.
 
The "early adopter" organizations that will start using FireSat data this year include fire agencies in California, Colorado, Australia, and Portugal. As more satellites launch, the FireSat program aims to provide the latest imagery anywhere in the world on an hourly basis by 2029. Such imagery would eventually become available every 20 minutes once the full constellation of more than 50 satellites is launched by the early 2030s. Detection of small wildfires before they burn out of control could prove extremely helpful. The Earth Fire Alliance has projected that even an hourly revisit rate by the FireSat constellation could help save more than $1 billion in fire damage costs and prevent nearly 22 million tons of carbon emissions, along with protecting 3,500 homes and 1.3 million acres of land.
 
To assist with that capability, Google Research plans to use the company's AI models to compare operational FireSat data with historical images in order to accurately identify very small fires and to inform predictive modeling of wildfires. Google celebrated the launch of the first operational FireSat satellites by describing the event as "another tangible step forward in putting practical AI to work for climate resilience."<p></p><div class="share_submission">
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</div><p><a href="https://news.slashdot.org/story/26/07/18/0436243/google-backed-satellites-for-wildfire-detection-launch-as-smoke-chokes-us-canada?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[CVE-2026-49867 | DataEase up to 2.10.22 Template Management save saveFilesToServe staticResource cross site scripting (EUVD-2026-44786)]]></title>
<description><![CDATA[A vulnerability identified as problematic has been detected in DataEase up to 2.10.22. Impacted is the function saveFilesToServe of the file /de2api/templateManage/save of the component Template Management. Performing a manipulation of the argument staticResource results in cross site scripting.
...]]></description>
<link>https://tsecurity.de/de/3677631/sicherheitsluecken/cve-2026-49867-dataease-up-to-21022-template-management-save-savefilestoserve-staticresource-cross-site-scripting-euvd-2026-44786/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677631/sicherheitsluecken/cve-2026-49867-dataease-up-to-21022-template-management-save-savefilestoserve-staticresource-cross-site-scripting-euvd-2026-44786/</guid>
<pubDate>Sat, 18 Jul 2026 09:38:56 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A vulnerability identified as <a href="https://vuldb.com/kb/risk">problematic</a> has been detected in <a href="https://vuldb.com/product/dataease">DataEase up to 2.10.22</a>. Impacted is the function <code>saveFilesToServe</code> of the file <em>/de2api/templateManage/save</em> of the component <em>Template Management</em>. Performing a manipulation of the argument <em>staticResource</em> results in cross site scripting.

This vulnerability is known as <a href="https://vuldb.com/cve/CVE-2026-49867">CVE-2026-49867</a>. Remote exploitation of the attack is possible. No exploit is available.]]></content:encoded>
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<title><![CDATA[CVE-2026-45419 | DataEase up to 2.10.22 Template Manage save staticResource name path traversal (EUVD-2026-44777)]]></title>
<description><![CDATA[A vulnerability was found in DataEase up to 2.10.22. It has been rated as critical. Affected by this vulnerability is the function Save of the file /de2api/templateManage/save of the component Template Manage. The manipulation of the argument staticResource name leads to path traversal.

This vul...]]></description>
<link>https://tsecurity.de/de/3677624/sicherheitsluecken/cve-2026-45419-dataease-up-to-21022-template-manage-save-staticresource-name-path-traversal-euvd-2026-44777/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677624/sicherheitsluecken/cve-2026-45419-dataease-up-to-21022-template-manage-save-staticresource-name-path-traversal-euvd-2026-44777/</guid>
<pubDate>Sat, 18 Jul 2026 09:38:47 +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/dataease">DataEase up to 2.10.22</a>. It has been rated as <a href="https://vuldb.com/kb/risk">critical</a>. Affected by this vulnerability is the function <code>Save</code> of the file <em>/de2api/templateManage/save</em> of the component <em>Template Manage</em>. The manipulation of the argument <em>staticResource name</em> leads to path traversal.

This vulnerability is traded as <a href="https://vuldb.com/cve/CVE-2026-45419">CVE-2026-45419</a>. It is possible to initiate the attack remotely. There is no exploit available.]]></content:encoded>
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<title><![CDATA[Agent Kim Reactivated Episode 7 Ending Explained: Kim Loses Control Again]]></title>
<description><![CDATA[Agent Kim Reactivated Episode 7 turns Kim Do-hyeon’s long-awaited reunion with Min-ji into another dangerous fight for survival. Kim finally reaches his daughter, but getting her home safely proves far more difficult than finding her.



Spoiler warning: This article contains major spoilers for A...]]></description>
<link>https://tsecurity.de/de/3676792/ios-mac-os/agent-kim-reactivated-episode-7-ending-explained-kim-loses-control-again/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3676792/ios-mac-os/agent-kim-reactivated-episode-7-ending-explained-kim-loses-control-again/</guid>
<pubDate>Fri, 17 Jul 2026 20:10:22 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Agent Kim Reactivated Episode 7 turns Kim Do-hyeon’s long-awaited reunion with Min-ji into another dangerous fight for survival. Kim finally reaches his daughter, but getting her home safely proves far more difficult than finding her.



Spoiler warning: This article contains major spoilers for Agent Kim Reactivated Episode 7 and earlier episodes.




Release date: July 17, 2026



Streaming platform: Netflix



Korean network: SBS



Airtime: Fridays and Saturdays at 9:50 p.m. KST



Genre: Action, crime, thriller and comedy




The Korean action drama premiered on June 26 and will continue until July 25. Episode 7 brings the story into its final stretch, with only three episodes remaining after this chapter.



Kim’s rescue mission falls apart



Episode 6 ended with Kim finding Min-ji after tracking down the people involved in her disappearance. His quiet promise that they would finally go home gave the pair a brief emotional reunion, but the danger surrounding them had not disappeared.



In Episode 7, Kim attempts to move Min-ji away from the area while Seong Han-su and Park Jin-cheol help protect them. Their escape quickly comes under attack, forcing the three fathers to fight through another group of armed men.



Min-ji also shows that she is more resourceful than her captors expect. Instead of waiting helplessly for someone to save her, she watches her surroundings, looks for an opening and tries to escape. Her actions reflect the courage and survival instincts she inherited from her father.



However, Kim’s rescue mission takes a darker turn when the attack separates him from Min-ji again. The brief reunion leaves him even more determined to destroy everyone involved in placing her life at risk.



Kim confronts Joo Kang-chan



Joo Kang-chan remains at the centre of the conflict. His influence helped turn Min-ji’s school dispute into a violent kidnapping case, while his connections allowed those responsible to avoid immediate consequences.



Kim now understands that simply rescuing Min-ji will not end the threat. As long as Kang-chan and his organisation remain active, his daughter will never be safe.



The confrontation pushes Kim closer to the ruthless operative once known as Code 66. He stops reacting like an ordinary father trapped in a dangerous situation and begins approaching the conflict as a former special agent completing a mission.



Kim’s decision to eliminate the threat also raises a difficult question. Even if he saves Min-ji, she has now seen the violent identity he spent years hiding from her.



Kim’s past becomes the next major threat



Earlier episodes revealed that Kim left his dangerous career behind to raise Min-ji and live as an ordinary bank employee. Her disappearance forced him to use the combat skills, contacts and instincts that he had tried to bury.



Episode 7 makes it clear that his past will continue following him. The next chapter appears ready to explore Code 66 more deeply as another figure from Kim’s former life enters the conflict. The Episode 8 preview directly calls him by his old codename, suggesting that rescuing Min-ji has opened the door to an even larger operation.



With the final episodes approaching, Kim must protect his daughter while facing the consequences of becoming Code 66 again. What do you think will happen when Min-ji learns the full truth about her father? Let us know in the comments.]]></content:encoded>
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<title><![CDATA[Amazon slashes $200 off 512GB M4 iPad Air 13-inch with weekend deal]]></title>
<description><![CDATA[Apple's latest iPad Air is $200 off when you opt for the M4 model with 512GB of storage during Amazon's weekend sale.Save $200 on Apple's latest M4 iPad Air with 512GB of storage.The $200 discount at Amazon brings the Wi-Fi 13-inch iPad Air with 512GB of storage in Blue down to $1,049.Save $200 o...]]></description>
<link>https://tsecurity.de/de/3676479/ios-mac-os/amazon-slashes-200-off-512gb-m4-ipad-air-13-inch-with-weekend-deal/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3676479/ios-mac-os/amazon-slashes-200-off-512gb-m4-ipad-air-13-inch-with-weekend-deal/</guid>
<pubDate>Fri, 17 Jul 2026 17:24:29 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Apple's latest iPad Air is $200 off when you opt for the M4 model with 512GB of storage during Amazon's weekend sale.<br><br><div><img src="https://photos5.appleinsider.com/gallery/68276-143921-ipad-air-m4-sale-xl.jpg" alt="Apple iPad Air M4 with blue abstract wallpaper on a table beside a small potted plant, blurred colorful background, and a bright red corner banner reading SALE in white text" height="720"><br><span>Save $200 on Apple's latest M4 iPad Air with 512GB of storage.</span></div><br>The <strong><a href="https://www.amazon.com/dp/B0GQVNTXQ8/?th=1&amp;tag=apinsiderdeals-20" rel="nofollow" target="_blank">$200 discount</a></strong> at Amazon brings the Wi-Fi 13-inch iPad Air with 512GB of storage in Blue down to $1,049.<br><br><a href="https://www.amazon.com/dp/B0GQVNTXQ8/?th=1&amp;tag=apinsiderdeals-20" rel="nofollow" class="deal-highlight">Save $200 on 13" iPad Air M4</a><br><br><br> <a href="https://appleinsider.com/articles/26/07/17/amazon-slashes-200-off-512gb-m4-ipad-air-13-inch-with-weekend-deal?utm_source=rss">Continue Reading on AppleInsider</a> | <a href="https://forums.appleinsider.com/discussion/244982?urm_source=rss">Discuss on our Forums</a>]]></content:encoded>
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<title><![CDATA[Caviar is selling a ridiculous Lionel Messi-themed Galaxy Z Fold 8 Ultra a week before its official unveiling]]></title>
<description><![CDATA[And if you want one, you better save up, because it costs a cool $13,130.]]></description>
<link>https://tsecurity.de/de/3676372/it-nachrichten/caviar-is-selling-a-ridiculous-lionel-messi-themed-galaxy-z-fold-8-ultra-a-week-before-its-official-unveiling/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3676372/it-nachrichten/caviar-is-selling-a-ridiculous-lionel-messi-themed-galaxy-z-fold-8-ultra-a-week-before-its-official-unveiling/</guid>
<pubDate>Fri, 17 Jul 2026 17:03:00 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[And if you want one, you better save up, because it costs a cool $13,130.]]></content:encoded>
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<title><![CDATA[Elegoo's emoji-branded Centauri Carbon 2 3D printer gets a price cut for World Emoji Day (yes, really) — and we called it one of the most reliable multifilament machines on the market]]></title>
<description><![CDATA[Save on one of the cheapest and most reliable 3D printers that's ever been through our workshop.]]></description>
<link>https://tsecurity.de/de/3676284/it-nachrichten/elegoos-emoji-branded-centauri-carbon-2-3d-printer-gets-a-price-cut-for-world-emoji-day-yes-really-and-we-called-it-one-of-the-most-reliable-multifilament-machines-on-the-market/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3676284/it-nachrichten/elegoos-emoji-branded-centauri-carbon-2-3d-printer-gets-a-price-cut-for-world-emoji-day-yes-really-and-we-called-it-one-of-the-most-reliable-multifilament-machines-on-the-market/</guid>
<pubDate>Fri, 17 Jul 2026 16:18:09 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Save on one of the cheapest and most reliable 3D printers that's ever been through our workshop.]]></content:encoded>
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<title><![CDATA[The last human relationship in cybersecurity]]></title>
<description><![CDATA[We are inundated with promises that artificial intelligence will save us and that the next governance framework will protect us. Buy this platform, adopt that model and the hard part finally gets easier. After 15 years in this field, I have wanted that shortcut as much as anyone.



But both prom...]]></description>
<link>https://tsecurity.de/de/3675960/it-nachrichten/the-last-human-relationship-in-cybersecurity/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3675960/it-nachrichten/the-last-human-relationship-in-cybersecurity/</guid>
<pubDate>Fri, 17 Jul 2026 14:03:27 +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">We are inundated with promises that artificial intelligence will save us and that the next governance framework will protect us. Buy this platform, adopt that model and the hard part finally gets easier. After 15 years in this field, I have wanted that shortcut as much as anyone.</p>



<p class="wp-block-paragraph">But both promises are downstream of something neither one can produce. You cannot automate trust between two people. You cannot govern your way to a relationship. As AI moves into the core of how organizations operate, and accountability stops mapping cleanly to the org chart, what holds when the stakes are highest is not the platform or the policy. It is two human leaders who know each other well enough to carry the weight together.</p>



<p class="wp-block-paragraph">I think about this often now, a year after publishing a book about the pressures bearing down on security leaders, “<a href="https://www.amazon.com/dp/B0F6DDK8CD">The CISO On The Razor’s Edge: Leading Cybersecurity When The System Is Designed To Break</a>.” The partnership between the CIO and the CISO is the last human relationship in cybersecurity. AI raises the stakes. Governance sets the floor. The relationship is what holds.</p>



<p class="wp-block-paragraph">I saw it work once, up close. When I worked in Washington State, the CIO, <a href="https://www.linkedin.com/in/william-kehoe-a37a0714b/">Bill Kehoe</a>, talked to his CISO, <a href="https://www.linkedin.com/in/ralfjnsn/">Ralph Johnson</a>, every day. Weekends included. Not because a policy required it, but because the mission did. That partnership is a large part of why the role stayed sustainable for them when it broke so many others.</p>



<h2 class="wp-block-heading">The promise we keep believing</h2>



<p class="wp-block-paragraph">Walk any conference floor and you will hear the same pitch in a hundred variations. The next AI layer will close the gap. The next framework will lock down the risk. The technology is usually ready. The organization is not. I have watched too many well-funded programs stall to still believe the tool is the answer, and almost every time, the breakdown traced back to leaders who were not aligned before the work began. A framework run by misaligned leaders inherits the misalignment. You can buy the best controls on the market and still watch them fail when two leaders work from different assumptions about who owns what.</p>



<p class="wp-block-paragraph">Bill and Ralph understood this. Security decisions were not handed to Ralph after the fact to bless or block. They were made with him, inside the technology decisions, because the two had already agreed on what mattered. That is not governance. That is leadership creating the conditions in which governance can work.</p>



<p class="wp-block-paragraph">It is the real lesson I came to in the book. Technical knowledge matters, but it is not enough. As I wrote then, “Influence, trust and internal relationships are non-negotiable.” Without influence, CISOs cannot lead. Without technical substance, they cannot prioritize what matters. And without partnership, especially with their CIO, “they’re operating without a safety net.”</p>



<p class="wp-block-paragraph">AI does not change that truth. It raises the cost of ignoring it.</p>



<h2 class="wp-block-heading">When decisions move at machine speed</h2>



<p class="wp-block-paragraph">The ground under both roles is shifting. Work no longer flows through people alone. It moves across people, platforms, partners and agents at the same time, and it moves fast. Decisions that once waited for a meeting now form in seconds. The org chart, built for an era when humans did the work and reporting lines explained accountability, struggles to keep up.</p>



<p class="wp-block-paragraph">This is where the partnership stops being a nicety and becomes infrastructure. When decisions form at machine speed, the human escalation path has to be instant. There is no time to negotiate a relationship in the middle of an incident. Either the trust is already there, built in the quiet stretches before anything goes wrong, or it is not there when it counts.</p>



<p class="wp-block-paragraph">I asked Bill what he would lose if his daily calls with Ralph dropped to once a week. His answer cut straight to it.</p>



<p class="wp-block-paragraph">“Cyber does not rest,” he told me. “It is active and dynamic and requires 24/7/365 attention.” Drop to a weekly check-in, he explained, and “I am treating the CISO like any other executive position.” For Bill, AI only raises the stakes on that daily contact. “Relationships and partnerships between the CIO and CISO will never die due to AI,” he said. “I can’t even imagine a scenario where I don’t talk to my CISO on a daily basis including weekends to discuss the latest risks and vulnerabilities or news on potential AI attacks.”</p>



<p class="wp-block-paragraph">That is the point most of the market misses. A platform can flag the anomaly. It cannot decide what the organization is willing to risk, who carries that decision or how two leaders stand behind it together. The faster the machines move, the more the partnership has to already be in place.</p>



<h2 class="wp-block-heading">The loneliest seat in the building</h2>



<p class="wp-block-paragraph">There is a reason some now call the CISO job the least desirable role in business. The seat carries enormous accountability and rarely the authority to match. As one security leader put it, <a href="https://www.csoonline.com/article/4016334/has-ciso-become-the-least-desirable-role-in-business.html">the pressure has never been higher and the control has never felt lower</a>. People are burning out and walking away from a role that has never mattered more.</p>



<p class="wp-block-paragraph">Here is the hard part. There is no log file for burnout. No alert fires when the weight finally exceeds the leader. That drain is invisible right up until it is not, and it raises organizational risk as surely as any unpatched system. The structural fixes the industry debates are all real and all slow.</p>



<p class="wp-block-paragraph">The fastest source of relief available to a CISO is not a framework. It is a CIO who treats the relationship as a daily partnership rather than a line on a chart. An isolated CISO is a vulnerability. A partnered one is an asset.</p>



<p class="wp-block-paragraph">You see what that partnership is worth in the worst moment. I asked Bill what it looks like when an incident hits and public trust is on the line. He did not reach for a tool.</p>



<p class="wp-block-paragraph">“I am accountable as CIO to everything that occurs in the state from a technology lens including cyber,” he said. When a severe incident hits, the call comes to him from agency leadership or the Governor’s Office. Then he follows the plan, but never alone: “I will be in constant contact with the CISO on the details of the incident.”</p>



<p class="wp-block-paragraph">That is the safety net made real. The CISO is not carrying the mission alone at the moment it matters most. On the razor’s edge, leadership keeps you upright. Partnership keeps you in the fight.</p>



<h2 class="wp-block-heading">The work no tool will do for you</h2>



<p class="wp-block-paragraph">In my advisory work, I sit with C-suite leaders who share values and still cannot find alignment. The barrier is rarely disagreement. It is that they are not communicating clearly or often enough to build the trust that alignment requires. I have watched negotiations that could only happen by proxy, over email, because two capable leaders had stopped talking directly.</p>



<p class="wp-block-paragraph">I recently sat in an hour-long discussion where alignment and shared values were present the whole time. It did not become clear until the final fifteen minutes. That is what real alignment costs: patience, persistence and a stubborn commitment to clarity. If leaders cannot do that work themselves, no AI model or governance tool will do it for them.</p>



<p class="wp-block-paragraph">This is why I stand up an AI review board for the organizations I work with and host the leadership conversations that decide whether a company’s AI ambitions thrive or stall. The board itself matters less than what it provides: neutral ground, a regular cadence and an agenda that forces the hard issues into the open before a crisis forces them. If your organization has no venue like that, that absence is its own form of dysfunction. The cadence is what makes communication effective. Not easy. Effective.</p>



<h2 class="wp-block-heading">Build the bond on purpose</h2>



<p class="wp-block-paragraph">You cannot framework your way to trust. But you can build it deliberately, and that is a leadership act, not a governance one. The partnership and stakeholdering skills that once looked like soft extras are now the core executive work. A few moves matter most:</p>



<ul class="wp-block-list">
<li>Set a standing contact rhythm with your counterpart before you need one, daily or near-daily, not quarterly</li>



<li>Make decision rights and accountability explicit while it is calm, so no one improvises them mid-incident</li>



<li>Translate security into business outcomes together, so the board hears one aligned voice</li>
</ul>



<p class="wp-block-paragraph">Build the relationship as deliberately as you would build any critical control, because that is what it is. If you cannot connect the partnership to outcomes the business actually feels, you have a friendship, not a performance lever.</p>



<p class="wp-block-paragraph">A year after writing “The CISO On the Razor’s Edge,” I am even more convinced that strong leadership precedes effective governance and partnership precedes them both. This is the good news, not the hard news. The CIO and CISO who build real trust do not just reduce risk. They move faster than their competitors, because they spend no energy fighting each other. They earn the board’s confidence, because the board hears one clear voice. And they unlock the AI strategy everyone else is still struggling to govern, because they have already done the human work that makes governance hold.</p>



<p class="wp-block-paragraph">That is the upside waiting on the other side of this relationship. AI will keep advancing. Governance will keep maturing. But the organizations that win the next decade will be the ones where two leaders decided the partnership was worth building before they needed it. Bill and Ralph knew it every day, weekends included. The edge is there for anyone willing to do the same.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[This clever Anker portable projector is 19% off at Amazon — and its flippable speakers are a win for presentations and screenings]]></title>
<description><![CDATA[Save big on the Anker Nebula P1i projector with 380 ANSI lumens, 4K support, and built-in Google TV.]]></description>
<link>https://tsecurity.de/de/3675920/it-nachrichten/this-clever-anker-portable-projector-is-19-off-at-amazon-and-its-flippable-speakers-are-a-win-for-presentations-and-screenings/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3675920/it-nachrichten/this-clever-anker-portable-projector-is-19-off-at-amazon-and-its-flippable-speakers-are-a-win-for-presentations-and-screenings/</guid>
<pubDate>Fri, 17 Jul 2026 13:48:37 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Save big on the Anker Nebula P1i projector with 380 ANSI lumens, 4K support, and built-in Google TV.]]></content:encoded>
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<title><![CDATA[AT&T's Unlimited Phone Plans Changed in 2026. Here's What You Get for Your Money]]></title>
<description><![CDATA[If you're on old AT&T plans -- or shopping around -- now's the time to see if you can save money or switch features with the new lineup.]]></description>
<link>https://tsecurity.de/de/3675649/it-nachrichten/atts-unlimited-phone-plans-changed-in-2026-heres-what-you-get-for-your-money/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3675649/it-nachrichten/atts-unlimited-phone-plans-changed-in-2026-heres-what-you-get-for-your-money/</guid>
<pubDate>Fri, 17 Jul 2026 11:50:27 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[If you're on old AT&amp;T plans -- or shopping around -- now's the time to see if you can save money or switch features with the new lineup.]]></content:encoded>
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<title><![CDATA[VAPT Report Example]]></title>
<description><![CDATA[This report documents multiple security vulnerabilities identified in the OWASP Juice Shop application. Each finding is described in detail, including severity assessment, exploitation steps and remediation guidance.Setup OWASP Juice Shop Locally Using DockerInstall DockerRun:docker pull bkimmini...]]></description>
<link>https://tsecurity.de/de/3675301/hacking/vapt-report-example/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3675301/hacking/vapt-report-example/</guid>
<pubDate>Fri, 17 Jul 2026 09:09:42 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>This report documents multiple security vulnerabilities identified in the OWASP Juice Shop application. Each finding is described in detail, including severity assessment, exploitation steps and remediation guidance.</p><h3>Setup OWASP Juice Shop Locally Using Docker</h3><h3>Install Docker</h3><p>Run:</p><pre>docker pull bkimminich/juice-shop<br>docker run - rm -p 127.0.0.1:3000:3000 bkimminich/juice-shop</pre><p>Browse to:<br> <a href="http://localhost:3000/">http://localhost:3000</a></p><figure><img alt="" src="https://cdn-images-1.medium.com/max/740/1*mwz1GNdYbcw3HOLUQX1vGA.png"></figure><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*089pKG_zM-T4UOMGPzYjRw.png"></figure><h3>1. Privilege Escalation via User Registration API</h3><h3>Summary (with CWE)</h3><p>The application allows an attacker to self-register an administrator account by directly invoking the user creation API and supplying the role parameter in the request body. Due to missing server-side authorization and role validation, the backend blindly trusts client input. This results in unauthorized privilege escalation, granting full administrative access without authentication or approval.</p><h3>CWE ID</h3><ul><li>CWE-269 — Improper Privilege Management</li><li>CWE-285 — Improper Authorization</li></ul><h3>Severity (CVSS v3.1)</h3><p><strong>CVSS Vector:</strong><br> CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H</p><h3>Metrics:</h3><ul><li>Attack Vector: Network</li><li>Attack Complexity: Low</li><li>Privileges Required: None</li><li>User Interaction: None</li><li>Scope: Unchanged</li><li>Confidentiality Impact: High</li><li>Integrity Impact: High</li><li>Availability Impact: High</li></ul><p><strong>CVSS Base Score:</strong> 9.8 (Critical)</p><h3>Description</h3><p>OWASP Juice Shop exposes a user registration API endpoint (/api/Users) that accepts user details in JSON format. The backend fails to enforce role based access control during user creation and allows the client to specify sensitive attributes such as role. An attacker can exploit this flaw by sending a crafted POST request with "role":"admin", resulting in the creation of an administrator account without any authorization checks.</p><p>This vulnerability completely compromises the application, as administrative privileges allow full access to sensitive data and management functions.</p><h3>Steps to Reproduce</h3><ol><li>Send a POST request to: http://localhost:3000/api/Users</li><li>Edit request body and add role parameter: { "role": "admin" }</li><li>Submit the request using Burp Suite.</li><li>The server responds with a successful user creation message.</li><li>Log in using the created credentials.</li></ol><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*yEWUogo4-1Uor4o5aDkSyQ.png"></figure><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*Tam4-35GCakrERj7NHew5g.png"></figure><h3>Suggested Remediation</h3><ul><li>Enforce server-side role control</li><li>Default role assignment</li><li>Allow admin role assignment only through authenticated admin workflows</li><li>Validate permissions on every sensitive endpoint</li></ul><h3>References</h3><ol><li><a href="https://owasp.org/Top10/A01_2021-Broken_Access_Control/">OWASP Top 10 — Broken Access Control</a></li><li><a href="https://cwe.mitre.org/data/definitions/269.html">CWE-269: Improper Privilege Management</a></li><li><a href="https://cwe.mitre.org/data/definitions/285.html">CWE-285: Improper Authorization</a></li><li><a href="https://owasp.org/www-project-juice-shop/">OWASP Juice Shop Project</a></li></ol><h3>2. OAuth Account Takeover</h3><h3>Summary (with CWE)</h3><p>OWASP Juice Shop implements Google OAuth login in an insecure manner by deterministically generating user passwords on the client side. The password is derived by reversing the user’s email address and Base64-encoding it, which can be easily reproduced by an attacker.</p><p>This design flaw allows an attacker to log in directly using email/password authentication for an OAuth-registered user, resulting in full account takeover without cracking hashes or bypassing authentication controls.</p><h3>CWE ID</h3><ul><li>CWE-522 — Insufficiently Protected Credentials</li><li>CWE-287 — Improper Authentication</li><li>CWE-284 — Improper Access Control</li></ul><h3>Severity (CVSS v3.1)</h3><p><strong>CVSS Vector:</strong><br> CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N</p><h3>Metrics</h3><ul><li>Attack Vector: Network</li><li>Attack Complexity: Low</li><li>Privileges Required: None</li><li>User Interaction: None</li><li>Scope: Unchanged</li><li>Confidentiality Impact: High</li><li>Integrity Impact: High</li><li>Availability Impact: None</li></ul><p><strong>CVSS Base Score:</strong> 9.1 (Critical)</p><h3>Description</h3><p>OWASP Juice Shop allows users to register and log in via Google OAuth. During this process, the application uses a client-side JavaScript function userService.oauthLogin() found in main.js.</p><p>The OAuth workflow internally calls:</p><ul><li>userService.save() (user creation)</li><li>userService.login() (standard login)</li></ul><p>Both functions set the user password using the following logic:</p><pre>password = btoa(n.email.split("").reverse().join(""))</pre><h3>Password Generation Logic</h3><ul><li>The email address is reversed.</li><li>The reversed string is Base64-encoded.</li><li>The result is used as the account password.</li></ul><h3>Steps to Reproduce:</h3><h4>Identify OAuth Password Logic</h4><ul><li>Open main.js</li><li>Search for oauthLogin</li><li>Locate: password: btoa(n.email.split("").reverse().join(""))</li></ul><h4>Derive Victim Password</h4><p>Email: bjoern@gmail.com<br> Reversed: moc.liamg@nreojb<br> Base64 encoded password:</p><pre>bW9jLmxpYW1nQGhjaW5pbW1pay5ucmVvamI=</pre><figure><img alt="" src="https://cdn-images-1.medium.com/max/948/1*vCdCuyVKLSiLH_hhpgCIGA.png"></figure><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*ICsFhQCtxrXuosRiVJRgOQ.png"></figure><h3>Suggested Remediation</h3><ul><li>Never generate passwords client-side</li><li>Separate OAuth and password authentication</li><li>Use strong, random credentials</li><li>Do not expose authentication logic</li><li>Perform security design reviews</li></ul><h3>References</h3><ol><li><a href="https://owasp.org/Top10/A07_2021-Identification_and_Authentication_Failures/">OWASP Top 10 — Broken Authentication</a></li><li><a href="https://cwe.mitre.org/data/definitions/522.html">CWE-522 — Insufficiently Protected Credentials</a></li><li><a href="https://datatracker.ietf.org/doc/html/rfc8252">OAuth 2.0 Security Best Practices (RFC 8252)</a></li><li><a href="https://owasp.org/www-project-juice-shop/">OWASP Juice Shop Project</a></li></ol><h3>3. SQL Injection in Product Search Endpoint</h3><h3>Summary (with CWE)</h3><p>An SQL Injection (SQLi) vulnerability was identified in the product search functionality of OWASP Juice Shop. The application fails to properly sanitize user-controlled input in the q parameter, allowing attackers to inject malicious SQL queries.</p><p>This flaw enables unauthorized database access, including enumeration of database tables and potential exposure of sensitive data.</p><h3>CWE ID</h3><p>CWE-89 — Improper Neutralization of Special Elements used in an SQL Command (SQL Injection)</p><h3>Severity (CVSS v3.1)</h3><p><strong>CVSS Vector:</strong><br> CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N</p><h3>Metrics</h3><ul><li>Attack Vector: Network</li><li>Attack Complexity: Low</li><li>Privileges Required: None</li><li>User Interaction: None</li><li>Scope: Unchanged</li><li>Confidentiality Impact: High</li><li>Integrity Impact: High</li><li>Availability Impact: None</li></ul><p><strong>CVSS Base Score:</strong> 9.1 (Critical)</p><h3>Description</h3><p>The /rest/products/search API endpoint accepts user input via the <strong>q</strong> parameter to search for products. This input is directly incorporated into backend SQL queries without sufficient sanitization or parameterization.</p><p>An attacker can exploit this weakness to inject arbitrary SQL commands, allowing enumeration of database schema and extraction of sensitive information. Automated tools such as <strong>sqlmap</strong> can successfully detect and exploit this vulnerability, confirming the presence of SQL injection.</p><p>This issue represents a complete breakdown of input validation and secure query handling, posing a serious risk to application confidentiality and integrity.</p><h3>Exploit Using sqlmap</h3><pre>sqlmap -u "http://localhost:3000/rest/products/search?q=apple" --tables</pre><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*oE0CHEd8TUToNy1MGhy4qg.png"></figure><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*m9UhO9JS5Hl3YCBxryIDuA.png"></figure><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*m6jvJUSScWD63XiOpBgzuQ.png"></figure><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*oTjbupN8n126CTwsYotbYQ.png"></figure><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*KFsmogCi-BSuofuUDJ45vg.png"></figure><p>Got User credentials :)</p><h3>Suggested Remediation</h3><ul><li>Sanitize and validate all user-supplied inputs</li><li>Implement parameterized queries</li><li>Deploy a Web Application Firewall (WAF)</li><li>Enable logging &amp; monitoring</li></ul><h3>References</h3><ol><li><a href="https://owasp.org/www-community/attacks/SQL_Injection">OWASP SQL Injection Prevention Cheat Sheet</a></li><li><a href="https://cwe.mitre.org/data/definitions/89.html">CWE-89 — SQL Injection</a></li><li><a href="https://owasp.org/www-project-juice-shop/">OWASP Juice Shop Documentation</a></li><li>CVSS v3.1 Specification: <a href="https://www.first.org/cvss/v3.1/">https://www.first.org/cvss/v3.1/</a></li></ol><h3>4. Arbitrary File Download via Poison Null Byte Injection</h3><h3>Summary (with CWE)</h3><p>The application is vulnerable to <strong>Poison Null Byte Injection</strong>, allowing an attacker to bypass file extension validation and download <strong>sensitive backup files</strong> stored on the server. By exploiting improper input validation and unsafe file handling, restricted backup files such as developer and salesman data can be accessed.</p><h3>CWE ID</h3><ul><li>CWE-158 — Improper Neutralization of Null Byte</li><li>CWE-22 — Improper Limitation of Pathname to Restricted Directory</li></ul><h3>Severity (CVSS v3.1)</h3><p><strong>CVSS Vector:</strong><br> CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N</p><p><strong>CVSS Base Score:</strong> 7.5 (High)</p><h3>Description</h3><p>OWASP Juice Shop restricts file downloads in the /ftp endpoint by validating file extensions. However, this validation can be bypassed using a <strong>Poison Null Byte (%00) injection</strong> combined with <strong>double URL encoding</strong>.</p><p>The backend improperly handles null bytes during file system access, causing the application to truncate the filename at the null byte and serve restricted backup files (e.g., .bak) while still passing extension validation checks.</p><p>This results in <strong>unauthorized access to sensitive backup files</strong>, potentially exposing configuration details, credentials, or business data.</p><h3>Steps to Reproduce:</h3><h4><strong>Access a Developer’s Forgotten Backup File:</strong></h4><ol><li>Navigate to the FTP directory: <a href="http://localhost:3000/ftp">http://localhost:3000/ftp</a></li><li>Attempt direct access (fails due to extension restriction): <a href="http://localhost:3000/ftp/package.json.bak">http://localhost:3000/ftp/package.json.bak</a></li><li>Try Poison Null Byte injection (fails initially): <a href="http://localhost:3000/ftp/package.json.bak%00.md">http://localhost:3000/ftp/package.json.bak%00.md</a></li><li>URL-encode the % character as well: <a href="http://localhost:3000/ftp/package.json.bak%2500.md">http://localhost:3000/ftp/package.json.bak%2500.md</a></li></ol><p>The server successfully returns the <strong>restricted backup file</strong>, completing the exploit.</p><h4><strong>Access a Salesman’s Forgotten Backup File</strong>:</h4><ol><li>Use the same Poison Null Byte technique: <a href="http://localhost:3000/ftp/coupons_2013.md.bak%2500.md">http://localhost:3000/ftp/coupons_2013.md.bak%2500.md</a></li><li>The backup file downloads successfully, revealing sensitive business data.</li></ol><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*lvtP_eSL1Sza2N8_1_1Yag.png"></figure><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*VxtA320Y7ic8X98oKXa02A.png"></figure><p>Backup file downloads successfully.</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*ZwQ-UUtHidNkJxdbtjDSgw.png"></figure><figure><img alt="" src="https://cdn-images-1.medium.com/max/887/1*-mITIIF8p-SjS0LxXk8ViQ.png"></figure><h3>Suggested Remediation</h3><ul><li>Reject null bytes explicitly</li><li>Decode input before validation</li><li>Use allow-listed file access</li><li>Disable public access to backups</li><li>Use secure file APIs</li></ul><h3>References</h3><ol><li><a href="https://owasp.org/www-project-juice-shop/">OWASP Foundation — OWASP Juice Shop</a></li><li><a href="https://cwe.mitre.org/data/definitions/158.html">CWE-158: Improper Neutralization of Null Byte</a></li><li><a href="https://owasp.org/www-project-web-security-testing-guide/">OWASP Testing Guide — File Handling Vulnerabilities</a></li><li><a href="https://portswigger.net/web-security/file-path-traversal">PortSwigger — File Path Traversal &amp; Null Byte Attacks</a></li></ol><h3>Thanks For Reading :)</h3><p><strong>Happy Hacking ;)</strong></p><img src="https://medium.com/_/stat?event=post.clientViewed&amp;referrerSource=full_rss&amp;postId=f8440a9735c1" width="1" height="1" alt=""><hr><p><a href="https://infosecwriteups.com/vapt-report-example-f8440a9735c1">VAPT Report Example</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[Save $400 on Apple's M5 Max MacBook Pro 16-inch with spacious 2TB SSD]]></title>
<description><![CDATA[Amazon's $400 discount on Apple's high-end 16-inch MacBook Pro with an M5 Max chip and 2TB SSD is available now, with delivery as early as tomorrow for Prime members.Save $400 on Apple's 2TB M5 Max MacBook Pro at Amazon - Image credit: AppleThe M5 Max 16-inch MacBook Pro is on sale for $3,999 at ...]]></description>
<link>https://tsecurity.de/de/3674568/ios-mac-os/save-400-on-apples-m5-max-macbook-pro-16-inch-with-spacious-2tb-ssd/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3674568/ios-mac-os/save-400-on-apples-m5-max-macbook-pro-16-inch-with-spacious-2tb-ssd/</guid>
<pubDate>Thu, 16 Jul 2026 22:06:24 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Amazon's $400 discount on Apple's high-end 16-inch MacBook Pro with an M5 Max chip and 2TB SSD is available now, with delivery as early as tomorrow for Prime members.<br><br><div><img src="https://photos5.appleinsider.com/gallery/68271-143904-m5-max-macbook-pro-400-off-xl.jpg" alt="MacBook Pro laptop with glowing abstract screen on dark gradient background, large bold white text across display reading M5 MAX $400 OFF, suggesting a promotional discount on a high-end computer." height="720"><br><span>Save $400 on Apple's 2TB M5 Max MacBook Pro at Amazon - Image credit: Apple</span></div><br>The M5 Max 16-inch MacBook Pro is <strong><a href="https://www.amazon.com/dp/B0GR1G1FY7/?th=1&amp;tag=apinsiderdeals-20" rel="nofollow" target="_blank">on sale for $3,999</a></strong> at Amazon in your choice of Space Black or Silver. This high-end configuration has Apple's M5 Max chip with an 18-core CPU and 32-core GPU, along with 36GB of unified memory and a spacious 2TB SSD.<br><br><a href="https://www.amazon.com/dp/B0GR1G1FY7/?th=1&amp;tag=apinsiderdeals-20" rel="nofollow" class="deal-highlight">Save $400 on M5 Max 16" MacBook Pro</a><br><br><br> <a href="https://appleinsider.com/articles/26/07/16/save-400-on-apples-m5-max-macbook-pro-16-inch-with-spacious-2tb-ssd?utm_source=rss">Continue Reading on AppleInsider</a> | <a href="https://forums.appleinsider.com/discussion/244977?urm_source=rss">Discuss on our Forums</a>]]></content:encoded>
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<title><![CDATA[Time’s running out to save $10 on Splatoon Raiders physical preorders]]></title>
<description><![CDATA[Splatoon Raiders’ July 23rd launch day is almost here, so your window to preorder the physical version at a $10 discount is about to close. The digital version is $49.99, and so is the game on cartridge if you preorder at Walmart. Amazon previously honored the preorder discount, but it’s selling ...]]></description>
<link>https://tsecurity.de/de/3674058/it-nachrichten/times-running-out-to-save-10-on-splatoon-raiders-physical-preorders/</link>
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<pubDate>Thu, 16 Jul 2026 18:18:52 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Splatoon Raiders’ July 23rd launch day is almost here, so your window to preorder the physical version at a $10 discount is about to close. The digital version is $49.99, and so is the game on cartridge if you preorder at Walmart. Amazon previously honored the preorder discount, but it’s selling the game at full […]]]></content:encoded>
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<title><![CDATA[Smart speakers could help OpenAI lose even more money]]></title>
<description><![CDATA[A smart speaker won't save OpenAI.]]></description>
<link>https://tsecurity.de/de/3673879/it-nachrichten/smart-speakers-could-help-openai-lose-even-more-money/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3673879/it-nachrichten/smart-speakers-could-help-openai-lose-even-more-money/</guid>
<pubDate>Thu, 16 Jul 2026 17:02:26 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A smart speaker won't save OpenAI.]]></content:encoded>
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<title><![CDATA[Want To Put An End To Manual Transcribing? Watch S21 Transcriber v2.0 In Action]]></title>
<description><![CDATA[How many investigative hours could your team save with S21 Transcriber v2.0, turning spoken evidence into searchable, reviewable intelligence in seconds?]]></description>
<link>https://tsecurity.de/de/3673845/it-security-nachrichten/want-to-put-an-end-to-manual-transcribing-watch-s21-transcriber-v20-in-action/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3673845/it-security-nachrichten/want-to-put-an-end-to-manual-transcribing-watch-s21-transcriber-v20-in-action/</guid>
<pubDate>Thu, 16 Jul 2026 16:52:03 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[How many investigative hours could your team save with S21 Transcriber v2.0, turning spoken evidence into searchable, reviewable intelligence in seconds?]]></content:encoded>
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<title><![CDATA[HMX 6 FAQ: Die wichtigsten Fragen und Antworten zur neuen Höllenmaschine 2026 geklärt]]></title>
<description><![CDATA[HMX 6
					Alle Infos zur HMX 6 und wie ihr sie gewinnen könnt
					Gesamtwert: über 40.000 Euro
				
				Erfahren Sie mehr
			
		
		


Mit der HMX 6 kehrt das bekannteste Hardware-Projekt von PC-WELT zurück. Doch was genau ist die sogenannte Höllenmaschine eigentlich, welches Thema verfolgt die ...]]></description>
<link>https://tsecurity.de/de/3673832/it-nachrichten/hmx-6-faq-die-wichtigsten-fragen-und-antworten-zur-neuen-hoellenmaschine-2026-geklaert/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3673832/it-nachrichten/hmx-6-faq-die-wichtigsten-fragen-und-antworten-zur-neuen-hoellenmaschine-2026-geklaert/</guid>
<pubDate>Thu, 16 Jul 2026 16:47:06 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



		<div class="promo_wrap promo_wrap_sticky">
			<div class="row_wrapper">
				<div class="column_wrapper">
					<p class="eyebrow">HMX 6</p>
					<p class="promo-title"><strong>Alle Infos zur HMX 6 und wie ihr sie gewinnen könnt</strong></p>
					<p class="promo-description">Gesamtwert: über 40.000 Euro</p>
				</div>
				<div class="more_btn"><a href="https://www.pcwelt.de/hmx" target="_blank" class="sticky-promotion-view-deal-link" data-vars-link-position="Floating Conversion Unit">Erfahren Sie mehr</a></div>
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<p>Mit der HMX 6 kehrt das bekannteste Hardware-Projekt von PC-WELT zurück. Doch was genau ist die sogenannte Höllenmaschine eigentlich, welches Thema verfolgt die diesjährige Generation und wie kann man am Gewinnspiel teilnehmen?</p>



<p>In diesem FAQ beantworten wir die wichtigsten Fragen rund um das Projekt, die Videoserie, die verbaute Hardware und den Gesamtwert der HMX 6. Der Artikel wird im Verlauf des Projekts regelmäßig aktualisiert, sobald neue Details feststehen.</p>



<div class="wp-block-idg-base-theme-faq-block faq-block"><h2 class="faq-block-title"> FAQ </h2><hr class="block-horizotal-divider">
<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">1.</span>
<h3 class="wp-block-heading">Was ist die Höllenmaschine?</h3>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p>Die Höllenmaschine ist eines der bekanntesten und aufwendigsten Hardware-Projekte von PC‑WELT. Sie ist ein außergewöhnlicher Gaming-PC, den es so kein zweites Mal auf der Welt gibt. Dabei gilt das Motto „Das Beste ist gerade gut genug”!</p>



<p>Die Höllenmaschine besticht durch ein einzigartiges Design, die neuesten, schnellsten und teuersten Komponenten, die es auf dem Markt gibt, und das anschließende Gewinnspiel – denn wir verlosen dieses Einzelstück an einen glücklichen Gewinner aus der Community.</p>



<p>Den kompletten Entstehungsprozess begleiten wir redaktionell. Von der ersten Idee über die Planung und den Bau bis hin zu Problemen, Rückschlägen und der finalen Enthüllung können Zuschauer verfolgen, wie eine neue Höllenmaschine entsteht.</p>
</div>
</div></div>



<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">2.</span>
<h3 class="wp-block-heading">Seit wann gibt es das Höllenmaschinen-Projekt?</h3>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p>Die Geschichte der Höllenmaschine begann vor 20 Jahren im Jahr 2006, als unser <a href="https://www.pcwelt.de/author/michael_schmelzle" target="_blank" rel="noreferrer noopener">PC-WELT-Redakteur Michael Schmelzle</a> die <a href="https://www.pcwelt.de/article/3139027/vor-20-jahren-die-erste-hoellenmaschine-der-pc-welt-2006.html" target="_blank" rel="noreferrer noopener">erste Höllenmaschine zum Leben erweckte</a>. Seitdem sind mehrere außergewöhnliche High-End-PCs entstanden, die für ihre Zeit besonders leistungsstark, aufwendig konstruiert und teilweise ausgesprochen experimentell waren.</p>



<p>Teilweise haben wir 5 Gaming-Systeme, darunter eine Playstation 5 und eine Xbox Series X, in einem einzigen PC-Gehäuse untergebracht oder unfassbar große Spiele- und Zubehörpakete zum eigentlichen Gaming-PC hinzugepackt. Daraus ergaben sich dann natürlich auch enorm hohe Gewinnspielwerte.</p>



<p>Das <strong>20-jährige Jubiläum feiern wir dieses Jahr mit der HMX 6</strong>, bei der wir etwas bauen, was wir immer schon wollten, bisher aber noch nie umgesetzt hatten!</p>
</div>
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<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">3.</span>
<h3 class="wp-block-heading">Was ist die HMX 6?</h3>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p>Anders als ein klassischer Gaming-PC wird die HMX 6 als aufwendig konstruierter Tisch-PC umgesetzt. Die Hardware befindet sich also nicht einfach in einem gewöhnlichen Gehäuse, sondern wird Teil eines speziell entwickelten Schreibtischs mit zahlreichen technischen und optischen Besonderheiten.</p>



<p>Mehr können wir zum aktuellen Zeitpunkt noch nicht verraten. Sobald wir mehr Details enthüllen dürfen, finden Sie die Informationen auch in diesem FAQ.</p>
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<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">4.</span>
<h3 class="wp-block-heading">Wofür steht die Abkürzung HMX?</h3>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p>HMX steht für HöllenMaschine eXtreme. Nach der HM08 (im Jahr 2018) und der HM UVR (9. Generation der Höllenmaschine) musste eine Namensänderung her, die der Extremität der Höllenmaschine gerecht wird. Und so wurde aus Höllenmaschine eXtreme die kurze und griffige Bezeichnung “HMX”.</p>
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<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">5.</span>
<h3 class="wp-block-heading">Wer steckt hinter der Höllenmaschine?</h3>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p>Die Höllenmaschine ist ein Projekt von PC-WELT, das vom Redakteur Michael Schmelzle vor über 20 Jahren entwickelt wurde. Und er begleitet auch heute noch sein Baby mit voller Leidenschaft und ist die Konstante im “Team Hölle”, das heute aus ihm und unserem Video-Host Kris Wallburg (seit 2025) besteht. Zu sehen ist das Duo auf unserem PC-WELT-Youtube-Kanal, auf dem die beiden das Höllenmaschienen-Projekt betreuen und umsetzen.</p>



<p>Weil das Projekt aber immer größer wurde, sind mittlerweile noch mehr Leute in dem Projekt involviert. Neben Team Hölle sind das vor allem Christian Seliger, Daniel Geßner, Daniel Behrens, Jérémie Kaiser, Panagiotis Kolokythas, Bastian Wehner, Saskia van der Kraaij und ich, Dennis Steimels.</p>
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<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">6.</span>
<h3 class="wp-block-heading">Welche Hardware steckt in der diesjährigen HMX 6?</h3>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p>Die HMX 6 wird mit aktueller High-End-Hardware ausgestattet sein und mehr als genug Leistung für anspruchsvolles Gaming, hohe Auflösungen und moderne Spiele bieten.</p>



<p>Welche Komponenten konkret verbaut werden, verraten wir nach und nach. Einen kleinen Spoiler bekommt ihr, wenn ihr <a href="https://www.pcwelt.de/hmx" target="_blank" rel="noreferrer noopener">unsere HMX-Seite besucht</a>, da wir hier schon die eine oder andere Hardware vorgestellt haben, die Teil der HMX 6 wird.</p>



<p>Neben den klassischen PC-Komponenten wie Prozessor, Grafikkarte, Arbeitsspeicher, SSDs, Mainboard, Netzteil und Wasserkühlung wird es auch ein umfangreiches Peripherie-Paket geben.</p>



<p>So bleibt die Hardware zunächst noch ein Teil des Geheimnisses – schließlich soll nicht schon vor der Veröffentlichung aller Folgen auf YouTube jedes Detail der HMX 6 bekannt sein.</p>
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<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">7.</span>
<h3 class="wp-block-heading">Wann startet die HMX-6-Videoserie und wie oft kommen neue Folgen?</h3>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p>Die HMX-6-Videoserie startet mit einer Folge über die Geschichte der Höllenmaschine und blickt auf die vergangenen 20 Jahre des Projekts zurück. <strong>Voraussichtlicher Start ist der 21. Juli 2026.</strong> Der <a href="https://www.pcwelt.de/article/3179968/hmx-6-trailer.html" target="_blank" rel="noreferrer noopener">Trailer zur HMX 6 ging bereits am 30. Juni 2026 online</a>.</p>



<p>Anschließend begleiten neue Episoden die Planung, die Entwicklung und den Bau der HMX 6. Dabei werden unter anderem das Konzept, die Konstruktion des Tischs, die Hardware, das Design und die größten Herausforderungen thematisiert.</p>



<p>Neue Folgen erscheinen regelmäßig einmal pro Woche auf dem YouTube-Kanal von PC-WELT. Ergänzend gibt es auf <a href="https://www.youtube.com/playlist?list=PLVC_WMwVwvSiOOgt6D9mN4Ud71M_uLFsS">YouTube Shorts</a>, <a href="https://www.instagram.com/pcwelt/">Instagram</a>, <a href="https://www.tiktok.com/@pcwelt.de">TikTok</a>, <a href="https://www.facebook.com/pcwelt/reels/">Facebook </a>und natürlich auf <a href="https://www.pcwelt.de/hmx" target="_blank" rel="noreferrer noopener">pcwelt.de</a> weitere Einblicke, kurze Updates und Szenen hinter den Kulissen.</p>
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<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">8.</span>
<h3 class="wp-block-heading">Wie kann ich am HMX-6-Gewinnspiel teilnehmen und wie lange läuft es?</h3>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p>Die Teilnahme erfolgt über <a href="https://www.pcwelt.de/article/3179491/hmx-6-gewinnspiel.html" target="_blank" rel="noreferrer noopener">unseren Gewinnspiel-Artikel zur HMX 6</a>. Dort können sich Interessierte registrieren und die jeweils angegebenen Teilnahmebedingungen erfüllen. Durch verschiedene Aktivitäten können Sie Ihre Gewinnchance erhöhen, etwa indem Sie uns auf Instagram und YouTube besuchen und unseren Newsletter abonnieren</p>



<p>Das Gewinnspiel läuft bis zum <strong>30. September 2026</strong>. Eine Teilnahme ist kostenlos. Alle Details zu Teilnahmeberechtigung, Datenschutz, Aktionszeitraum und möglichen Zusatzaktionen stehen in den offiziellen Teilnahmebedingungen.</p>
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<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">9.</span>
<h3 class="wp-block-heading">Wie und wann werden die Gewinner benachrichtigt?</h3>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p>Die Gewinner werden zeitnah nach Ende des Gewinnspiels per Zufall ermittelt und über die bei der Teilnahme angegebenen Kontaktdaten per E-Mail benachrichtigt.</p>



<p>Die Kontaktaufnahme erfolgt ausschließlich über die offiziellen Kanäle von PC-WELT.</p>
</div>
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<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">10.</span>
<h3 class="wp-block-heading">Wie hoch ist der Gesamtwert der HMX 6?</h3>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p>Die HMX 6 besteht nicht nur aus leistungsstarker High-End-Hardware. Auch die speziell entwickelte Tischkonstruktion, individuell angefertigte Bauteile, Custom-Kühlung, Beleuchtung und zahlreiche Sonderanfertigungen fließen in den Gesamtwert ein.</p>



<p>Dadurch liegt der Wert deutlich über dem eines gewöhnlichen Gaming-PCs. Stand jetzt liegen wir definitiv bei über 40.000 Euro und sind auf dem Weg, die teuerste Höllenmaschine jemals zu bauen. Den bisherigen Höchstwert von 43.000 Euro haben wir 2017 mit der <a href="https://www.pcwelt.de/article/1163701/community-gewinnspiel-gaming-spiele-pc-hoellenmaschine-8.html" target="_blank" rel="noreferrer noopener">Höllenmaschine 8</a> aufgestellt.</p>
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<title><![CDATA[Denshattack! review – time to get on board with kickflipping trains]]></title>
<description><![CDATA[PC, PS5, Xbox Series X/S, Nintendo Switch 2; UndercodersColourful, counter-cultural and captivating – this rail riding game set in a dystopian Japan is as weird as it is exhilaratingEvery now and again a game appears with a premise so outrageous you stop in your tracks to take it all in. Denshatt...]]></description>
<link>https://tsecurity.de/de/3673756/it-nachrichten/denshattack-review-time-to-get-on-board-with-kickflipping-trains/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3673756/it-nachrichten/denshattack-review-time-to-get-on-board-with-kickflipping-trains/</guid>
<pubDate>Thu, 16 Jul 2026 16:17:57 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><strong>PC, PS5, Xbox Series X/S, Nintendo Switch 2; Undercoders<br></strong>Colourful, counter-cultural and captivating – this rail riding game set in a dystopian Japan is as weird as it is exhilarating</p><p>Every now and again a game appears with a premise so outrageous you stop in your tracks to take it all in. Denshattack!, a game about kickflipping trains across a dystopian future Japan, is the epitome of this feeling. Set in a post climate disaster world, people have retreated to corporate-owned domed cities to live out their days in air-conditioned, ignorant comfort. Save for a handful of outcasts, the rest of the country is a mess of broken infrastructure, where rival gangs battle it out on the ruins of Japan’s famously extensive rail network. Naive upstart Emi has one goal: become the best Denshattacker there is, one sick nosegrind at a time.</p><p>Taking the idea of an on-rails platforming game to its extreme conclusion, developers Undercoders have combined the best bits of the <a href="https://www.theguardian.com/games/2025/jul/11/tony-hawks-pro-skater-34-review-a-gnarly-skating-time-capsule">Tony Hawk’s Pro Skater</a> series – grinding, flipping and spinning through an entire dictionary of tricks – with the anti-establishment message behind Jet Set Radio. The rivals Emi encounters showcase the history of Japanese misfits, pitting you against ageing rockabillies and violent girl gangs without a shred of judgment.</p> <a href="https://www.theguardian.com/games/2026/jul/16/denshattack-review-trains-undercoders">Continue reading...</a>]]></content:encoded>
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<title><![CDATA[12 clever desk upgrades under $50 that instantly fix your home office]]></title>
<description><![CDATA[This tech won't only save you time and effort, it will save you money too.]]></description>
<link>https://tsecurity.de/de/3673530/it-nachrichten/12-clever-desk-upgrades-under-50-that-instantly-fix-your-home-office/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3673530/it-nachrichten/12-clever-desk-upgrades-under-50-that-instantly-fix-your-home-office/</guid>
<pubDate>Thu, 16 Jul 2026 15:03:33 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[This tech won't only save you time and effort, it will save you money too.]]></content:encoded>
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<title><![CDATA[19 AgentOps tools for monitoring AI activity, issues, and costs]]></title>
<description><![CDATA[With AI increasingly tucked into every cranny of the enterprise, someone has had to step up and provide the tools necessary to discover, track, and monitor all the agents and LLMs and keep them humming along in their various workflows. Thankfully, the DevOps world answered the call, building the ...]]></description>
<link>https://tsecurity.de/de/3673038/it-security-nachrichten/19-agentops-tools-for-monitoring-ai-activity-issues-and-costs/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3673038/it-security-nachrichten/19-agentops-tools-for-monitoring-ai-activity-issues-and-costs/</guid>
<pubDate>Thu, 16 Jul 2026 12:09:36 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">With AI increasingly tucked into every cranny of the enterprise, someone has had to step up and provide the tools necessary to discover, track, and monitor all the agents and LLMs and keep them humming along in their various workflows. Thankfully, the DevOps world answered the call, building the tools to support our new overlords in an emerging subdiscipline interchangeably called “<a href="https://www.cio.com/article/196239/what-is-aiops-injecting-intelligence-into-it-operations.html">AIOps</a>,” “AgentOps,” and sometimes “agent observability.”</p>



<p class="wp-block-paragraph">Many of the challenges involved in AgentOps are similar to those tackled by traditional DevOps tools and processes. After all, at their foundation, LLMs are just software running on hardware somewhere. Typical issues involving RAM and disk space are just as important in the agent world, maybe more so because AI operations are even more greedy about consuming storage than regular software is.</p>



<p class="wp-block-paragraph">Many of the companies supporting agent observability are big names in DevOps circles, having adapted their stacks to address the idiosyncrasies of modern LLMs. IT teams maintaining enterprise agents can treat the LLMs as just one node in a big graph filled with services that are constantly swapping packets and triggering software jobs. Latency and resource constraints must be managed because end-users don’t care whether it’s an LLM, a database, or a plain-old Python script that’s failing, bringing their work to a grinding halt.</p>



<p class="wp-block-paragraph">But new AI-specific challenges are opening the door to newcomers that are building tools with the peculiarities of LLMs in mind — for example, keeping deeper logs filled with records of prompts. LLMs are also often very non-deterministic by design, making it trickier to pinpoint failure modes. And then there’s the fact that an agent will give a perfectly intelligent answer one minute and hallucinate the next.</p>



<p class="wp-block-paragraph">Relying on many of the same approaches that DevOps tools do, AgentOps tools watch for misbehavior and flag anything out of the ordinary for deeper analysis. This may be as simple as fixing slow responses, but it can also include AI hallucinations and other issues born of LLMs’ non-determanism.</p>



<p class="wp-block-paragraph">Teams trying to choose which agent observability tools is best for their use case should look at the size and nature of their agentic systems and projects. Are they adding AI agent features to an existing product or application, or are they building agentic systems from scratch? Are they more focused on maintaining a stable LLM operation or iterating on new approaches? Is AI the center of attention or just an add-on that’s meant to improve an existing stack?<br><br>The AgentOps and agent observability options listed below share many of the same features but differ in their focus and their attention to the challenges organizations will encounter when incorporating agents into their stacks. Each tool offers a worthwhile place to start understanding how to care for the growing presence of AI in the production world.</p>



<h2 class="wp-block-heading">AgentOps.ai</h2>



<p class="wp-block-paragraph">When teams of agents work together, tracking the conversations are essential for understanding and debugging what’s happening. The SDK from <a href="http://agentops.ai/">AgentOps.ai records</a> events so that the creators can replay past behavior to track details such as token counts, spending, latency, and more. Available as a service and on-premises.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> <a href="https://www.agentops.ai/#pricing">Starts at $40 per month </a>plus usage costs at $0.20 per 1M tokens</p>



<p class="wp-block-paragraph"><em>Standout feature:</em> Replay analytics with “time-travel debugging”</p>



<p class="wp-block-paragraph"><em>Best suited for:</em> Complex agent debugging</p>



<h2 class="wp-block-heading">Arize Phoenix</h2>



<p class="wp-block-paragraph">Debugging prompts and LLM responses requires a nuanced understanding of just what’s happening, in part because of the non-determinism that often enters the process. <a href="https://arize.com/phoenix/">Phoenix</a> from Arize supports this process with robust tracing and the ability to score the results for more precise iteration. Their system can track the results and tool calls from a variety of major platforms (Anthropic, AWS, OpenAI, etc.) that are initiated by the major frameworks (LangChain, LlamaIndex, DSPy, etc.). The result is insight into what data is triggering what chain of responses.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> Small free tier; <a href="https://arize.com/pricing/">Pro plan</a> starts at $50 per month plus costs tied to events</p>



<p class="wp-block-paragraph"><em>Standout feature:</em> LLM-as-a-Judge metrics for tracking quality</p>



<p class="wp-block-paragraph"><em>Best suited for:</em> Teams focusing on iterating for accuracy and quality</p>



<h2 class="wp-block-heading">BigPanda</h2>



<p class="wp-block-paragraph"><a href="https://www.bigpanda.io/">BigPanda</a> has always offered solutions for tracking performance of complex systems. Now the company is drilling deeper into the challenge of detecting and ending the problems that come from models that go awry. BigPanda’s main system relies on historical data and machine learning algorithms to flag issues. Its own agent layer connects the problematic nodes and errant models while dispatching alerts to the right team members.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> “Value-based” table on <a href="https://www.bigpanda.io/pricing/">request</a></p>



<p class="wp-block-paragraph"><em>Standout feature:</em> Automated triage for faster response</p>



<p class="wp-block-paragraph"><em>Best suited for:</em> Large teams seeking to reduce alert fatigue from large customer base</p>



<h2 class="wp-block-heading">Braintrust</h2>



<p class="wp-block-paragraph">Setting up an effective improvement cycle for an AI agent requires a strong feedback loop from production data to the agent’s next generation. <a href="https://www.braintrust.dev/">Braintrust</a> watches the production workload and creates test vectors that expose how an agent may be drifting, regressing, or departing from its path. The tool automates much of the testing and scoring feedback loop so problematic patterns can be discovered and addressed. A core part of the offering is a specialized data store that can track large and sometimes deeply nested collections of tests and their results. Their approach may be summarized by one of their tag lines: “trace everything.”</p>



<p class="wp-block-paragraph"><em>Pricing:</em> Free starter tier; <a href="https://www.braintrust.dev/pricing">Pro plan</a> starts at $249 with some usage-based costs covered</p>



<p class="wp-block-paragraph"><em>Standout feature:</em> Highly scalable trace ingestion</p>



<p class="wp-block-paragraph"><em>Best for:</em> Teams developing strong guardrails through continuous testing</p>



<h2 class="wp-block-heading">Chronicle Labs</h2>



<p class="wp-block-paragraph">When it’s time to release a new version of an agent into the wild, the <a href="https://chronicle-labs.com/">platform from Chronicle Labs </a>specializes in staging it and testing it with a collection of use tests and regression cases. The tools are also helpful during development cycles. “Backtest your agent against reality,” their sales material promises, with a set of tools that mines the production telemetry for solid test vectors that stress every part of the agent with prompts and challenges that the agent will encounter after leaving the safety of the lab.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> On <a href="https://chronicle-labs.com/book-call">request</a></p>



<p class="wp-block-paragraph"><em>Standout feature:</em> Back-testing options for complex testing regimes</p>



<p class="wp-block-paragraph"><em>Best for:</em> Teams chasing strong models with good fidelity to reality</p>



<h2 class="wp-block-heading">Comet Opik</h2>



<p class="wp-block-paragraph">Building a dashboard for tracking every in-flow and out-flow to agents is one way to be ready to watch for and solve problems. <a href="https://www.comet.com/site/products/opik/">Opik from Comet </a>is just such a tool. The DevOps teams can track each call and add its own automated routines to examine the results, score them based on 30-plus metrics, and if desired, send it off to another LLM to evaluate the results. Agents that are constantly failing stand out. DevOps teams can also ask questions like, “Who is using this model and racking up all of the bills?” The same goes for MCP skills and other cogs in the machine.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> Free tiers for open source and small projects; <a href="https://www.comet.com/site/pricing/">Pro plan</a> starts at $19 per month with usage limits</p>



<p class="wp-block-paragraph"><em>Standout feature:</em> Auto-scoring with 30-plus metrics for evaluating traces</p>



<p class="wp-block-paragraph"><em>Best for:</em> Teams focusing on RAG and agentic workflows</p>



<h2 class="wp-block-heading">Datadog</h2>



<p class="wp-block-paragraph">DevOps teams that rely on <a href="https://www.datadoghq.com/">Datadog</a> to track logs across collections of services can also use it to track LLM operations, which are, of course, just another source and sink for data. It will track performance such as time to first token and offer insight into what might be causing an issue, such as lack of memory. Results then get plugged into the same cost-tracking mechanism so the bean counters can predict when the budget will run out. After all, the CFO likely doesn’t care whether the bill comes from an LLM or an old-school S3 storage bucket. Datadog integrates AI into their tools by treating these models as just another source of data.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> Small free tier with <a href="https://www.datadoghq.com/pricing/">multiple paid tiers</a> for various levels of enterprise monitoring</p>



<p class="wp-block-paragraph"><em>Standout feature:</em> Large installed base with broad focus on more than LLMs</p>



<p class="wp-block-paragraph"><em>Best for:</em> Large enterprise teams working with established infrastructure</p>



<h2 class="wp-block-heading">Dynatrace</h2>



<p class="wp-block-paragraph">For more than 20 years, <a href="https://www.dynatrace.com/">Dynatrace</a> has been delivering tools that track dataflows across the full stack. Now that AIs are finding roles in many of the nodes in this complex graph, they’re expanding to track how various AI agents can interact. They want to build one platform that helps track the root cause and, often now, deploy solutions autonomously. They want to focus on being ready to support complex networks of agents that detect problems in either performance or security and then work within defined guardrails to fix them. Determining the right role for their own AI-powered agents is a key part of the product.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> <a href="https://www.dynatrace.com/pricing/">Plans</a> start at $7 per month with larger plans designed for full enterprise monitoring</p>



<p class="wp-block-paragraph"><em>Standout feature:</em> High level of autonomous monitoring designed for large installations</p>



<p class="wp-block-paragraph"><em>Best for: </em>Complex, hybrid environments mixing LLMs with traditional services</p>



<h2 class="wp-block-heading">Galileo</h2>



<p class="wp-block-paragraph">Placing some AI systems into production is often a harrowing experience because the actual performance is impossible to predict, even with the most rigorous tests. <a href="https://galileo.ai/">Galileo</a> offers guardrails that track performance and watch for any behavior that deviates from the ground truth. Their “LLM-as-judge” systems are distilled into compact models that can be run locally for lower costs and faster performance.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> Small free tier; Pro plans start at $50 per month with usage-based limits and costs</p>



<p class="wp-block-paragraph"><em>Standout feature: </em>Real-time guardrails for deployed agents</p>



<p class="wp-block-paragraph"><em>Best for:</em> Security-conscious installations that need to defend against hallucination and data leakage</p>



<h2 class="wp-block-heading">Grafana Labs</h2>



<p class="wp-block-paragraph">Long the go-to source for<a href="https://grafana.com/oss/"> open source </a>telemetry, <a href="https://grafana.com/products/cloud/ai-assistant/?pg=hp&amp;plcmt=txt-img-alternating">Grafana Labs</a> now tracks performance of AI models in constellations of services. Grafana tracks the evolution of answers across the agentic network to recognize how small changes or hallucinations can spin out of control. It bills its system as “actually useful AI” and has even trademarked it. Its cloud assistant can configure and reconfigure the Grafana dash to offer the right level of observability. Its system includes AI-level analysis that can flag models that are responding quickly but offering bad answers because of problems such as model drift or context degradation.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> Basic free tier; <a href="https://grafana.com/pricing/">Pro plan</a> begins at $19 per month, includes better retention and some usage-based fees </p>



<p class="wp-block-paragraph"><em>Standout feature: </em>Full-stack tool with fully integrated LLM tools</p>



<p class="wp-block-paragraph"><em>Best for:</em> Large, enterprise-scale system adding AI</p>



<h2 class="wp-block-heading">Helicone</h2>



<p class="wp-block-paragraph">Sometimes shoehorning in another tool into the chain can be tricky. <a href="https://www.helicone.ai/">Helicone</a> is designed as a smart network proxy that will route all model requests while keeping solid debugging records from the data as it goes by. The data it captures can be turned into nice charts that make it easy to spot latency issues or model failures. Naturally, tracking AI spend is also a feature in much demand as bills continue to climb.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> Small free tier; <a href="https://www.helicone.ai/pricing">Pro plan</a> starts at $79 per month, includes features such as team collaboration and improved querying</p>



<p class="wp-block-paragraph"><em>Standout feature:</em> Proxy-based integration</p>



<p class="wp-block-paragraph"><em>Best for:</em> Development teams who want to add better monitoring features quickly</p>



<h2 class="wp-block-heading">Laminar</h2>



<p class="wp-block-paragraph">Tracking agents in development and production means building strong storehouses of data enumerating what happened. <a href="https://laminar.sh/">Laminar</a> works closely with OpenTelemetry to follow agents operating in production so that flaws and failure modes can be understood from log files stored efficiently with their own compression scheme. Developers can search through traces with an SQL-ish language and Laminar’s transcript view illuminates what happened. When necessary, the traces can enable developers to scroll back in time and replay the same inputs for debugging. The goal is to offer deep insights with high-level visibility of how well the agents are meeting business objectives.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> Small free tier; “Hobby” tier that adds more features at $30; <a href="https://laminar.sh/pricing">Pro level</a> starts at $150 per month</p>



<p class="wp-block-paragraph"><em>Standout feature:</em> Open-source license makes self-hosting a viable option</p>



<p class="wp-block-paragraph"><em>Best for:</em> Teams fully able to leverage open-source responsibilities</p>



<h2 class="wp-block-heading">LangChain LangSmith</h2>



<p class="wp-block-paragraph">Real-time data from agents is essential for managing any mutli-agent system in production. LangSmith from <a href="https://www.langchain.com/">LangChain</a> traces costs, tools, and progress toward solutions for a wide collection of agents using SDKs for Python, TypeScript, Go, and Java. The OpenTelemetry-based solution watches for anomalies, issuing warnings and alerts through dashboards and communication channels such as PagerDuty. Deeper analysis can reveal issues such as topic clustering or odd patterns of failure. Coordination with agent deployment platforms such as LangGraph and deepagents ensures greater focus on successful resolution of assignments.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> Free for solo developers; <a href="https://www.langchain.com/pricing">Pro teams</a> start at $39 per person per month </p>



<p class="wp-block-paragraph"><em>Standout feature:</em> Systematic approach to regression testing of prompts</p>



<p class="wp-block-paragraph"><em>Best for:</em> Teams relying on LangChain and LangGraph frameworks for supporting complex agentic behavior</p>



<h2 class="wp-block-heading">Lunary</h2>



<p class="wp-block-paragraph">Watching the user experience is essential for building AI applications such as chatbots and assistants. <a href="https://lunary.ai/">Lunary</a> offers a proxy that traces all interactions and then builds analytical dashboards for measuring metrics such as user satisfaction or model costs. One common usage is finding frequent topics and looking at the responses to ensure they deliver. When prompts aren’t perfect, Lunary lets teams iterate on the prompt text until the right answers are coming out. Its proxy structure and common API format enables Lunary to promise to work with “any LLM, any framework.”</p>



<p class="wp-block-paragraph"><em>Pricing:</em> Free tier; <a href="https://lunary.ai/pricing">Pro plan</a> starts at $20 per month</p>



<p class="wp-block-paragraph"><em>Standout feature:</em> Deep integration with humans for reviewing and optimizing results</p>



<p class="wp-block-paragraph"><em>Best for:</em> Startups focused on rapid prompt innovation</p>



<h2 class="wp-block-heading">NewRelic</h2>



<p class="wp-block-paragraph">The platform that began tracking performance of some web applications is now powerful enough to track the flows of data through complex agentic ecologies. <a href="https://newrelic.com/platform/ai-observability">NewRelic’s</a> AI-driven monitoring watches for golden signals that can indicate misbehavior or worse throughout the entire lifecycle. It tracks every detail of the interactions through protocols such as MCP and then makes this available to the AI engineers responsible for performance. The dashboard provides the insights necessary to watch for toxic behavior, overt bias, drift, and overblown hallucinations. Predicting and maybe even controlling the cost is also a growing role as tokenomics becomes as important as response time.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> Free tier; Pro plan fees available through website</p>



<p class="wp-block-paragraph"><em>Standout feature: </em>Full-stack support with hundreds of integrations with other tools</p>



<p class="wp-block-paragraph"><em>Best for:</em> Established enterprise teams mixing in AI</p>



<h2 class="wp-block-heading">Nova AI Ops</h2>



<p class="wp-block-paragraph">The goal of <a href="https://novaaiops.com/">Nova AI Ops </a>is to deliver a team of agents that watch over a cloud and make it, at least partially, self-healing. Each agent uses a mixture of predictive AI and machine learning to watch cloud telemetry reports for anomalies. Then they calculate the “blast radius” and decide whether this is a problem that can be fixed automatically “while you sleep” or saved for the human supervisors. These tools are aimed not just on LLM operations but on the stack as a whole.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> Small free tier; <a href="https://novaaiops.com/pricing">Standard pricing </a> begins at $40 per user per month with usage billing</p>



<p class="wp-block-paragraph"><em>Standout feature:</em> Focus on software reliability engineering helps teams deliver stable stacks</p>



<p class="wp-block-paragraph"><em>Best for:</em> Teams that want to integrate LLMs into incident response and stability management</p>



<h2 class="wp-block-heading">Splunk</h2>



<p class="wp-block-paragraph">The platform that began delivering smart logging is now fully AI capable, offering solutions that can watch over agents with much the same way that it continues to track microservices. <a href="https://www.splunk.com/en_us/solutions/splunk-artificial-intelligence.html">Splunk</a> now includes a fairly large amount of predictive AI for learning from the information in the logs and then turning this learning into fast solutions. This AI assistant can track deployed AI models connected by protocols such as MCP and watch over behavior while delivering the ability for users to drill down and explore what’s working and what’s failing. Their AI Canvas is meant to offer a central hub where the AI scientists can track both the local behavior of the models as well as their role in a larger data ecosystem.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> <a href="https://www.splunk.com/en_us/resources/splunk-pricing-options.html">Activity-based pricing</a> tracks usage of LLM backends and storage</p>



<p class="wp-block-paragraph"><em>Standout feature:</em> Ready to scale to large enterprise stacks</p>



<p class="wp-block-paragraph"><em>Best for:</em> Teams with legacy systems that are folding in agentic options</p>



<h2 class="wp-block-heading">SuperPenguin</h2>



<p class="wp-block-paragraph">One of the most important parts of an AI service is the bill. <a href="https://superpenguin.ai/#features">SuperPenguin</a> is a product designed to track consumption and make predictions so that the CFO won’t be surprised. The goal is to provide solid estimates about the total cost of each product by allocating costs to customers, features, and teams. If there’s a sudden shift, a “spike detector” will raise an alarm so that dev teams can ensure that the AI spend is worth it.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> Small free tier for experimentation; Growth tier for teams, starting at $30 per month; <a href="https://superpenguin.ai/#pricing">Pro tier </a>offers deeper options starting at $200 per month</p>



<p class="wp-block-paragraph"><em>Standout feature: </em>Strong accounting with invoice reconciliation and PR-level usage tracking</p>



<p class="wp-block-paragraph"><em>Best for:</em> Teams that need precise cost accounting</p>



<h2 class="wp-block-heading">Vellum</h2>



<p class="wp-block-paragraph">Prompt engineers spend time fussing over the details of tweaking, improving, and enhancing the words that guide the LLM. <a href="https://www.vellum.ai/">Vellum</a> started as a company that would provide the pipeline so that you could manage and improve the prompts that ran again and again. Now the system is growing more powerful, offering a higher level of automation that lets you meta-manage the prompt chain. They’ve also begun marketing it as a form of personal assistant with pre-built connections to many of the major services such as Gmail. Its <a href="https://github.com/vellum-ai/llm-cost-optimizer">llm-cost-optimizer </a>can juggle multiple options while finding a cheaper way to execute a prompt, a process the company suggests can save 60% or more.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> Open-source free tier; Pro plan starts at $35 per month</p>



<p class="wp-block-paragraph"><em>Standout feature:</em> Focus on multi-model pipelines for true agentic solutions</p>



<p class="wp-block-paragraph"><em>Best for:</em> Product teams with complex prompt engineering workflows</p>
</div></div></div></div>]]></content:encoded>
</item>
<item>
<title><![CDATA[Game on the go with the new Humble Handhelds Bundle]]></title>
<description><![CDATA[Want some more games for your Steam Deck, Legion Go or whatever other device you have? The newly launched Humble Handhelds Bundle might save the day.Read the full article on GamingOnLinux.]]></description>
<link>https://tsecurity.de/de/3672891/linux-tipps/game-on-the-go-with-the-new-humble-handhelds-bundle/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3672891/linux-tipps/game-on-the-go-with-the-new-humble-handhelds-bundle/</guid>
<pubDate>Thu, 16 Jul 2026 11:10:59 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Want some more games for your Steam Deck, Legion Go or whatever other device you have? The newly launched Humble Handhelds Bundle might save the day.<p><img src="https://www.gamingonlinux.com/uploads/articles/tagline_images/540721397id29399gol.webp" alt></p><p>Read the full article on <a href="https://www.gamingonlinux.com/2026/07/game-on-the-go-with-the-new-humble-handhelds-bundle/">GamingOnLinux</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[HPR4684: Sim Racing on the cheap!]]></title>
<description><![CDATA[This show has been flagged as Clean by the host.


Thrustmaster TMX Force Feedback Pro Black Xbox One / Xbox Series X/S / PC




https://www.ebay.com/itm/157554569422




Dayton Audio DAEX25 Audio Exciter Pair - Sound Exciter Pair Audio Transducer - 5 Watts RMS, 8 Ohms Impedance - 2 Pack - Tu...]]></description>
<link>https://tsecurity.de/de/3672094/podcasts/hpr4684-sim-racing-on-the-cheap/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3672094/podcasts/hpr4684-sim-racing-on-the-cheap/</guid>
<pubDate>Thu, 16 Jul 2026 02:03:00 +0200</pubDate>
<category>🎥 Podcasts</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>This show has been flagged as Clean by the host.</p>

<p>
Thrustmaster TMX Force Feedback Pro Black Xbox One / Xbox Series X/S / PC</p>

<p>

<a href="https://www.ebay.com/itm/157554569422" rel="noopener noreferrer" target="_blank">
https://www.ebay.com/itm/157554569422</a>

</p>

<p>
Dayton Audio DAEX25 Audio Exciter Pair - Sound Exciter Pair Audio Transducer - 5 Watts RMS, 8 Ohms Impedance - 2 Pack - Turn Any Surface into a Speaker System</p>

<p>

<a href="https://www.amazon.com/dp/B001EYEM8C" rel="noopener noreferrer" target="_blank">
https://www.amazon.com/dp/B001EYEM8C</a>

</p>

<p>

<a href="https://www.simhubdash.com/" rel="noopener noreferrer" target="_blank">
https://www.simhubdash.com/</a>

</p>

<p>

<a href="https://www.accsetupcomparator.com/" rel="noopener noreferrer" target="_blank">
https://www.accsetupcomparator.com/ </a>

</p>

<p>

<a href="https://www.iracing.com/" rel="noopener noreferrer" target="_blank">
https://www.iracing.com/</a>
 ( they have buy 2 years get discount during holiday but still can't afford it .. )</p>

<p>

<a href="https://forza.net/horizon" rel="noopener noreferrer" target="_blank">
https://forza.net/horizon</a>

</p>

<p>

</p>

<p>
DiRT Rally 2.0 GOTY</p>

<p>

<a href="https://k4g.com/store?distribution%5B%5D=3&amp;q=DiRT%20Rally%202.0%20GOTY&amp;sort=price" rel="noopener noreferrer" target="_blank">
https://k4g.com/store?distribution[]=3&amp;q=DiRT%20Rally%202.0%20GOTY&amp;sort=price</a>

</p>

<p>

</p>

<p>
CrewChiefV4</p>

<p>

<a href="https://thecrewchief.org/" rel="noopener noreferrer" target="_blank">
https://thecrewchief.org/</a>

</p>

<p>

<a href="https://app.tracktitan.io/sessions/3ebbf63b-93de-4309-9a42-9311a745209d/20241228052252" rel="noopener noreferrer" target="_blank">
https://app.tracktitan.io/sessions/3ebbf63b-93de-4309-9a42-9311a745209d/20241228052252</a>

</p>

<p>

</p>

<p>
SUMMARY.</p>

<p>
User discusses sim racing challenges, costs, and setup tips.</p>

<p>
IDEAS.</p>

<ol>

<li>
 Sim racing requires time and investment.</li>

<li>
 I Racing is expensive with annual costs.</li>

<li>
 Set of Courses offers one-time payment.</li>

<li>
 Proper setup enhances sim racing experience.</li>

<li>
 Cable connections can complicate setup.</li>

<li>
 Upgrading hardware improves performance.</li>

<li>
 Arcade games like Forza offer casual play.</li>

<li>
 Realistic sim racing demands dedication.</li>

<li>
 License requirements vary between platforms.</li>

<li>
 Remote gaming systems save space.</li>

<li>
 Steering wheel upgrades improve smoothness.</li>

<li>
 Dedicated spaces optimize sim racing.</li>

<li>
 Balancing fun and realism is key.</li>

<li>
 Multi-launchers manage gaming platforms.</li>

<li>
 Hacked accounts may cause issues.</li>

<li>
 Monitoring hardware wear is important.</li>

<li>
 Shifting mechanisms enhance control.</li>

<li>
 Curved monitors improve immersion.</li>

<li>
 Time constraints affect sim racing participation.</li>

<li>
 Exploring multiple games adds variety.</li>

</ol>

<p>

</p>

<p>
RECOMMENDATIONS.</p>

<ol>

<li>
 Consider Set of Courses for a one-time payment.</li>

<li>
 Invest in a proper setup for serious sim racing.</li>

<li>
 Use a multi-launcher for managing games.</li>

<li>
 Upgrade hardware for smoother performance.</li>

<li>
 Buy specific tracks and cars to avoid costs.</li>

<li>
 Opt for a dedicated space for sim racing.</li>

<li>
 Check for license requirements before purchasing.</li>

<li>
 Remote into gaming systems to save space.</li>

<li>
 Replace plastic parts with bearings for smoother operation.</li>

<li>
 Use a 7-speed shifter for better control.</li>

<li>
 Avoid hacked accounts for reliability.</li>

<li>
 Purchase multiple accounts for different players.</li>

<li>
 Focus on arcade games for casual play.</li>

<li>
 Prioritize a curved monitor for immersion.</li>

<li>
 Use a standing desk for accessibility.</li>

<li>
 Monitor cable connections to prevent setup issues.</li>

<li>
 Upgrade steering wheel components for better experience.</li>

<li>
 Balance fun and realism based on personal preference.</li>

<li>
 Consider time investment for sim racing.</li>

<li>
 Explore different racing games for variety.</li>

</ol>

<p>

</p>


<p><a href="https://hackerpublicradio.org/eps/hpr4684/index.html#comments">Provide <strong>feedback</strong> on this episode</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[v2.1.211]]></title>
<description><![CDATA[What's changed

Added --forward-subagent-text flag and CLAUDE_CODE_FORWARD_SUBAGENT_TEXT environment variable to include subagent text and thinking in stream-json output
Fixed permission previews relayed to chat channels not neutralizing bidirectional-override, zero-width, and look-alike quote ch...]]></description>
<link>https://tsecurity.de/de/3672066/downloads/v21211/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3672066/downloads/v21211/</guid>
<pubDate>Thu, 16 Jul 2026 01:16:22 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h2>What's changed</h2>
<ul>
<li>Added <code>--forward-subagent-text</code> flag and <code>CLAUDE_CODE_FORWARD_SUBAGENT_TEXT</code> environment variable to include subagent text and thinking in stream-json output</li>
<li>Fixed permission previews relayed to chat channels not neutralizing bidirectional-override, zero-width, and look-alike quote characters, so tool inputs cannot visually alter the approval message</li>
<li>Fixed auto mode overriding a PreToolUse hook's <code>ask</code> decision for unsandboxed Bash — a hook <code>ask</code> now floors the decision at a prompt</li>
<li>Fixed parallel Claude Code sessions all logging out simultaneously after wake-from-sleep when many sessions share one credential store</li>
<li>Fixed plugin MCP servers not reconnecting after an idle web session woke, leaving MCP calls failing until the next message</li>
<li>Fixed Claude Code on Vertex and Bedrock attempting the default Opus model at startup and printing a spurious fallback notice when a model is explicitly configured</li>
<li>Fixed subagents spawned with an explicit model override reverting to the parent's model when resumed or sent a follow-up message</li>
<li>Fixed nested <code>.claude/rules/*.md</code> files loading even when setting sources exclude project settings</li>
<li>Fixed file upload validation: filenames ending in a DOS device suffix (<code>.prn</code>) or trailing dot are now accepted, and files with multiple hard links are refused</li>
<li>Fixed file uploads to Claude in Chrome from remote and CLI sessions</li>
<li>Fixed edits that leave the input as "?" being silently swallowed and toggling the shortcuts panel</li>
<li>Fixed a startup hang when the Claude in Chrome extension is enabled but Chrome is not running</li>
<li>Fixed a 300ms delay revealing async content (Settings tabs, Stats, diff views, and other loading states)</li>
<li>Fixed reopening a just-stopped background session from the agents view starting a blank conversation under the same session id</li>
<li>Fixed <code>/loop</code> hiding the session from <code>/resume</code> after a single use</li>
<li>Fixed screen reader users losing the audible terminal bell after <code>/terminal-setup</code> or onboarding terminal setup</li>
<li>Fixed background jobs on LLM gateway auth (<code>ANTHROPIC_AUTH_TOKEN</code> + <code>ANTHROPIC_BASE_URL</code>) coming back "Not logged in" after the daemon respawns them</li>
<li>Fixed <code>claude agents</code> jobs becoming permanently undeletable when git no longer recognizes their worktree — the row now shows why the delete was refused instead of silently reappearing</li>
<li>Fixed <code>/clear</code> not resetting the session cost counter — the statusline's cost now starts at $0 after <code>/clear</code></li>
<li>Fixed Claude in Chrome setup pages failing to open in the browser on Windows</li>
<li>Fixed headless print-mode sessions on Windows crashing or silently exiting when stdin is unreadable</li>
<li>Fixed background session titles in the agents view showing the naming model's refusal text when the prompt contains a link</li>
<li>Fixed background agents killed by the user auto-respawning, and revived agents re-running stale prompts from old sessions</li>
<li>Fixed routines with no schedule reporting a next run time in the year 1</li>
<li>Hardened synced skill/plugin directory naming on Windows and kept CCR web fetch/search proxies working after <code>/clear</code></li>
<li>Improved terminal layout and rendering performance</li>
<li>Improved background agent result reporting — Claude now reports the status of still-running agents and waits for the real completion instead of fabricating results</li>
<li>Improved the memory index over-limit warning to measure only loaded content, excluding frontmatter and HTML comments</li>
<li>Updated integer environment variables (timeouts, token budgets, retry counts) to accept scientific notation and digit-separator spellings like <code>1e6</code> and <code>64_000</code></li>
<li>Updated documentation links to the current docs sites</li>
<li>Changed "always allow" permission rules to save at the repository root, so approvals granted in a git worktree persist across sessions and worktrees</li>
<li>Changed <code>/usage-credits</code> to ask for confirmation before sending a request to organization admins</li>
<li>Changed Vim mode <code>s</code> and <code>S</code> (substitute char/line) to work in NORMAL mode, matching vim behavior</li>
<li>[VSCode] Updated the Remote Control banner to describe what it does</li>
<li>Claude in Chrome: hardened file-upload path validation</li>
<li>Claude in Chrome: <code>save_to_disk</code> on screenshot actions now writes the image to disk and returns the path; previously it did nothing</li>
<li>Fixed a prompt-caching regression on Bedrock, Vertex, Mantle, and Foundry that billed the trailing system context block as fresh input tokens on every request.</li>
</ul>]]></content:encoded>
</item>
<item>
<title><![CDATA[Apple spotlights 2026 sales tax holidays: Save big on Macs, iPhones, iPads, and more across 10 U.S. states]]></title>
<description><![CDATA[Apple has rolled out its official 2026 sales tax holiday guide, giving shoppers in select U.S. states a timely opportunity to purchase…
The post Apple spotlights 2026 sales tax holidays: Save big on Macs, iPhones, iPads, and more across 10 U.S. states appeared first on MacDailyNews.]]></description>
<link>https://tsecurity.de/de/3671698/ios-mac-os/apple-spotlights-2026-sales-tax-holidays-save-big-on-macs-iphones-ipads-and-more-across-10-us-states/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3671698/ios-mac-os/apple-spotlights-2026-sales-tax-holidays-save-big-on-macs-iphones-ipads-and-more-across-10-us-states/</guid>
<pubDate>Wed, 15 Jul 2026 21:10:22 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Apple has rolled out its official 2026 sales tax holiday guide, giving shoppers in select U.S. states a timely opportunity to purchase…</p>
<p>The post <a href="https://macdailynews.com/2026/07/15/apple-spotlights-2026-sales-tax-holidays-save-big-on-macs-iphones-ipads-and-more-across-10-u-s-states/">Apple spotlights 2026 sales tax holidays: Save big on Macs, iPhones, iPads, and more across 10 U.S. states</a> appeared first on <a href="https://macdailynews.com/">MacDailyNews</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Apple's new 36-month cellular iPad financing plan is good, but you can save money elsewhere]]></title>
<description><![CDATA[Before you take advantage of Apple's new 36-month financing on cellular iPads, you should check to see if there are better deals first, since there are no discounts through Apple's programs.iPad AirThe new 36-month option appears at checkout when someone buys a Wi-Fi + Cellular iPad from Apple, a...]]></description>
<link>https://tsecurity.de/de/3671655/ios-mac-os/apples-new-36-month-cellular-ipad-financing-plan-is-good-but-you-can-save-money-elsewhere/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3671655/ios-mac-os/apples-new-36-month-cellular-ipad-financing-plan-is-good-but-you-can-save-money-elsewhere/</guid>
<pubDate>Wed, 15 Jul 2026 20:51:30 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Before you take advantage of Apple's new 36-month financing on cellular iPads, you should check to see if there are better deals first, since there are no discounts through Apple's programs.<br><br><div><img src="https://photos5.appleinsider.com/gallery/68260-143893-iPad-Air-M4-blue-held-in-hand-xl.jpg" alt="Person holding a tablet at a wooden table in a cafe, with a takeaway coffee cup in the foreground and soft natural light coming from the left side" height="737"><span>iPad Air</span></div><br>The new 36-month option appears at checkout when someone buys a Wi-Fi + Cellular iPad from Apple, alongside paying in full or using Apple Card Monthly Installments. It's available for the iPad, iPad mini, iPad Air and iPad Pro, subject to carrier approval.<br><br>Apple's own interest-free financing still runs for 12 months through Apple Card. Apple Card Monthly Installments includes 3% Daily Cash up front and isn't tied to a carrier installment plan.<br><br>The 36-month option lowers the monthly payment, not the price. It spreads the same total over three years instead of one.<br><br><br> <a href="https://appleinsider.com/articles/26/07/15/apples-new-36-month-cellular-ipad-financing-plan-is-good-but-you-can-save-money-elsewhere?utm_source=rss">Continue Reading on AppleInsider</a> | <a href="https://forums.appleinsider.com/discussion/244967?urm_source=rss">Discuss on our Forums</a>]]></content:encoded>
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<title><![CDATA[I turned my Moto Razr into a tiny workstation - and wrote this entire story on it]]></title>
<description><![CDATA[I wanted to save my back during my next work trip, so I assembled a workstation using the smallest devices I could find.]]></description>
<link>https://tsecurity.de/de/3671344/it-nachrichten/i-turned-my-moto-razr-into-a-tiny-workstation-and-wrote-this-entire-story-on-it/</link>
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<pubDate>Wed, 15 Jul 2026 18:33:57 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[I wanted to save my back during my next work trip, so I assembled a workstation using the smallest devices I could find.]]></content:encoded>
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<title><![CDATA[WD Red Plus 8TB deal: Our pick for 'the best value' NAS drive is nearly $100 off]]></title>
<description><![CDATA[Save nearly $100 off the price of the 8TB WD Red Plus NAS drive for reliable always-on network storage.]]></description>
<link>https://tsecurity.de/de/3671259/it-nachrichten/wd-red-plus-8tb-deal-our-pick-for-the-best-value-nas-drive-is-nearly-100-off/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3671259/it-nachrichten/wd-red-plus-8tb-deal-our-pick-for-the-best-value-nas-drive-is-nearly-100-off/</guid>
<pubDate>Wed, 15 Jul 2026 18:03:57 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Save nearly $100 off the price of the 8TB WD Red Plus NAS drive for reliable always-on network storage.]]></content:encoded>
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<title><![CDATA[Daylight saving time is on track to become permanent in the US]]></title>
<description><![CDATA[The US is one step closer to observing daylight saving time year-round. On Tuesday, the House advanced the Sunshine Protection Act on a 308 to 117 vote, which would turn clocks one hour ahead permanently, as reported by CBS News. President Donald Trump wrote on Truth Social in May that the bill w...]]></description>
<link>https://tsecurity.de/de/3671188/it-nachrichten/daylight-saving-time-is-on-track-to-become-permanent-in-the-us/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3671188/it-nachrichten/daylight-saving-time-is-on-track-to-become-permanent-in-the-us/</guid>
<pubDate>Wed, 15 Jul 2026 17:32:51 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The US is one step closer to observing daylight saving time year-round. On Tuesday, the House advanced the Sunshine Protection Act on a 308 to 117 vote, which would turn clocks one hour ahead permanently, as reported by CBS News. President Donald Trump wrote on Truth Social in May that the bill would save the […]]]></content:encoded>
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<title><![CDATA[Which AI model should you bet your company on? None of them]]></title>
<description><![CDATA[Every day this past week I did something I suspect millions of other people also did: I stared at an LLM model picker and wondered which one I was supposed to want.



OpenAI just released ⁠GPT-5.6 Sol, Terra, and Luna. Sol is the flagship. Terra offers much of its intelligence for less money. Lu...]]></description>
<link>https://tsecurity.de/de/3671165/ai-nachrichten/which-ai-model-should-you-bet-your-company-on-none-of-them/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3671165/ai-nachrichten/which-ai-model-should-you-bet-your-company-on-none-of-them/</guid>
<pubDate>Wed, 15 Jul 2026 17:19:39 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Every day this past week I did something I suspect millions of other people also did: I stared at an <a href="https://www.infoworld.com/article/2335213/large-language-models-the-foundations-of-generative-ai.html">LLM </a>model picker and wondered which one I was supposed to want.</p>



<p class="wp-block-paragraph">OpenAI just released ⁠<a href="https://openai.com/index/gpt-5-6/">GPT-5.6 Sol, Terra, and Luna</a>. Sol is the flagship. Terra offers much of its intelligence for less money. Luna is cheaper still. Anthropic released ⁠<a href="https://www.anthropic.com/news/claude-sonnet-5">Claude Sonnet 5</a> at the end of June and Opus 4.8 the month prior, with a little Fable 5 emerging in between. Meanwhile, Google, which seemed to be winning the model wars a few months ago, is now getting shade from Gergely Orosz, who ⁠<a href="https://x.com/GergelyOrosz/status/2075160978493210685?s=20">argues that Gemini has slipped outside the top tier</a> for software development and has been out of the major model release game for <em>eons</em> (May 19).</p>



<p class="wp-block-paragraph">Perhaps Orosz is right. Perhaps he’ll be wrong again in six weeks. Honestly, it’s exhausting.</p>



<p class="wp-block-paragraph">I use ChatGPT and Claude constantly and still have no principled idea which model to choose most of the time. I tend to click whatever looks like the biggest, most expensive option because I don’t know what I’m giving up by choosing something smaller. “Instant” sounds dangerously unserious. “Thinking” sounds expensive but powerful.</p>



<p class="wp-block-paragraph">A quick <a href="https://www.linkedin.com/feed/update/urn:li:activity:7481369774401409024/">survey of my LinkedIn crowd</a> suggests others also feel my “WHICH MODEL???” pain. More importantly, I suspect most enterprises do, too.</p>



<h2 class="wp-block-heading"><a></a>A model doesn’t rot</h2>



<p class="wp-block-paragraph">Before getting carried away, however, it’s worth considering whether any of this model churn actually matters. After all, a model doesn’t rot. The model an enterprise put into production in March performs just as well in July as it did when the company selected it. “Obsolete” generally means that something better now exists, not that the deployed model suddenly stopped summarizing insurance claims or classifying support tickets. (In other words, once you have something working, the idea that “but maybe Opus 200.2 is better!” is really a FOMO problem, not a performance issue.)</p>



<p class="wp-block-paragraph">Most enterprise workloads don’t live at the frontier anyway. Extraction, summarization, classification, document comparison, and customer-service assistance often work perfectly well with smaller, cheaper models. OpenAI’s own pitch for the trio of GPT-5.6 models isn’t simply that Sol is better. It’s that ⁠Terra and Luna deliver different combinations of intelligence, latency, and cost. Luna, the cheapest tier, nearly matches the previous generation’s peak performance at less than half the estimated cost, according to OpenAI.</p>



<p class="wp-block-paragraph">The practical question, of course, is where to start. An enterprise can’t test every model, every reasoning setting, and every price tier before doing any work. So here’s my advice (which I don’t follow in my own work, but I’m not defining enterprise strategy and can be a little price-insensitive). Start with the cheapest credible model that appears capable of the task. Give it a representative set of real examples and, before you start testing, define what counts as good enough. If it passes, stop. If it fails, move up a tier or try a model with strengths better suited to the work.</p>



<p class="wp-block-paragraph">That sounds almost offensively simple, but it reverses the way many people, including me, use these products. We start with the biggest model because we’re afraid of what we might lose. Enterprises should start lower and require evidence before paying for more intelligence.</p>



<p class="wp-block-paragraph">There are exceptions, of course. For genuinely difficult work, such as autonomous coding, complex research, or high-stakes reasoning, beginning with a frontier model may save time. But even then, the goal should be to establish a quality ceiling, then test whether a cheaper model can meet it. It’s changing the question from “which model is best?” to “what is the least expensive model that reliably clears the bar for this job?”</p>



<p class="wp-block-paragraph">For many workloads, that price improvement matters more than a few extra benchmark points. <a href="https://www.infoworld.com/article/2335519/ai-hype-isnt-helping-anyone.html">⁠As I argued back in 2023</a>, following AI hype doesn’t help anyone. If your model strategy depends on whichever benchmark screenshot is circulating on X this week, you don’t have a strategy. Not a viable one, anyway. Pick a model and ignore the noise.</p>



<p class="wp-block-paragraph">Except, of course, when that noise suggests a serious signal.</p>



<h2 class="wp-block-heading"><a></a>Sometimes better really is better</h2>



<p class="wp-block-paragraph">Frontier improvements aren’t always incremental, making it advantageous to consider an upgrade. Coding is the obvious example. There’s a significant difference between a model that suggests the next few lines of code and one that can inspect a repository, plan a change, use tools, run tests, discover its own mistakes, and keep working for an extended period. That isn’t merely a nicer autocomplete experience. It can reorganize a development workflow.</p>



<p class="wp-block-paragraph">This is why enterprises can’t simply standardize on an 18-month-old model and declare victory. In some areas, particularly software development and other agentic work, better models can unlock compounding productivity. A model that reliably completes 80% of a bounded task rather than 50% may justify an entirely different division of labor between humans and machines.</p>



<p class="wp-block-paragraph">Still, that upgrade isn’t free.</p>



<p class="wp-block-paragraph">Models differ in how they interpret instructions, call tools, manage context, refuse requests, and fail. Prompts and scaffolding tuned for one model can regress when moved to another. Or costs can explode. As one of my Oracle colleagues discovered just this week, running the same tasks in GPT 5.6 was orders of magnitude more expensive than 5.5. The API change may be trivial, but the revalidation and implications are not.</p>



<p class="wp-block-paragraph">This leaves enterprises caught between two bad options. They can freeze and potentially miss out on meaningful improvements or chase every release and repeatedly test production systems on faith. What to do?</p>



<h2 class="wp-block-heading"><a></a>Stop making model bets</h2>



<p class="wp-block-paragraph">The answer is to stop making LLM bets and start making job-to-be-done bets. Stop asking which model is fastest. Instead, figure out what work you are trying to improve. What does a good result look like? How much latency and cost can the workflow tolerate? How wrong can it be before a human must intervene? Once those questions have answers, model selection becomes less opaque.</p>



<p class="wp-block-paragraph">A difficult code migration may justify GPT-5.6 Sol or Claude Sonnet 5. A repetitive classification task may work just as well with Luna or another smaller model. A regulated workflow may require a model or deployment option that offers particular data controls. Sometimes the correct model is no LLM at all, like when I’m writing this post. Sorry, AI vendors! (At least you won’t get blamed for my mistakes.)</p>



<p class="wp-block-paragraph">This is where evaluations become the center of enterprise AI strategy. <a href="https://www.infoworld.com/article/4166247/improving-ai-agents-through-better-evaluations.html">⁠As I’ve said before</a>, most companies don’t have an AI quality problem so much as an AI measurement problem. Hence, a private evaluation suite built from real company work is the only leaderboard that matters. Does the new model materially improve quality? If so, use it! Does it reduce cost or latency? Again, that’s your free pass to adoption. Does the improvement justify the expense and effort of revalidation? If yes, continue.</p>



<h2 class="wp-block-heading"><a></a>Make model releases boring</h2>



<p class="wp-block-paragraph">As important as the model is, keep in mind that AI success always comes back to <em>your</em> company’s data, <em>your</em> company’s workflows<em>, your</em> company’s integrations, etc. That’s the ⁠<a href="https://www.infoworld.com/article/4157506/mastering-the-dull-reality-of-sexy-ai.html">dull reality behind sexy AI</a>. Retrieval, <a href="https://www.infoworld.com/article/4189492/how-to-improve-the-memory-of-ai-agents.html">memory</a>, governance, data quality, <a href="https://www.infoworld.com/article/2262666/what-is-observability-software-monitoring-on-steroids.html">observability</a>, and feedback loops aren’t as exciting as a new model launch, but they’re what ultimately make AI truly work.</p>



<p class="wp-block-paragraph">Again, when it’s time to consider something new, the principle should be to default to the least expensive model that reliably passes your evaluations. Only escalate harder tasks to more capable models when measurement shows that the premium pays. Tip: Make this invisible to employees so that the system routes to the best model for a particular prompt. As <a href="https://www.linkedin.com/feed/update/urn:li:activity:7481369774401409024/?dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287481372047860715522%2Curn%3Ali%3Aactivity%3A7481369774401409024%29">dbt Labs’ Jon Lewis expresses</a> it, “The best model is ‘Auto’ and I won’t hear anyone say otherwise.” OpenAI’s own ⁠<a href="https://developers.openai.com/api/docs/guides/latest-model">migration guidance</a> recommends testing models on representative tasks, including trying a lower reasoning level rather than automatically cranking everything to the maximum.</p>



<p class="wp-block-paragraph">As for me, I’ll probably keep clicking the shiniest option. I don’t have a formal evaluation suite for InfoWorld columns, and the marginal cost is a subscription I already pay. Enterprises don’t get that excuse.</p>
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<title><![CDATA[Red Hat OpenShift 4.22 tackles cloud costs, AI workloads]]></title>
<description><![CDATA[Red Hat OpenShift 4.22, an update to the company’s hybrid cloud application platform, is now generally available. The release focuses on cutting cloud infrastructure costs, simplifying operations of virtualized workloads, and securing sensitive data.



Announced July 14, Red Hat OpenShift 4.22 c...]]></description>
<link>https://tsecurity.de/de/3671154/ai-nachrichten/red-hat-openshift-422-tackles-cloud-costs-ai-workloads/</link>
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<pubDate>Wed, 15 Jul 2026 17:19:23 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Red Hat OpenShift 4.22, an update to the company’s hybrid cloud application platform, is now generally available. The release focuses on cutting cloud infrastructure costs, simplifying operations of virtualized workloads, and securing sensitive data.</p>



<p class="wp-block-paragraph">Announced <a href="https://www.redhat.com/en/blog/navigate-ai-and-scale-red-hat-openshift-422">July 14</a>, Red Hat OpenShift 4.22 continues to harden the platform foundation to meet growing security standards, helping reduce the manual effort of compliance and risk mitigation, Red Hat said. The introduction of a minimal Red Hat Universal Base Image (UBI) strips away non-essential packages to reduce the overall attack surface. With Red Hat OpenShift sandboxed containers 1.12, OpenShift 4.22 makes support for confidential containers on bare metal generally available. </p>



<p class="wp-block-paragraph">The OpenShift 4.22 release also introduces confidential AI as a technology preview. With confidential AI, organizations can isolate and run highly sensitive workloads and proprietary AI algorithms inside a cryptographically isolated slice of memory and CPU, providing data privacy even during runtime execution, according to Red Hat.</p>



<p class="wp-block-paragraph">OpenShift 4.22 also brings new Red Hat OpenShift Virtualization capabilities. A new Ethernet virtual private network integration with user-defined networks allows teams to connect containerized and virtualized workloads to external infrastructure. Volume groups now can be used to execute multi-volume snapshots for VMs, providing a crash-consistent backup mechanism that simplifies disaster recovery. And the introduction of two-node OpenShift with fencing provides a highly resilient and resource-efficient option for constrained edge environments, Red Hat said.</p>



<p class="wp-block-paragraph">In addition, OpenShift 4.22 offers new platform capabilities designed to optimize resource usage and lower operational overhead. The Red Hat build of Karpenter, an <a href="https://karpenter.sh/" data-type="link" data-id="https://karpenter.sh/">open source auto-scaler</a> that right-sizes compute instances for Kubernetes clusters, is now generally available for Red Hat OpenShift Service on AWS with hosted control planes. And customers running Red Hat OpenShift Service on AWS with hosted control planes now can integrate AWS EC2 Spot Instances for fault-tolerant workloads to save on costs. </p>



<p class="wp-block-paragraph">Finally, Red Hat OpenShift 4.22 introduces the JobSet operator to streamline large-scale distributed training runs and LLM fine-tuning. This framework coordinates multiple related jobs as a single unit, maximizing the use of expensive GPU compute. </p>
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<title><![CDATA[What 80% AI-written test pipelines actually cost]]></title>
<description><![CDATA[The first time I heard someone say their AI now wrote 80% of their tests, I asked the obvious question. Eighty percent of what?



After 20 years building and leading test automation for consumer-scale platforms, my honest answer turned out to be eighty percent of the typing, not eighty percent o...]]></description>
<link>https://tsecurity.de/de/3671153/ai-nachrichten/what-80-ai-written-test-pipelines-actually-cost/</link>
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<pubDate>Wed, 15 Jul 2026 17:19:22 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">The first time I heard someone say their AI now wrote 80% of their tests, I asked the obvious question. Eighty percent of what?</p>



<p class="wp-block-paragraph">After 20 years building and leading test automation for consumer-scale platforms, my honest answer turned out to be eighty percent of the <em>typing</em>, not eighty percent of the <em>engineering</em>. The remaining twenty was where the work still lived. Budgeting for two percent of leftover effort was the mistake. When the real number was closer to thirty, that gap was the difference between a pipeline that shipped and one that quietly built up a queue of half-trusted features nobody could rely on.</p>



<p class="wp-block-paragraph">This piece is about that gap. As an independent research project on LLM-augmented testing methodology, I built a six-stage agentic pipeline that takes a design in Figma and produces running tests in WebDriverIO, connected end to end over the <a href="https://modelcontextprotocol.io/">Model Context Protocol</a>. It works. It has been useful. And the parts that broke surprised me, because they were not the parts the hype cycle tells you to worry about.</p>



<h2 class="wp-block-heading">How I wired a six-stage pipeline over one protocol</h2>



<p class="wp-block-paragraph">The pipeline runs six stages in sequence, each owned by a different agent, with every handoff crossing MCP.</p>



<p class="wp-block-paragraph">Six-stage agentic test pipeline: design capture → requirements writer → ticket opener → code generator → test-case writer → automation generator. Each stage carries an MCP handoff and a provenance stamp.</p>



<p class="wp-block-paragraph">The end-to-end trace links a pull request back to a Jira ticket, a requirements section and a Figma frame. Each artifact is stamped with the agent that produced it, the model it used and the inputs it was given.</p>



<p class="wp-block-paragraph">MCP is the boring middle that makes any of this work. The cliché is that MCP is “USB-C for AI”: one open protocol, any tool. Like most analogies, it is about eighty percent right. The part that matters is the eighty: I do not have to write a custom adapter for every system the agent talks to. One MCP server per tool and every agent talks to all of them the same way.</p>



<p class="wp-block-paragraph"><strong>Typed handoffs between agents are my own architecture, layered on top of MCP rather than provided by it.</strong> Each agent writes a typed artifact the next agent reads. Each handoff is logged with provenance. When something went wrong six stages in, I could replay the chain. Without that discipline, a multi-agent pipeline is a debugger’s worst day. You know the test plan is wrong. You cannot tell whether the mistake came from the Figma read, the requirements interpretation or the ticket scaffolding. With it, I could point at exactly which stage went sideways and which inputs it was looking at when it did. The pattern lives in a <a href="https://github.com/SuneetMalhotra/agent-harness">public MIT-licensed reference implementation</a> for any reader who wants to run it.</p>



<p class="wp-block-paragraph"><strong>The sixteen-minute number is the marketing number.</strong> I ran the full chain end to end in about sixteen minutes on a synthetic net-new screen, Figma in, automation suite out. That repeated across my runs; it is not a demo trick. But sixteen minutes is the part of the story most fun to tell and least useful to learn from. It is what gets quoted in the all-hands. The hours that come after, when a human reviews each handoff, are where the work actually lives.</p>



<h2 class="wp-block-heading">What actually broke in production-style runs</h2>



<p class="wp-block-paragraph">The failures that stalled my pipeline were rarely the ones I expected.</p>



<p class="wp-block-paragraph">I expected hallucinated APIs. I got them: the agent confidently called endpoint names that sounded right but did not exist. I expected sparse-spec-in, sparse-spec-out, where a Figma frame with no annotations produced a requirements doc with vague acceptance criteria, every time. I expected locator drift, the common UI-automation failure mode where a renamed component silently breaks an entire test suite. There is solid <a href="https://martinfowler.com/articles/nonDeterminism.html">outside writing on non-determinism in tests</a> covering this whole family of failure modes, and the agent inherited every one.</p>



<p class="wp-block-paragraph">What I did not expect, and what kept the pipeline down longer than any of the above, was the plumbing.</p>



<p class="wp-block-paragraph">The model backend timed out under load. It lost credentials silently and started returning empty strings, which the agent then read as confidence. A duplicate consumer on a shared long-poll API endpoint produced an HTTP 409 conflict that broke delivery without throwing anything visible. One unguarded exception inside one agent aborted a whole shared scheduler run and took the other agents in the registry down with it. The single worst incident cost me three hours to find. An environment variable had silently rotated overnight; every agent in the fleet was returning structurally valid but semantically empty requirements docs; the downstream stages were dutifully generating tests against nothing.</p>



<p class="wp-block-paragraph">None of those are model bugs. They are infrastructure. The agent literature, which is what I went looking through when I started this work, mostly does not talk about them.</p>



<p class="wp-block-paragraph">The fix was not better prompts. It was <a href="https://martinfowler.com/bliki/CircuitBreaker.html">circuit-breaker-style</a> review checkpoints between stages and what I now call <strong>the four-guard discipline</strong>: four small guards I consider non-negotiable on any unattended agentic pipeline. The bulkhead pattern from microservices is the most consequential. An unhandled exception inside one agent can no longer abort the shared run; the offending agent fails fast with a structured error and the others keep going. Paired with that, a pure-data fallback ensures a model timeout produces a deterministic output explicitly marked as degraded mode, rather than an empty string the next stage will misread as confidence. A single-owner lease sits on every shared external endpoint, the cure for the duplicate-consumer incident that ate one of my Sunday afternoons. The cheapest guard was the last to arrive: a one-line synthetic canary every agent has to produce a known correct response to before any real work begins, so a credentials rotation or silent backend failure trips an alert before downstream stages have generated artifacts against garbage.</p>



<p class="wp-block-paragraph">None of these guards is novel. They are textbook stability patterns at a new boundary: the seam between the LLM agent and the rest of the system, which most of the existing agent literature still treats as a solved problem.</p>



<h2 class="wp-block-heading">The 20% you don’t see, and when not to do this</h2>



<p class="wp-block-paragraph">Here is the part the demo videos leave out. Even when the pipeline works, the human time per stage does not go to zero.</p>



<p class="wp-block-paragraph">Human review time per ticket across five pipeline stages: code review 60-180 min, automation review and flaky-fix loop 30-90 min, ticket architecture and sequencing 30-60 min, test data and environment 15-30 min, requirements review 20-30 min. Net: the human still spends 20-30% of the original effort, almost all of it reviewing rather than creating.</p>



<p class="wp-block-paragraph"><strong>Net of all that, the human still spends twenty to thirty percent of the original effort, almost all of it reviewing rather than creating.</strong> The pipeline saves seventy to eighty percent, not ninety-eight. The trap is budgeting for the two percent you do not save.</p>



<p class="wp-block-paragraph">When does this kind of pipeline make sense? In my experience, when the Figma is richly annotated and acceptance criteria are clear up front; when there is review capacity to absorb the work the pipeline shifts onto humans; when the stack is well represented in the training data; and when the feature is net-new rather than a deep edit of legacy code. When does it not? When the design lives on a whiteboard. When the integration touches old code with hidden contracts. When the path is regulated or safety-critical. When there is no senior reviewer who can hold the line. When the work is exploratory and writing the spec is the actual point of the exercise.</p>



<p class="wp-block-paragraph">Teams I have seen succeed with agentic pipelines budget for the rework explicitly, staff the review queue and treat the saved hours as capacity for harder problems rather than headcount they can release. Teams I have seen struggle did the opposite: declared victory at the demo and quietly accumulated a backlog of half-trusted features the next quarter had to clean up.</p>



<p class="wp-block-paragraph">The right unit of measurement is not how much the pipeline generates. It is how much of what it generates a human still has to touch before you would ship it. Call it <strong>the 80/20 rework rule</strong>: measure the rework, not the generation. The teams that get the rework number right are the ones whose AI investments compound. The teams that stop counting at the headline percentage are the ones that own the cleanup six months later.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.infoworld.com/expert-contributor-network/"><strong><u>Want to join?</u></strong></a></p>
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<title><![CDATA[Ship faster with GitHub, Vercel, and Firestore]]></title>
<description><![CDATA[These days, application developers can take their pick from a vast menu of architectural solutions. We can choose from the well-understood to the experimental, and from blended solutions in between. Several powerful middle-ground technologies that emerged during the cloud revolution have really c...]]></description>
<link>https://tsecurity.de/de/3671151/ai-nachrichten/ship-faster-with-github-vercel-and-firestore/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3671151/ai-nachrichten/ship-faster-with-github-vercel-and-firestore/</guid>
<pubDate>Wed, 15 Jul 2026 17:19:19 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">These days, application developers can take their pick from a vast menu of architectural solutions. We can choose from the well-understood to the experimental, and from blended solutions in between. Several powerful middle-ground technologies that emerged during the cloud revolution have really come of age. Here we’ll take a look at putting together three of the most impressive: GitHub, Vercel, and Firestore.</p>



<p class="wp-block-paragraph">Each of these is an important tool in its own right that can be used to attack specific problems. In combination, they not only meet the needs of several important application scenarios, but they have a superpower—the ability to dramatically shorten the distance between development and deployment.</p>



<p class="wp-block-paragraph">There is nothing quite as gratifying as putting your hands on just the right mix of tools for a given need.</p>



<h2 class="wp-block-heading">A ‘no-ops’ stack built for speed</h2>



<p class="wp-block-paragraph">If your primary goal is sheer development velocity, you would be hard-pressed to top this architecture. This “no-ops” stack collapses the distance between your local IDE and a globally distributed production environment. You are essentially trading the overhead of managing VMs and load balancers for the sheer speed of committing code and watching it deploy automatically.</p>



<p class="wp-block-paragraph">While each component is highly flexible, adopting them requires a specific, event-driven mindset. There are a few finicky bits to manage, mostly around routing environment variables securely and designing around stateless back-end functions. But the constraints are obvious and well-documented.</p>



<p class="wp-block-paragraph">Before we look more closely, let’s quickly identify the kinds of apps that are a perfect fit here, along with those that are workable and those that really merit a different approach.</p>



<ul class="wp-block-list">
<li>The sweet spot (deploy and go): AI-mediated applications, asynchronous game back ends, and real-time collaborative B2B dashboards. This architecture perfectly absorbs the unpredictable latency of LLM APIs and instantly syncs state across multiple clients without requiring you to build custom WebSocket infrastructure.</li>



<li>The middle ground (workable, with trade-offs): Headless e-commerce, moderate IoT telemetry, and apps requiring scheduled batch processing. You will encounter friction if your catalog relies on deeply relational SQL constraints, or if your background reporting jobs take longer than a few minutes and hit serverless execution limits.</li>



<li>The danger zone (look elsewhere): High-frequency trading, fast-paced action multiplayer games, heavy data ETL pipelines, and core financial ledgers. Serverless architectures cannot natively hold open the persistent WebSockets required for twitch-reflex data, and heavy compute tasks will abruptly time out.</li>
</ul>



<p class="wp-block-paragraph">We should mention that these categories are not mutually exclusive. Many enterprise applications, such as a full-scale e-commerce platform, straddle these lines. You might use Vercel and Firestore to build a lightning-fast, reactive storefront that handles ephemeral user state like shopping carts, while simultaneously “stitching in” a managed SQL database like Supabase or PlanetScale. This hybrid approach allows you to maintain the relational integrity required for back-office inventory and financial ledgers and pair it with the front-end velocity this stack provides.</p>



<h2 class="wp-block-heading">GitHub: the bedrock</h2>



<p class="wp-block-paragraph">I don’t need to introduce you to <a href="https://www.infoworld.com/article/2266566/what-is-github-more-than-git-version-control-in-the-cloud.html" data-type="link" data-id="https://www.infoworld.com/article/2266566/what-is-github-more-than-git-version-control-in-the-cloud.html">GitHub</a>. It is a central element of the development landscape. I still remember CVS and SVN with a certain nostalgia, but the enhancements of <a href="https://www.infoworld.com/article/2334697/what-is-git-version-control-for-collaborative-programming.html" data-type="link" data-id="https://www.infoworld.com/article/2334697/what-is-git-version-control-for-collaborative-programming.html">Git</a> speak for themselves. When combined with the orchestration powers of GitHub, it is no wonder that virtually the whole industry has adopted this type of platform.</p>



<p class="wp-block-paragraph">Git plus GitHub gives you an enormous amount of power already, in terms of how you can organize and automate your projects. But there is a next-level experience in combining GitHub and Vercel. For <a href="https://www.infoworld.com/article/2263137/what-is-javascript-the-full-stack-programming-language.html" data-type="link" data-id="https://www.infoworld.com/article/2263137/what-is-javascript-the-full-stack-programming-language.html">JavaScript</a>-based projects, you can take simple GitHub pushes and turn them into instantly deployed clients and serverless functions. It is one of the cleanest and least fiddly ways to move from raw code on your local machine to a globally deployed, full-stack architecture.</p>



<h2 class="wp-block-heading">Vercel: the nexus</h2>



<p class="wp-block-paragraph">Vercel is more than just a deployment host. It is a control plane that ties this high-velocity, no-ops architecture together. Alongside GitHub and Firestore, Vercel’s deeper strength is its ability to act as an orchestration layer between your reactive front end and external stateful services.</p>



<p class="wp-block-paragraph">Vercel has a great amount of facility in fine-tuning what branches go to what environment and helpful features like instant rollback. You can just log into Vercel’s dashboard for your project and see the history of deployments and any errors and logs. It’s a simple menu choice to roll back to a historical version or compare one version against another.</p>



<p class="wp-block-paragraph">When you “stitch in” third-party services (such as a managed SQL database like <a href="https://www.infoworld.com/article/4168581/developing-local-first-apps-with-react-supabase-and-powersync.html" data-type="link" data-id="https://www.infoworld.com/article/4168581/developing-local-first-apps-with-react-supabase-and-powersync.html">Supabase</a> or a payment processor like Stripe), Vercel’s serverless functions become the lightweight interface, and Vercel’s the adapters handle the communication. You offload the integration logic (the service layer) to Vercel’s global Edge Network, keeping your UI and back end clean, responsive, and decoupled. </p>



<p class="wp-block-paragraph">In short, Vercel allows you to get the speed of the “no-ops” development life cycle without sacrificing the complex transactional integrity required for some applications like enterprise inventory systems. </p>



<h2 class="wp-block-heading">Firestore: the datastore</h2>



<p class="wp-block-paragraph">Firestore is an extremely lightweight, NoSQL, cloud datastore. It has a great deal of add-on power, but its core value proposition is that it accepts virtually any data you stuff into it and it provides event-driven subscriptions to data changes.</p>



<p class="wp-block-paragraph">These two capabilities together make Firestore about as straightforward a solution to a managed back end as you can imagine. You subscribe to collections or even fields and then you simply stick “unstructured” data (read: JSON with variable fields) in and the client waits for the changes it is interested in.</p>



<p class="wp-block-paragraph">This is so streamlined that one can just point the browser (or native mobile app) directly at Firestore and listen for events. Which immediately raises the question of identity, for auth and for data visibility, but hold on—Firestore’s third superpower is that it has an authentication module <em>that actually works. </em>What I mean is, it is actually pretty simple and yet confidently secures your app.</p>



<p class="wp-block-paragraph">Sometimes auth solutions seem either too simple (and yet opaque) or too mired in the nitty gritty. <a href="https://docs.cloud.google.com/firestore/native/docs/authentication" data-type="link" data-id="https://docs.cloud.google.com/firestore/native/docs/authentication">Firestore auth</a> will let you do some basic configuration and start using a reasonable auth almost immediately. </p>



<p class="wp-block-paragraph">Not to belabor the point, but having a realistic and attainable auth solution elevates your stack to a production grade—one that can handle many real-world applications. Firestore auth plays nicely with other important APIs, like Stripe. Typically, auth is a major feature that feels like off-roading in a Honda Civic, but Firestore’s approach to auth, <em>added to this particular stack</em>, feels like a normal speed bump. It’s just another component you plug in, rather than a tentacled alien you weave into the your code.</p>



<h2 class="wp-block-heading">The limits of the velocity stack</h2>



<p class="wp-block-paragraph">This architecture combines components that are optimized for flexibility. That same character also introduces distinct limitations. Understanding these is essential before committing production workloads.</p>



<h3 class="wp-block-heading">The serverless life cycle</h3>



<p class="wp-block-paragraph">Serverless functions are spun up to handle requests. They close out soon afterward and lose any state. For that reason, they cannot natively hold open persistent WebSockets. If your system requires continuous, sub-millisecond, bidirectional streams—like a real-time multiplayer action game or a high-frequency trading dashboard—pure serverless will fight you all the way. You are forced to introduce a third-party managed WebSocket service to route messages back to your stateless endpoints via HTTP webhooks.</p>



<h3 class="wp-block-heading">The execution time ceiling</h3>



<p class="wp-block-paragraph">Vercel (like all serverless platforms) enforces strict timeouts on operations. While enterprise tiers might grant you up to 15 minutes, standard functions often time out after 10 to 60 seconds. Long-running tasks like video transcoding, database scripts, or orchestrating multi-step AI agent workflows, which might take 20 minutes to resolve, will run up against these limits. Heavy-lifting tasks must be offloaded to a dedicated, long-running service like Google Cloud Run, or broken into smaller, asynchronous chunks via message queues.</p>



<h3 class="wp-block-heading">The cold start reality</h3>



<p class="wp-block-paragraph">While the industry has made massive strides in minimizing initialization times—particularly with lightweight edge networks—traditional Node.js-based serverless functions still experience cold starts. If a function has not been invoked recently, or if traffic spikes require a new instance to spin up concurrently, the first request will take a noticeable latency hit as the container provisions and the code loads.</p>



<h3 class="wp-block-heading">API instead of RAM</h3>



<p class="wp-block-paragraph">In a traditional server environment, you can store transient data in global RAM, allowing subsequent requests to access shared context instantly. In the serverless model, every request might hit a fresh container. Therefore, <em>all</em> shared context must be externalized. Although Firestore serves brilliantly as the state manager, relying on a database for high-frequency, sub-millisecond, ephemeral caching introduces network latency and per-operation costs. That said, using a shared RAM state on a server is non-trivial also, unless you are using a single app server and VM (because high-availability or fail-over requirements will lessen the RAM win on a traditional server).</p>



<h2 class="wp-block-heading">Tuning for velocity and control</h2>



<p class="wp-block-paragraph">Every architectural decision is a trade-off. There are no cost-free choices. By adopting the GitHub, Vercel, and Firestore stack, you are explicitly maximizing feature velocity over fine-grained control.</p>



<p class="wp-block-paragraph">You lose the ability to tweak the underlying operating system, hold open persistent sockets, or run hour-long back-end scripts. In exchange, you gain an architecture that scales from zero to global distribution instantly, requires virtually no devops maintenance, and perfectly absorbs the asynchronous, event-driven realities of modern application development.</p>



<p class="wp-block-paragraph">For the right application—whether it is a fast-moving prototype or an enterprise AI copilot—this stack doesn’t just save time; it fundamentally changes how quickly a small team (or a single person) can impact the market. You stop worrying about build chains, load balancers, and server patches, and you focus on the central mission: shipping features.</p>
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<title><![CDATA[Save $150 on Apple's 1TB M5 MacBook Air at Amazon]]></title>
<description><![CDATA[Amazon is knocking $150 off 1TB 13-inch MacBook Air M5 models, available with 16GB or 24GB of RAM.Save $150 on 1TB 13-inch MacBook Air models - Image credit: AppleThe $150 markdown can be found on two 13-inch MacBook Air models, each with 1TB of storage. With the discount, the M5/16GB/1TB option ...]]></description>
<link>https://tsecurity.de/de/3671062/ios-mac-os/save-150-on-apples-1tb-m5-macbook-air-at-amazon/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3671062/ios-mac-os/save-150-on-apples-1tb-m5-macbook-air-at-amazon/</guid>
<pubDate>Wed, 15 Jul 2026 16:57:05 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Amazon is knocking $150 off 1TB 13-inch MacBook Air M5 models, available with 16GB or 24GB of RAM.<br><br><div><img src="https://photos5.appleinsider.com/gallery/68257-143884-m5-macbook-air-150-discount-xl.jpg" alt="MacBook Air laptop with abstract blue display pattern on a gradient blue and red background, overlaid with large white text reading SAVE $150 indicating a promotional discount offer" height="720"><br><span>Save $150 on 1TB 13-inch MacBook Air models - Image credit: Apple</span></div><br>The $150 markdown can be found on two 13-inch MacBook Air models, each with 1TB of storage. With the discount, the M5/16GB/1TB option is <a href="https://www.amazon.com/dp/B0GR1FSY63/?th=1&amp;tag=apinsiderdeals-20" rel="nofollow" target="_blank"><strong>now $1,449</strong></a>, while the 24GB option is <a href="https://www.amazon.com/dp/B0GR11MSHY/?th=1&amp;tag=apinsiderdeals-20" rel="nofollow" target="_blank"><strong>marked down to $1,649</strong></a>.<br><br><a href="https://www.amazon.com/dp/B0GR1FSY63/?th=1&amp;tag=apinsiderdeals-20" rel="nofollow" class="deal-highlight">Save $150 on 1TB MacBook Air M5</a><br><br><br> <a href="https://appleinsider.com/articles/26/07/15/save-150-on-apples-1tb-m5-macbook-air-at-amazon?utm_source=rss">Continue Reading on AppleInsider</a> | <a href="https://forums.appleinsider.com/discussion/244964?urm_source=rss">Discuss on our Forums</a>]]></content:encoded>
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<title><![CDATA[CVE-2026-61873 | getgrav up to 9.1.7 Form Plugin process.save.filename path traversal (EUVD-2026-44621)]]></title>
<description><![CDATA[A vulnerability marked as critical has been reported in getgrav grav up to 9.1.7. Affected is an unknown function of the component Form Plugin. Performing a manipulation of the argument process.save.filename results in path traversal.

This vulnerability is reported as CVE-2026-61873. The attack ...]]></description>
<link>https://tsecurity.de/de/3670957/sicherheitsluecken/cve-2026-61873-getgrav-up-to-917-form-plugin-processsavefilename-path-traversal-euvd-2026-44621/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3670957/sicherheitsluecken/cve-2026-61873-getgrav-up-to-917-form-plugin-processsavefilename-path-traversal-euvd-2026-44621/</guid>
<pubDate>Wed, 15 Jul 2026 16:25:56 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A vulnerability marked as <a href="https://vuldb.com/kb/risk">critical</a> has been reported in <a href="https://vuldb.com/product/getgrav:grav">getgrav grav up to 9.1.7</a>. Affected is an unknown function of the component <em>Form Plugin</em>. Performing a manipulation of the argument <em>process.save.filename</em> results in path traversal.

This vulnerability is reported as <a href="https://vuldb.com/cve/CVE-2026-61873">CVE-2026-61873</a>. The attack is possible to be carried out remotely. No exploit exists.]]></content:encoded>
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<title><![CDATA[GOG throws shade at Sony with "download it and save it forever" message]]></title>
<description><![CDATA[With Sony's decision to stop selling games on disc for PlayStation consoles, they were of course going to get roasted by many - including GOG.com.Read the full article on GamingOnLinux.]]></description>
<link>https://tsecurity.de/de/3670573/linux-tipps/gog-throws-shade-at-sony-with-download-it-and-save-it-forever-message/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3670573/linux-tipps/gog-throws-shade-at-sony-with-download-it-and-save-it-forever-message/</guid>
<pubDate>Wed, 15 Jul 2026 14:09:30 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[With Sony's decision to stop selling games on disc for PlayStation consoles, they were of course going to get roasted by many - including GOG.com.<p><img src="https://www.gamingonlinux.com/uploads/tagline_gallery/gog_logo.jpg" alt></p><p>Read the full article on <a href="https://www.gamingonlinux.com/2026/07/gog-throws-shade-at-sony-with-download-it-and-save-it-forever-message/">GamingOnLinux</a>.</p>]]></content:encoded>
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<title><![CDATA[GOG gently reminds us that it's the leading PC gaming platform to offer full DRM-free games — yes, you can keep them forever]]></title>
<description><![CDATA[Faith in the preservation of digital media has been shattered thanks to Sony and Microsoft's recent actions, but GOG.com has come to restore it by reminding gamers that it's the only legal digital storefront where you can buy DRM-free games and save them on your computer or discs permanently.]]></description>
<link>https://tsecurity.de/de/3670504/windows-tipps/gog-gently-reminds-us-that-its-the-leading-pc-gaming-platform-to-offer-full-drm-free-games-yes-you-can-keep-them-forever/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3670504/windows-tipps/gog-gently-reminds-us-that-its-the-leading-pc-gaming-platform-to-offer-full-drm-free-games-yes-you-can-keep-them-forever/</guid>
<pubDate>Wed, 15 Jul 2026 13:39:15 +0200</pubDate>
<category>🪟 Windows Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Faith in the preservation of digital media has been shattered thanks to Sony and Microsoft's recent actions, but GOG.com has come to restore it by reminding gamers that it's the only legal digital storefront where you can buy DRM-free games and save them on your computer or discs permanently.]]></content:encoded>
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<title><![CDATA[Google Cloud configuration update disrupts VMware Engine stretched clusters]]></title>
<description><![CDATA[A faulty configuration update on Google Cloud VMware Engine (GCVE) caused a multi-region disruption on Tuesday, disrupting inter-zone connectivity across three regions.



The incident, which lasted for over ten hours, began at 5:00 PM UTC on July 14 and was resolved by 04:46 AM UTC on July 15. I...]]></description>
<link>https://tsecurity.de/de/3670376/it-security-nachrichten/google-cloud-configuration-update-disrupts-vmware-engine-stretched-clusters/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3670376/it-security-nachrichten/google-cloud-configuration-update-disrupts-vmware-engine-stretched-clusters/</guid>
<pubDate>Wed, 15 Jul 2026 12:53:44 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">A faulty configuration update on Google Cloud VMware Engine (GCVE) caused a multi-region disruption on Tuesday, disrupting inter-zone connectivity across three regions.</p>



<p class="wp-block-paragraph">The incident, which lasted for over ten hours, began at 5:00 PM UTC on July 14 and was resolved by 04:46 AM UTC on July 15. It affected VMware Engine stretched clusters in Sydney (australia-southeast1), Melbourne (australia-southeast2), and Frankfurt (europe-west3). </p>



<p class="wp-block-paragraph">Google later identified a recent network configuration update as the cause of the inter-zone network disruption and mitigated the issue by rolling back the faulty configuration to its last-known configuration.</p>



<h2 class="wp-block-heading">Google traces the fault</h2>



<p class="wp-block-paragraph">The first status update, posted at 08:24 PM UTC on July 14, described the incident as a network connectivity issue affecting stretched clusters, while compute and storage services remained unaffected. At that time, GCVE VMs were running as expected, but the company acknowledged that customers may experience connectivity issues with the VMs. </p>



<p class="wp-block-paragraph">But soon after, the preliminary investigation indicated that the issue could be stemming from an underlying network connectivity issue affecting the infrastructure that links the zones within a stretch cluster. </p>



<p class="wp-block-paragraph">“This disruption is causing synchronization issues between the affected zones, and some GCVE customers using Stretched Cluster may experience inter-site communication failures to their GCVE environments within the affected zones,” Google Cloud said in a notification.</p>



<p class="wp-block-paragraph">While the company was working on restoring full connectivity, Google advised moving workloads to the healthy side of the stretched cluster, where feasible, and only after consulting Google Support.</p>



<p class="wp-block-paragraph">Less than two hours after the first update, Google Cloud identified underlying inter-zone communication failures and <a href="https://www.networkworld.com/article/969572/bgp-what-is-border-gateway-protocol-and-how-does-it-work.html?utm=hybrid_search">Border Gateway Protocol (BGP)</a> session flapping between cluster zones. “Specifically, network connectivity has been lost between the affected zones and the witness appliance. Because the witness appliance is currently unreachable, the cluster zones are unable to safely synchronize state. As a result, VMs on the affected sites are becoming isolated and may be left without writable data,” noted the company. </p>



<p class="wp-block-paragraph">And at 11:05 PM UTC, it posted that the investigation has identified a recent configuration update that is the likely cause of the inter-zone network disruption, and at 04:46 AM UTC on July 15, the engineering team mitigated the issue by rolling back the faulty configuration to its last-known good value.</p>



<p class="wp-block-paragraph">“Google made a network setting change that accidentally broke the connection between the two data center zones in VMware Engine. The <a href="https://www.networkworld.com/article/969185/what-is-a-virtual-machine-and-why-are-they-so-useful.html?utm=hybrid_search">virtual machines</a> themselves kept running fine, but nobody could reach them, and there was a risk that some machines might lose the ability to save data properly. This indicates that even managed cloud infrastructure can experience failures in critical shared network components,” said Pareekh Jain, CEO at  EIIRTrend &amp; Pareekh Consulting.</p>



<p class="wp-block-paragraph">Neil Shah, vice president at Counterpoint Research, said the real culprit here is the SDN orchestration control plane, where a routine internal network update or configuration tweak introduced routing failure across multiple zones. “While most of the physical nodes are distributed for exactly this redundancy purpose, they are still tightly coupled to a singular shared orchestration fabric, so if that control plane crashes, then everything comes crashing down, and the physical distributed nodes become irrelevant.”</p>



<h2 class="wp-block-heading">Stretched clusters fall short</h2>



<p class="wp-block-paragraph">Although the outage did not bring down virtual machines, the incident undermined the primary reason enterprises deploy stretched clusters.</p>



<p class="wp-block-paragraph">“Stretched clusters are designed to keep applications running if one site fails. When the network connecting the two sites is disrupted, that resilience breaks down, leaving workloads inaccessible despite healthy compute and storage. The incident shows that network infrastructure can become a single point of failure,” highlighted Jain.</p>



<p class="wp-block-paragraph">Jain noted companies use this setup specifically for their most important systems, the ones that can’t afford to go offline, like hospital records, banking systems, or company databases. A 12-hour outage on systems like that can mean lost money, missed deadlines, angry customers, and in some industries, legal or regulatory trouble.</p>



<h2 class="wp-block-heading">Rethinking resilience</h2>



<p class="wp-block-paragraph">The incident also highlights that deploying stretched clusters alone does not eliminate dependency on the cloud provider’s underlying networking and control plane.</p>



<p class="wp-block-paragraph">“If CIOs are looking to achieve absolute <a href="https://www.networkworld.com/article/4137371/digital-sovereignty-options-for-on-prem-deployments.html?utm=hybrid_search">digital sovereignty</a>, mission-critical production data must be decoupled from the automation layer. The asynchronous geo-separation with multi-cloud deployment could be a more viable strategy to avoid a single systematic point of failure,” added Shah. </p>



<p class="wp-block-paragraph">Jain added that leaders should ask their cloud provider exactly what parts are shared versus separate, keep a true backup plan outside that same provider for their most critical systems, regularly test what happens if the provider’s systems fail, and make sure contracts account for compensation if this happens again.</p>
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<title><![CDATA[5 wild ways to make Android widgets more useful]]></title>
<description><![CDATA[Widgets, widgets, widgets. Has there ever been an Android feature so full of promise that went unloved by Google for so very long?



Okay, so maybe there has been — erm, lots of times, actually. But even so, Android’s widgets system is a perfect example of an exceptional advantage that Google ba...]]></description>
<link>https://tsecurity.de/de/3670233/it-nachrichten/5-wild-ways-to-make-android-widgets-more-useful/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3670233/it-nachrichten/5-wild-ways-to-make-android-widgets-more-useful/</guid>
<pubDate>Wed, 15 Jul 2026 12:03:24 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Widgets, widgets, widgets. Has there ever been an Android feature so full of promise that went unloved by Google for so very long?</p>



<p class="wp-block-paragraph">Okay, so maybe there has been — erm, <a href="https://www.computerworld.com/article/1714997/android-features-faded.html">lots of times</a>, actually. But even so, Android’s widgets system is a perfect example of an exceptional advantage that Google basically buried, abandoned, and left on the brink of extinction up until its overdue revival in 2021’s <a href="https://www.computerworld.com/article/1616489/24-advanced-tips-for-android-12.html">Android 12 update</a>. (And that revival, by the way, happened for no apparent reason whatsoever. Just a totally random, unprompted change of heart after a decade of indifference. <a href="https://www.computerworld.com/article/1639159/android-missed-opportunity.html">Riiiiiiiiight</a>.)</p>



<p class="wp-block-paragraph">Google may have given up on widgets for a while, but the good news is that (a) they’re back, baby — still now, more than ever, even in <a href="https://www.computerworld.com/article/4136922/google-gemini-3-years.html">our overly AI-obsessed 2026 timeline</a> — and (b) the Android developer community keeps chuggin’ along and coming up with ever-more creative new ways to embrace widgets beyond what Google itself sees fit to give us. That means no matter what <a href="https://www.computerworld.com/article/1714347/android-versions-a-living-history-from-1-0-to-today.html">Android version</a> your favorite phone is running, you can step up your own Android widget game and give yourself some fresh and fruitful paths to make the most of your phone’s framework.</p>



<p class="wp-block-paragraph">Here, my dear, are some fantastic beyond-the-basics ways to put <a href="https://www.computerworld.com/article/1699499/best-android-widgets-for-busy-professionals.html">your favorite Android widgets</a> to use and change the way you get stuff done on your phone. </p>



<p class="wp-block-paragraph"><strong>[Psst: Love learning new things?</strong> <a href="https://theintelligence.com/android-cw/" target="_blank" rel="noreferrer noopener"><strong>Get my free Android Intelligence newsletter</strong></a><strong> to get a tasty new tip in your inbox every Friday.]</strong></p>



<h2 class="wp-block-heading">Android widget enhancement #1: The on-demand home screen pop-up</h2>



<p class="wp-block-paragraph">Widgets are a wonderful way to interact with all sorts of info without ever having to open up apps, but having too many widgets can quickly lead to a cluttered and overwhelming home screen.</p>



<p class="wp-block-paragraph">Well, here’s a neat way to give yourself the benefit of a widget while still maintaining a neat and minimal space for working: An excellent app called <a href="https://play.google.com/store/apps/details?id=com.ss.popupWidget" target="_blank" rel="noreferrer noopener">Popup Widget</a> lets you create an on-demand pop-up widget (get it?!) that looks like a regular ol’ icon on your home screen but then loads any widget you want when tapped.</p>



<p class="wp-block-paragraph">See?</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/android-widgets-popup-widget-1.webp" alt="Android widgets: Popup Widget (1)" class="wp-image-4196884" width="800" height="835" sizes="auto, (max-width: 800px) 100vw, 800px"><figcaption class="wp-element-caption">Any widget, anytime — with Popup Widget on Android.</figcaption></figure><p class="imageCredit">JR Raphael, Foundry</p></div>



<p class="wp-block-paragraph">You can even get <em>really</em> wild and set up a single icon that opens <em>multiple</em> widgets at the same time — like your inbox and your calendar together:</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/android-widgets-popup-widget-2.webp" alt="Android widgets: Popup Widget (2)" class="wp-image-4196885" width="800" height="837" sizes="auto, (max-width: 800px) 100vw, 800px"><figcaption class="wp-element-caption">Popup Widget can even let you summon two widgets together with a single tap.</figcaption></figure><p class="imageCredit">JR Raphael, Foundry</p></div>



<p class="wp-block-paragraph">Not bad, right?</p>



<p class="wp-block-paragraph">Popup Widget costs two bucks and doesn’t require any special permissions or manners of access. And it’s pretty simple and self-explanatory to set up: Once you install and open the app, it’ll walk you through adding in whatever pop-up widgets you want. You can choose the name and even the icon associated with each one along with its precise placement on your screen and how much the screen behind it should dim when it’s loaded.</p>



<p class="wp-block-paragraph">The app will offer to add the shortcut directly onto your home screen for you then, or you can also find all of your Popup Widget creations by pressing and holding the main Popup Widget icon in your app drawer.</p>



<p class="wp-block-paragraph">Alternatively, if you’re already using <a href="https://www.computerworld.com/article/1723954/android-launchers-for-enhanced-efficiency.html">a custom Android launcher</a> like <a href="https://play.google.com/store/apps/details?id=ginlemon.flowerfree&amp;hl=en_US" target="_blank" rel="noreferrer noopener">Smart Launcher</a> or <a href="https://play.google.com/store/apps/details?id=bitpit.launcher" target="_blank" rel="noreferrer noopener">Niagara</a>, you can find similar options for summoning widgets on demand within their settings — no separate apps even required.</p>



<p class="wp-block-paragraph">And that, my widget-loving wallaby, is but our first winning widget possibility.</p>



<h2 class="wp-block-heading">Android widget enhancement #2: The on-demand universal pop-up</h2>



<p class="wp-block-paragraph">If you like the idea of having a widget on demand but would rather have it be available to summon from <em>anywhere</em> instead of just from your home screen, this next wacky widget option is just the thing for you.</p>



<p class="wp-block-paragraph">It comes from a spectacular app called <a href="https://play.google.com/store/apps/details?id=com.ss.edgegestures" target="_blank" rel="noreferrer noopener">Edge Gestures</a>, which works in conjunction with Popup Widget to take that same concept and make it universally accessible. (I told ya it was wacky!)</p>



<p class="wp-block-paragraph">When you first install Edge Gestures, the app will prompt you to enable it as a system accessibility service and to grant it the ability to display over other apps. These permissions sound scary — and <a href="https://www.computerworld.com/article/1613704/android-security-warning.html">they should</a>! — but in the case of this specific utility, they’re absolutely appropriate and necessary in order for it to operate. The former is the only way an app is able to create a custom system-wide gesture, which we need for this setup to work its magic, and the latter is how your widget is able to be shown on top of whatever else you’re doing.</p>



<p class="wp-block-paragraph">(If you’re at all worried, note that Edge Gestures doesn’t request any other significant system permissions. Beyond that, it’s reputable, it’s been around for quite a long while, and it has a large number of overwhelmingly positive reviews.)</p>



<p class="wp-block-paragraph">Where were we? Oh, right: Once you’re inside the Edge Gestures configuration area, you’ll be able to select exactly what gesture you want to use for pulling up your widget. I’d think carefully about finding something that won’t interfere with anything else, like the system-level <a href="https://www.computerworld.com/article/1658581/android-gestures.html">Android gestures</a>, and that’ll be convenient to access without being a command you’re likely to trigger by mistake.</p>



<p class="wp-block-paragraph">So, for instance, you might make the gesture a simple swipe downward along the left side of your screen. To do that, you’d find the “Swipe down” option within the app’s “Left” tab, and you’d set it to “Popup Widget” — and then create or select whatever Popup Widget item you want. And remember: You can select one widget or <em>multiple</em> widgets, too.</p>



<p class="wp-block-paragraph">Prepare yourself for some serious oohing and ahhing:</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/android-widgets-edge-gestures.webp" alt="Android widgets: Edge Gestures" class="wp-image-4196887" width="800" height="855" sizes="auto, (max-width: 800px) 100vw, 800px"><figcaption class="wp-element-caption">Your favorite widgets are never more than a swipe away with Edge Gestures on Android.</figcaption></figure><p class="imageCredit">JR Raphael, Foundry</p></div>



<p class="wp-block-paragraph">As you can see, this opens up a whole new world of mobile multitasking potential. I mean, really: How could you <em>not</em> love that?!</p>



<p class="wp-block-paragraph">The final thing worth doing is going into all the <em>other</em> gesture options in that same configuration area and tapping “Clear” for each of ’em to get rid of Edge Gestures’ default actions. I’d also go into whichever side of the screen you <em>aren’t</em> using — left or right — and tap the toggle to turn the gestures for that side off entirely. That way, you won’t inadvertently activate any gestures that you don’t actually want or need.</p>



<p class="wp-block-paragraph">Edge Gestures costs $2 to use.</p>



<h2 class="wp-block-heading">Android widget enhancement #3: The physical key call</h2>



<p class="wp-block-paragraph">Next, here’s an interesting twist on that same on-demand Android widget idea: You can make any widget especially easy to access from anywhere without even having to mess around with any on-screen swiping by setting one of your phone’s <em>physical keys</em> as a trigger for the widget’s appearance.</p>



<p class="wp-block-paragraph">I’ll give you a second to catch your breath and process the sheer splendor of that sorcery.</p>



<p class="wp-block-paragraph">Back? Cool. So, the <em>key</em> to this feat (har har) is the combination of the aforementioned Popup Widget and a handy Android contraption called <a href="https://play.google.com/store/apps/details?id=io.github.sds100.keymapper&amp;hl=en_US" target="_blank" rel="noreferrer noopener">Key Mapper</a> — which makes it easy to map your phone’s physical keys to all kinds of crazy custom actions.</p>



<p class="wp-block-paragraph">In this case, we’ll set it up so that pressing and <em>holding</em> one of your volume keys causes whatever widget you want to be summoned, like so:</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/2024/06/floating-android-widget.webp" alt="Floating Android widget" class="wp-image-2144001" width="700" height="722" sizes="auto, (max-width: 700px) 100vw, 700px"><figcaption class="wp-element-caption">Yes, your volume key can cause a widget to appear (whoa!).</figcaption></figure><p class="imageCredit">JR Raphael, Foundry</p></div>



<p class="wp-block-paragraph">Pretty nifty, no?</p>



<p class="wp-block-paragraph">I’ve got step-by-step instructions for making this happen in <a href="https://www.computerworld.com/article/2143971/android-widgets-floating.html">this separate guide</a>.</p>



<h2 class="wp-block-heading">Android widget enhancement #4: The floating bubble</h2>



<p class="wp-block-paragraph">If you like the notion of having a widget always available but aren’t so keen on the hidden gesture concept, an app called <a href="https://play.google.com/store/apps/details?id=com.applay.overlay" target="_blank" rel="noreferrer noopener">Overlays</a> will let you create a small floating bubble that you can position anywhere on your screen and then tap to pull any widget up when you want it — just like with <a href="https://www.computerworld.com/article/4185786/google-pixel-android-17.html#:~:text=Android%2017%20Pixel%20feature%20%231%3A%20Bubbles%20multitasking%20magic">Android’s recently revived Bubbles multitasking system</a>, only compatible with <em>any</em> Android device and version and with the simplicity of a widget instead of the complexity of an entire app.</p>



<p class="wp-block-paragraph">Check it out:</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/android-widgets-overlays.webp" alt="Android widgets: Overlays" class="wp-image-4196886" width="800" height="852" sizes="auto, (max-width: 800px) 100vw, 800px"><figcaption class="wp-element-caption">Overlays puts a floating icon on your screen for easy ongoing widget access.</figcaption></figure><p class="imageCredit">JR Raphael, Foundry</p></div>



<p class="wp-block-paragraph">By default, Overlays gives you a bunch of its <em>own</em> little widgets to choose from, but the real power comes from adding in widgets from the Android apps you actually rely on. To do that, tap the “Triggers” tab at the bottom of the Overlays configuration area, then tap the red plus button in the lower-right corner of the screen. Select “Manual,” then type in whatever name you want for your widget and tap the icon to pick any icon you like.</p>



<p class="wp-block-paragraph">Tap “Save,” then select “Widget” and find the widget you want from the list. At that point, you’ll see a preview of the widget. Move or resize it if you like, then hit the arrow in the upper-left corner of the screen to exit out of that interface. Last but not least, tap the name of your newly made widget on the screen that comes up next to change its status to “Always on.”</p>



<p class="wp-block-paragraph">As soon as you head out of the app and back to your home screen, your fancy new widget should pop right up. All you’ve gotta do is tap the little downward-facing arrow in its corner to minimize it down to a bubble, which you can then press and hold to move anywhere your widget-worshipping heart desires.</p>



<p class="wp-block-paragraph">Overlays can also create widgets that automatically appear based on <em>context</em> — so you could have something show up every time you connect to a certain Bluetooth device or Wi-Fi network, for instance. To explore those options, just follow the same steps from above but pick “Event” instead of “Manual” when you reach the “Triggers” tab configuration.</p>



<p class="wp-block-paragraph">Overlays is free with an optional $4 in-app upgrade that removes some ads from the configuration tool and unlocks a handful of advanced features.</p>



<h2 class="wp-block-heading">Android widget enhancement #5: The widget stack</h2>



<p class="wp-block-paragraph">Last but not least in our collection of wacky Android widget possibilities is one of my favorite widget wonders — and that’s the ability to stack <em>multiple</em> widgets and then swipe between ’em on your home screen without having ’em take up any extra space.</p>



<p class="wp-block-paragraph">Check it out:</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/android-widgets-smart-launcher-stacked-widgets.webp" alt="Android widgets: Smart Launcher stacked widgets" class="wp-image-4196888" width="800" height="893" sizes="auto, (max-width: 800px) 100vw, 800px"><figcaption class="wp-element-caption">The space-saving simplicity of stacked widgets, as seen in Smart Launcher.</figcaption></figure><p class="imageCredit">JR Raphael, Foundry</p></div>



<p class="wp-block-paragraph">This enhancement presents a bit of a choose-your-own-adventure-style path:</p>



<p class="wp-block-paragraph">First, if you’re using a reasonably recent Samsung Galaxy gizmo, the option is should already be present and available in your standard Samsung home screen setup. Just press and hold any open space on your home screen and then select the option to add a widget — then, once the widget is added, press and hold it and look for the “Create stack” command.</p>



<p class="wp-block-paragraph">With any other Android gadget — or even with a Samsung device, if you want extra options and flexibility — you can use a <a href="https://www.computerworld.com/article/1723954/android-launchers-for-enhanced-efficiency.html">custom Android launcher</a> like the aforementioned <a href="https://play.google.com/store/apps/details?id=ginlemon.flowerfree&amp;hl=en_US" target="_blank" rel="noreferrer noopener">Smart Launcher</a> or <a href="https://play.google.com/store/apps/details?id=bitpit.launcher" target="_blank" rel="noreferrer noopener">Niagara</a> as well as the retro-geeky T9-themed <a href="https://play.google.com/store/apps/details?id=com.loitran.minimalt9launcher.free" target="_blank" rel="noreferrer noopener">Key Launcher</a> I <a href="https://www.computerworld.com/article/4180222/retro-android-home-screen.html">introduced to you</a> earlier this summer.</p>



<p class="wp-block-paragraph">Those launchers replace your phone’s entire home screen environment and give you all sorts of interesting new possibilities for optimizing your interface and making it especially well-suited for <em>you</em>. And the stacked widget feature is just one small sliver of what they offer and how they’ll transform your Android experience.</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/android-widgets-smart-launcher-stacked-widgets-setup.jpg?quality=50&amp;strip=all&amp;w=1024" alt="Android widgets: Smart Launcher stacked widgets setup" class="wp-image-4196890" width="1024" height="896" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption">The setup interface for a widget stack within Smart Launcher.</figcaption></figure><p class="imageCredit">JR Raphael, Foundry</p></div>



<p class="wp-block-paragraph">So there ya have it: five wacky, wild, wonderful ways to make widgets even more wow-inducing. Some days, you’ve just gotta love Android and the endless customization, control, and power it provides.</p>



<p class="wp-block-paragraph"><em>Put even more Googley goodness in your noggin with</em> <a href="https://theintelligence.com/android-cw/" target="_blank" rel="noreferrer noopener"><em>my free Android Intelligence newsletter</em></a><em> — one exceptional new thing to try every Friday!</em></p>
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<title><![CDATA[House Votes For Permanent Daylight Saving Time]]></title>
<description><![CDATA[The House voted 308-117 to pass the Sunshine Protection Act, which would make daylight saving time permanent nationwide and end the twice-yearly clock change. The bill faces an uncertain future in the Senate, "where one G.O.P. leader said it was unclear whether it could move ahead and at least on...]]></description>
<link>https://tsecurity.de/de/3669873/it-security-nachrichten/house-votes-for-permanent-daylight-saving-time/</link>
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<pubDate>Wed, 15 Jul 2026 09:22:58 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The House voted 308-117 to pass the Sunshine Protection Act, which would make daylight saving time permanent nationwide and end the twice-yearly clock change. The bill faces an uncertain future in the Senate, "where one G.O.P. leader said it was unclear whether it could move ahead and at least one Republican appears inclined to try to block it," reports The New York Times. Some sleep experts oppose permanent daylight saving time, arguing that year-round standard time better aligns with circadian rhythms and winter morning safety. The New York Times reports: President Trump has championed the effort to save an extra hour of daylight before nightfall and make the time zone permanent, describing the ritual of moving clocks forward in the spring and back in the fall a "ridiculous, twice yearly production." "We are going with the far more popular alternative, Saving Daylight, which gives you a longer, brighter Day," Mr. Trump wrote in a social media post in May. "And who can be against that."
 
A sizable bloc of Florida Republicans in Congress is leading the charge on legislation that would do just that, mandating daylight saving time nationwide for the entire year. Representative Vern Buchanan of the Tampa Bay area is backing the bill, and Representative Anna Paulina Luna, another Tampa Bay-area Republican, cosponsored it. House leaders agreed to allow a vote on the measure this week as a sweetener for Ms. Luna in their efforts to persuade her to lift a legislative blockade she had maintained as she sought to force Senate action on a voting restriction bill Mr. Trump has championed.<p></p><div class="share_submission">
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<title><![CDATA[Chegg Coupon Codes July 2026: Save on Study, Textbooks, & More]]></title>
<description><![CDATA[Unlock Chegg promo codes, student discounts, and free trials for Chegg Study and Chegg Writing.]]></description>
<link>https://tsecurity.de/de/3669623/it-nachrichten/chegg-coupon-codes-july-2026-save-on-study-textbooks-more/</link>
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<pubDate>Wed, 15 Jul 2026 07:17:40 +0200</pubDate>
<category>📰 IT Nachrichten</category>
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<content:encoded><![CDATA[Unlock Chegg promo codes, student discounts, and free trials for Chegg Study and Chegg Writing.]]></content:encoded>
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<title><![CDATA[Patch Tuesday roundup: Microsoft fixes a monthly record 569 holes; SAP patches a critical memory corruption bug]]></title>
<description><![CDATA[Earlier this month Microsoft warned that, because the latest AI models can now help discover vulnerabilities, CSOs will see a higher volume of security updates every month. It wasn’t kidding.



Today the company issued a record number of patches, with 59 rated as critical. And Microsoft is now r...]]></description>
<link>https://tsecurity.de/de/3669391/it-security-nachrichten/patch-tuesday-roundup-microsoft-fixes-a-monthly-record-569-holes-sap-patches-a-critical-memory-corruption-bug/</link>
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<pubDate>Wed, 15 Jul 2026 04:07:16 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
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<p class="wp-block-paragraph">Earlier this month Microsoft warned that, because the latest AI models can now help discover vulnerabilities, CSOs will see a higher volume of security updates every month. It wasn’t kidding.</p>



<p class="wp-block-paragraph">Today the company <a href="https://msrc.microsoft.com/update-guide/">issued a record number of patches</a>, with 59 rated as critical. And Microsoft is now recommending that customers accelerate their patching schedules to more quickly deal with critical flaws.</p>



<p class="wp-block-paragraph">“Normally we have to wait for October or November to determine if we’ll break the previous [annual] patch volume record,” which was 1,245 vulnerabilities found in 2020, commented <a href="https://www.tenable.com/profile/satnam-narang">Satnam Narang</a>, senior staff research engineer at Tenable. But not this year. Tenable counted 569 CVEs that were patched officially as part of this month’s Patch Tuesday, excluding the server-side updates not requiring user intervention, smashing last month’s record of 198 fixes</p>



<p class="wp-block-paragraph">It’s probable, he said, that by the end of this year, Microsoft will have found over 3,000 common vulnerabilities and exposures (CVEs).</p>



<p class="wp-block-paragraph">Today’s volume of holes is “striking,” he added, “but it reflects how good these tools have become at finding bugs, not how many of those bugs actually pose a risk to organizations.” </p>



<p class="wp-block-paragraph">Separately, SAP released 20<strong> </strong>new and updated security patches, including a critical memory corruption vulnerability in NetWeaver Application Server ABAP, SAP Kernel, and frontend services tied to SAP GUI for HTML, which has a CVSS score of 9.9.</p>



<h2 class="wp-block-heading">Microsoft patches</h2>



<p class="wp-block-paragraph">Among the huge number of CVEs that Microsoft found were three zero-days that need to be patched, including two that have been exploited in the wild. </p>



<p class="wp-block-paragraph">Those two are both elevation of privilege vulnerabilities: <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56155">CVE-2026-56155,</a> an Active Directory Federation Services (AD FS) flaw that allows attackers with limited access to elevate privileges to administrator, and <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56164">CVE-2026-56164</a>, a Microsoft SharePoint Server vulnerability. </p>



<p class="wp-block-paragraph">The third is <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50661">CVE-2026-50661</a>, a security feature bypass in Windows BitLocker, which was noted as having been publicly disclosed. “We surmise that this could be related to a flurry of zero-day vulnerabilities disclosed by the researcher known as Nightmare Eclipse or Chaotic Eclipse,” Narang said, “though no official confirmation was made. We also know that the researcher promised to drop something on Patch Tuesday.”</p>



<p class="wp-block-paragraph">While these were the most noteworthy flaws this month, Narang said, for CSOs the July patches prove that the state of the Exploitability Index, which rates how likely a vulnerability is to be exploited, must shift, given the machine speed of exploit discovery. For example, he pointed out, in May, Microsoft originally tagged <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45659">CVE-2026-45659</a>, a SharePoint vulnerability, as exploitation less likely. However, the vulnerability was added to the US Cybersecurity &amp; Infrastructure Security Agency’s list of known exploited vulnerabilities on July 1.</p>



<p class="wp-block-paragraph">He added that Anthropic’s Red Team’s own findings for known vulnerabilities (n-days) revealed how fragile the monthly Patch Tuesday system has become, with its Mythos Preview model being able to produce proof-of-concept exploits for 13 of 14 vulnerabilities that were rated as Exploitation Less Likely or Exploitation Unlikely.</p>



<p class="wp-block-paragraph">“What this means is that our way of looking at Patch Tuesday has changed, because the exploitability index is centered around humans, not AI tools, and as these tools continue to improve, defense needs to improve alongside it,” Narang said.</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/dustincchilds/">Dustin Childs</a>, head of threat awareness at TrendAI’s Zero Day Initiative, agreed.</p>



<p class="wp-block-paragraph">“To call this record-breaking is a massive understatement,” said Childs. “This is the ‘Mother of All Releases’. The bug apocalypse has fully descended upon us, with July’s numbers pushing the year-to-date CVE count past every single full-year total of the last 20 years. Security teams need to take an extended break from their regularly scheduled activities to eat this elephant one byte at a time, starting immediately with active exploits in Active Director FS and SharePoint.”</p>



<p class="wp-block-paragraph">He particularly drew attention to a near-perfect 9.9 CVSS flaw in Windows VMSwitch (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57092">CVE-2026-57092</a>) that allows low-privileged attackers to escape virtual machine boundaries for full host compromise.</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/bicer/">Jack Bicer</a>, director of vulnerability research at Action1, agreed that IT leadership should prioritize immediate remediation of the actively exploited Active Directory Federation Services elevation of privilege vulnerability and the SharePoint Server elevation of privilege vulnerability .</p>



<p class="wp-block-paragraph">After that, he said, priority should be given to these critical vulnerabilities: Active Directory Certificate Services Elevation of Privilege Vulnerability (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54121">CVE-2026-54121</a>), which introduces the possibility of attackers impersonating trusted systems and potentially compromising AD through certificate abuse; a Windows Active Directory Domain Services remote code execution vulnerability (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49164">CVE-2026-49164</a>) which enables unauthenticated remote code execution against one of the most critical components within Windows enterprise environments; a Microsoft Dynamics NAV and Microsoft Dynamics 365 Business Central remote code execution vulnerability (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55944">CVE-2026-55944</a>); a Microsoft Exchange Server spoofing vulnerability (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55008">CVE-2026-55008</a>); Microsoft SQL Server remote code execution vulnerabilities (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54118">CVE-2026-54118</a> and <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54117">CVE-2026-54117</a>); and multiple Windows DHCP Server vulnerabilities. </p>



<p class="wp-block-paragraph">These holes create opportunities for attackers to compromise financial systems, communication platforms, databases, and core network infrastructure, Bicer pointed out, systems which often provide direct access to sensitive business information and frequently serve as high-value targets for ransomware operators and advanced threat actors. </p>



<p class="wp-block-paragraph">There are also important security updates for Microsoft Defender, Bicer added, noting that vulnerabilities affecting endpoint protection software deserve immediate attention because successful exploitation undermines one of the organization’s primary defensive controls.</p>



<h2 class="wp-block-heading">IT teams must prioritize</h2>



<p class="wp-block-paragraph"><a href="https://fsi.stanford.edu/people/andrew-j-grotto">AJ Grotto</a>, a research scholar at the Centre for International Security and Co-operation and former Senior White House Director for Cyber Policy, said that Microsoft’s July Patch Tuesday “is a stark reminder that security teams are now operating in an era of vulnerability volume and velocity. With 570 vulnerabilities patched, including three actively exploited zero-days, the biggest concern for CSOs isn’t just the number of flaws, but the concentration of risk around identity systems, collaboration platforms, and privilege escalation pathways. The actively exploited vulnerabilities in Active Directory Federation Services and SharePoint are especially concerning because they target technologies that sit at the center of enterprise trust and access.”</p>



<p class="wp-block-paragraph">He added, “for CSOs, the challenge is no longer just defending against threat actors, it’s keeping up with an accelerating cycle of vulnerabilities and updates across the Microsoft ecosystem in the AI era. Security leaders should think critically about diversifying their vendors to protect their enterprise and save time and money on patching an increasing list of bugs that nearly tripled month-over-month.”</p>



<p class="wp-block-paragraph">“While the sheer number of [Microsoft] vulnerabilities might seem alarming on the surface,” said <a href="https://www.linkedin.com/in/nicholasacarroll/">Nick Carroll</a> and <a href="https://www.linkedin.com/in/rainmbaker/">Rain Baker</a> of the Nightwing ShadowScout threat intelligence team, “this can actually be seen as a positive sign for enterprise security. It means vendors are finding and fixing flaws before adversaries can weaponize them en masse.”</p>



<p class="wp-block-paragraph">And <a href="https://www.fortra.com/profile/josh-taylor">Josh Taylor</a>, lead cybersecurity analyst at Fortra, noted that 26 of the Microsoft vulnerabilities have a CVSS base score above 9.0, and 13 of those sit at 9.8. “That matters,” he said, “but CVSS is still only one part of the risk story. The real triage problem this month is the mix of exploited issues, a publicly disclosed BitLocker flaw, and a massive concentration of vulnerabilities in Windows and Office.” </p>



<p class="wp-block-paragraph">He said, “for patching teams, this is the kind of month that rewards discipline. The right move is not panic, it is sequencing: put exploited issues and exposed infrastructure first, then let the normal validation process do its job.”</p>



<h2 class="wp-block-heading">Others increasing their patch cadence too</h2>



<p class="wp-block-paragraph"><a href="https://www.ivanti.com/blog/authors/chris-goettl">Chris Goettl</a>, vice-president of product management at Ivanti, noted many software vendors in addition to Microsoft are increasing their security update cadence. For example, Cisco Systems has just shifted to a risk-based, twice-monthly disclosure model (the first and third Wednesday of each month), Mozilla is on a near weekly security update march, and Oracle’s new Critical Security Patch Update (CSPU) program has been delivering targeted critical-severity fixes on the 3rd Tuesday of non-CPU months since May.</p>



<p class="wp-block-paragraph">Nightwing also noted that Adobe issued 12 separate security bulletins for products in its first twice-monthly bulletin. Administrators must treat today’s Priority 1 ColdFusion update (APSB26-82) with urgency, as it patches a critical 9.9 CVSS path traversal vulnerability (CVE-2026-48318). It’s one of 11 ColdFusion vulnerabilities patched. </p>



<p class="wp-block-paragraph">Additionally, retail and web administrators should immediately prioritize Adobe Commerce (APSB26-73), which resolves a 9.6 CVSS flaw allowing unrestricted uploads of dangerous file types (CVE-2026-48356).</p>



<h2 class="wp-block-heading">SAP vulnerabilities</h2>



<p class="wp-block-paragraph"><a href="https://pathlock.com/author/jonathan-stross/">Jonathan Stross</a>, senior product manager for cybersecurity research and innovation at Pathlock, said the most critical of the SAP fixes is Note 3747367, a memory corruption vulnerability in NetWeaver Application Server ABAP, with a CVSS score of 9.9. The vulnerability affects the ABAP Application Server, SAP Kernel, and frontend services tied to SAP GUI for HTML.</p>



<p class="wp-block-paragraph"> According to SAP, an authenticated attacker can trigger logical memory-management errors that may lead to unauthorized data access, data modification, or system unavailability. The likely attack scenario involves a compromised account or malicious insider abusing a crafted request that reaches the vulnerable code path. </p>



<p class="wp-block-paragraph">“Because a successful exploit can impact confidentiality, integrity, and availability at the platform level, while potentially destabilizing a core ABAP system, organizations should treat this as the highest-priority patch in the July release,” Stross said. </p>



<p class="wp-block-paragraph">Prioritize the critical ABAP kernel issue, plus the AppRouter request smuggling note, and the Commerce Cloud sample-credential issue first, he said, because these are the most likely to produce direct security impact in real environments.</p>



<p class="wp-block-paragraph">But do not treat the updated notes as noise, he added. The July overview includes three re-released items that still matter operationally, and this should be reflected in patch planning and change records. The attack surface is distributed: ABAP, Java, BTP, Commerce, SAProuter, UI5, and supporting libraries all appear in the same monthly cycle, so patching needs coordinated platform ownership.</p>



<p class="wp-block-paragraph"><a href="https://onapsis.com/post-author/thomas-fritsch/">Thomas Fritsch</a>, an SAP researcher at Onapsis, described the <a href="https://onapsis.com/blog/sap-security-patch-day-july-2026/">SAP Security notes</a> in detail and noted that SAP teams who can’t immediately install the NetWeaver memory corruption fix can, as a temporary workaround, disable all ICF nodes with a specific property in transaction SICF. However, since the workaround will disable opening transactions in SAP GUI for HTML, it is not an option for all customers and it is strongly recommended to install the patched ABAP Kernel version.</p>



<h2 class="wp-block-heading">Patching should become continuous</h2>



<p class="wp-block-paragraph">“AI is likely to expose new classes of weaknesses, and will introduce some of its own through AI-assisted development,” commented <a href="https://www.linkedin.com/in/thegenemoody/">Gene Moody</a>, Field CTO at Action1. “Logically, with that in mind, the future of updating must become more continuous, more adaptive, and less tied to a fixed calendar. Discovery will not follow business logic; it will be swift and unforgiving. We must accept that, and be just as diligent in our defense, because the cost of failure is higher than the inconvenience of change.” </p>



<p class="wp-block-paragraph">He added, “in my crystal ball, I see a future where Microsoft and others move steadily away from scheduled monthly patch cycles in favor of rolling updates for most security issues in as close to live time as they can be researched and released. That would be a win for the entire industry. Faster patch creation and delivery, paired with more agile practices on the customer side, would finally start to align patching with the pace of modern discovery and exploitation.” </p>



<p class="wp-block-paragraph">“What needs to happen is simple,” he said. “Patching on a calendar is no longer a safe assumption in today’s threat landscape. Patching where and when needed versus scheduled is the only path forward.”</p>
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<title><![CDATA[Back-to-School Tech Isn't Cheap. These Student Discounts Can Help]]></title>
<description><![CDATA[Amazon and Walmart have student offers to help you save on subscriptions and essentials year-round.]]></description>
<link>https://tsecurity.de/de/3669361/it-nachrichten/back-to-school-tech-isnt-cheap-these-student-discounts-can-help/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3669361/it-nachrichten/back-to-school-tech-isnt-cheap-these-student-discounts-can-help/</guid>
<pubDate>Wed, 15 Jul 2026 03:17:17 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Amazon and Walmart have student offers to help you save on subscriptions and essentials year-round.]]></content:encoded>
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<title><![CDATA[Google Images Gets a Pinterest-Like Redesign Focused On Discovery]]></title>
<description><![CDATA[Google Images is getting a Pinterest-like redesign that turns image search into a personalized discovery feed, with "For You" galleries, real-time updates, and collections for saving visual ideas. "Google is also adding a way for users to create AI images right in Search, as it celebrates 25 year...]]></description>
<link>https://tsecurity.de/de/3669205/it-security-nachrichten/google-images-gets-a-pinterest-like-redesign-focused-on-discovery/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3669205/it-security-nachrichten/google-images-gets-a-pinterest-like-redesign-focused-on-discovery/</guid>
<pubDate>Wed, 15 Jul 2026 00:23:41 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Google Images is getting a Pinterest-like redesign that turns image search into a personalized discovery feed, with "For You" galleries, real-time updates, and collections for saving visual ideas. "Google is also adding a way for users to create AI images right in Search, as it celebrates 25 years since the debut of Google Images," reports TechCrunch. From the report: After navigating to the redesigned Google Images, users will see a "For You" gallery of images tailored to their interests and browsing history. Like Pinterest, the gallery is designed for continuous browsing, with Google saying it updates in real time with new images. As users browse, they can save ideas to their "collections," which will appear as tabs above the main gallery of photos. For example, users can create collections for things like vacation outfit ideas, travel inspiration, and ways to design a reading nook, which they can come back to later.
 
[...] As for generating images directly in Search, Google says the feature is meant for moments when you have a highly specific idea for an image that doesn't already exist online. Google is bringing image generation directly into AI Overviews on Search and will use its latest Nano Banana model to transform a text prompt into a custom visual. The feature can also help users reimagine spaces and visualize ideas, such as seeing what a room might look like painted red or what a dorm room with a coastal theme could look like.<p></p><div class="share_submission">
<a class="slashpop" href="http://twitter.com/home?status=Google+Images+Gets+a+Pinterest-Like+Redesign+Focused+On+Discovery%3A+https%3A%2F%2Ftech.slashdot.org%2Fstory%2F26%2F07%2F14%2F215259%2F%3Futm_source%3Dtwitter%26utm_medium%3Dtwitter"><img src="https://a.fsdn.com/sd/twitter_icon_large.png"></a>
<a class="slashpop" href="http://www.facebook.com/sharer.php?u=https%3A%2F%2Ftech.slashdot.org%2Fstory%2F26%2F07%2F14%2F215259%2Fgoogle-images-gets-a-pinterest-like-redesign-focused-on-discovery%3Futm_source%3Dslashdot%26utm_medium%3Dfacebook"><img src="https://a.fsdn.com/sd/facebook_icon_large.png"></a>



</div><p><a href="https://tech.slashdot.org/story/26/07/14/215259/google-images-gets-a-pinterest-like-redesign-focused-on-discovery?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[Don't forget, you can save 50% on Criterion 4K Blu-rays at Amazon and Barnes & Noble right now — the sale is for a limited time, so don't miss it if you're looking to add to your collection]]></title>
<description><![CDATA[Half price on all Criterion discs? Oh god, where do I even start?]]></description>
<link>https://tsecurity.de/de/3669194/it-nachrichten/dont-forget-you-can-save-50-on-criterion-4k-blu-rays-at-amazon-and-barnes-noble-right-now-the-sale-is-for-a-limited-time-so-dont-miss-it-if-youre-looking-to-add-to-your-collection/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3669194/it-nachrichten/dont-forget-you-can-save-50-on-criterion-4k-blu-rays-at-amazon-and-barnes-noble-right-now-the-sale-is-for-a-limited-time-so-dont-miss-it-if-youre-looking-to-add-to-your-collection/</guid>
<pubDate>Wed, 15 Jul 2026 00:17:54 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Half price on all Criterion discs? Oh god, where do I even start?]]></content:encoded>
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<title><![CDATA[How to Change Email Password on iPhone Fast]]></title>
<description><![CDATA[Got a new email password and now your iPhone Mail app won’t fetch messages? Updating it only takes a few taps. This guide shows you how to change your email password on an iPhone, whether you’re using iCloud, Gmail, Outlook, Yahoo, or another provider.



Table of contentsBefore you startHow to C...]]></description>
<link>https://tsecurity.de/de/3668669/ios-mac-os/how-to-change-email-password-on-iphone-fast/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3668669/ios-mac-os/how-to-change-email-password-on-iphone-fast/</guid>
<pubDate>Tue, 14 Jul 2026 18:34:44 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Got a new email password and now your iPhone Mail app won’t fetch messages? Updating it only takes a few taps. This guide shows you how to change your email password on an iPhone, whether you’re using iCloud, Gmail, Outlook, Yahoo, or another provider.



Table of contentsBefore you startHow to Change Email Password on iPhoneTipsFAQsSummaryConclusion



Before you start




Make sure you know your new password before updating it.



Confirm your iPhone is connected to the internet.



If you use two-factor authentication, keep your device or backup codes handy.



Update to the latest version of iOS for smoother Mail app compatibility. 




How to Change Email Password on iPhone




Tap the Settings app from your Home Screen.



On recent iOS versions: tap Mail &gt; Accounts.



On older iOS versions: tap Passwords &amp; Accounts.



Choose the account (Gmail, Outlook, Yahoo, iCloud, etc.) you need to update.



For iCloud: You must change it through your Apple ID settings.



For Gmail/Outlook/Yahoo: tap Account &gt; Password (or Re-enter password) and enter the new one.



Some providers will open a login screen in Safari. Enter your new password or app-specific password if prompted.



Return to the Mail app and try sending or receiving mail. If it works, your password is updated.




For further reading, check out where to find your passwords on iPhone.



Tips




If you can’t find the password field, delete and re-add your account instead. 



For Gmail, make sure “Allow apps” is enabled if you’re not using OAuth.



Use a password manager to keep email logins safe. 



For work accounts, ask your IT department about app-specific credentials.




FAQs



Why can’t I change my email password directly in iPhone Mail? Some providers (like iCloud, Gmail, Outlook, Yahoo) require you to update the password through their own login portals, not just in iOS settings.  How do I reset a forgotten email password? Go to your email provider’s website (Apple ID, Google, Microsoft, Yahoo) and use their Forgot password option. Then return to iPhone Settings to update it.  Do I need to delete and re-add my email account? Not usually. But if Mail won’t accept your new password, removing and re-adding the account often fixes it.  Will changing my Apple ID password affect Mail? Yes, if you use iCloud Mail, changing your Apple ID password automatically applies to Mail and other iCloud services.  Can I update multiple email accounts at once? No, you’ll need to update each account individually under Settings &gt; Mail &gt; Accounts.  







Summary




Open Settings



Go to Mail &gt; Accounts (or Passwords &amp; Accounts)



Tap your email account



Update your password (via provider login if required)



Save changes and test in the Mail app




Conclusion



Changing your email password on an iPhone is quick once you know where to look. Whether you’re using iCloud, Gmail, Outlook, or Yahoo, the process usually takes less than a minute, and keeps your account secure. If the Mail app refuses your new password, just re-add the account and you’re good to go.]]></content:encoded>
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<title><![CDATA[Apple's 1TB M5 MacBook Pro falls to $1,849 in today's price war]]></title>
<description><![CDATA[A price war has erupted between Amazon and B&H, resulting in Apple's current M5 MacBook Pro 14-inch falling to $1,849. Plus save up to $500 on a multitude of models.Apple's M5 MacBook Pro is $150 off in price war - Image credit: AppleB&H and Amazon are competing for your business this Tuesday, wi...]]></description>
<link>https://tsecurity.de/de/3668514/ios-mac-os/apples-1tb-m5-macbook-pro-falls-to-1849-in-todays-price-war/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3668514/ios-mac-os/apples-1tb-m5-macbook-pro-falls-to-1849-in-todays-price-war/</guid>
<pubDate>Tue, 14 Jul 2026 17:46:29 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A price war has erupted between Amazon and B&amp;H, resulting in Apple's current <a href="https://prices.appleinsider.com/product/macbook-pro-14-inch-m5/MDE14LL/A">M5 MacBook Pro 14-inch</a> falling to $1,849. Plus save up to $500 on a multitude of models.<br><br><div><img src="https://photos5.appleinsider.com/gallery/68244-143868-macbook-pro-1tb-1849-deal-xl.jpg" alt="Open MacBook Pro laptop with abstract dark pattern on the screen, blue gradient background, and large white text reading M5 1TB $1,849 across the center" height="720"><br><span>Apple's M5 MacBook Pro is $150 off in price war - Image credit: Apple</span></div><br><a href="https://www.bhphotovideo.com/c/product/1925476-REG/apple_mde14ll_a_14_macbook_pro_m5.html/BI/1717/KBID/2301/SID/da-macp-14in-m5-1tb-1849-071426" rel="nofollow" target="_blank">B&amp;H</a> and <a href="https://www.amazon.com/dp/B0FWD623D1/?th=1&amp;tag=apinsiderdeals-20" rel="nofollow" target="_blank">Amazon</a> are competing for your business this Tuesday, with a $150 discount on the 10-core M5 14-inch MacBook Pro with 16GB of unified memory and 1TB of storage, bringing the price down to $1,849. Both Space Black and Silver are available for that price, with B&amp;H stating there is limited supply available.<br><br><ul><br><br><br> <a href="https://appleinsider.com/articles/26/07/14/apples-1tb-m5-macbook-pro-falls-to-1849-in-todays-price-war?utm_source=rss">Continue Reading on AppleInsider</a> | <a href="https://forums.appleinsider.com/discussion/244953?urm_source=rss">Discuss on our Forums</a></ul>]]></content:encoded>
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<title><![CDATA[Spotify Adds Text And Voice Chatbot To Build Playlists And Answer Trivia]]></title>
<description><![CDATA[If you ever wanted a helpful music assistant, Spotify is stepping up to the plate. The company is officially testing a brand new feature called Talk to Spotify. This fresh update puts a conversational artificial intelligence tool directly inside the mobile app. Listeners can now use natural voice...]]></description>
<link>https://tsecurity.de/de/3668429/ios-mac-os/spotify-adds-text-and-voice-chatbot-to-build-playlists-and-answer-trivia/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3668429/ios-mac-os/spotify-adds-text-and-voice-chatbot-to-build-playlists-and-answer-trivia/</guid>
<pubDate>Tue, 14 Jul 2026 17:09:01 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[If you ever wanted a helpful music assistant, Spotify is stepping up to the plate. The company is officially testing a brand new feature called Talk to Spotify. This fresh update puts a conversational artificial intelligence tool directly inside the mobile app. Listeners can now use natural voice commands or text messages to shape their daily listening sessions. 



They can also discover new music, and answer random trivia questions without tapping through endless menus.



The new feature lives on the home and now playing screens



You can access this tool directly from the main areas of the app on both iOS and Android devices. A text box and microphone icon will appear, letting you type or speak your requests just like you would with a regular messaging app.



You can tell the app to play artists you have not heard before, save a current track, or build a totally new mix based on your mood. Instead of digging through multiple pages, you just ask for what you want, and the app handles the rest.



Users can ask questions and control music with simple commands



The chatbot goes far beyond just hitting play or pause. It works a bit like ChatGPT, but it is entirely focused on your audio experience. You can ask specific questions about the music you are hearing. For example, you can ask when an album came out or what genre a specific song falls under. If you are listening to a podcast, you can even ask what other shows the current guest has appeared on.



It can also pull up details about your own listening habits. You might ask what genres you have played the most this week, or when you first discovered a certain band. The app understands your personal catalog and gives you tailored answers based on your history.



While this tool uses language models for entertainment, text analysis technology is also a major topic in other tech sectors right now. For instance, a recent safety report discussing how messaging platforms handle abuse noted a very different context for text scanning: 



"The specific failure named is language analysis. Sexual extortion offenders work from recognisable scripts, the same coercive phrases repeated across thousands of approaches, and the report says platforms are not deploying the technology that would spot them", mentioned the company.



In the case of this new music tool, the language analysis is strictly built to serve up better tunes.



The beta test is currently limited to adult premium subscribers



Right now, the feature is rolling out slowly as a beta test. You need to be an English-speaking premium subscriber who is eighteen or older to get access. The initial launch covers users in the United States, Ireland, and Sweden.



If you live in one of those regions, keep an eye on your app over the next few weeks. The company will likely collect user feedback and iron out any bugs before bringing the voice commands to a wider global audience.



Until then, you can still rely on the standard search bar to track down your favorite albums and artists.]]></content:encoded>
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<title><![CDATA[How to Clear Cache on iPhone [Safari & Apps]]]></title>
<description><![CDATA[Clearing the iPhone cache can help if your device feels slow, keeps running out of storage, or websites load oddly. 



For those who don't know, cache is temporary data saved by browsers, apps, or system services to make things load faster. Over time, it builds up and can slow your phone down! 
...]]></description>
<link>https://tsecurity.de/de/3668135/ios-mac-os/how-to-clear-cache-on-iphone-safari-apps/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3668135/ios-mac-os/how-to-clear-cache-on-iphone-safari-apps/</guid>
<pubDate>Tue, 14 Jul 2026 15:39:30 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Clearing the iPhone cache can help if your device feels slow, keeps running out of storage, or websites load oddly. 



For those who don't know, cache is temporary data saved by browsers, apps, or system services to make things load faster. Over time, it builds up and can slow your phone down! 



Let’s go step by step and see the best ways to clear cache on iPhone.



Table of contentsHow to clear cache on your iPhone?1. Clear Safari cache and website data2. Use advanced Safari website data removal3. Clear the cache from other browsers4. Clear cache for individual apps5. Clear keyboard cache6. Restart your iPhone to clear system cacheTipsFrequently Asked QuestionsSummaryConclusion



How to clear cache on your iPhone?



1. Clear Safari cache and website data




Open the Settings app.



Scroll down, expand Apps, and tap Safari.



Tap Clear History and Website Data.



Confirm your choice.




This removes browsing history, cookies, and cached web data.



2. Use advanced Safari website data removal




In Settings &gt; Apps &gt; Safari, scroll down to the bottom and tap Advanced.



Tap Website Data.



Swipe left on individual sites to delete them, or tap Remove All Website Data to clear everything.




3. Clear the cache from other browsers




Chrome: Open Chrome, tap the three-dots menu, go to History, then Delete Browsing Data. Select Cached Images and Files and confirm.



Firefox: Open Firefox, tap the menu (three lines), go to Settings, then Data Management. Toggle Cache and clear.



Edge: Open Edge, tap the menu, go to Settings &gt; Privacy, then choose Clear Browsing Data and confirm.



Opera: Open Opera, go to Settings &gt; Clear Browser Data, then select cached files and clear them.



Brave: Open Brave, go to Settings &gt; Privacy, enable cache clearing, then tap Clear Data Now.




Deleting Chrome cache on iPhone



4. Clear cache for individual apps



Most apps do not have a direct “clear cache” button. Instead:




Go to Settings &gt; General &gt; iPhone Storage. 



Select an app, and: 

Tap Offload App to remove the app but keep its data. 



Tap Delete App to remove the app and its cache completely. You can reinstall it from the App Store.






Clearing cache for individual apps on iPhone



5. Clear keyboard cache



Your keyboard learns words and suggestions over time. To reset it:




Go to Settings &gt; General &gt; Transfer or Reset iPhone &gt; Reset.



Tap Reset Keyboard Dictionary and confirm.




Clearing iPhone's keyboard cache



6. Restart your iPhone to clear system cache



Restarting helps flush small system temporary files.




For Face ID models: press and hold the Side button with a Volume button, slide to power off, wait, then turn it back on.



For Home button models: press and hold the Power button until the slider appears.




Tips




Use iPhone Storage under Settings to check which apps use the most space.



Offload apps you rarely use to free storage without losing important data.



Be cautious with third-party “cache cleaner” apps, as most are unnecessary.



Clearing the cache may sign you out of accounts, so keep your login details handy.



Restart your iPhone once in a while for smoother performance.




Frequently Asked Questions



What is cache and why should I clear it? Cache is temporary data that apps and browsers save to speed things up. Clearing it can fix glitches, free up storage, and improve performance.  Will clearing the cache log me out of websites? Yes. Clearing browser cache or website data may sign you out of sites and remove some saved preferences.  How do I clear cache for apps that don’t have a clear option? You can offload the app in Settings to remove it but keep documents and data, or delete and reinstall it to fully clear the cache.  Does restarting clear all cache? Restarting clears small temporary system files, but it does not fully clear the browser or app cache. For that, you need to manually delete the files in Settings.  



Summary




Clear Safari or other browser cache in Settings.



Remove website data selectively using Safari’s advanced settings.



Offload or delete apps to clear their cache.



Reset the keyboard dictionary if predictive text is cluttered.



Restart your iPhone to refresh the system cache.




Conclusion



Clearing the cache on an iPhone is simple and effective for fixing app issues, boosting performance, and freeing up space. Whether you clear Safari data, reset other browsers, offload apps, or just restart your phone, each method plays a role in keeping your device smooth and responsive. 



Make it a habit to clear the cache once in a while, especially if your iPhone starts to feel sluggish.]]></content:encoded>
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<title><![CDATA[I’m a computer expert, and I recommend jumping on this nearly half-price 1TB WD_BLACK SN7100 NVMe SSD while it's still under $190]]></title>
<description><![CDATA[Save 49% off the 1TB WD_BLACK SN7100 SSD, a high-speed PCIe Gen4 drive with read speeds of up to 7,250 MB/s.]]></description>
<link>https://tsecurity.de/de/3668047/it-nachrichten/im-a-computer-expert-and-i-recommend-jumping-on-this-nearly-half-price-1tb-wdblack-sn7100-nvme-ssd-while-its-still-under-190/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3668047/it-nachrichten/im-a-computer-expert-and-i-recommend-jumping-on-this-nearly-half-price-1tb-wdblack-sn7100-nvme-ssd-while-its-still-under-190/</guid>
<pubDate>Tue, 14 Jul 2026 15:18:20 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Save 49% off the 1TB WD_BLACK SN7100 SSD, a high-speed PCIe Gen4 drive with read speeds of up to 7,250 MB/s.]]></content:encoded>
</item>
<item>
<title><![CDATA[No, NordVPN does not drain your phone battery]]></title>
<description><![CDATA[Always switching your VPN off to save your charge? New independent testing from West Coast Labs shows that notorious smartphone battery drain is mostly a myth, with NordVPN consuming under 2% of your daily battery life.]]></description>
<link>https://tsecurity.de/de/3667516/it-nachrichten/no-nordvpn-does-not-drain-your-phone-battery/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3667516/it-nachrichten/no-nordvpn-does-not-drain-your-phone-battery/</guid>
<pubDate>Tue, 14 Jul 2026 12:02:44 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Always switching your VPN off to save your charge? New independent testing from West Coast Labs shows that notorious smartphone battery drain is mostly a myth, with NordVPN consuming under 2% of your daily battery life.]]></content:encoded>
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<item>
<title><![CDATA[Deluxe Corporation beats the odds with mainframe migration using AI]]></title>
<description><![CDATA[Deluxe may have prevailed against the odds when it successfully migrated from a 50-plus-year-old mainframe recently.



The company was able to move from it to a cloud environment in about 12 months without a major hitch, and while AI did some of the heavy lifting. The save will amount to about $...]]></description>
<link>https://tsecurity.de/de/3667450/it-nachrichten/deluxe-corporation-beats-the-odds-with-mainframe-migration-using-ai/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3667450/it-nachrichten/deluxe-corporation-beats-the-odds-with-mainframe-migration-using-ai/</guid>
<pubDate>Tue, 14 Jul 2026 11:32:57 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<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">Deluxe may have prevailed against the odds when it successfully migrated from a 50-plus-year-old mainframe recently.</p>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



A primer on video playback for the web:




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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph">We’re working on extending HDR support to photos, apps/games and general web content.</p>]]></content:encoded>
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<title><![CDATA[AI Demand Spikes Prices For iPads And Other Consumer Gadgets]]></title>
<description><![CDATA[If you are planning to buy a new tablet or gaming console soon, you might need to adjust your budget. A massive shift in the tech industry is pushing up the cost of everyday electronics. Data centers are buying up large amounts of memory chips to power new artificial intelligence software.



Thi...]]></description>
<link>https://tsecurity.de/de/3666760/ios-mac-os/ai-demand-spikes-prices-for-ipads-and-other-consumer-gadgets/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3666760/ios-mac-os/ai-demand-spikes-prices-for-ipads-and-other-consumer-gadgets/</guid>
<pubDate>Tue, 14 Jul 2026 05:08:28 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[If you are planning to buy a new tablet or gaming console soon, you might need to adjust your budget. A massive shift in the tech industry is pushing up the cost of everyday electronics. Data centers are buying up large amounts of memory chips to power new artificial intelligence software.



This leaves fewer components available for regular consumer devices. As a result, big brands are raising prices on everything from a standard iPad to basic laptops.



Tech brands shift memory supply away from consumer gadgets



The current market crunch comes down to basic supply and demand. Companies making memory chips are redirecting production to meet the massive needs of servers. This high-bandwidth memory is highly profitable, so manufacturers prioritize it over the standard parts used in phones and gaming systems.



Because of this shortage, a company like Apple is facing higher manufacturing costs. It has started passing these expenses directly to buyers. You will notice higher price tags on the latest MacBook models and other devices. A rival brand like Microsoft is doing the same thing to deal with its own supply squeeze.



Experts advise buying refurbished or keeping your current hardware



With prices climbing, industry watchers recommend changing how you shop for electronics. If your current phone or laptop still works well, the best move is to delay upgrading. Keeping a device for an extra year helps you avoid the current pricing spike.



When you absolutely need a replacement, experts suggest looking at the refurbished market. Buying a certified pre-owned iPhone can save you hundreds of dollars while delivering the performance you need.



You should also watch out for spec shrinkflation. To keep prices from looking too high, some brands are putting less memory in their base models. Always check the exact specifications before you buy, especially if you plan to rely on advanced AI features. Paying attention to these details will protect your wallet until the supply chain stabilizes.]]></content:encoded>
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<title><![CDATA[v2.1.208]]></title>
<description><![CDATA[What's changed

Added screen reader mode: opt-in plain-text rendering for screen reader users. Run claude --ax-screen-reader, set CLAUDE_AX_SCREEN_READER=1, or add "axScreenReader": true to settings.
Added vimInsertModeRemaps setting: map two-key insert-mode sequences like jj to Escape in vim mod...]]></description>
<link>https://tsecurity.de/de/3666678/downloads/v21208/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3666678/downloads/v21208/</guid>
<pubDate>Tue, 14 Jul 2026 03:16:40 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h2>What's changed</h2>
<ul>
<li>Added screen reader mode: opt-in plain-text rendering for screen reader users. Run <code>claude --ax-screen-reader</code>, set CLAUDE_AX_SCREEN_READER=1, or add "axScreenReader": true to settings.</li>
<li>Added <code>vimInsertModeRemaps</code> setting: map two-key insert-mode sequences like <code>jj</code> to Escape in vim mode</li>
<li>Added <code>CLAUDE_CODE_PROCESS_WRAPPER</code>: agent view and the background service now honor a corporate launcher by running every Claude Code self-spawn through a required wrapper executable</li>
<li>Added mouse-click support for multi-select menus and "Other" input rows in fullscreen mode</li>
<li>Fixed fast mode staying off after switching back to a model that supports it — it now restores automatically when enabled in settings</li>
<li>Fixed replies typed to a background agent being lost when delivery fails — the text is now saved and delivered when the session restarts</li>
<li>Fixed background-session attach failing permanently ("Couldn't start the background daemon") after an update replaced the binary a running <code>claude agents</code> process was launched from</li>
<li>Fixed the context window (and auto-compact indicator) briefly resetting to 200k after the CLI auto-updates, causing a false "100% context used" when resuming long-context sessions</li>
<li>Fixed supervised and background sessions crashing when a server closed an HTTP/2 connection with a GOAWAY while requests were in flight</li>
<li>Fixed truncated stream-json/JSON output and missing result message when piping large responses from <code>claude -p</code></li>
<li>Fixed <code>CLAUDE_CODE_MAX_OUTPUT_TOKENS</code> and similar env vars silently using the mantissa of scientific-notation values (<code>1e6</code> became <code>1</code>)</li>
<li>Fixed very large markdown tables stalling rendering or using excessive memory; tables over 200 rows show the first 200 with a "… N more rows" notice</li>
<li>Fixed the Edit tool failing on files modified after reading when the target text still matches uniquely</li>
<li>Fixed Read reporting empty files as "shorter than offset", Grep silently returning "No files found" for invalid regex patterns, Grep count mode under-reporting totals when paginated, and Glob crashing with an unclear error when the pattern, path, or working directory contained a null byte</li>
<li>Fixed <code>apiKeyHelper</code> script failures being hidden behind a generic 401 after ~10 silent retries; the script's own error is now shown within 3 attempts</li>
<li>Fixed Bedrock streaming requests failing with a misleading "Truncated event message received" when a gateway transforms the response — the error now names the content-type and points at the proxy</li>
<li>Fixed <code>/upgrade</code> showing a login flow instead of the upgrade URL when the browser fails to open</li>
<li>Fixed stream-json input killing the session on blank CRLF or whitespace-only lines from Windows-style SDK hosts</li>
<li>Fixed headless stream-json sessions hanging permanently when a <code>control_request</code> carried a non-string <code>set_model</code> payload; the CLI now answers with an error response</li>
<li>Fixed repeated "No completion record was found" notices on session resume — orphaned background tasks now collapse into a single summary</li>
<li>Fixed Remote Control clients attaching to a terminal-hosted session not seeing background agents and workflow progress until a task started or stopped</li>
<li>Fixed the Agent tool launching with no tools when a subagent's <code>tools</code> list resolves to nothing — it now returns a clear error naming the unrecognized entries</li>
<li>Fixed <code>/usage</code> showing stale cached bars over fresher data, and <code>/mcp</code> not reclassifying placeholder servers after config edits</li>
<li>Fixed "Change directory" in SDK hosts (e.g. Claude Desktop) failing with "A turn is in progress" on idle sessions that have a running background task</li>
<li>Fixed the workflow save dialog showing <code>~/.claude/workflows/</code> instead of the <code>CLAUDE_CONFIG_DIR</code> location for user-scope saves</li>
<li>Fixed <code>/release-notes</code> adding the viewed notes to the model's context — "Show all" previously injected the entire changelog into every subsequent request</li>
<li>Fixed a memory leak in the agent view where pasted images were retained for the screen's lifetime after sending peek replies</li>
<li>Fixed SDK sessions losing agents defined via the initialize request when a plugin refresh ran before the client attached</li>
<li>Fixed several memory leaks in long sessions: MCP stdio server stderr accumulating up to 64 MB per server, LSP documents staying open indefinitely (now LRU with 50-doc cap), async hook output retained after backgrounding, and unbounded growth in headless/SDK sessions from large tool-result payloads</li>
<li>Fixed a memory blowup when reading files with extremely long single lines using offset/limit — the read now returns a clean error instead of loading the whole line</li>
<li>Fixed multi-second per-turn slowdowns in sessions with many permission deny/ask rules — rule matchers are now compiled once and cached</li>
<li>Improved input responsiveness while agent task lists update — task updates no longer re-render the entire UI</li>
<li>Reduced per-tool-call CPU overhead in print/SDK sessions with many MCP tools by caching tool-pool assembly (up to 7x faster tool rounds at high tool counts)</li>
<li>Reduced memory usage by bounding the file edit read cache to 16 MB instead of pinning up to 1,000 full files</li>
<li>Reduced session transcript size (up to 79x in edit-heavy sessions) and bounded checkpoint disk usage by pruning superseded file-history backups</li>
<li>Reduced memory usage when resuming sessions with background agents or forks spawned from large conversations</li>
<li>Completed background agents now stay listed in <code>/tasks</code> until cleanup instead of vanishing the moment they finish</li>
<li>Attaching to a stopped background agent now shows its transcript immediately while the session warms up, instead of a blank "Session is starting" screen</li>
<li>Background sessions: an older daemon no longer silently restarts workers spawned by a newer version onto the older binary</li>
<li>Agent view: Ctrl+X now deletes renamed-branch worktrees, never destroys unpushed commits, keeps the session row when a worktree is kept, and reused worktree names reset to the current base</li>
<li>Catastrophic removals (e.g. <code>rm -rf ~</code>) in commands containing <code>$(…)</code>/backticks/<code>&lt;(…)</code> now prompt in <code>--dangerously-skip-permissions</code> and auto mode, matching the plain form</li>
<li><code>/install-github-app</code> and the <code>/mcp</code> settings menu no longer open in background sessions</li>
<li>MCP servers configured with an empty URL now show as "not configured" in <code>/mcp</code> instead of a config error</li>
<li><code>/usage</code> now shows your last-known usage bars with an "as of" note when the usage endpoint is rate-limited, instead of an error screen</li>
<li>Fixed Bedrock auth failing with "Session token not found or invalid" for AWS SSO profiles whose sso_region differs from the Bedrock region (2.1.207 regression)</li>
</ul>]]></content:encoded>
</item>
<item>
<title><![CDATA[Score Big on Your Tech Career]]></title>
<description><![CDATA[Save up to 40% on training, certifications, and bundles to build new skills and advance your tech career. SAVE NOW
The post Score Big on Your Tech Career appeared first on Linux.com.]]></description>
<link>https://tsecurity.de/de/3666436/unix-server/score-big-on-your-tech-career/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3666436/unix-server/score-big-on-your-tech-career/</guid>
<pubDate>Mon, 13 Jul 2026 23:02:06 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Save up to 40% on training, certifications, and bundles to build new skills and advance your tech career. SAVE NOW</p>
<p>The post <a rel="nofollow" href="https://www.linux.com/news/july26-training-promo/">Score Big on Your Tech Career</a> appeared first on <a rel="nofollow" href="https://www.linux.com/">Linux.com</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[iCloud+ vs. Apple One: Which is worth it for you?]]></title>
<description><![CDATA[The two subscription services offer more than just extra storage, but getting the right one can save you money.]]></description>
<link>https://tsecurity.de/de/3666313/it-nachrichten/icloud-vs-apple-one-which-is-worth-it-for-you/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3666313/it-nachrichten/icloud-vs-apple-one-which-is-worth-it-for-you/</guid>
<pubDate>Mon, 13 Jul 2026 22:03:11 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The two subscription services offer more than just extra storage, but getting the right one can save you money.]]></content:encoded>
</item>
<item>
<title><![CDATA[Unit testing Spring MVC applications with JUnit 5]]></title>
<description><![CDATA[Spring is a reliable and popular framework for building web and enterprise Java applications. In this article, you’ll learn how to unit test each layer of a Spring MVC application, using built-in testing tools from JUnit 5 and Spring to mock each component’s dependencies. In addition to unit test...]]></description>
<link>https://tsecurity.de/de/3665676/ai-nachrichten/unit-testing-spring-mvc-applications-with-junit-5/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3665676/ai-nachrichten/unit-testing-spring-mvc-applications-with-junit-5/</guid>
<pubDate>Mon, 13 Jul 2026 17:04:41 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <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"><a href="https://www.infoworld.com/article/4083578/a-fresh-look-at-the-spring-framework.html" data-type="link" data-id="https://www.infoworld.com/article/4083578/a-fresh-look-at-the-spring-framework.html">Spring</a> is a reliable and popular framework for building web and enterprise <a href="https://www.infoworld.com/java/">Java</a> applications. In this article, you’ll learn how to unit test each layer of a Spring MVC application, using built-in testing tools from <a href="https://www.infoworld.com/article/3993538/how-to-test-your-java-applications-with-junit-5.html">JUnit 5</a> and Spring to mock each component’s dependencies. In addition to unit testing with MockMvc, Mockito, and Spring’s <code>TestEntityManager</code>, I’ll also briefly introduce slice testing using the <code>@WebMvcTest</code> and <code>@DataJpaTest</code> annotations, used to optimize unit tests on web controllers and databases.</p>



<p class="wp-block-paragraph"><strong>Also see: <a href="https://www.infoworld.com/article/3993538/how-to-test-your-java-applications-with-junit-5.html">How to test your Java applications with JUnit 5</a>.</strong></p>



<h2 class="wp-block-heading">Overview of testing Spring MVC applications</h2>



<p class="wp-block-paragraph">Spring MVC applications are defined using three technology layers:</p>



<ul class="wp-block-list">
<li><em>Controllers</em> accept web requests and return web responses.</li>



<li><em>Services</em> implement the application’s business logic.</li>



<li><em>Repositories</em> persist data to and from your back-end <a href="https://www.infoworld.com/article/2337457/sql-at-50-whats-next-for-the-structured-query-language.html">SQL</a> or <a href="https://www.infoworld.com/article/2260280/what-is-nosql-databases-for-a-cloud-scale-future.html">NoSQL</a> database.</li>
</ul>



<p class="wp-block-paragraph">When we unit test Spring MVC applications, we test each layer separately from the others. We create mock implementations, typically using <a href="https://site.mockito.org/">Mockito</a>, for each layer’s dependencies, then we simulate the logic we want to test. For example, a controller may call a service to retrieve a list of objects. When testing the controller, we create a mock service that either returns the list of objects, returns an empty list, or throws an exception. This test ensures the controller behaves correctly.</p>



<p class="wp-block-paragraph">We’ll use Spring MVC to build and test a simple web service that manages widgets. The structure of the web service is shown here:</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/2025/10/TestingSpringMVC-fig1.png?w=1024" alt="Diagram of a Spring MVC web service application." class="wp-image-4078126" width="1024" height="286" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Steven Haines</p></div>



<p class="wp-block-paragraph">This is a classic MVC pattern. We have a <em>widget controller</em> that handles <a href="https://www.infoworld.com/article/2334742/what-is-rest-the-de-facto-web-architecture-standard.html">RESTful requests</a> and delegates its business functionality to a <em>widget service</em>, which uses a <em>widget repository</em> to persist widgets to and from an in-memory H2 database.</p>



<p class="wp-block-paragraph"><strong>Get the source: <a href="https://b2b-contenthub.com/wp-content/uploads/2025/10/spring-mvc-unit-testing-iw.zip" data-type="link" data-id="https://b2b-contenthub.com/wp-content/uploads/2025/10/spring-mvc-unit-testing-iw.zip">Download the source code for this article</a>.</strong></p>



<h2 class="wp-block-heading">Unit testing a Spring MVC controller with MockMvc</h2>



<p class="wp-block-paragraph">Setting up a Spring MVC controller test is a two-step process:</p>



<ul class="wp-block-list">
<li>Annotate your test class with <code>@WebMvcTest</code>.</li>



<li>Autowire a <code>MockMvc</code> instance into your controller.</li>
</ul>



<p class="wp-block-paragraph">We could annotate all our test classes with <code>@SpringBootTest</code>, but we’ll use <code>@WebMvcTest</code> instead. The reason is that the <code>@WebMvcTest</code> annotation is used for <em>slice testing</em>. Whereas <code>@SpringBootTest</code> loads your entire Spring application context, <code>@WebMvcTest</code> loads only your web-related resources. Furthermore, if you specify a controller class in the annotation, it will only load the specific controller you want to test. Testing a single “slice” of your application reduces both the amount of compute resources required to set up the test and the time required to run a test.</p>



<p class="wp-block-paragraph">For example, when we test a controller, we’ll mock just the services it uses, and we won’t need any repositories at all. If we don’t need them, then we needn’t waste time loading them. Slice tests were created to make tests perform better and run faster.</p>



<p class="wp-block-paragraph">Here’s the source code for the <code>Widget</code> class we’ll be managing:</p>



<pre class="wp-block-code"><code>package com.infoworld.widgetservice.model;
import jakarta.persistence.Entity;
import jakarta.persistence.GeneratedValue;
import jakarta.persistence.GenerationType;
import jakarta.persistence.Id;

@Entity
public class Widget {
    @Id
    @GeneratedValue(strategy = GenerationType.AUTO)
    private Long id;
    private String name;
    private int version;

    public Widget() {
    }

    public Widget(String name) {
        this.name = name;
    }

    public Widget(String name, int version) {
        this.name = name;
        this.version = version;
    }

    public Widget(Long id, String name, int version) {
        this.id = id;
        this.name = name;
        this.version = version;
    }

    public Long getId() {
        return id;
    }

    public void setId(Long id) {
        this.id = id;
    }

    public String getName() {
        return name;
    }

    public void setName(String name) {
        this.name = name;
    }

    public int getVersion() {
        return version;
    }

    public void setVersion(int version) {
        this.version = version;
    }
}</code></pre>



<p class="wp-block-paragraph">A <code>Widget</code> is a <a href="https://www.infoworld.com/article/2259807/what-is-jpa-introduction-to-the-java-persistence-api.html">JPA entity</a> that manages three fields:</p>



<ul class="wp-block-list">
<li><em>id</em> is the primary key of the table, annotated with <code>@Id</code> and <code>@GeneratedValue</code>, with an automatic generation strategy.</li>



<li><em>name</em> is the name of the widget.</li>



<li><em>version</em> is the version of the widget resource. We’ll use this value to populate our <code>eTag</code> value and check it in our <code>PUT</code> operation’s <code>If-Match </code>header value. This ensures the widget being updated is not stale.</li>
</ul>



<p class="wp-block-paragraph">Here’s the source code for the controller we’ll be testing (<code>WidgetController.java</code>):</p>



<pre class="wp-block-code"><code>package com.infoworld.widgetservice.web;

import java.net.URI;
import java.net.URISyntaxException;
import java.util.List;
import java.util.Optional;
import com.infoworld.widgetservice.model.Widget;
import com.infoworld.widgetservice.service.WidgetService;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.http.HttpStatus;
import org.springframework.http.ResponseEntity;
import org.springframework.web.bind.annotation.DeleteMapping;
import org.springframework.web.bind.annotation.GetMapping;
import org.springframework.web.bind.annotation.PathVariable;
import org.springframework.web.bind.annotation.PostMapping;
import org.springframework.web.bind.annotation.PutMapping;
import org.springframework.web.bind.annotation.RequestBody;
import org.springframework.web.bind.annotation.RequestHeader;
import org.springframework.web.bind.annotation.RestController;

@RestController
public class WidgetController {
    @Autowired
    private WidgetService widgetService;
    @GetMapping("/widget/{id}")
    public ResponseEntity getWidget(@PathVariable Long id) {
        return widgetService.findById(id)
                .map(widget -&gt; {
                    try {
                        return ResponseEntity
                                .ok()
                                .location(new URI("/widget/" + id))
                                .eTag(Integer.toString(
                                               widget.getVersion()))
                                .body(widget);
                    } catch (URISyntaxException e) {
                        return ResponseEntity
                          .status(HttpStatus.INTERNAL_SERVER_ERROR)
                          .build();
                    }
                })
                .orElse(ResponseEntity.notFound().build());
    }
    @GetMapping("/widgets")
    public List getWidgets() {
        return widgetService.findAll();
    }
    @PostMapping("/widgets")
    public ResponseEntity createWidget(@RequestBody Widget widget)
    {
        Widget newWidget = widgetService.create(widget);
        try {
           return ResponseEntity
                   .created(new URI("/widget/" + newWidget.getId()))
                   .eTag(Integer.toString(newWidget.getVersion()))
                   .body(newWidget);
        } catch (URISyntaxException e) {
            return ResponseEntity
                    .status(HttpStatus.INTERNAL_SERVER_ERROR)
                    .build();
        }
    }

    @PutMapping("/widget/{id}")
    public ResponseEntity updateWidget(@PathVariable Long id,
                                          @RequestBody Widget widget,
                         @RequestHeader("If-Match") Integer ifMatch) {
        Optional existingWidget = widgetService.findById(id);
        return existingWidget.map(w -&gt; {
            if (w.getVersion() != ifMatch) {
                return ResponseEntity.status(HttpStatus.CONFLICT)
                                     .build();
            }

            w.setName(widget.getName());
            w.setVersion(w.getVersion() + 1);

            Widget updatedWidget = widgetService.save(w);
            try {
                return ResponseEntity.ok()
                        .location(new URI("/widget/" + 
                                      updatedWidget.getId()))
                        .eTag(Integer.toString(
                                      updatedWidget.getVersion()))
                        .body(updatedWidget);
            } catch (URISyntaxException e) {
                throw new RuntimeException(e);
            }
        }).orElse(ResponseEntity.notFound().build());
    }

    @DeleteMapping("widget/{id}")
    public ResponseEntity deleteWidget(@PathVariable Long id) {
        Optional existingWidget = widgetService.findById(id);
        return existingWidget.map(w -&gt; {
           widgetService.deleteById(w.getId());
           return ResponseEntity.ok().build();
        }).orElse(ResponseEntity.notFound().build());
    }
}</code></pre>



<p class="wp-block-paragraph">The <code>WidgetController</code> handles <code>GET</code>, <code>POST</code>, <code>PUT</code>, and <code>DELETE</code> operations, following standard RESTful principles, so we’re going to write tests for each operation.</p>



<p class="wp-block-paragraph">The following source code shows the structure of our test class (<code>WidgetControllerTest.java</code>):</p>



<pre class="wp-block-code"><code>package com.infoworld.widgetservice.web;

@WebMvcTest(WidgetController.class)
public class WidgetControllerTest {
    @Autowired
    private MockMvc mockMvc;

    @MockitoBean
    private WidgetService widgetService;
}</code></pre>



<p class="wp-block-paragraph">I omitted the imports for readability, but the important thing to note is that the class is annotated with the <code>@WebMvcTest</code> annotation, and that we pass in the <code>WidgetController.class</code> as the controller we’re testing. This tells Spring to only load the <code>WidgetController</code> and no other Spring resources. The <code>@WebMvcTest</code> annotation includes other annotations, but the important one for our tests is <code>@AutoConfigureMockMvc</code>, which will cause Spring to create a <code>MockMvc</code> instance and add it to the application context. That lets us autowire it into our test class using the <code>@Autowired</code> annotation.</p>



<p class="wp-block-paragraph">Next, we use the <code>@MockitoBean</code> annotation to use Mockito to create a mock implementation of the <code>WidgetService</code>, after which Spring will autowire it into the <code>WidgetController</code> class. This lets us control the behavior of the <code>WidgetService</code> for the <code>WidgetController</code> test cases we’re writing. Note that starting in Spring Boot version 3.4, <code>@MockitoBean</code> replaced <code>@MockBean</code>. Everything you know about <code>@MockBean</code> translates to using <code>@MockitoBean</code>—with some improvements.</p>



<h3 class="wp-block-heading">Unit testing GET /widgets</h3>



<p class="wp-block-paragraph">Let’s start with the easiest test case, a test for <code>GET /widgets</code>:</p>



<pre class="wp-block-code"><code>@Test
void testGetWidgets() throws Exception {
    List widgets = new ArrayList();
    widgets.add(new Widget(1L, "Widget 1", 1));
    widgets.add(new Widget(2L, "Widget 2", 1));
    widgets.add(new Widget(3L, "Widget 3", 1));

    when(widgetService.findAll()).thenReturn(widgets);

    mockMvc.perform(get("/widgets"))
            .andExpect(status().isOk())
            .andExpect(jsonPath("$.length()").value(3))
            .andExpect(jsonPath("$[0].id").value(1L))
            .andExpect(jsonPath("$[0].name").value("Widget 1"))
            .andExpect(jsonPath("$[0].version").value(1));
};</code></pre>



<p class="wp-block-paragraph">The <code>testGetWidgets()</code> method creates a list of three widgets and then configures the mock <code>WidgetService</code> to return the list when its <code>findAll()</code> method is called. The <code>WidgetControllerTest</code> class statically imports the <code>org.mockito.Mockito.when()</code> method that accepts a method call, which in this case is <code>widgetService.findAll()</code>, and returns a Mockito <code>OngoingStubbing</code> instance. This <code>OngoingStubbing</code> instance exposes methods like <code>thenReturn()</code>, <code>thenThrow()</code>, <code>thenCallRealMethod()</code>, <code>thenAnswer()</code>, and <code>then()</code>.</p>



<p class="wp-block-paragraph">Here, we use the <code>thenReturn()</code> method to tell Mockito to return the list of widgets when the <code>WidgetService</code>’s <code>findAll()</code> method is called. The <code>@MockitoBean</code> annotation causes the mock <code>WidgetService</code> to be autowired into the <code>WidgetController</code>. So, when the <code>getWidgets()</code> method is called in response to a <code>GET /widgets</code>, it calls the <code>WidgetService</code>’s <code>findAll()</code> method and returns our list of widgets as a web response.</p>



<p class="wp-block-paragraph">Next, we use <code>MockMvc</code>’s <code>perform()</code> method to execute a web request. This diagram shows the various classes that interact with the  <code>perform()</code> method:</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/2025/10/TestingSpringMVC-fig2.png?w=1024" alt="Diagram of classes that interact with the MockMvc perform() method." class="wp-image-4078130" width="1024" height="439" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Steven Haines</p></div>



<p class="wp-block-paragraph">The <code>perform()</code> method accepts a <code>RequestBuilder</code>. Spring defines several built-in <code>RequestBuilder</code>s that we can statically import into our tests, including <code>get()</code>, <code>post()</code>, <code>put()</code>, and <code>delete()</code>. The <code>perform()</code> method returns a <code>ResultActions</code> instance that exposes methods such as <code>andExpect()</code>, <code>andExpectAll()</code>, <code>andDo()</code>, and <code>andReturn()</code>. Here, we invoke the <code>andExpect()</code> method, which accepts a <code>ResultMatcher</code>. </p>



<p class="wp-block-paragraph">A <code>ResultMatcher</code> defines a<code> match()</code> method that throws an <code>AssertionError</code> if the assertion fails. Spring defines several <code>ResultMatcher</code>s that we can statically import:</p>



<ul class="wp-block-list">
<li><code>status()</code> allows us to check the HTTP status code of response.</li>



<li><code>content()</code> allows us to check the content headers of the response, such as <code>Content-Type</code>.</li>



<li><code>header()</code> allows us to check any of the HTTP header values.</li>



<li><code>jsonPath()</code> allows us to inspect the contents of a <a href="https://www.infoworld.com/article/2255837/what-is-json-a-better-format-for-data-exchange.html" data-type="link" data-id="https://www.infoworld.com/article/2255837/what-is-json-a-better-format-for-data-exchange.html">JSON document</a>.</li>
</ul>



<p class="wp-block-paragraph">After MockMvc performs a <code>GET to /widgets</code>, we expect the HTTP status code to be <code>200 OK</code>.  We can then use the <code>jsonPath</code> matcher to check the body results, using the following JSON path expressions:</p>



<ul class="wp-block-list">
<li><code>$.length()</code>: The <code>$</code> references the root of the JSON document. If the response is a list, then we can call the <code>length()</code> method to get the number of elements in the list.</li>



<li><code>$[0].id</code>: JSON path expressions for a list use an array syntax starting at 0. This expression gets the ID of the first element in the list.</li>



<li><code>$[0].name</code>: This expression gets the name of the first element and compares it to “<code>Widget 1</code>”.</li>



<li><code>$[0].version</code>: This expression gets the version of the first element and compares it to 1.</li>
</ul>



<h3 class="wp-block-heading">Unit testing the GET /widget/{id} handler</h3>



<p class="wp-block-paragraph">Here’s the source code to test the <code>GET /coffee/{id}</code> widget:</p>



<pre class="wp-block-code"><code>@Test
void testGetWidgetById() throws Exception {
    Widget widget = new Widget(1L, "My Widget", 1);          
    when(widgetService.findById(1L))
           .thenReturn(Optional.of(widget));

    mockMvc.perform(get("/widget/{id}", 1))
            // Validate that we get a 200 OK Response Code
            .andExpect(status().isOk())

            // Validate Headers
            .andExpect(content()
                      .contentType(MediaType.APPLICATION_JSON))
            .andExpect(header().string(HttpHeaders.LOCATION,
                                       "/widget/1"))
            .andExpect(header().string(HttpHeaders.ETAG, "\"1\""))

            // Validate content
            .andExpect(jsonPath("$.id").value(1L))
            .andExpect(jsonPath("$.name").value("My Widget"))
            .andExpect(jsonPath("$.version").value(1));
 }</code></pre>



<p class="wp-block-paragraph">This test method is very similar to the <code>testGetWidgets()</code> method, but with some notable changes:</p>



<ul class="wp-block-list">
<li>The <code>GET</code> URI is defined using a URI template. You can specify any number of variables enclosed in braces in the URI template and then send a list of arguments that will replace those variables in the order they appear in the template.</li>



<li>We check that the returned <code>Content-Type</code> is <code>“application/json”</code>, which is a constant in the <code>MediaType</code> class. We access the content using the <code>content()</code> method, which returns a <code>ContentResultMatchers</code> instance that provides various methods, including <code>contentType()</code>, which allows us to validate the content headers.</li>



<li>We check for specific header values using the <code>header()</code> method. The <code>header()</code> method returns a <code>HeadersResultMatchers</code> instance, which can check for header <code>String</code>, <code>long</code>, and <code>date</code> values, as well as checking to see whether or not specific headers exist. In this case, we use constants defined in the <code>HttpHeaders</code> class to check the <code>location</code> and <code>eTag</code> header values.</li>



<li>We check the body of the response using JSON path expressions. In this case, we do not have a list of objects, so we can access the individual fields in the JSON document directly. For example, <code>$.id</code> retrieves the <code>id</code> field value in the root of the document.</li>
</ul>



<h3 class="wp-block-heading">Unit testing a GET /widget/{id} Not Found code</h3>



<p class="wp-block-paragraph">Next, we test the <code>GET /widget/{id}</code>, passing it an invalid ID so that it returns a 404 Not Found response code:</p>



<pre class="wp-block-code"><code>@Test
void testGetWidgetByIdNotFound() throws Exception {
   when(widgetService.findById(1L)).thenReturn(Optional.empty());

   mockMvc.perform(get("/widget/{id}", 1))
            // Validate that we get a 404 Not Found Response Code
            .andExpect(status().isNotFound());
}</code></pre>



<p class="wp-block-paragraph">The <code>testGetWidgetByIdNotFound()</code> method configures the mock <code>WidgetService</code> to return <code>Optional.empty()</code> when its <code>findById()</code> is called with a value of 1. We then perform a <code>GET</code> request to <code>/widget/1</code>, then assert that the returned HTTP status code is 404 Not Found.</p>



<h3 class="wp-block-heading">Unit testing POST /widgets</h3>



<p class="wp-block-paragraph">Here’s how to test a <code>Widget</code> creation:</p>



<pre class="wp-block-code"><code>@Test
void testCreateWidget() throws Exception {
    Widget widget = new Widget(1L, "Widget 1", 1);
    when(widgetService.create(any())).thenReturn(widget);

    mockMvc.perform(post("/widgets")
            .contentType(MediaType.APPLICATION_JSON)
            .content("{\"name\": \"Widget 1\"}"))

            // Validate that we get a 201 Created Response Code
            .andExpect(status().isCreated())

            // Validate Headers
            .andExpect(content().contentType(
                                      MediaType.APPLICATION_JSON))
            .andExpect(header().string(HttpHeaders.LOCATION, 
                                       "/widget/1"))
            .andExpect(header().string(HttpHeaders.ETAG, "\"1\""))

            // Validate content
            .andExpect(jsonPath("$.id").value(1L))
            .andExpect(jsonPath("$.name").value("Widget 1"))
            .andExpect(jsonPath("$.version").value(1));</code></pre>



<p class="wp-block-paragraph">The <code>testCreateWidget()</code> method first creates a <code>Widget</code> to return when the <code>WidgetService</code>’s <code>create()</code> method is called with any argument. The <code>any()</code> matcher matches any argument and, because the <code>createWidget()</code> handler will create a new <code>Widget</code> instance, we will not have access to that instance when the test runs. We then invoke MockMvc’s <code>perform()</code> method to the <code>”/widgets”</code> URI, sending the content body of a new widget named <code>“Widget 1”</code>, using the <code>content()</code> method. We expect a 201 Created HTTP response code, an “<code>application/json</code>” content type, a location header of “<code>/widget/1</code>”, and an <code>eTag</code> value of the <code>String</code> “<code>1</code>”. The body of the response should match the <code>Widget</code> we returned from the <code>create()</code> method, namely an ID of 1, a name of “Widget 1”, and a version of 1.</p>



<h3 class="wp-block-heading">Unit testing PUT /widget</h3>



<p class="wp-block-paragraph">This code runs three tests for the <code>PUT</code> operation:</p>



<pre class="wp-block-code"><code>@Test
public void testSuccessfulUpdate() throws Exception {
    // Create a mock Widget when the WidgetService's findById(1L) 
    // is called
    Widget mockWidget = new Widget(1L, "Widget 1", 5);
    when(widgetService.findById(1L))
                      .thenReturn(Optional.of(mockWidget));

    // Create a mock Coffee that is returned when the 
    // CoffeeController saves the Coffee to the database
    Widget savedWidget = new Widget(1L, "Updated Widget 1", 6);
    when(widgetService.save(any())).thenReturn(savedWidget);

    // Execute a PUT /widget/1 with a matching version: 5
    mockMvc.perform(put("/widget/{id}", 1L)
                    .contentType(MediaType.APPLICATION_JSON)
                    .header(HttpHeaders.IF_MATCH, 5)
                    .content("{\"id\": 1, " +
                             "\"name\": \"Updated Widget 1\"}"))

            // Validate that we get a 200 OK HTTP Response
           .andExpect(status().isOk())

            // Validate the headers
           .andExpect(content()
                        .contentType(MediaType.APPLICATION_JSON))
           .andExpect(header().string(HttpHeaders.LOCATION, 
                                      "/widget/1"))
           .andExpect(header().string(HttpHeaders.ETAG, "\"6\""))

           // Validate the contents of the response
           .andExpect(jsonPath("$.id").value(1L))
           .andExpect(jsonPath("$.name")
                               .value("Updated Widget 1"))
           .andExpect(jsonPath("$.version").value(6));
}

@Test
public void testUpdateConflict() throws Exception {
   // Create a mock coffee with a version set to 5
   Widget mockWidget = new Widget(1L, "Widget 1", 5);

    // Return the mock Coffee when the CoffeeService's 
    // findById(1L) is called
    when(widgetService.findById(1L))
                      .thenReturn(Optional.of(mockWidget));

    // Execute a PUT /widget/1 with a mismatched version number: 2
    mockMvc.perform(put("/widget/{id}", 1L)
                    .contentType(MediaType.APPLICATION_JSON)
                    .header(HttpHeaders.IF_MATCH, 2)
                    .content("{\"id\": 1, " + 
                             "\"name\":  \"Updated Widget 1\"}"))
             // Validate that we get a 409 Conflict HTTP Response
            .andExpect(status().isConflict());
}

@Test
public void testUpdateNotFound() throws Exception {
   // Return the mock Coffee when the CoffeeService's 
   // findById(1L) is called
   when(widgetService.findById(1L)).thenReturn(Optional.empty());

   // Execute a PUT /coffee/1 with a mismatched version number: 2
   mockMvc.perform(put("/widget/{id}", 1L)
                    .contentType(MediaType.APPLICATION_JSON)
                    .header(HttpHeaders.IF_MATCH, 2)
                    .content("{\"id\": 1, " + 
                             "\"name\":  \"Updated Coffee 1\"}"))

           // Validate that we get 404 Not Found
           .andExpect(status().isNotFound());
}</code></pre>



<p class="wp-block-paragraph">We have three variations:</p>



<ul class="wp-block-list">
<li>A successful update.</li>



<li>A failed update because of a version conflict.</li>



<li>A failed update because the widget was not found.</li>
</ul>



<p class="wp-block-paragraph">In RESTful web services, version management is handled by the entity tag, or<code> eTag</code>. When you retrieve an entity, it has an <code>eTag</code> value. When you want to update the entity, you pass that <code>eTag</code> value in the <code>If-Match</code> HTTP header. If the <code>If-Match</code> header does not match the current <code>eTag</code>, which is the <code>Widget</code> version in our implementation, then the <code>PUT</code> handler returns a 409 Conflict HTTP response code. If you get this error, it means that you need to retrieve the entity again and retry your operation. This way, if two different clients attempt to update the same entity simultaneously, only one will succeed.</p>



<p class="wp-block-paragraph">In the <code>testSuccessfulUpdate() </code>method, we return a <code>Widget</code> with a version of 5 when the <code>WidgetService</code>’s <code>findById()</code> method is called. We then pass an <code>If-Match</code> header value of 5 and then validate that we get a 200 OK HTTP response code and the expected header and body values. In the <code>testUpdateConflict()</code> method, we do the same thing, but we set the <code>If-Match</code> header to 2, which does not match 5, so we validate that we get a 409 Conflict HTTP response code. And finally, in the <code>testUpdateNotFound()</code> method, we configure the <code>WidgetService</code> to return an <code>Optional.empty()</code> when its <code>findById()</code> method is called, so we execute the <code>PUT</code> operation and validate that we get a 404 Not Found HTTP response code.</p>



<h3 class="wp-block-heading">Unit testing DELETE /widget</h3>



<p class="wp-block-paragraph">Finally, here is the source code for our two <code>DELETE /widget</code> tests:</p>



<pre class="wp-block-code"><code>@Test
void testDeleteSuccess() throws Exception {
    // Setup mocked product
    Widget mockWidget = new Widget(1L, "Widget 1", 5);

    // Setup the mocked service
    when(widgetService.findById(1L))
                      .thenReturn(Optional.of(mockWidget));
    doNothing().when(widgetService).deleteById(1L);

    // Execute our DELETE request
    mockMvc.perform(delete("/widget/{id}", 1L))
            .andExpect(status().isOk());
}

@Test
void testDeleteNotFound() throws Exception {
    // Setup the mocked service
    when(widgetService.findById(1L)).thenReturn(Optional.empty());

    // Execute our DELETE request
    mockMvc.perform(delete("/widget/{id}", 1L))
            .andExpect(status().isNotFound());
}</code></pre>



<p class="wp-block-paragraph">The <code>DELETE</code> handler first tries to find the widget by ID and then calls the<code> WidgetService</code>’s <code>deleteById()</code> method. The <code>testDeleteSuccess()</code> method configures the <code>WidgetService</code> to return a mock <code>Widget</code> when the <code>findById()</code> method is called and then configures it to do nothing when the <code>deleteById()</code> method is called. The <code>deleteById()</code> method returns void, so we do not need to mock a response, though we do want to allow the method to be called. We execute the <code>DELETE</code> operation and validate that we receive a 200 OK HTTP response code. The<code> testDeleteNotFound()</code> method configures the <code>WidgetService</code> to return <code>Optional.empty()</code> when its <code>findById()</code> method is called. We execute the <code>DELETE</code> operation and validate that we receive a 404 Not Found HTTP response code.</p>



<p class="wp-block-paragraph">At this point, we have a comprehensive set of tests for all of our controller operations. Let’s continue down our stack and test our service.</p>



<h2 class="wp-block-heading">Unit testing a Spring MVC service</h2>



<p class="wp-block-paragraph">Next, we’ll test a <code>WidgetService</code> class, shown here:</p>



<pre class="wp-block-code"><code>package com.infoworld.widgetservice.service;

import java.util.List;
import java.util.Optional;

import com.infoworld.widgetservice.model.Widget;
import com.infoworld.widgetservice.repository.WidgetRepository;

import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.stereotype.Service;

@Service
public class WidgetService {
    @Autowired
    private WidgetRepository widgetRepository;

    public List findAll() {
        return widgetRepository.findAll();
    }

    public Optional findById(Long id) {
        return widgetRepository.findById(id);
    }

    public Widget create(Widget widget) {
        widget.setVersion(1);
        return widgetRepository.save(widget);
    }

    public Widget save(Widget widget) {
        return widgetRepository.save(widget);
    }

    public void deleteById(Long id) {
        widgetRepository.deleteById(id);
    }
}</code></pre>



<p class="wp-block-paragraph">The <code>WidgetService</code> is very simple. It autowires in a <code>WidgetRepository</code> and then delegates almost all its functionality to the <code>WidgetRepository</code>. The only business logic it implements is that it sets the <code>Widget</code> version to 1 in the <code>create()</code> method, when it is persisting a new <code>Widget</code> to the database.</p>



<p class="wp-block-paragraph">While Spring supports slice testing for our controller and (as you’ll soon see) our repository, it doesn’t have a slice testing annotation for our service. We could use the <code>@SpringBootTest</code> annotation, but then Spring would load all the controllers, repositories, and any other Spring resources in our application into the Spring application context. We can avoid by using Mockito directly. </p>



<p class="wp-block-paragraph">Here is the source code for the <code>WidgetServiceTest</code> class:</p>



<pre class="wp-block-code"><code>package com.infoworld.widgetservice.service;

import static org.junit.jupiter.api.Assertions.assertEquals;
import static org.junit.jupiter.api.Assertions.assertTrue;
import static org.mockito.Mockito.when;

import java.util.Optional;

import com.infoworld.widgetservice.model.Widget;
import com.infoworld.widgetservice.repository.WidgetRepository;

import org.junit.jupiter.api.Test;
import org.junit.jupiter.api.extension.ExtendWith;
import org.mockito.InjectMocks;
import org.mockito.Mock;
import org.mockito.junit.jupiter.MockitoExtension;

@ExtendWith(MockitoExtension.class)
public class WidgetServiceTest {
    @Mock
    private WidgetRepository repository;

    @InjectMocks
    private WidgetService service;

    @Test
    void testFindById() {
        Widget widget = new Widget(1L, "My Widget", 1);
        when(repository.findById(1L)).thenReturn(Optional.of(widget));

        Optional w = service.findById(1L);
        assertTrue(w.isPresent());
        assertEquals(1L, w.get().getId());
        assertEquals("My Widget", w.get().getName());
        assertEquals(1, w.get().getVersion());
    }
}</code></pre>



<p class="wp-block-paragraph"><a href="https://www.infoworld.com/article/4009216/advanced-unit-testing-with-junit-5-mockito-and-hamcrest.html">JUnit 5 supports extensions</a> and Mockito has defined a test extension that we can access through the <code>@ExtendWith</code> annotation. This extension allows Mockito to read our class, find objects to mock, and inject mocks into other classes. The <code>WidgetServiceTest </code>tells Mockito to create a mock <code>WidgetRepository</code>, by annotating it with the <code>@Mock</code> annotation, and then to inject that mock into the <code>WidgetService</code>, using the <code>@InjectMocks</code> annotation. The result is that we have a <code>WidgetService</code> that we can test and it will have a mock <code>WidgetRepository</code> that we can configure for our test cases.</p>



<p class="wp-block-paragraph"><strong>Also see: <a href="https://www.infoworld.com/article/4009216/advanced-unit-testing-with-junit-5-mockito-and-hamcrest.html">Advanced unit testing with JUnit 5, Mockito, and Hamcrest</a>.</strong></p>



<p class="wp-block-paragraph">This is not a comprehensive test, but it should get you started. It has a single method, <code>testFindById()</code>, that demonstrates how to test a service method. It creates a mock <code>Widget</code> instance and then uses the Mockito <code>when()</code> method, just as we used in the controller test, to configure the <code>WidgetRepository</code> to return an <code>Optional</code> of that <code>Widget</code> when its <code>findById()</code> method is called. Then it invokes the <code>WidgetService</code>’s <code>findById()</code> method and validates that the mock <code>Widget</code> is returned.</p>



<h2 class="wp-block-heading">Slice testing a Spring Data JPA repository</h2>



<p class="wp-block-paragraph">Next, we’ll slice test our JPA repository (<code>WidgetRepository.java</code>), shown here:</p>



<pre class="wp-block-code"><code>package com.infoworld.widgetservice.repository;

import java.util.List;
import com.infoworld.widgetservice.model.Widget;
import org.springframework.data.jpa.repository.JpaRepository;

public interface WidgetRepository extends JpaRepository {
    List findByName(String name);
}</code></pre>



<p class="wp-block-paragraph">The <code>WidgetRepository</code> is a Spring Data JPA repository, which means that we define the interface and Spring generates the implementation. It extends the <code>JpaRepository</code> interface, which accepts two arguments:</p>



<ul class="wp-block-list">
<li>The type of entity that it persists, namely a <code>Widget</code>.</li>



<li>The type of primary key, which in this case is a <code>Long</code>.</li>
</ul>



<p class="wp-block-paragraph">It generates common CRUD method implementations for us to create, update, delete, and find widgets, and then we can define our own query methods using a specific naming convention. For example, we define a <code>findByName()</code> method that returns a <code>List</code> of <code>Widget</code>s. Because “<code>name</code>” is a field in our <code>Widget</code> entity, Spring will generate a query that finds all widgets with the specified name.</p>



<p class="wp-block-paragraph">Here is our <code>WidgetRepositoryTest</code> class:</p>



<pre class="wp-block-code"><code>package com.infoworld.widgetservice.repository;

import static org.junit.jupiter.api.Assertions.assertEquals;
import static org.junit.jupiter.api.Assertions.assertNotNull;
import static org.junit.jupiter.api.Assertions.assertNull;

import java.util.ArrayList;
import java.util.Arrays;
import java.util.List;

import com.infoworld.widgetservice.model.Widget;

import org.junit.jupiter.api.AfterEach;
import org.junit.jupiter.api.BeforeEach;
import org.junit.jupiter.api.Test;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.boot.test.autoconfigure.orm.jpa.DataJpaTest;
import org.springframework.boot.test.autoconfigure.orm.jpa.TestEntityManager;

@DataJpaTest
public class WidgetRepositoryTest {
    @Autowired
    private TestEntityManager entityManager;

    @Autowired
    private WidgetRepository widgetRepository;

    private final List widgetIds = new ArrayList();
    private final List testWidgets = Arrays.asList(
            new Widget("Widget 1", 1),
            new Widget("Widget 2", 1),
            new Widget("Widget 3", 1)
    );

    @BeforeEach
    void setup() {
        testWidgets.forEach(widget -&gt; {
            entityManager.persist(widget);
            widgetIds.add((Long)entityManager.getId(widget));
        });
        entityManager.flush();
    }

    @AfterEach
    void teardown() {
        widgetIds.forEach(id -&gt; {
            Widget widget = entityManager.find(Widget.class, id);
            if (widget != null) {
                entityManager.remove(widget);
            }
        });
        widgetIds.clear();
    }

    @Test
    void testFindAll() {
        List widgetList = widgetRepository.findAll();
        assertEquals(3, widgetList.size());
    }

    @Test
    void testFindById() {
        Widget widget = widgetRepository.findById(
                               widgetIds.getFirst()).orElse(null);

        assertNotNull(widget);
        assertEquals(widgetIds.getFirst(), widget.getId());
        assertEquals("Widget 1", widget.getName());
        assertEquals(1, widget.getVersion());
    }

    @Test
    void testFindByIdNotFound() {
        Widget widget = widgetRepository.findById(
            widgetIds.getFirst() + testWidgets.size()).orElse(null);
        assertNull(widget);
    }

    @Test
    void testCreateWidget() {
        Widget widget = new Widget("New Widget", 1);
        Widget insertedWidget = widgetRepository.save(widget);

        assertNotNull(insertedWidget);
        assertEquals("New Widget", insertedWidget.getName());
        assertEquals(1, insertedWidget.getVersion());
        widgetIds.add(insertedWidget.getId());
    }

    @Test
    void testFindByName() {
        List found = widgetRepository.findByName("Widget 2");
        assertEquals(1, found.size(), "Expected to find 1 Widget");

        Widget widget = found.getFirst();
        assertEquals("Widget 2", widget.getName());
        assertEquals(1, widget.getVersion());
    }
}</code></pre>



<p class="wp-block-paragraph">The <code>WidgetRepositoryTest</code> class is annotated with the <code>@DataJpaTest</code> annotation, which is a slice-testing annotation that loads repositories and entities into the Spring application context and creates a <code>TestEntityManager</code> that we can autowire into our test class. The <code>TestEntityManager</code> allows us to perform database operations outside of our repository so that we can set up and tear down our test scenarios.</p>



<p class="wp-block-paragraph">In the <code>WidgetRepositoryTest</code> class, we autowire in both our <code>WidgetRepository</code> and <code>TestEntityManager</code>. Then, we define a <code>setup()</code> method that is annotated with JUnit’s <code>@BeforeEach</code> annotation, so it will be executed <em>before</em> each test case runs. Next, we define a <code>teardown()</code> method that is annotated with JUnit’s <code>@AfterEach</code> annotation, so it will be executed <em>after</em> each test completes. The class defines a <code>testWidgets</code> list that contains three test widgets and then the <code>setup()</code> method inserts those into the database using the <code>TestEntityManager</code>’s <code>persist()</code> method. After it inserts each widget, it saves the automatically generated ID so that we can reference it in our tests. Finally, after persisting the widgets, it flushes them to the database by calling the <code>TestEntityManager</code>’s <code>flush()</code> method. The <code>teardown()</code> method iterates over all <code>Widget</code> IDs, finds the <code>Widget</code> using the <code>TestEntityManager</code>’s <code>find()</code> method, and, if it is found, removes it from the database. Finally, it clears the widget ID list so that the<code> setup()</code> method can rebuild it for the next test. (Note that the <code>TestEntityManager</code> removes entities directly; it does not have a <em>remove by ID</em> method, so we first have to find each <code>Widget</code> and then remove them one-by-one.)</p>



<p class="wp-block-paragraph">Even though most of the methods being tested are autogenerated and well tested, I wanted to demonstrate how to write several kinds of tests. The only method that we really need to test is the <code>findByName()</code> method because that is the only custom method we define. For example, if we were to define the method as <code><em>findByNam()</em></code> instead of <code>findByName()</code>, then the method would not work, so it is definitely worth testing.</p>



<h2 class="wp-block-heading">Conclusion</h2>



<p class="wp-block-paragraph">Spring provides robust support for testing each layer of a Spring MVC application. In this article, we reviewed how to test controllers, using <a href="https://docs.spring.io/spring-framework/reference/testing/mockmvc.html" data-type="link" data-id="https://docs.spring.io/spring-framework/reference/testing/mockmvc.html">MockMvc</a>; services, using the <a href="https://www.infoworld.com/article/4009216/advanced-unit-testing-with-junit-5-mockito-and-hamcrest.html" data-type="link" data-id="https://www.infoworld.com/article/4009216/advanced-unit-testing-with-junit-5-mockito-and-hamcrest.html">JUnit Mockito extension</a>; and repositories, using the Spring <a href="https://docs.spring.io/spring-boot/api/java/org/springframework/boot/test/autoconfigure/orm/jpa/TestEntityManager.html" data-type="link" data-id="https://docs.spring.io/spring-boot/api/java/org/springframework/boot/test/autoconfigure/orm/jpa/TestEntityManager.html">TestEntityManager</a>. We also reviewed slice testing as a strategy to reduce testing resource utilization and minimize the time required to execute tests. Slice testing is implemented in Spring using the <code>@WebMvcTest</code> and <code>@DataJpaTest</code> annotations. I hope these examples have given you everything you need to feel comfortable writing robust tests for your Spring MVC applications.</p>
</div></div></div></div>]]></content:encoded>
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<description><![CDATA[Node.js is a popular and versatile cross-platform JavaScript runtime environment. Node was the first runtime to allow developers to run JavaScript outside the browser, opening a new world of possibilities in server-side JavaScript. Its ease of use, massive ecosystem and performance characteristic...]]></description>
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<pubDate>Mon, 13 Jul 2026 17:04:39 +0200</pubDate>
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<p class="wp-block-paragraph"><a href="https://www.infoworld.com/article/2254485/what-is-nodejs-javascript-runtime-explained.html">Node.js</a> is a popular and versatile cross-platform <a href="https://www.infoworld.com/article/2263137/what-is-javascript-the-full-stack-programming-language.html">JavaScript</a> runtime environment. Node was the first runtime to allow developers to run JavaScript outside the browser, opening a new world of possibilities in <a href="https://www.infoworld.com/article/4052419/9-vital-concepts-of-modern-javascript.html" data-type="link" data-id="https://www.infoworld.com/article/4052419/9-vital-concepts-of-modern-javascript.html">server-side JavaScript</a>. Its ease of use, massive ecosystem and performance characteristics have continued to secure its place as one of the most important technologies of the modern web.</p>



<p class="wp-block-paragraph">Anytime you need to run JavaScript on the server—be it for a systems utility, a REST API, data processing, or anything else—Node is an excellent choice. There are newer runtimes, namely <a href="https://www.infoworld.com/article/2336271/deno-vs-nodejs-which-is-better.html">Deno</a> and <a href="https://www.infoworld.com/article/2338008/explore-bunjs-the-all-in-one-javascript-runtime.html">Bun</a>, but Node remains the standard for server-side JavaScript.</p>



<p class="wp-block-paragraph"><strong>Also see: <a href="https://www.infoworld.com/article/2252306/10-javascript-concepts-every-nodejs-developer-must-master.html">10 JavaScript concepts you need to succeed with Node</a>.</strong></p>



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



<p class="wp-block-paragraph">If you haven’t already experienced Node, this article will introduce you. We’ll step through installing Node and the NPM package manager, spinning up a simple web server, and using the Node cluster module to take advantage of multiple CPU cores.</p>



<p class="wp-block-paragraph">We’ll also look at using the NPM package manager to install additional Node modules and other JavaScript packages. And we’ll dip a toe into using a Node framework, in this case the ubiquitous <a href="https://www.infoworld.com/article/3615615/intro-to-express-js-endpoints-parameters-and-routes.html">Express server</a>, to create more feature-rich and flexible Node.js servers. Let’s get started!</p>



<h2 class="wp-block-heading">Installing Node and NPM</h2>



<p class="wp-block-paragraph">There are <a href="https://docs.npmjs.com/downloading-and-installing-node-js-and-npm">a few ways to install Node</a>, including the installer that <a href="https://docs.npmjs.com/downloading-and-installing-node-js-and-npm">Node itself provides</a>, but the recommended way is with a version manager. The most common version manager is <a href="https://github.com/nvm-sh/nvm">NVM</a>. This makes it easy to install Node and change versions when you need to. (There is also a Microsoft Windows-specific version called <a href="https://github.com/coreybutler/nvm-windows/releases">nvm-windows</a>.)</p>



<p class="wp-block-paragraph">NVM can be installed with an installer or using a CLI. In the following example, we use <code>curl</code>:</p>



<pre class="wp-block-code"><code>
$ curl -o- https://raw.githubusercontent.com/nvm-sh/nvm/v0.40.3/install.sh | bash</code></pre>



<p class="wp-block-paragraph">Once you have NVM installed, installing the most recent version of Node is simple:</p>



<pre class="wp-block-code"><code>
$ nvm install latest
</code></pre>



<p class="wp-block-paragraph">The <code>install latest</code> command makes the latest version available. Mine is Node 24.9.0, so I activate it with:</p>



<pre class="wp-block-code"><code>$ nvm use 24.9.0</code></pre>



<p class="wp-block-paragraph">Anytime you need to install another version of Node, you can use <code>nvm install</code> and <code>nvm use</code> to switch between them.</p>



<p class="wp-block-paragraph">You should now see Node available at your command prompt:</p>



<pre class="wp-block-code"><code>
$ node -v

v24.9.0</code></pre>



<p class="wp-block-paragraph">When you install Node this way, the Node package manager (NPM) is also installed:</p>



<pre class="wp-block-code"><code>$ npm -v

11.6.0</code></pre>



<p class="wp-block-paragraph">Note that using NVM also avoids potential permissions issues with NPM packages when using the installer.</p>



<h2 class="wp-block-heading">A simple web server in Node</h2>



<p class="wp-block-paragraph">To start simply, we can use <a href="https://nodejs.org/api/synopsis.html">an example from the Node homepage</a>. Copy the Synopsis example code as directed there and paste it into your code editor, then save it as <code>example.js</code>:</p>



<pre class="wp-block-code"><code>
const http = require('node:http');

const hostname = '127.0.0.1';
const port = 3000;

const server = http.createServer((req, res) =&gt; {
  res.statusCode = 200;
  res.setHeader('Content-Type', 'text/plain');
  res.end('Hello, InfoWorld!\n');
});

server.listen(port, hostname, () =&gt; {
  console.log(`Server running at http://${hostname}:${port}/`);
});</code></pre>



<p class="wp-block-paragraph">Open a shell in the directory where you saved the file, and run the file from your command line:</p>



<pre class="wp-block-code"><code>
$ node example.js

Server running at http://127.0.0.1:3000/</code></pre>



<p class="wp-block-paragraph">You can now go to the browser and check it out at <code>127.0.0:3000</code>, and you should see a simple greeting. Back at the terminal, press <strong>Control-C</strong> to stop the running server.</p>



<p class="wp-block-paragraph">Before we go further, let’s pull apart the code.</p>



<h3 class="wp-block-heading">Creating a simple HTTP server with Node</h3>



<p class="wp-block-paragraph">We start with the command:</p>



<pre class="wp-block-code"><code>const http = require(‘http’);</code></pre>



<p class="wp-block-paragraph">This is how you include a module in your code, in this case, the standard <a href="https://nodejs.org/api/http.html">http module</a>. (The <code>http</code> module ships with Node, so you don’t have to add it as a dependency.) This module provides the <a href="https://nodejs.org/api/http.html#http_http_createserver_requestlistener">createServer</a> and <code>listen</code> functions we’ll use later on.</p>



<p class="wp-block-paragraph">You might have noted that this example used a <a href="https://nodejs.org/api/modules.html">CommonJS</a> import. While older, this style of import is still very common in Node programs as well as some documentation. However, it’s gradually being phased out in favor of <a href="https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Modules">ES Modules</a> (ESM), the standardized module system introduced in ECMAScript 2015. An ESM import would look like this:</p>



<pre class="wp-block-code"><code>import http from 'http';</code></pre>



<p class="wp-block-paragraph">After we import the <code>http</code> module, we define a couple of values we need (<code>hostname</code> and <code>port</code>):</p>



<pre class="wp-block-code"><code>const hostname = '127.0.0.1';

const port = 3000;</code></pre>



<p class="wp-block-paragraph">Next, we create the server:</p>



<pre class="wp-block-code"><code>const server = http.createServer((req, res) =&gt; {
  res.statusCode = 200;
  res.setHeader(‘Content-Type’, ‘text/plain’);
  res.end(‘Hello World\n’);
});</code></pre>



<p class="wp-block-paragraph">The <code>creatServer </code>command accepts a callback function, which we define using the fat arrow notation. The callback function passes two arguments, the request (<code>req</code>) and response (<code>res</code>) objects needed to handle HTTP requests. The <code>req</code> argument contains the incoming HTTP request, which in this case is ignored. The <code>res.end</code> method sets the response data to <code>‘Hello InfoWorld\n’</code> and tells the server that it is done creating the response.</p>



<p class="wp-block-paragraph">Next, we have:</p>



<pre class="wp-block-code"><code>server.listen(port, hostname, () =&gt; {
  console.log(`Server running at http://${hostname}:${port}/`);
});</code></pre>



<p class="wp-block-paragraph">The <code>server.listen</code> function accepts three arguments. The first two are the <code>port</code> and <code>hostname</code>, and the third is a callback that is executed when the server is ready (in this case, it prints a message to the console).</p>



<p class="wp-block-paragraph">Having all the event handlers defined as callbacks is one of the most subtle and powerful parts of Node. It’s key to Node’s asynchronous non-blocking architecture.</p>



<p class="wp-block-paragraph">Node.js runs on <a href="https://www.infoworld.com/article/4052419/9-vital-concepts-of-modern-javascript.html">an event loop</a>, which always reverts to handling events when not otherwise engaged. It’s like a busy order-taker continually picking up orders and then updating the order-maker with their order. We receive updates via the callbacks.</p>



<h2 class="wp-block-heading">A multi-process web server with Node</h2>



<p class="wp-block-paragraph">Node’s asynchronous, non-blocking nature makes it good at handling many parallel requests, but it’s not truly concurrent by default. There are <a href="https://www.infoworld.com/article/2513020/intro-to-multithreaded-javascript.html">a few ways to make a Node application use multiple threads</a> for true concurrency. One of the simplest is to use the <a href="https://pm2.keymetrics.io/">PM2 project</a>, which lets you run the same Node application in many processes.</p>



<p class="wp-block-paragraph">By launching each application instance in its own process, the operating system can make use of multiple cores on the machine. This is not usually a concern at first, but it’s a key performance consideration to bear in mind.</p>



<p class="wp-block-paragraph">You can install PM2 globally like so:</p>



<pre class="wp-block-code"><code>$ npm install -g pm2</code></pre>



<p class="wp-block-paragraph">For our example, we want to make it obvious that the different processes are handling requests. We can achieve that goal with a small change to the server:</p>



<pre class="wp-block-code"><code>res.end(`Hello, InfoWorld! Handled by ${process.pid}`);</code></pre>



<p class="wp-block-paragraph">The <code>process.pid </code>field is a built-in environment variable, providing a unique ID for the currently running process in Node. Once PM2 is installed and the app is updated, we can run it like so:</p>



<pre class="wp-block-code"><code>$ pm2 start example.js -i max</code></pre>



<p class="wp-block-paragraph">That should launch several instances of the same program, as shown here:</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/2025/11/Node-tutorial-fig3v2.png?w=1024" alt="Screenshot of a multi-process Node-based web server running several instances of the same program." class="wp-image-4089570" width="1024" height="575" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Matthew Tyson</p></div>



<p class="wp-block-paragraph">Then, if you open multiple windows, you can see the unique ID of each instance:</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/2025/11/Node-tutorial-fig2v2.png?w=1024" alt="Screenshot of a Node-based multi-process web server showing the unique ID of each instance." class="wp-image-4089571" width="1024" height="536" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Matthew Tyson</p></div>



<h2 class="wp-block-heading">An Express web server with Node</h2>



<p class="wp-block-paragraph">For our final example, we’ll look at setting up an <a href="https://www.infoworld.com/article/3615615/intro-to-express-js-endpoints-parameters-and-routes.html">Express</a> web server in Node. This time we’ll use NPM to download Express and its dependencies. NPM is one of the greatest storehouses of software on the planet, with literally <a href="https://www.npmjs.com/">millions of libraries available</a>. Knowing how to use it is essential for working with Node.</p>



<p class="wp-block-paragraph">NPM works just like other package managers you may have used, letting you define and install dependencies in a structured way. To install Express, go to your project directory and type:</p>



<pre class="wp-block-code"><code>$ npm install express</code></pre>



<p class="wp-block-paragraph">Node should respond with something like: <code>added 68 packages in 5s</code>.</p>



<p class="wp-block-paragraph">You will notice several directories have been added to a <code>/node_modules</code> directory. Those are all the dependencies needed for Express. You usually don’t have to interact with <code>node_modules</code> yourself, but it’s good to know that’s where things are saved.</p>



<p class="wp-block-paragraph">Now look at the <code>package.json</code> file, which will have something like this in it:</p>



<pre class="wp-block-code"><code>{
  "dependencies": {
	"express": "^5.1.0"
  }
}</code></pre>



<p class="wp-block-paragraph">This is how dependencies are defined in NPM. It says the application needs the express dependency at version 5.1.0 (or greater).</p>



<h3 class="wp-block-heading">Setting up the Express server in Node</h3>



<p class="wp-block-paragraph">Express is one of the most-deployed pieces of software on the Internet. It can be a minimalist server framework for Node that handles all the essentials of HTTP, and it’s also expandable using “middleware” plugins.</p>



<p class="wp-block-paragraph">Since we’ve already installed Express, we can jump right into defining a server. Open the <code>example.js</code> file we used previously and replace the contents with this simple Express server:</p>



<pre class="wp-block-code"><code>import express from 'express';

const app = express();
const port = 3000;

app.get('/', (req, res) =&gt; {
  res.send('Hello, InfoWorld!');
});

app.listen(port, () =&gt; {
  console.log(`Express server at http://localhost:${port}`);
});</code></pre>



<p class="wp-block-paragraph">This program does the same thing as our earlier <code>http</code> module version. The most important change is that we’ve added routing. Express makes it easy for us to associate a URL path, like the root path (<code>‘/’</code>), with the handler function.</p>



<p class="wp-block-paragraph">If we wanted to add another path, it could look like this:</p>



<pre class="wp-block-code"><code>app.get('/about', (req, res) =&gt; {
  res.send('This is the About page.');
});</code></pre>



<p class="wp-block-paragraph">Once we have the basic web server set up with one or more paths, we’ll probably need to create a few API endpoints that respond with JSON. Here’s an example of a route that returns a JSON object:</p>



<pre class="wp-block-code"><code>app.get('/api/user', (req, res) =&gt; {
  res.json({
	id: 1,
	name: 'John Doe',
	role: 'Admin'
  });
});</code></pre>



<p class="wp-block-paragraph">That’s a simple example, but it gives you a taste of working with Express in Node.</p>



<h2 class="wp-block-heading">Conclusion</h2>



<p class="wp-block-paragraph">In this article you’ve seen how to install Node and NPM and how to set up both simple and more advanced web servers in Node. Although we’ve only touched on the basics, these examples demonstrate many elements that are required for all Node applications, including the ability to import modules.</p>



<p class="wp-block-paragraph">Whenever you need a package to do something in Node, you will more than likely find it available on <a href="https://www.npmjs.com/">NPM</a>. Visit the official site and use the search feature to find what you need. For more information about a package, you can use the <a href="http://npms.io/">npms.io</a> tool. Keep in mind that a project’s health depends on its weekly download metric (visible on NPM for the package itself). You can also check a project’s GitHub page to see how many stars it has and how many times it’s been forked; both are good measures of success and stability. Another important metric is how recently and frequently the project is updated and maintained. That information is also visible on a project’s GitHub Insights page.</p>
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<title><![CDATA[What is devops? Bringing dev and ops together to build better software]]></title>
<description><![CDATA[A portmanteau of “development” and “operations,” devops emerged as a way of bringing together two previously separate groups responsible for the building and deploying of software.



In the old world, developers (devs) typically wrote code before throwing it over to the system administrators (op...]]></description>
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<pubDate>Mon, 13 Jul 2026 17:04:38 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">A portmanteau of “development” and “operations,” devops emerged as a way of bringing together two previously separate groups responsible for the building and deploying of software.</p>



<p class="wp-block-paragraph">In the old world, developers (devs) typically wrote code before throwing it over to the system administrators (operations, or ops) to deploy and integrate that code. But as the industry shifted towards <a href="https://www.infoworld.com/article/2259475/what-is-agile-methodology-modern-software-development-explained.html">agile development</a> and <a href="https://www.infoworld.com/article/2255318/what-is-cloud-native-the-modern-way-to-develop-software.html">cloud-native computing</a>, many organizations reoriented around modern, cloud-native practices in the pursuit of faster, better releases.</p>



<p class="wp-block-paragraph">This required a new way to perform these key functions in a more streamlined, efficient, and cohesive way, one where the old frustrations of disconnected dev and ops functions would be eliminated. With two groups working together, developers can rapidly roll out small code enhancements via <a href="https://www.infoworld.com/article/2269266/what-is-cicd-continuous-integration-and-continuous-delivery-explained.html">continuous integration and delivery</a> rather than spending years on “big bang” product releases.</p>



<p class="wp-block-paragraph">Devops was born at cloud-native companies like Facebook, Netflix, Spotify, and Amazon; but it’s become one of the defining technology industry trends of the past decade, primarily because it bridges so many of the changes that have shaped modern software development.</p>



<p class="wp-block-paragraph">As agile development and cloud-native computing have become ubiquitous, devops has enabled the entire industry to speed up its software development cycles. Thus, devops has now thoroughly infiltrated the enterprise, especially in organizations that rely on software to run their business, such as banks, airlines, and retailers. <a>And it’s spawned a host of other “ops” practices, some of which we’ll touch on here.</a><a href="https://www.infoworld.com/article/2255028/what-is-devops-bringing-dev-and-ops-together-for-better-software.html#_msocom_1">[JF1]</a> </p>



<h2 class="wp-block-heading"><strong>Devops practices</strong></h2>



<p class="wp-block-paragraph">Devops requires a shift in mindset from both sides of the dev and ops divide. Development teams should focus on learning and adopting agile processes, standardizing platforms, and helping drive operational efficiencies. Operations teams must now focus on improving stability and velocity, while also reducing costs by working hand in hand with the developer team.</p>



<p class="wp-block-paragraph">Broadly speaking, these teams need to all speak a common language and there needs to be a shared goal and understanding of each other’s key skills for devops to thrive.</p>



<p class="wp-block-paragraph">More specifically, engineers Damon Edwards and John Willis <a href="https://www.devopsgroup.com/insights/resources/diagrams/all/calms-model-of-devops/">created the CALMS model</a> to bring together what are commonly understood to be the key principles of devops:</p>



<ul class="wp-block-list">
<li>Culture: One that embraces <a href="https://www.infoworld.com/article/2259475/what-is-agile-methodology-modern-software-development-explained.html">agile methodologies</a> and is open to change, constant improvement, and accountability for the end-to-end quality of software.</li>



<li>Automation: Automating away toil is a key goal for any devops team.</li>



<li>Lean: Ensuring the smooth flow of software through key steps as quickly as possible.</li>



<li>Measurement: You can’t improve what you don’t measure. Devops pushes for a culture of constant measurement and feedback that can be used to improve and pivot as required, on the fly.</li>



<li>Sharing: Knowledge sharing across an organization is a key tenet of devops.</li>
</ul>



<p class="wp-block-paragraph">“Who could go back to the old way of trying to figure out how to get your laptop environment looking the same as the production environment? All these things make it so clear that there’s a better way to work. I think it’s very tough to turn back once you’ve done things like continuous integration, like continuous delivery. Once you’ve experienced it, it’s really tough to go back to the old way of doing things,” Kim <a href="https://www.infoworld.com/article/2258333/devops-expert-gene-kim-how-devops-helps-business-meet-challenging-times.html">told InfoWorld</a>.</p>



<h2 class="wp-block-heading"><strong>What is a devops engineer?</strong></h2>



<p class="wp-block-paragraph">Naturally, the emergence of devops has spawned a whole new set of job titles, most prominent of which is the catch-all <a href="https://www.infoworld.com/article/2259407/what-is-a-devops-engineer-and-how-do-you-become-one.html">devops engineer</a>.</p>



<p class="wp-block-paragraph">Generally speaking, this role is the natural evolution of the system administrator — but in a world where developers and ops work in close tandem to deliver better software. This person should have a blend of programming and system administrator skills so that he or she can effectively bridge those two sides of the team.</p>



<p class="wp-block-paragraph">That bridging of the two sides requires strong social skills more than technical. As Kim put it, “one of the most important skills, abilities, traits needed in these pioneering rebellions — using devops to overthrow the ancient powerful order, who are very happy to do things the way they have for 30 to 40 years — are the cross-functional skills to be able to reach across the table to their business counterparts and help solve problems.”</p>



<p class="wp-block-paragraph">This person, or team of people, will also have to be a born optimizer, tasked with continually improving the speed and quality of software delivery from the team, be that through better practices, removing bottlenecks, or applying automation to smooth out software delivery.</p>



<p class="wp-block-paragraph">The good news is that these skills are valuable to the enterprise. <a href="https://www.infoworld.com/article/2263101/devops-salaries-continued-to-rise-during-the-pandemic.html">Salaries for this set of job titles have risen steadily over the years</a>, with 95% of devops practitioners making more than $75,000 a year in salary in 2020 in the United States. In Europe and the UK, where salaries are lower across the board, 71% made more than $50,000 a year in 2020, up from 67% in 2019.</p>



<h2 class="wp-block-heading"><strong>Key devops tools</strong></h2>



<p class="wp-block-paragraph">While devops is at its heart a cultural shift, a set of tools has emerged to help organizations adopt devops practices.</p>



<p class="wp-block-paragraph">This stack typically includes <a href="https://www.infoworld.com/article/2259359/what-is-infrastructure-as-code-automating-your-infrastructure-builds.html">infrastructure as code</a>, configuration management, collaboration, version control, <a href="https://www.infoworld.com/article/2269266/what-is-cicd-continuous-integration-and-continuous-delivery-explained.html">continuous integration and delivery (CI/CD)</a>, deployment automation, testing, and monitoring tools.</p>



<p class="wp-block-paragraph">Here are some of the tools/categories that are increasingly relevant in 2025, and what is changing:</p>



<ul class="wp-block-list">
<li><strong>CI/CD and delivery automation</strong>: Traditional tools like Jenkins remain in many stacks, but newer orchestration tools and CLI-driven or GitOps-centric platforms are growing in importance (e.g. ArgoCD, Flux, Tekton). Also, platforms that integrate more tightly with monitoring, secrets management, drift detection, and policy enforcement are gaining traction.</li>



<li><strong>Security, compliance, and devsecops tooling</strong>: Security tools are increasingly integrated into devops pipelines. Expect to see more use of static analysis (SAST), dynamic testing (DAST), dependency and supply chain scanning (SCA), secret management, and policy as code. The push is toward embedding security earlier and <a href="https://www.infoworld.com/article/3965374/bringing-devops-devsecops-and-mlops-together.html">bridging gaps between dev, security, and machine learning teams</a>. (InfoWorld:)</li>



<li><strong>AI  and automation augmentation</strong>: AI-assisted tools are increasingly part of tooling stacks: auto-suggestions in CI/CD, anomaly detection, predictive scaling, intelligent test suite selection, and more. The hope is that these tools will reduce manual interventions and improve reliability. Tools that are “AI ready”—that is, they integrate well with AI or have mature built-in automation or assistance—increasingly <a href="https://www.infoworld.com/article/4052402/how-to-choose-the-right-ai-agent-development-tools.html">stand out from the pack</a>.</li>
</ul>



<h2 class="wp-block-heading"><strong>Devops challenges</strong></h2>



<p class="wp-block-paragraph">Even as devops becomes more widely adopted, there remain real obstacles that can slow progress or limit impact. One major challenge is the persistent <strong>skills gap</strong>. The modern devops engineer (or team) is expected to master not just source control, CI/CD, and scripting, but also cloud architecture, infrastructure as code, security best practices, observability, and strong cross-team communication. In many organizations these capabilities are uneven: some teams excel, others lag behind. A 2024 survey showed that while 83% of developers report participating in devops activities, <a href="https://www.infoworld.com/article/2337172/most-developers-have-adopted-devops-survey-says.html">using multiple CI/CD tools was correlated with <em>worse</em> performance</a> — a sign that complexity without deep expertise can backfire.</p>



<p class="wp-block-paragraph"><strong>Toolchain fragmentation and complexity </strong>is a related issue. Devops toolchains have sprouted into a sometimes bewildering array of packages and techniques to master: version control, CI build/test, security scanning, artifact management, monitoring, observability, deployment, secret management, and more.</p>



<p class="wp-block-paragraph">The more tools you have, the more difficult it becomes to integrate them cleanly, manage their versions, ensure compatibility, and avoid duplicated effort. Organizations often get stuck with “tool sprawl” — tools chosen by different teams, legacy systems, or overlapping functionalities — which introduce friction, maintenance burden, and sometimes vulnerabilities.</p>



<p class="wp-block-paragraph">Finally, although devops has spread far and wide, there is still <strong>cultural resistance and alignment</strong>. Devops isn’t just about tools and processes; it’s about collaboration, shared responsibility, and continuous feedback. Teams rooted in traditional silos (dev vs ops, or security separate) may <a href="https://www.infoworld.com/article/2337372/10-big-devops-mistakes-and-how-to-avoid-them.html">resist changes to roles and workflows</a>. Leadership support, communication of shared goals, trust, and allowance for continuous learning are all necessary.</p>



<p class="wp-block-paragraph">Many CIOs <a href="https://www.cio.com/article/3552944/6-enterprise-devops-mistakes-to-avoid.html">focus too much on tools or implementation first</a>, rather than organizational culture and behaviors; but without addressing culture, even the best tools or processes may not yield the hoped-for velocity, quality, or reliability. Organizations that succeed here tend to have proactive strategies: dedicated training programs, mentorship, internal “guilds,” pairing junior and senior engineers, and making sure leadership supports ongoing learning rather than one-off bootcamps.</p>



<h2 class="wp-block-heading"><strong>Why do devops?</strong></h2>



<p class="wp-block-paragraph">Whoever you ask will tell you that devops is a major culture shift for organizations, so why go through that pain at all?</p>



<p class="wp-block-paragraph">Devops aims to combine the formerly conflicting aims of developers and system administrators. Under its principles, all software development aims to meet business demands, add functionality, and improve the usability of applications while also ensuring those applications are stable, secure, and reliable. Done right, this improves the velocity and quality of your output, while also improving the lives of those working on these outcomes.</p>



<h2 class="wp-block-heading"><strong>Does devops save money — or add cost?</strong></h2>



<p class="wp-block-paragraph">Devops teams are recognizing that speed and agility are only part of success — unchecked cloud bills and waste undermine long-term sustainability. Waste in devops often comes in the form of “<a href="https://www.infoworld.com/article/4010176/devops-debt-the-hidden-tax-on-innovation.html?utm_source=chatgpt.com">devops</a> debt”— idle cloud capacity, dead code, or false-positive security alerts—which was called a “<a href="https://www.infoworld.com/article/4010176/devops-debt-the-hidden-tax-on-innovation.html">hidden tax on innovation</a>” in recent Java-environment studies.</p>



<p class="wp-block-paragraph"> Embedding <a href="https://www.cio.com/article/3839075/finops-breaks-out-of-the-cloud.html">finops</a> practices can help fight these costs. Teams should <a href="https://www.infoworld.com/article/4013485/how-to-shift-left-on-finops-and-why-you-need-to.html">shift left on cost</a>: estimating costs when spinning up new environments, resizing instances, and scaling down unused resources before they become runaway expenses.</p>



<h2 class="wp-block-heading"><strong>How to start with devops</strong></h2>



<p class="wp-block-paragraph">There are lots of resources for help getting started with devops, <a href="https://www.amazon.com/DevOps-Handbook-World-Class-Reliability-Organizations-ebook/dp/B01M9ASFQ3">including Kim’s own <em>Devops Handbook</em></a>, or you can enlist the help of external consultants. But you have to be methodical and focus on your people more than on the tools and technology you will eventually use <a href="https://www.infoworld.com/article/2258896/6-ways-to-secure-buy-in-for-your-devops-journey.html">if you want to ensure lasting buy-in across the business</a>.</p>



<p class="wp-block-paragraph">A proven route to achieving this is a “land and expand” strategy, where a small group starts by mapping key value streams and identifying a single product team or workload for trialing devops practices. If this team is successful in proving the value of the shift, you will likely start to get interest from other teams and from senior leadership.</p>



<p class="wp-block-paragraph">If you are at the start of your devops journey, however, make sure you are prepared for the disruption a change like this can have on your organization, and keep your eye on the prize of building better, faster, stronger software.</p>



<hr class="wp-block-separator has-alpha-channel-opacity">



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



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



<p class="wp-block-paragraph">More on devops:</p>



<ul class="wp-block-list">
<li><a href="https://www.infoworld.com/article/4010176/devops-debt-the-hidden-tax-on-innovation.html">Devops debt: The hidden tax on innovation</a></li>



<li><a href="https://www.infoworld.com/article/2337372/10-big-devops-mistakes-and-how-to-avoid-them.html">10 big devops mistakes and how to avoid them</a></li>



<li><a href="https://www.infoworld.com/article/3621681/smarter-devops-how-to-avoid-deployment-horrors.html">Smarter devops: How to avoid deployment horrors</a><div class="card__info"></div></li>
</ul>
</div></div></div></div>]]></content:encoded>
</item>
<item>
<title><![CDATA[React tutorial: Get started with the React JavaScript library]]></title>
<description><![CDATA[Despite many worthy contenders, React remains the most popular front-end framework, and a key player in the JavaScript development landscape. React is the quintessential reactive engine, continually innovating alongside the rest of the industry. A flagship open source project at Facebook, React i...]]></description>
<link>https://tsecurity.de/de/3665668/ai-nachrichten/react-tutorial-get-started-with-the-react-javascript-library/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3665668/ai-nachrichten/react-tutorial-get-started-with-the-react-javascript-library/</guid>
<pubDate>Mon, 13 Jul 2026 17:04:31 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div><div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Despite many <a href="https://www.infoworld.com/article/2336227/whats-the-best-javascript-framework.html">worthy contenders</a>, React remains the most popular front-end framework, and a key player in the <a href="https://www.infoworld.com/article/2263137/what-is-javascript-the-full-stack-programming-language.html">JavaScript</a> development landscape. React is the quintessential <a href="https://www.infoworld.com/article/2338730/what-is-reactive-programming-programming-with-event-streams.html">reactive engine</a>, continually innovating alongside the rest of the industry. A flagship open source project at Facebook, React is now part of Meta Open Source. For developers new to JavaScript and web development, this tutorial will get you started with this vital technology.</p>



<p class="wp-block-paragraph">React is not only a front-end framework, but is a component in full-stack frameworks like <a href="https://www.infoworld.com/article/4078213/next-js-16-features-explicit-caching-ai-powered-debugging.html">Next.js</a>. Newer additions like React server-side rendering (SSR) and React server components (RSC) further blur the line between server and client.</p>



<p class="wp-block-paragraph"><strong>Also see: <a href="https://www.infoworld.com/article/3583477/is-the-react-compiler-ready-for-prime-time.html">Is the React compiler ready for primetime?</a></strong></p>



<h2 class="wp-block-heading">Why React?</h2>



<p class="wp-block-paragraph">React’s prominence makes it an obvious choice for developers just starting out with web development. It is often chosen for its ability to offer a smooth and encompassing developer experience (DX), which distinguishes it from frameworks like <a href="https://www.infoworld.com/article/3962039/what-you-need-to-know-about-angular-react-vue-and-svelte-popular-javascript-frameworks-compared.html">Vue, Angular, and Svelte</a>. It could be said that React’s true “killer feature” is the perks that come with longstanding popularity: learning resources, community support, libraries, and developers are all plentiful in the React ecosystem.</p>



<h2 class="wp-block-heading">Installing React</h2>



<p class="wp-block-paragraph">Real-world React requires running on the server with a build tool, which we will explore in the next section. But to get your feet wet, we can start out with an online playground. There are several high-quality playgrounds for React, including full-blown environments like StackBlitz or Codesandbox. For a quick taste, we will use <a href="https://playcode.io/react">PlayCode React</a>.</p>



<p class="wp-block-paragraph">When you first open it, PlayCode React gives you a basic layout like the one shown here:</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/2026/01/image1.png?w=1024" alt="A screenshot shows the layout of a basic Rwact JavaScript application." class="wp-image-4116902" width="1024" height="585" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Matthew Tyson</p></div>



<p class="wp-block-paragraph">The menu on the left is the file explorer, at the top is the code window, and at the bottom are the console (on the left) and the preview pane (on the right).</p>



<p class="wp-block-paragraph">From this screenshot, you can see how the content of the code is displayed on the preview pane, but this basic layout doesn’t use any variables (or “state,” as it’s known in React). It does let you see some of the plumbing, like the React library import and the exported <code>App</code> function.</p>



<p class="wp-block-paragraph">Modern React is functional. The <code>App</code> function has a return value that is the actual output for the component. The component’s return is specified by <a href="https://www.infoworld.com/article/2335613/intro-to-jsx-html-that-does-javascript.html">JSX</a>, a templating language that lets you use HTML along with variables and JavaScript expressions. Right now, the app just has some simple markup.</p>



<p class="wp-block-paragraph">The classic example you see next is a “Counter” that lets you increase and decrease a displayed value using buttons. We’ll do a slight “Spinal Tap” variation of this, where the counter only goes to 11 and displays a message:</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/2026/01/image2.png?w=1024" alt="A screenshot of a counter app developed in React." class="wp-image-4116903" width="1024" height="585" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Matthew Tyson</p></div>



<p class="wp-block-paragraph">You can take a look at the running example <a href="https://playcode.io/react-playground--019ac165-81fd-74b1-8681-188b66459b9e">here</a>, and the full code for the example is below:</p>



<pre class="wp-block-code"><code>import React, { useState } from 'react';

export function App() {
  // 1. The State
  const [volume, setVolume] = useState(0);

  return (
    <div>
      <h1>Spinal Tap Amp 🎸</h1>
     
      {/* 2. The "View" (Displaying the state) */}
      <div>
        {volume}
      </div>

      <div>
        {/* 3. The Actions */
        <button> setVolume(volume - 1)}&gt;Down</button>
       
        <button> {
          if (volume 
          Up
        </button>
      </div>

      {/* 4. Conditional */}
      {volume === 11 &amp;&amp;
        <p>"Why don't you just make ten louder?"</p>
      }
    </div>
  );
}</code></pre>



<p class="wp-block-paragraph">If you play with the example, you’ll see that moving the buttons changes the value, and the display automatically reflects the change. This is the essential magic of a reactive engine like React. The state is a managed variable that React automatically updates and displays. State is declared like so:</p>



<pre class="wp-block-code"><code>const [volume, setVolume] = useState(0);</code></pre>



<p class="wp-block-paragraph">The syntax is a bit funky if you are coming from straight JavaScript, but most developers can adapt to it quickly. Basically, <code>useState(0)</code> says, with a default value <code>0</code>, give me a variable, <code>volume</code>, and a function to set it, <code>setVolume</code>.</p>



<p class="wp-block-paragraph">To display the value in the view, we use: <code>{volume}</code>.</p>



<p class="wp-block-paragraph">To modify the value, we use button event handlers. For example, to increment, we’d do:</p>



<pre class="wp-block-code"><code>To modify the value, we use buttons event handlers.  For example, to increment:

onClick={() =&gt; setVolume(volume + 1)</code></pre>



<p class="wp-block-paragraph">Here we’ve directly modified the volume state, and React will update accordingly. If we wanted to, we could call a function (for example, if the logic were more involved).</p>



<p class="wp-block-paragraph">Finally, when the value reaches 11, we display a message. This syntax is idiomatic React, and uses an embedded JavaScript equality check:</p>



<pre class="wp-block-code"><code>{volume === 11 &amp;&amp;
  <p>"Why don't you just make ten louder?"</p>
}</code></pre>



<p class="wp-block-paragraph">The check says, if volume is 11, then display the <code><p></p></code> markup.</p>



<h2 class="wp-block-heading">Using a build tool with React</h2>



<p class="wp-block-paragraph">Once upon a time, when NVIDIA was nothing but a graphics card, it was quite a bit of work assembling a good build chain for React. These days, the process is much simpler, and the once ubiquitous <code>create-react-app</code> option is no more. <a href="https://www.infoworld.com/article/2266193/7-tools-transforming-javascript-development.html">Vite</a> is now the standard choice for launching a new app from the React terminal, so that’s the approach you’ll learn here.</p>



<p class="wp-block-paragraph">With that said, there are a few alternatives worth mentioning. <a href="https://www.infoworld.com/article/2254808/get-started-with-visual-studio-code.html">VS Code</a> has extensions that will provide you with templates or scaffolding, but what’s becoming more common is <a href="https://www.infoworld.com/article/3973969/knowing-when-to-use-ai-coding-assistants.html">using an AI coding assistant</a>. A tool like Copilot, ChatGPT, or Gemini can take a prompt describing the basics of the application in question, including the instruction to use React, and produce a basic React layout for you. AI assistants are available in both command-line and VS Code extension flavors. Or, for an even more forward-looking option, you could use something like <a href="https://www.infoworld.com/article/3981588/putting-agentic-ai-to-work-in-firebase-studio.html">Firebase Studio</a>.</p>



<p class="wp-block-paragraph">But enough about alternatives—Vite is the standard for a reason. It is repeatable, capable, and fast. To launch a new Vite app, you just enter the following in your command line:</p>



<pre class="wp-block-code"><code>$ npm create vite@latest</code></pre>



<p class="wp-block-paragraph">The interactive tool will walk you through the process, starting with selecting React as your technology:</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/2026/01/image3.png?w=1024" alt="A screenshot of the Vite CLI showing the option to select React." class="wp-image-4116905" width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Matthew Tyson</p></div>



<p class="wp-block-paragraph">Use your own preferences for the other options (like using <a href="https://www.infoworld.com/article/2257305/what-is-typescript-strongly-typed-javascript.html" data-type="link" data-id="https://www.infoworld.com/article/2257305/what-is-typescript-strongly-typed-javascript.html">TypeScript</a> versus JavaScript) and accept the option to install and launch the app immediately. Afterward, you’ll see a simple demo like this one:</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/2026/01/image4.png?w=1024" alt="A screenshot showing the Vite demo app built with React." class="wp-image-4116907" width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Matthew Tyson</p></div>



<p class="wp-block-paragraph">The demo app has a counter component like the one we built earlier. If you Ctrl-c (or Cmd-c) to kill the Vite process running in the terminal, you can <code>cd</code> into the new directory. From there, you can see where the counter component is defined, in <code>src/App.jsx</code> (or <code>App.tsx</code> if you have selected TypeScript like I have).</p>



<p class="wp-block-paragraph">It’s worth looking at that file to see how React appears on the server:</p>



<pre class="wp-block-code"><code>src/App.tsx
import { useState } from 'react'
import reactLogo from './assets/react.svg'
import viteLogo from '/vite.svg'
import './App.css'

function App() {
  const [count, setCount] = useState(0)

  return (
    
      <div>
        <a href="https://vite.dev/" target="_blank">
          <img src="https://www.infoworld.com/article/2253289/%7BviteLogo%7D" alt="Vite logo">
        </a>
        <a href="https://react.dev/" target="_blank">
          <img src="https://www.infoworld.com/article/2253289/%7BreactLogo%7D" alt="React logo">
        </a>
      </div>
      <h1>Vite + React</h1>
      <div>
        <button> setCount((count) =&gt; count + 1)}&gt;
          count is {count}
        </button>
        <p>
          Edit <code>src/App.tsx</code> and save to test HMR
        </p>
      </div>
      <p>
        Click on the Vite and React logos to learn more
      </p>
    &gt;
  )
}

export default App&lt;/code&gt;</code></pre>



<p class="wp-block-paragraph">Notice we export the App as a module, which is used by the <code>src/main.tsx</code> file to display the component in the view. That file creates the bridge between the respective worlds of React and HTML:</p>



<pre class="wp-block-code"><code>import { StrictMode } from 'react'
import { createRoot } from 'react-dom/client'
import './index.css'
import App from './App.tsx'

createRoot(document.getElementById('root')!).render(
  
    
  ,
)</code></pre>



<p class="wp-block-paragraph">Don’t worry too much about the details of how React bootstraps itself with <code>createRoot</code> and the <code>render</code> call (which you won’t have to interact with on a regular basis). The important thing is how the <code>App</code> component is imported and then used with the JSX.</p>



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



<p class="wp-block-paragraph"><a href="https://react.dev/reference/react/StrictMode">Strict mode</a> adds warning during dev mode to help you catch component bugs early.</p>



<p class="wp-block-paragraph">There are a few rules to bear in mind when using JSX, the templating language of React:</p>



<ul class="wp-block-list">
<li>HTML elements are lowercase (<code><div>, <code></code>), but components are uppercase (<code></code>, <code></code>).



<li>You can’t just type “class” in JSX; instead, use <code>className</code>; e.g., <code><div>.



<li>To access the realm of JavaScript (and the application state) from within JSX, use curly braces: <code>{2 + 2 != 5}</code>.</li>




<h2 class="wp-block-heading">React components and props</h2>



<p class="wp-block-paragraph">The main organizational concept in React is the <em>component</em>. Components are used to contain the functionality for a part of the view within a self-contained package. We’ve seen a component in action already with <code></code> but it might be a little obscure, so let’s add another simple component to enhance the demonstration. This component also lets us explore another key part of React: Props.</p>



<p class="wp-block-paragraph">To start, let’s create a display of the counter value influenced by the Rob Reiner movie <em>This Is Spinal Tap</em>. To start, we create a new file at <code>src/VolumeDisplay.jsx</code>:</p>



<pre class="wp-block-code"><code>// src/VolumeDisplay.jsx

export function VolumeDisplay({ level }) {
  return (
    <div>
      {/* The Dial */}
      <div>= 11 ? '#d32f2f' : '#f0f0f0',
        color: level &gt;= 11 ? 'white' : 'black',
        transition: 'all 0.2s ease'
      }}&gt;
        {level}
      </div>

      {/* The Message */}
      {level &gt;= 11 &amp;&amp; (
        <p>
          "These go to eleven." 🤘
        </p>
      )}
    </div>
  );
}</code></pre>



<p class="wp-block-paragraph">This is a simple display but there are a couple of things worth noting about it.</p>



<p class="wp-block-paragraph">One is that we accept a prop (a property) “from above” with <code>VolumeDisplay({ level })</code>. This tells whatever parent component uses this one that <code>VolumeDisplay</code> accepts a single property, called <code>level</code>. <code>VolumeDisplay</code> uses the property by displaying it (though it adds a bit of fancying up using conditional logic like we have already seen).</p>



<p class="wp-block-paragraph">The way we define the CSS values, inside the double braces, <code>{{ }}</code>, and as a map of value is idiomatic React. (It isn’t essential at this point to grasp why it works that way, but basically, it is the JSX token <code>{ }</code> with a JavaScript map of CSS values using JavaScript-friendly camel-cased names, like <code>justifyContent</code>.)</p>



<p class="wp-block-paragraph">Now, to utilize this component, we can go to <code>App.jsx</code>, and make two changes:</p>



<pre class="wp-block-code"><code>import { useState } from 'react'
import reactLogo from './assets/react.svg'
import viteLogo from '/vite.svg'
import './App.css'
// 1. Import our new component
import { VolumeDisplay } from './VolumeDisplay'

function App() {
  const [count, setCount] = useState(0)

  return (
    
      <div>
        <a href="https://vite.dev/" target="_blank">
          <img src="https://www.infoworld.com/article/2253289/%7BviteLogo%7D" alt="Vite logo">
        </a>
        <a href="https://react.dev/" target="_blank">
          <img src="https://www.infoworld.com/article/2253289/%7BreactLogo%7D" alt="React logo">
        </a>
      </div>
      <h1>Vite + React</h1>
      <div>
        <button> setCount((count) =&gt; count + 1)}&gt;
          count is {count}
        </button>
        {/* 2. Pass the 'count' state into the 'level' prop */}
      
        <p>
          Edit <code>src/App.tsx</code> and save to test HMR
        </p>
      </div>
      <p>
        Click on the Vite and React logos to learn more
      </p>
    &gt;
  )
}

export default App&lt;/code&gt;</code></pre>



<p class="wp-block-paragraph">Here, we’ve done two things: imported the new component and used it in the view.</p>



<p class="wp-block-paragraph">Notice, also, that the <code></code> line passes the existing count state variable into <code>VolumeDisplay</code> as a prop. React will do the work of ensuring that whenever count changes, the <code>VolumeDisplay</code> will also be updated, including any dependent logic such as the conditional statements.</p>



<p class="wp-block-paragraph">Now, if we run the code like so:</p>



<pre class="wp-block-code"><code>$ npm run dev</code></pre>



<p class="wp-block-paragraph">We get what you see in the screenshot below:</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/2026/01/image5.png?w=1024" alt="A screenshot of the running demo app built with Vite and React." class="wp-image-4116908" width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Matthew Tyson</p></div>



<h2 class="wp-block-heading">Conclusion</h2>



<p class="wp-block-paragraph">The world is now your oyster, at least within the realm of JavaScript web development. Not only is React wildly popular, its basic ideas are applicable to a host of other innovative frameworks, including <a href="https://www.infoworld.com/article/2265950/hands-on-with-svelte.html">Svelte</a> and <a href="https://www.infoworld.com/article/2271109/hands-on-with-the-solid-javascript-framework.html">Solid</a>. (To get some idea of the alternatives, just type <code>npm create vite@latest</code> and look at all the available technologies.) Now that you have a basic introduction, a good next step for learning would be to add an <code></code> control that allows typing in the volume manually. Happy coding!</p>
</div></code></li></div></code></li></ul></div></div></div></div>]]></content:encoded>
</item>
<item>
<title><![CDATA[How to use Pandas for data analysis in Python]]></title>
<description><![CDATA[When it comes to working with data in a tabular form, most people reach for a spreadsheet. That’s not a bad choice: Microsoft Excel and similar programs are familiar and loaded with functionality for massaging tables of data. But what if you want more control, precision, and power than Excel alon...]]></description>
<link>https://tsecurity.de/de/3665666/ai-nachrichten/how-to-use-pandas-for-data-analysis-in-python/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3665666/ai-nachrichten/how-to-use-pandas-for-data-analysis-in-python/</guid>
<pubDate>Mon, 13 Jul 2026 17:04:28 +0200</pubDate>
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<p class="wp-block-paragraph">When it comes to working with data in a tabular form, most people reach for a spreadsheet. That’s not a bad choice: Microsoft Excel and similar programs are familiar and loaded with functionality for massaging tables of data. But what if you want more control, precision, and power than Excel alone delivers?</p>



<p class="wp-block-paragraph">In that case, the open source Pandas library for <a href="https://www.infoworld.com/article/2253770/what-is-python-powerful-intuitive-programming.html" data-type="link" data-id="https://www.infoworld.com/article/2253770/what-is-python-powerful-intuitive-programming.html">Python</a> might be what you are looking for. <a href="https://pandas.pydata.org/">Pandas</a> augments Python with new data types for loading data fast from tabular sources, and for manipulating, aligning, merging, and doing other processing at scale.</p>



<h2 class="wp-block-heading">Your first Pandas data set</h2>



<p class="wp-block-paragraph">Pandas is not part of the Python standard library. It’s a third-party project, so you’ll need to install it in your Python runtime with <code>pip install pandas</code>. Once installed, you can import it into Python with <code>import pandas</code>.</p>



<p class="wp-block-paragraph">Pandas gives you two new data types: <code>Series</code> and <code>DataFrame</code>. The <code>DataFrame</code> represents your entire spreadsheet or rectangular data, whereas the <code>Series</code> is a single column of the <code>DataFrame</code>. In Python terms, you can think of the Pandas <code>DataFrame</code> as a dictionary or collection of <code>Series</code> objects. You’ll also find later that you can use dictionary- and list-like methods for finding elements in a <code>DataFrame</code>.</p>



<p class="wp-block-paragraph">You typically work with Pandas by importing data from some other format. A common external tabular data format is CSV, a text file with values separated by commas. If you have a CSV handy, you can use it. For this article, we’ll be using <a href="https://www.github.com/jennybc/gapminder">an excerpt from the Gapminder data set</a> prepared by Jennifer Bryan from the University of British Columbia.</p>



<p class="wp-block-paragraph">To begin using Pandas, we first import the library. Note that it’s a common practice to alias the Pandas library as <code>pd</code> to save some typing:</p>



<pre class="wp-block-code"><code>import pandas as pd</code></pre>



<p class="wp-block-paragraph">To start working with the sample data in CSV format, we can load it in as a dataframe using the <code>pd.read_csv</code> function:</p>



<pre class="wp-block-code"><code>df = pd.read_csv("./gapminder/inst/extdata/gapminder.tsv", sep='t')</code></pre>



<p class="wp-block-paragraph">The <code>sep</code> parameter lets us specify that the file is <em>tab-delimited</em> rather than comma-delimited.</p>



<p class="wp-block-paragraph">Once you’ve loaded the data, you can use the <code>.head()</code> method on the dataframe to peek at its formatting and ensure it’s loaded correctly. <code>.head()</code> is a convenience method used to display the first few rows of a dataframe for quick inspection. The results for the Gapminder data should look like this:</p>



<pre class="wp-block-code"><code>print(df.head())
       country continent  year  lifeExp       pop   gdpPercap
0  Afghanistan      Asia  1952   28.801   8425333  779.445314
1  Afghanistan      Asia  1957   30.332   9240934  820.853030
2  Afghanistan      Asia  1962   31.997  10267083  853.100710
3  Afghanistan      Asia  1967   34.020  11537966  836.197138
4  Afghanistan      Asia  1972   36.088  13079460  739.981106</code></pre>



<p class="wp-block-paragraph">Dataframe objects have a <code>shape</code> attribute that reports the number of rows and columns in the dataframe:</p>



<pre class="wp-block-code"><code>print(df.shape)
(1704, 6) # rows, cols</code></pre>



<p class="wp-block-paragraph">To list the names of the columns themselves, use <code>.columns</code>:</p>



<pre class="wp-block-code"><code>print(df.columns)
Index(['country', 'continent', 'year', 'lifeExp',
'pop', 'gdpPercap'], dtype='object')</code></pre>



<p class="wp-block-paragraph">Dataframes in Pandas work much the same way as they do in other languages, such as <a href="https://www.infoworld.com/article/2260353/julia-vs-python-which-is-best-for-data-science.html">Julia</a> and <a href="https://www.infoworld.com/article/2258003/r-tutorial-learn-to-crunch-big-data-with-r.html">R</a>. Each column, or <code>Series</code>, must be the same type, whereas each row can contain mixed types. For instance, in the current example, the <code>country</code> column will always be a string, and the <code>year</code> column is always an integer. We can verify this by using <code>.dtypes</code> to list the data type of each column:</p>



<pre class="wp-block-code"><code>print(df.dtypes)
country object
continent object
year int64
lifeExp float64
pop int64
gdpPercap float64
dtype: object</code></pre>



<p class="wp-block-paragraph">For an even more explicit breakdown of your dataframe’s types, you can use <code>.info()</code>:</p>



<pre class="wp-block-code"><code>df.info() # information is written to console, so no print required

RangeIndex: 1704 entries, 0 to 1703
Data columns (total 6 columns):
 #   Column     Non-Null Count  Dtype
---  ------     --------------  -----
 0   country    1704 non-null   object
 1   continent  1704 non-null   object
 2   year       1704 non-null   int64
 3   lifeExp    1704 non-null   float64
 4   pop        1704 non-null   int64
 5   gdpPercap  1704 non-null   float64
dtypes: float64(2), int64(2), object(2)
memory usage: 80.0+ KB</code></pre>



<p class="wp-block-paragraph">Each Pandas data type maps to a native Python data type:</p>



<ul class="wp-block-list">
<li><code>object</code> is handled as a Python <code>str</code> type. (More on this below.)</li>



<li><code>int64</code> is handled as a Python <code>int</code>. Note that not all Python <code>int</code>s can be converted to <code>int64</code> types; anything larger than (2 ** 63)-1 will not convert to <code>int64</code>.</li>



<li><code>float64</code> is handled as a Python <code>float</code> (which is a 64-bit <code>float</code> natively).</li>



<li><code>datetime64</code> is handled as a Python <code>datetime.datetime</code> object. Note that Pandas does not automatically try to convert something that looks like a date into date values; <a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.to_datetime.html" rel="nofollow">you must tell Pandas you want the conversion done for a specific column</a>.</li>
</ul>



<p class="wp-block-paragraph">Any data that’s not a native Pandas type—essentially, anything that’s not a number—is stored as a generic <a href="https://www.infoworld.com/article/2336120/what-is-numpy-faster-array-and-matrix-math-in-python.html">NumPy</a> type named object. If you have an <code>object</code> column in a dataframe, it’s worth making sure that data is not being used as part of any computational work, as you’ll get none of the performance benefits of using a numerical type (<code>int64</code>, <code>float64</code>, etc.).</p>



<p class="wp-block-paragraph">Traditionally, strings have been represented as an object. As of Pandas 2.3 or higher, there’s an option to use a new dedicated <code>str</code> type, which has better Panda-native behaviors (such as a more explicit type for the data and more efficient storage). To enable this behavior, you’d use the command <code>pd.options.future.infer_string = True</code> at the top of your code.</p>



<aside class="sidebar">
<p><strong>Note</strong>: The <a href="https://pandas.pydata.org/community/blog/pandas-3.0-release-candidate.html">Pandas 3.0</a> release will make the new <code>str</code> type the default for strings. See the <a href="https://pandas.pydata.org/docs/dev/user_guide/migration-3-strings.html">Pandas documentation</a> for details about how to migrate to the new string type.</p>
</aside>




<h2 class="wp-block-heading">Pandas columns, rows, and cells</h2>



<p class="wp-block-paragraph">Now that you’re able to load a simple data file, you want to be able to inspect its contents. You could print the contents of the dataframe, but most dataframes are too big to inspect by printing.</p>



<p class="wp-block-paragraph">A better approach is to look at subsets of the data, as we did with <code>df.head()</code>, but with more control. Pandas lets you use Python’s existing syntax for indexing and creating slices to make excerpts from dataframes.</p>



<h3 class="wp-block-heading">Extracting Pandas columns</h3>



<p class="wp-block-paragraph">To examine columns in a Pandas dataframe, you can extract them by their names, positions, or by ranges. For instance, if you want a specific column from your data, you can request it by name using square brackets:</p>



<pre class="wp-block-code"><code># extract the column "country" into its own dataframe
country_df = df["country"]

# show the first five rows
print(country_df.head())
| 0 Afghanistan
| 1 Afghanistan
| 2 Afghanistan
| 3 Afghanistan
| 4 Afghanistan
Name: country, dtype: object

# show the last five rows
print(country_df.tail())
| 1699  Zimbabwe
| 1700  Zimbabwe
| 1701  Zimbabwe
| 1702  Zimbabwe
| 1703  Zimbabwe
| Name: country, dtype: object</code></pre>



<p class="wp-block-paragraph">If you want to extract multiple columns, pass a list of the column names:</p>



<pre class="wp-block-code"><code># Looking at country, continent, and year
subset = df[['country', 'continent', 'year']]

print(subset.head())
       country continent  year
| 0  Afghanistan    Asia  1952
| 1  Afghanistan    Asia  1957
| 2  Afghanistan    Asia  1962
| 3  Afghanistan    Asia  1967
| 4  Afghanistan    Asia  1972

print(subset.tail())
         country continent    year
| 1699  Zimbabwe    Africa    1987
| 1700  Zimbabwe    Africa    1992
| 1701  Zimbabwe    Africa    1997
| 1702  Zimbabwe    Africa    2002
| 1703  Zimbabwe    Africa    2007</code></pre>



<h3 class="wp-block-heading">Subsetting rows</h3>



<p class="wp-block-paragraph">If you want to extract rows from a dataframe, you can use one of two methods.</p>



<p class="wp-block-paragraph"><code>.iloc[]</code> is the simplest method. It extracts rows based on their position, starting at 0. For fetching the first row in the above dataframe example, you’d use <code>df.iloc[0]</code>.</p>



<p class="wp-block-paragraph">If you want to fetch a range of rows, you can use <code>.iloc[] </code>with Python’s slicing syntax. For instance, for the first 10 rows, you’d use <code>df.iloc[0:10]</code>. And if you wanted to obtain the last 10 rows in reverse order, you’d use <code>df.iloc[::-1]</code>.</p>



<p class="wp-block-paragraph">If you want to extract specific rows, you can use a list of the row IDs; for example, <code>df.iloc[[0,1,2,5,7,10,12]]</code>. (Note the double brackets—that means you’re providing a list as the first argument.)</p>



<p class="wp-block-paragraph">Another way to extract rows is with <code>.loc[]</code>. This extracts a subset based on <em>labels</em> for rows. By default, rows are labeled with an incrementing integer value starting with 0. But data can also be labeled manually by <a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.index.html#pandas.DataFrame.index">setting the dataframe’s .index property</a>.</p>



<p class="wp-block-paragraph">For instance, if we wanted to re-index the above dataframe so that each row had an index using multiples of 100, we could use <code>df.index = range(0, len(df)*100, 100)</code>. Then, if we used, <code>df.loc[100]</code>, we’d get the second row.</p>



<h3 class="wp-block-heading">Subsetting columns</h3>



<p class="wp-block-paragraph">If you want to retrieve only a certain subset of columns along with your row slices, you do this by passing a list of columns as a second argument:</p>



<pre class="wp-block-code"><code>df.loc[[rows], [columns]]</code></pre>



<p class="wp-block-paragraph">For instance, with the above dataset, if we want to get only the country and year columns for all rows, we’d do this:</p>



<pre class="wp-block-code"><code>df.loc[:, ["country","year"]]</code></pre>



<p class="wp-block-paragraph">The <code>:</code> in the first position means “all rows” (it’s Python’s slicing syntax). The list of columns follows after the comma.</p>



<p class="wp-block-paragraph">You can also specify columns by position when using <code>.iloc</code>:</p>



<pre class="wp-block-code"><code>df.iloc[:, [0,2]]</code></pre>



<p class="wp-block-paragraph">Or, to get just the first three columns:</p>



<pre class="wp-block-code"><code>df.iloc[:, 0:3]</code></pre>



<p class="wp-block-paragraph">All of these approaches can be combined, as long as you remember <code>loc</code> is used for labels and column names, and <code>iloc</code> is used for numeric indexes. The following tells Pandas to extract the first 100 rows by their numeric labels, and then from <em>that</em> to extract the first three columns by their indexes:</p>



<pre class="wp-block-code"><code>df.loc[0:100].iloc[:, 0:3]</code></pre>



<p class="wp-block-paragraph">It’s generally least confusing to use actual column names when subsetting data. It makes the code easier to read, and you don’t have to refer back to the dataset to figure out which column corresponds to what index. It also protects you from mistakes if columns are re-ordered.</p>



<h2 class="wp-block-heading">Grouped and aggregated calculations</h2>



<p class="wp-block-paragraph">Spreadsheets and number-crunching libraries all come with methods for generating statistics about data. Consider the Gapminder data again:</p>



<pre class="wp-block-code"><code>
print(df.head(n=10))
|    country      continent  year  lifeExp  pop       gdpPercap
| 0  Afghanistan  Asia       1952  28.801    8425333  779.445314
| 1  Afghanistan  Asia       1957  30.332    9240934  820.853030
| 2  Afghanistan  Asia       1962  31.997   10267083  853.100710
| 3  Afghanistan  Asia       1967  34.020   11537966  836.197138
| 4  Afghanistan  Asia       1972  36.088   13079460  739.981106
| 5  Afghanistan  Asia       1977  38.438   14880372  786.113360
| 6  Afghanistan  Asia       1982  39.854   12881816  978.011439
| 7  Afghanistan  Asia       1987  40.822   13867957  852.395945
| 8  Afghanistan  Asia       1992  41.674   16317921  649.341395
| 9  Afghanistan  Asia       1997  41.763   22227415  635.341351
</code></pre>



<p class="wp-block-paragraph">Here are some examples of questions we could ask about this data:</p>



<ol class="wp-block-list">
<li>What’s the average life expectancy for each year in this data?</li>



<li>What if I want averages across the years and the continents?</li>



<li>How do I count how many countries in this data are in each continent?</li>
</ol>



<p class="wp-block-paragraph">The way to answer these questions with Pandas is to perform a <em>grouped</em> or <em>aggregated</em> calculation. We can split the data along certain lines, apply some calculation to each split segment, and then re-combine the results into a new dataframe.</p>



<h3 class="wp-block-heading">Grouped means counts</h3>



<p class="wp-block-paragraph">The first method we’d use for this is Pandas’s <code>df.groupby()</code> operation. We provide a column we want to split the data by:</p>



<pre class="wp-block-code"><code>df.groupby("year")</code></pre>



<p class="wp-block-paragraph">This allows us to treat all rows with the same <code>year</code> value together, as a distinct object from the dataframe itself.</p>



<p class="wp-block-paragraph">From there, we can use the “life expectancy” column and calculate its per-year mean:</p>



<pre class="wp-block-code"><code>
print(df.groupby('year')['lifeExp'].mean())
year
1952 49.057620
1957 51.507401
1962 53.609249
1967 55.678290
1972 57.647386
1977 59.570157
1982 61.533197
1987 63.212613
1992 64.160338
1997 65.014676
2002 65.694923
2007 67.007423
</code></pre>



<p class="wp-block-paragraph">This gives us the mean life expectancy for all populations, by year. We could perform the same kinds of calculations for population and GDP by year:</p>



<pre class="wp-block-code"><code>
print(df.groupby('year')['pop'].mean())
print(df.groupby('year')['gdpPercap'].mean())
</code></pre>



<p class="wp-block-paragraph">So far, so good. But what if we want to group our data by more than one column? We can do this by passing columns in lists:</p>



<pre class="wp-block-code"><code>
print(df.groupby(['year', 'continent'])
  [['lifeExp', 'gdpPercap']].mean())
                  lifeExp     gdpPercap
year continent
1952 Africa     39.135500   1252.572466
     Americas   53.279840   4079.062552
     Asia       46.314394   5195.484004
     Europe     64.408500   5661.057435
     Oceania    69.255000  10298.085650
1957 Africa     41.266346   1385.236062
     Americas   55.960280   4616.043733
     Asia       49.318544   5787.732940
     Europe     66.703067   6963.012816
     Oceania    70.295000  11598.522455
1962 Africa     43.319442   1598.078825
     Americas   58.398760   4901.541870
     Asia       51.563223   5729.369625
     Europe     68.539233   8365.486814
     Oceania    71.085000  12696.452430
</code></pre>



<p class="wp-block-paragraph">This <code>.groupby()</code> operation takes our data and groups it first by year, and then by continent. Then, it generates mean values from the life-expectancy and GDP columns. This way, you can create groups in your data and rank how they are to be presented and calculated.</p>



<p class="wp-block-paragraph">If you want to “flatten” the results into a single, incrementally indexed frame, you can use the <code>.reset_index()</code> method on the results:</p>



<pre class="wp-block-code"><code>
gb = df.groupby(['year', 'continent'])
[['lifeExp', 'gdpPercap']].mean()
flat = gb.reset_index() 
print(flat.head())
|     year  continent  lifeExp    gdpPercap
| 0   1952  Africa     39.135500   1252.572466
| 1   1952  Americas   53.279840   4079.062552
| 2   1952  Asia       46.314394   5195.484004
| 3   1952  Europe     64.408500   5661.057435
| 4   1952  Oceana     69.255000  10298.085650
</code></pre>



<h3 class="wp-block-heading">Grouped frequency counts</h3>



<p class="wp-block-paragraph">Something else we often do with data is compute <em>frequencies</em>. The <code>nunique</code> and <code>value_counts</code> methods can be used to get unique values in a series, and their frequencies. For instance, here’s how to find out how many countries we have in each continent:</p>



<pre class="wp-block-code"><code>
print(df.groupby('continent')['country'].nunique()) 
continent
Africa    52
Americas  25
Asia      33
Europe    30
Oceana     2
</code></pre>



<h2 class="wp-block-heading">Basic plotting with Pandas and Matplotlib</h2>



<p class="wp-block-paragraph">Most of the time, when you want to visualize data, you’ll use another library such as Matplotlib to generate those graphics. However, you can use Matplotlib directly (along with some other plotting libraries) to generate visualizations from within Pandas.</p>



<p class="wp-block-paragraph">To use the simple Matplotlib extension for Pandas, first make sure you’ve installed Matplotlib with <code>pip install matplotlib</code>.</p>



<p class="wp-block-paragraph">Now let’s look at the yearly life expectancies for the world population again:</p>



<pre class="wp-block-code"><code>
global_yearly_life_expectancy = df.groupby('year')['lifeExp'].mean() 
print(global_yearly_life_expectancy) 
| year
| 1952  49.057620
| 1957  51.507401
| 1962  53.609249
| 1967  55.678290
| 1972  57.647386
| 1977  59.570157
| 1982  61.533197
| 1987  63.212613
| 1992  64.160338
| 1997  65.014676
| 2002  65.694923
| 2007  67.007423
| Name: lifeExp, dtype: float64
</code></pre>



<p class="wp-block-paragraph">To create a basic plot from this, use:</p>



<pre class="wp-block-code"><code>
import matplotlib.pyplot as plt
global_yearly_life_expectancy = df.groupby('year')['lifeExp'].mean() 
c = global_yearly_life_expectancy.plot().get_figure()
plt.savefig("output.png")
</code></pre>



<p class="wp-block-paragraph">The plot will be saved to a file in the current working directory as <code>output.png</code>. The axes and other labeling on the plot can all be set manually, but for quick exports this method works fine.</p>



<h2 class="wp-block-heading">Conclusion</h2>



<p class="wp-block-paragraph"><a href="https://www.computerworld.com/article/1633998/microsoft-launches-native-integration-for-python-in-excel.html">Python and Pandas</a> offer many features you can’t get from spreadsheets. For one, they let you automate your work with data and make the results reproducible. Rather than write spreadsheet macros, which are clunky and limited, you can use Pandas to analyze, segment, and transform data—and use Python’s expressive power and package ecosystem (for instance, for graphing or rendering data to other formats) to do even more than you could with Pandas alone.</p>
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<title><![CDATA[16 open source projects transforming AI and machine learning]]></title>
<description><![CDATA[For several decades now, the most innovative software has always emerged from the world of open source software. It’s no different with machine learning and large language models. If anything, the open source ecosystem has grown richer and more complex, because now there are open source models to...]]></description>
<link>https://tsecurity.de/de/3665665/ai-nachrichten/16-open-source-projects-transforming-ai-and-machine-learning/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3665665/ai-nachrichten/16-open-source-projects-transforming-ai-and-machine-learning/</guid>
<pubDate>Mon, 13 Jul 2026 17:04:27 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">For several decades now, the most innovative software has always emerged from the world of open source software. It’s no different with machine learning and <a href="https://www.infoworld.com/article/2335213/large-language-models-the-foundations-of-generative-ai.html">large language models</a>. If anything, the open source ecosystem has grown richer and more complex, because now there are open source models to complement the open source code.</p>



<p class="wp-block-paragraph">For this article, we’ve pulled together some of the most intriguing and useful projects for <a href="https://www.infoworld.com/article/2338115/what-is-generative-ai-artificial-intelligence-that-creates.html">AI and machine learning</a>. Many of these are foundation projects, nurturing their own niche ecology of open source plugins and extensions. Once you’ve started with the basic project, you can keep adding more parts.</p>



<p class="wp-block-paragraph">Most of these projects offer demonstration code, so you can start up a running version that already tackles a basic task. Additionally, the companies that build and maintain these projects often sell a service alongside them. In some cases, they’ll deploy the code for you and save you the hassle of keeping it running. In others, they’ll sell custom add-ons and modifications. The code itself is still open, so there’s no vendor lock in. The services simply make it easier to adopt the code by paying someone to help.</p>



<p class="wp-block-paragraph">Here are 16 open source projects that developers can use to unlock the potential in machine learning and large language models of any size—from small to large, and even extra large.</p>



<h2 class="wp-block-heading">Agent Skills</h2>



<p class="wp-block-paragraph">AI coding agents are often used to tackle standard tasks like <a href="https://www.infoworld.com/article/3981588/putting-agentic-ai-to-work-in-firebase-studio.html">writing React components</a> or <a href="https://www.infoworld.com/article/4025088/how-coderabbit-brings-ai-to-code-reviews.html">reviewing parts of the user interface</a>. If you are writing a coding agent, it makes sense to use vetted solutions that are focused on the task at hand. <a href="https://github.com/vercel-labs/agent-skills">Agent Skills</a> are pre-coded tools that your AI can deploy as needed. The result is a focused set of vetted operations capable of producing refined, useful code that stays within standard guidelines. License: MIT.</p>



<h2 class="wp-block-heading">Awesome LLM Apps</h2>



<p class="wp-block-paragraph">If you are looking for good examples of agentic coding, see the <a href="https://github.com/Shubhamsaboo/awesome-llm-apps">Awesome LLM Apps collection</a>. Currently, the project hosts several dozen applications that leverage some combination of <a href="https://www.infoworld.com/article/2335814/what-is-retrieval-augmented-generation-more-accurate-and-reliable-llms.html">RAG databases</a> and LLMs. Some are simple, like a meme generator, while others handle deeper research like the Journalist agent. The most complex examples deploy multi-agent teams to converge upon an answer. Every application comes with working examples for experimentation, so you can learn from what’s been successful in the past. Altogether, the apps in this collection are great inspiration for your own projects. License: Apache 2.0.</p>



<h2 class="wp-block-heading">Bifrost</h2>



<p class="wp-block-paragraph">If your application requires access to an LLM service, and you don’t have a particular one in mind, check out <a href="https://github.com/maximhq/bifrost">Bifrost</a>. A fast, unified gateway to more than 15 LLM providers, this OpenAI-compatible API quickly abstracts away the differences between models, including all the major ones. It includes essential features like governance, caching, budget management, load balancing, and it has guardrails to catch problems before they are sent out to service providers, who will just bill you for the time. With dozens of great LLM providers constantly announcing new and better models, why limit yourself? License: Apache 2.0.</p>



<h2 class="wp-block-heading">Claude Code</h2>



<p class="wp-block-paragraph">If the popularity of AI coding assistants tells us anything, it’s that all developers—and not just the ones building AI apps—appreciate a little help writing and reviewing their code. <a href="https://github.com/anthropics/claude-code">Claude Code</a> is that pair programmer. Trained on all the major programming languages, <a href="https://www.infoworld.com/article/3853805/vibe-coding-with-claude-code.html">Claude Code can help you write code that is better, faster, and cleaner</a>. It digests a codebase and then starts doing your bidding, while also making useful suggestions. Natural language commands plus some vague hand waving are all the Anthropic LLM needs to refactor, document, or even add new features to your existing code. License: Anthropic’s Commercial TOS.</p>



<h2 class="wp-block-heading">Clawdbot</h2>



<p class="wp-block-paragraph">Many of the tools in this list help developers create code for other people. <a href="https://github.com/clawdbot/clawdbot?tab=readme-ov-file">Clawdbot</a> is the AI assistant for you, the person writing the code. It integrates with your desktop to control built-in tools like the camera and large applications like the browser. A multi-channel inbox accepts your commands through more than a dozen different communication channels including WhatsApp, Telegram, Slack, and Discord. A cron job adds timing. It’s the ultimate assistant for you, the ruler of your data. If AI exists to make our lives easier, why not start by organizing the applications on your desktop? License: MIT.</p>



<h2 class="wp-block-heading">Dify</h2>



<p class="wp-block-paragraph">For projects that require more than just one call to an LLM, <a href="https://github.com/langgenius/dify">Dify</a> could be the solution you’ve been looking for. Essentially a development environment for building complex agentic workflows, Dify stitches together LLMs, RAG databases, and other sources. It then monitors how they perform under different prompts and parameters and puts it all together in a handy dashboard, so you can iterate on the results. Developing agentic AI requires rapid experimentation, and Dify provides the environment for those experiments. License: Modified version of Apache 2.0 to exclude some commercial uses.</p>



<h2 class="wp-block-heading">Eigent</h2>



<p class="wp-block-paragraph">The best way to explore the power and limitations of an agentic workflow is to deploy it yourself on your own machine, where it can solve your own problems. Eigent delivers a workforce of specialized agents for handling tasks like writing code, searching the web, and creating documents. You just wave your hands and issue instructions, and Eigent’s LLMs do their best to follow through. Many startups brag about eating their own dogfood. Eigent puts that concept on a platter, making it easy for AI developers to experience directly the abilities and failings of the LLMs they’re building. License: Apache 2.0.</p>



<h2 class="wp-block-heading">Headroom</h2>



<p class="wp-block-paragraph">Programmers often think like packrats. If the data is good, why not pack in some more? This is a challenge for code that uses an LLM because these services charge by the token, and they also have a limited context window. <a href="https://github.com/chopratejas/headroom">Headroom</a> tackles this issue with agile compression algorithms that trim away the excess, especially the extra labels and punctuation found in common formats like JSON. A big part of designing working AI applications is cost engineering, and saving tokens means saving money. License: Apache 2.0.</p>



<h2 class="wp-block-heading">Hugging Face Transformers</h2>



<p class="wp-block-paragraph">When it comes to starting up a brand-new machine learning project, <a href="https://github.com/huggingface/transformers">Hugging Face Transformers</a> is one of the best foundations available. Transformers offers a standard format for defining how the model interacts with the world, which makes it easy to drop a new model into your working infrastructure for training or deployment. This means your model will interact nicely with all the already available tools and infrastructure, whether for text, vision, audio, video, or all of the above. Fitting into a standard paradigm makes it much easier to leverage your existing tools while focusing on the cutting edge of your research. License: Apache 2.0.</p>



<h2 class="wp-block-heading">LangChain</h2>



<p class="wp-block-paragraph">For agentic AI solutions that require endless iteration, <a href="https://github.com/langchain-ai/langchain">LangChain</a> is a way to organize the effort. It harnesses the work of a large collection of models and makes it easier for humans to inspect and curate the answers. When the task requires deeper thinking and planning, LangChain makes it easy to work with agents that can leverage multiple models to converge upon a solution. LangChain’s architecture includes a framework (LangGraph) for organizing easily customizable workflows with long-term memory, and a tool (LangSmith) for evaluating and improving performance. Its Deep Agents library provides teams of sub-agents, which organize problems into subsets then plan and work toward solutions. It is a proven, flexible test bed for agentic experimentation and production deployment. License: MIT.</p>



<h2 class="wp-block-heading">LlamaIndex</h2>



<p class="wp-block-paragraph">Many of the early applications for LLMs are sorting through large collections of semi-structured data and providing users with useful answers to their questions. One of the fastest ways to customize a standard LLM with private data is to use <a href="https://github.com/run-llama/llama_index">LlamaIndex</a> to ingest and index the data. This off-the-shelf tool provides data connectors that you can use to unpack and organize a large collection of documents, tables, and other data, often with just a few lines of code. The layers underneath can be tweaked or extended as the job requires, and LlamaIndex works with many of the data formats common in enterprises. License: MIT.</p>



<h2 class="wp-block-heading">Ollama</h2>



<p class="wp-block-paragraph">For anyone experimenting with LLMs on their laptop, <a href="https://github.com/ollama/ollama">Ollama</a> is one of the simplest ways to <a href="https://www.infoworld.com/article/2338922/5-easy-ways-to-run-an-llm-locally.html" data-type="link" data-id="https://www.infoworld.com/article/2338922/5-easy-ways-to-run-an-llm-locally.html">download one or more of them and get started</a>. Once it’s installed, your command line becomes a small version of the classic ChatGPT interface, but with the ability to pull a huge collection of models from a growing library of open source options. Just enter: <code>ollama run </code> and the model is ready to go. Some developers are using it as a back-end server for LLM results. The tool provides a stable, trustworthy interface to LLMs, something that once required quite a bit of engineering and fussing. The server simplifies all this work so you can tackle higher level chores with many of the <a href="https://ollama.com/library">most popular open source LLMs</a> at your fingertips. License: MIT.</p>



<h2 class="wp-block-heading">OpenWebUI</h2>



<p class="wp-block-paragraph">One of the fastest ways to put up a website with a chat interface and a dedicated RAG database is to spin up an instance of <a href="https://github.com/open-webui/open-webui">OpenWebUI</a>. This project knits together a feature-rich front end with an open back end, so that starting up a customizable chat interface only requires pulling a few <a href="https://www.infoworld.com/article/2257241/why-you-should-use-docker-and-oci-containers.html">Docker containers</a>. The project, though, is just a beginning, because it offers the opportunity to add plugins and extensions to enhance the data at each stage. Practically every part of the chain from prompt to answer can be tweaked, replaced, or improved. While some teams might be happy to set it up and be done, the advantages come from adding your own code. The project isn’t just open source itself, but a constellation of hundreds of little bits of contributed code and ancillary projects that can be very helpful. Being able to customize the pipeline and leverage the <a href="https://www.infoworld.com/article/4029634/what-is-model-context-protocol-how-mcp-bridges-ai-and-external-services.html">MCP protocol</a> supports the delivery of precision solutions. License: Modified BSD designed to restrict removing OpenWebUI branding without an enterprise license.</p>



<h2 class="wp-block-heading">Sim</h2>



<p class="wp-block-paragraph">The drag-and-drop canvas for <a href="https://github.com/simstudioai/sim">Sim</a> is meant to make it easier to experiment with <a href="https://www.infoworld.com/article/4086884/how-to-automate-the-testing-of-ai-agents.html">agentic workflows</a>. The tool handles the details of interacting with the various LLMs and vector databases; you just decide how to fit them together. Interfaces like Sim make the agentic experience accessible to everyone on your team, even those who don’t know how to write code. License: Apache 2.0.</p>



<h2 class="wp-block-heading">Sloth</h2>



<p class="wp-block-paragraph">One of the most straightforward ways to leverage the power of foundational LLMs is to start with an open source model and fine-tune it with your own data. <a href="https://github.com/unslothai/unsloth">Unsloth</a> does this, often faster than other solutions do. Most major open source models can be transformed with reinforcement learning. Unsloth is designed to work with most of the standard precisions and some of the largest context windows. The best answers won’t always come directly from RAG databases. Sometimes, adjusting the models is the best solution. License: Apache 2.0.</p>



<h2 class="wp-block-heading">vLLM</h2>



<p class="wp-block-paragraph">One of the best ways to turn an LLM into a useful service for the rest of your code is to start it up with <a href="https://github.com/vllm-project/vllm">vLLM</a>. The tool loads many of the available open source models from repositories like Hugging Face and then orchestrates the data flows so they keep running. That means batching the incoming prompts and managing the pipelines so the model will be a continual source of fast answers. It supports not just the CUDA architecture but also AMD CPUs and GPUs, Intel CPUs and GPUs, PowerPC CPUs, Arm CPUs, and TPUs. It’s one thing to experiment with lots of models on a laptop. It’s something else entirely to deploy the model in a production environment. vLLM handles many of the endless chores that deliver better performance. License: Apache-2.0.</p>



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<title><![CDATA[Can Labor save us from the risks of AI? – podcast]]></title>
<description><![CDATA[The AI revolution is here, and with it a fear that soon it will replace many of us in the workplace.The Australian government is grappling with how to deal with the multi-layered disruption, but so far reform has been slow as it weighs up regulation against the claims of investment opportunities ...]]></description>
<link>https://tsecurity.de/de/3665661/ai-nachrichten/can-labor-save-us-from-the-risks-of-ai-podcast/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3665661/ai-nachrichten/can-labor-save-us-from-the-risks-of-ai-podcast/</guid>
<pubDate>Mon, 13 Jul 2026 17:04:20 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The AI revolution is here, and with it a fear that soon it will replace many of us in the workplace.</p><p>The Australian government is grappling with how to deal with the multi-layered disruption, but so far reform has been slow as it weighs up regulation against the claims of investment opportunities an AI boom presents.</p><p>Could that change this Wednesday when the prime minister delivers a landmark speech addressing the government’s approach to the technology?</p><p>Chief political correspondent <strong>Dan Jervis-Bardy</strong> speaks to <strong>Reged Ahmad</strong> about the tightrope the PM needs to walk between embracing new technology and new industry while protecting workers</p><p>Read more:</p><p><strong><a href="https://www.theguardian.com/technology/2026/jul/12/ai-australia-will-labor-water-down-copyright-laws-datacentres">AI companies want to water down Australia’s copyright laws. Artists are outraged, Labor is split</a></strong></p> <a href="https://www.theguardian.com/australia-news/audio/2026/jul/13/can-labor-save-us-from-the-risks-of-ai-full-story-podcast">Continue reading...</a>]]></content:encoded>
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<title><![CDATA[My top HP, Asus and Microsoft business laptops are up to £600 off at Currys — including powerful AI-ready models]]></title>
<description><![CDATA[Save big on HP, Asus and Microsoft business laptops at Currys, with discounts of up to £600.]]></description>
<link>https://tsecurity.de/de/3665077/it-nachrichten/my-top-hp-asus-and-microsoft-business-laptops-are-up-to-600-off-at-currys-including-powerful-ai-ready-models/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3665077/it-nachrichten/my-top-hp-asus-and-microsoft-business-laptops-are-up-to-600-off-at-currys-including-powerful-ai-ready-models/</guid>
<pubDate>Mon, 13 Jul 2026 13:32:20 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Save big on HP, Asus and Microsoft business laptops at Currys, with discounts of up to £600.]]></content:encoded>
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<title><![CDATA[Q&A: How Google plans to reinvent the spreadsheet with AI]]></title>
<description><![CDATA[Nearly five decades after the launch of VisiCalc, AI is reshaping one of the world’s most familiar productivity tools — the humble spreadsheet.



While a lot of knowledge workers interact with spreadsheets on a regular basis, many lack the skills and confidence to access more advanced functions....]]></description>
<link>https://tsecurity.de/de/3665017/ai-nachrichten/qa-how-google-plans-to-reinvent-the-spreadsheet-with-ai/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3665017/ai-nachrichten/qa-how-google-plans-to-reinvent-the-spreadsheet-with-ai/</guid>
<pubDate>Mon, 13 Jul 2026 13:04:15 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>Nearly five decades after the launch of VisiCalc, AI is reshaping one of the world’s most familiar productivity tools — the humble spreadsheet.</p>



<p>While a lot of knowledge workers <a href="https://www.acuitytraining.co.uk/news-tips/new-excel-facts-statistics/" target="_blank" rel="noreferrer noopener">interact with spreadsheets on a regular basis</a>, many lack the skills and confidence to access more advanced functions.</p>



<p>“For a very long time, spreadsheets forced you to learn spreadsheet syntax and spreadsheet ways of working,” said Eric Birnbaum, director of product management for <a href="https://www.computerworld.com/article/1657150/how-to-use-google-sheets.html" data-type="link" data-id="https://www.computerworld.com/article/1657150/how-to-use-google-sheets.html">Google Sheets</a>. “But think about how many people need to use spreadsheets at work and don’t have the skill set to create the kinds of spreadsheets that can be really helpful for them.”</p>



<p>The addition of artificial intelligence can help handle that issue, he said, making the software more accessible to a wide range of office workers. “AI is unlocking the power of spreadsheets, taking on a lot of the difficult work that’s required to use them. That can be incredibly empowering for users,” said Birnbaum.</p>



<p>Google has steadily <a href="https://www.computerworld.com/article/4131504/gemini-supercharge-google-sheets-spreadsheets.html" data-type="link" data-id="https://www.computerworld.com/article/4131504/gemini-supercharge-google-sheets-spreadsheets.html">expanded generative AI (genAI) capabilities in Sheets</a> since launching Duet AI — now Gemini — for Workspace in 2023.</p>



<p>Gemini in Sheets is available at no extra cost to Google Workspace subscribers, though a paid <a href="https://knowledge.workspace.google.com/admin/generative-ai/workspace-with-gemini/ai-expanded-access" target="_blank" rel="noreferrer noopener">AI Expanded Access add-on </a>– costing $30 per user each month – is required to remove certain usage limits.</p>



<p>Features that have rolled out in recent months include the ability for a Gemini agent in Sheets to carry out <a href="https://workspaceupdates.googleblog.com/2025/10/expanded-editing-capabilities-gemini-in-google-sheets.html" target="_blank" rel="noreferrer noopener">multi-step actions</a> such as formatting, analysis and data entry, and, more recently, the ability to <a href="https://workspaceupdates.googleblog.com/2026/04/build-and-edit-complex-spreadsheets-with-Gemini-in-Google-Sheets.html" target="_blank" rel="noreferrer noopener">create entire spreadsheets</a> from a single prompt. A <a href="https://workspaceupdates.googleblog.com/2026/04/effortlessly-automate-data-entry-in-Google-Sheets-using-Fill-with-Gemini.html" target="_blank" rel="noreferrer noopener">Fill with Gemini feature </a>builds on the<a href="https://workspaceupdates.googleblog.com/2025/06/generate-data-with-gemini-in-google-sheets.html" target="_blank" rel="noreferrer noopener"> existing AI function,</a> enabling users to automatically populate selected cells by detecting intent from information within a spreadsheet as well as from the web.</p>



<p>Another feature, Sheets Canvas (currently available in alpha), lets users generate interactive apps that update in real-time based on changes to spreadsheet data. This could be a kanban board for a sales pipeline, for instance, or an analytics dashboard that uses Sheets as its back-end data source. </p>



<p>Google claims users already see a range of benefits from Gemini in Sheets. According to an August 2025 survey of 200 Sheets users conducted by the company, the majority of knowledge workers (89%) said AI features in Sheets save them at least an hour a week, and 88% believe AI features have made them more confident in their data analysis skills. </p>



<p>The most popular AI use cases include creating spreadsheets and charts, analyzing data, and fixing broken formulas. How widely these features are actually used is unclear; Google declined to provide weekly usage statistics for Gemini in Sheets.</p>



<p>As the company embeds Gemini deeper into Sheets, questions remain about just how much businesses can trust AI tools to handle important business data, as well as what increased automation means for those who spend much of their day wrangling data. </p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-full is-resized"> width="480" height="480" sizes="auto, (max-width: 480px) 100vw, 480px"&gt;<figcaption class="wp-element-caption"><p>Eric Birnbaum, director of product management for Google Sheets.</p></figcaption></figure><p class="imageCredit">Google</p></div>



<p><em>Computerworld</em> recently talked with Birnbaum about the potential benefits and challenges of the latest evolution of spreadsheet software. This interview has been condensed and edited for clarity.</p>



<p><strong>As businesses become more focused on seeing value from AI investments, what measurable benefits are customers seeing from Gemini in Sheets – for example, time saved or other forms of return on investment? </strong>“Spreadsheets remain one of the universal languages for businesses, and we don’t anticipate that’s going to change anytime soon. But by bringing AI into the product where people work, we think it can significantly reduce the technical tax of data: the time spent understanding it, sourcing it, analyzing it, visualizing it.</p>



<p>“Historically, data professionals spent — let’s estimate it at 80% of their time — on the mechanical groundwork, data cleaning, crafting formulas, formatting, troubleshooting, and maybe only 20% of their time on actual strategic decision-making.</p>



<p>“We think that by offloading the manual, time-consuming, error-prone data work to Gemini, we can flip that ratio a bit, so humans can focus on the things that really matter: the high-value questions to ask and the judgment calls and decisions that get made from them. We’re starting to see evidence of that in our own user base and customer base.</p>



<p>“The second point to make is that AI can democratize data analysis to some extent, and make it available to many more users. For so many years, the spreadsheet was a gatekeeper; if you couldn’t speak the rigid language of spreadsheet formulas, you couldn’t extract the value from data. But by introducing these natural language interfaces, AI is separating the analytical capability from the technical literacy. </p>



<p>“If you can ask the right questions, or describe what you want in plain language, Gemini and Sheets can help you achieve your goals in a spreadsheet, even if you have minimal spreadsheet skills yourself.</p>



<p>“What we’ve seen so far from users and customers is that it’s incredibly empowering for people who might have been scared off by data analysis or dreaded opening spreadsheets in the past. You don’t need to go and wait for a data analyst to help you; you can go and do this work yourself in a spreadsheet.”</p>



<p><strong>The flip side is, how confident can businesses be if more junior employees can take on higher-level analysis tasks by relying on AI? Given the propensity for AI models to hallucinate, to what degree can businesses trust that these tools won’t introduce errors into important business data? </strong>“It’s something we spent a ton of time thinking about. We’ve gone to great lengths to build these AI tools to collaborate with you, to show their work, explain what they did, and make sure that you can take over where they leave off.</p>



<p>“Our Sheets agent, for example, lays out a really explicit, transparent plan for you to review and approve before any data manipulation happens. It’s designed to do that in plain natural language in a way that the average user could understand, and then it gives you back that final summary, so you know exactly what it did and where it did it.</p>



<p>“The other thing is that the model is great at explaining things. If you inherit a spreadsheet that has some complex formula that you don’t understand, for example, the model does an amazing job of explaining how it works and what it’s doing.</p>



<p>“In many ways AI is not only making these features more accessible, but helping users feel more confident in the output. Human error is an inherent risk in manual data management, with or without AI. One misplaced comma or broken cell reference can completely corrupt an entire financial model, and it can be completely undetected. </p>



<p>“Our approach with AI in Sheets is to create this deliberate verification loop. You now have another spreadsheet expert working along with you, reducing the likelihood of these mistakes.”</p>



<p><strong>Even if humans produce errors too, does it ultimately come down to accountability when AI is involved? </strong>“Our point of view here is that AI should be partnering with the knowledge worker who’s doing the work here. And everything that we’ve built is designed to be that partner. You might be able to offload tasks to the model, but we’re citing sources, we’re providing plans and explanations. We’re ultimately relying on the user to do that final verification.</p>



<p>“We spend a humongous amount of time focused on quality. We know that for AI to be useful in spreadsheets, it has to be reliable. When we launched Sheets Gemini Agent, for example, we were really proud that we set a state-of-the-art benchmark on the full SpreadsheetBench data set, which at the time exceeded competitors and near-human expert ability. </p>



<p>“But we know quality is never ‘good enough’ or done. We’re constantly working to improve quality for our users and customers, and for the use cases where they’re relying on AI most.”</p>



<p><strong>What potential do you see for more agentic functionality in Gemini Sheets — for example, bringing in data from other sources, creating recurring reports, or taking more actions independently? “</strong>We’re listening closely to customers and users and building what they’re telling us they need. The agent is already capable of doing very complex multistep workflows, and we see users discover that the agent is extremely capable of doing end-to-end spreadsheet tasks. In terms of connectors, in an alpha we have connections available to HubSpot, Salesforce, and Mailchimp. We hope to expand that over time.</p>



<p>“There’s no path to have AI replacing analysts. I think AI is giving analysts more time back to actually do the more valuable parts of their job. Analysts that I work with are way more productive and impactful than they ever were before, because they can push that uninteresting spreadsheet grunt work off to the model, freeing up time for more interesting and impactful work.</p>



<p>“A great example: the visualizations I’m getting back from analysts nowadays are canvases instead of static charts that I can explore myself. It’s way more informative and useful than what I was accustomed to before.”</p>



<p><strong>Looking ahead, do you expect a larger share of spreadsheet work to be carried out by agents, with humans setting goals and reviewing results? What will be the biggest change in how people use spreadsheets with AI? </strong>“The tasks are likely to stay similar and the use cases for spreadsheets are likely to continue to be relevant. The biggest change will be the ability to push the uninteresting spreadsheet grunt work off to a model and free up time for the user to do things that are more impactful, more interesting, more meaningful to the business.</p>



<p>‘Spreadsheets have historically been these like static containers where data goes to rest. I think AI can turn spreadsheets into these dynamic, localized software applications. And I do actually think this sort of changes the game for how people might use spreadsheets moving forward. </p>



<p>“It’s not just a passive grid full of numbers; spreadsheets are evolving to become these live, long-lived, collaborative applications. Employees can build these on the fly, like a basic CRM or supply chain dashboard in seconds. This is an area of investment for us moving forward, and we’re really excited to see how this evolves.”</p>



<p><strong>AI assistants and agents, such as ChatGPT or Claude, might be able to analyze spreadsheet files and business data without users working inside a spreadsheet application. What do you think will keep Sheets central to the workflow, rather than simply making it one part of a wider AI-driven process?</strong>“We’re in constant touch with customers and users; it’s clear work is still happening in spreadsheets. I think spreadsheets remain incredibly popular tools. If we can bring the AI capabilities users need directly into the product where they already are, we’ll transform the way they work.  </p>



<p>“I think we can be the front-end for some of this great AI innovation and the products that users are accustomed to today. Everything we build is guided by user feedback: users are telling us right now they want AI to help them do their everyday or more complex tasks, and they’re starting in Sheets today.”</p>
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<title><![CDATA[CIOs must rethink operating models to unlock AI at scale]]></title>
<description><![CDATA[Almost every company has a board or executive AI mandate. Vendors are rolling out agentic AI platforms. The pressure to move is intense.



But the reality on the ground looks different. Eighty-three percent of organizations say data quality is their top AI challenge, and 74% struggle to demonstr...]]></description>
<link>https://tsecurity.de/de/3664901/it-nachrichten/cios-must-rethink-operating-models-to-unlock-ai-at-scale/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3664901/it-nachrichten/cios-must-rethink-operating-models-to-unlock-ai-at-scale/</guid>
<pubDate>Mon, 13 Jul 2026 12:17:14 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>Almost every company has a <a href="https://www.cio.com/article/4171959/ceos-top-priorities-for-it-leaders-today-2.html">board or executive AI mandate</a>. Vendors are rolling out agentic AI platforms. The pressure to move is intense.</p>



<p>But the reality on the ground looks different. Eighty-three percent of organizations say <a href="https://www.cio.com/article/4162306/data-debt-ai-value-killer.html">data quality is their top AI challenge</a>, and 74% struggle to demonstrate ROI, according to Lopez Research. And only 21% report having a mature <a href="https://www.csoonline.com/article/4176485/the-ai-governance-imperative-you-cant-afford-to-ignore-2.html">governance model for AI agents</a>, per Deloitte’s <a href="https://www.deloitte.com/us/en/about/press-room/state-of-ai-report-2026.html" rel="nofollow">2026 State of Enterprise AI</a> report.</p>



<p>“Agentic AI is real, and vendors’ offerings are very real, too,” says <a href="https://www.forrester.com/analyst-bio/boris-evelson/BIO1737" rel="nofollow">Boris Evelson</a>, vice president and principal analyst at Forrester. “However, most enterprises are still not ready to adopt at scale.”</p>



<p><a href="https://www.westmonroe.com/our-team/david-hilborn" rel="nofollow">Dave Hilborn</a>, who leads West Monroe’s Organization, People &amp; Change practice, frames it as a race with three arrows moving forward — one representing AI and tech evolution, one representing organizations and people, and one representing data. “The AI arrow is far out ahead,” he says. “That delta is the readiness gap.”</p>



<p>The gap <a href="https://www.cio.com/article/4192383/its-not-the-it-holding-ai-back-its-the-business-processes.html">isn’t the technology</a>. It’s the foundational work most organizations haven’t done: data readiness, operating models, governance, skills, and culture. The companies making progress aren’t waiting for vendors to solve these problems. They’re tackling the unglamorous work themselves.</p>



<h2 class="wp-block-heading">AI doesn’t tolerate ambiguity</h2>



<p>AI readiness can be framed across six levels — from data foundation at the base to <a href="https://www.cio.com/article/4157466/cios-reimagine-business-processes-to-reap-ai-benefits.html">reinvented business experiences</a> at the top, says <a href="https://www.linkedin.com/in/afsheantalasaz/" rel="nofollow">Afshean Talasaz</a>, former CIO at Colonial Pipeline and now an executive advisor. One of the key areas that doesn’t always get the attention it needs is the operating model.<strong></strong></p>



<p>“The technology playbooks of the past don’t work in the AI world,” Talasaz says. “Those areas were able to tolerate more ambiguity between business and tech teams. AI doesn’t tolerate the same level of ambiguity. It needs clarity.”</p>



<p>That demands a different kind of partnership between IT and the business. AI systems learn from data — records and measurements of what’s actually happening in the business — and then operate within business processes. Unlike traditional software, which is built based on user requirements, AI is sandwiched between the business that produces the data and the business that consumes the outputs.</p>



<p>“AI is requiring IT and business teams to work more closely together, to be clearer about what AI will and will not do — that really close partnership is crucial,” Talasaz says. “It’s not something that will always naturally evolve. It requires a lot of intentionality about how teams need to work together to deliver outcomes.”</p>



<p>The <a href="https://www.cio.com/article/3801027/10-ai-strategy-questions-every-cio-must-answer.html">AI questions CIOs must answer</a> aren’t just technical. Do we have the right operating model? Have we balanced governance and standard operating procedures within the model? Have we organized teams appropriately? All this must be designed within the context of what the business actually needs.</p>



<p>Too many organizations are <a href="https://www.cio.com/article/4159287/most-companies-are-stuck-on-ai-chat.html">bolting AI onto existing processes</a> without redefining roles or workflows, Forrester’s Evelson. “Organizations can either incrementally enhance existing workflows by augmenting capabilities with AI or pursue a more transformative approach by redesigning the process end-to-end.”</p>



<p>The companies getting value are doing the latter.</p>



<h2 class="wp-block-heading">Data debt comes due</h2>



<p>Data readiness remains the most common barrier to scaling AI. “We’ve never fixed this data quality problem in most organizations,” says <a href="https://www.lopezresearch.com/" rel="nofollow">Maribel Lopez</a>, founder and principal analyst at Lopez Research, “and it comes back to haunt a company in spades as they move to AI.”</p>



<p>At Levi Strauss, the foundational work came first. “If you think about the Levi’s business, it’s quite complex — 100 countries, over 3,000 stores, multiple business models,” says <a href="https://www.levistrauss.com/who-we-are/leadership/jason-gowans/" rel="nofollow">Jason Gowans</a>, the company’s chief digital and technology officer. “You can imagine the complexity of gathering all that data to understand how the business is performing. The idea of this single source of truth — that’s been the biggest thing.”</p>



<p>Levi’s now has more than 1,100 standard operating procedures that govern how work gets done on top of SAP. “That’s fertile material to feed to LLMs on how work gets done,” Gowans says.The results are tangible: partner onboarding that once took three to six months to set up EDI exchanges now takes days.</p>



<p>At contract manufacturing company Jabil, <a href="https://www.linkedin.com/in/chase-christensen-b0447/" rel="nofollow">Chase Christensen</a>, segment CIO, took a similar path. “We had to get everyone to understand where the source data resides, put tech in place so consumption is easier, and drive ownership around data and decision rights — so 140,000 employees don’t feel empowered to create their own data sources that fall out of line.”</p>



<p>The data challenge goes beyond quality, Evelson notes. <a href="https://www.cio.com/article/4104444/8-tips-for-rebuilding-an-ai-ready-data-strategy.html">Most organizations’ data isn’t AI-ready</a>; it hasn’t been prepared for how AI systems consume and learn from information. “Data is siloed, poorly governed, and hard to discover, integrate, and trust,” he says.</p>



<p>Forrester research shows that 45% of data and analytics decision-makers were adopting vector databases in 2025, and 53% were adopting graph databases — investments that signal recognition of how much data architecture needs to evolve. The firm recommends a balanced approach: roughly 48% of AI spending on foundations such as data management and engineering, and 52% on consumption, including analytics, governance, and applications.</p>



<p>But even as organizations work to prepare existing data, AI is creating new challenges. Users leveraging AI tools are generating new forms of data and information that never make it into corporate databases, West Monroe’s Hilborn notes.</p>



<p>“There are explosions of new data, content, and insights being created on the periphery of these data lakes,” he says. “The challenge is how do you capture that and leverage it.”</p>



<h2 class="wp-block-heading">Who’s sponsoring this?</h2>



<p>Even when data is in order, many AI initiatives stall due to how they’re sponsored and funded.</p>



<p>“Enterprise data, analytics, and AI programs succeed when business CxOs sponsor them because they are accountable for business outcomes, not just technology delivery,” Forrester’s Evelson says. “IT-led initiatives often become siloed or tool-centric, whereas business sponsorship ensures alignment to enterprise strategy, prioritization of end-to-end use cases, and a focus on decisions and actions rather than insights alone.”</p>



<p>Too often, AI is still treated as a series of disconnected use cases rather than a sustained, multi-year investment. Evelson calls this the “use case trap” — organizations overindex on individual projects and miss the enterprise-wide compounding impact. That leads to fragmented priorities, inconsistent adoption, and difficulty demonstrating ROI.</p>



<p>Leadership readiness is a distinct layer of AI preparedness, Talasaz says. “Are leaders prepared to provide a vision of reinvented business experiences that become the north star?” he asks. “Leadership teams, at various levels of the organization, need to articulate what a reinvented business looks like so teams have the direction and support to build differentiating capabilities.”</p>



<p>Levi’s offers a counterexample. AI is a CEO priority there. At the last quarterly offsite, the execs were building agents. “When you’re committed to upskilling the workforce, you’re better served to answer how to rewire processes with AI at the core,” Gowans says. “It starts at the top. It has to be an exec priority.”</p>



<h2 class="wp-block-heading">Fear, literacy, and two types of AI</h2>



<p>Technical talent is only part of the equation. Organizations also need to <a href="https://www.cio.com/article/4016354/cios-tackle-the-ai-change-management-challenge.html">address change management</a>.</p>



<p>“We saw it with the AI boom — fear about jobs, not knowing what AI did,” says Jabil’s Christensen. “The key is demystifying AI. We doubled down and focused on AI literacy. We want everyone to understand how it was put together, and that removed a lot of that fear. That’s been the biggest hurdle.”</p>



<p>Different types of AI require different skills and governance, Talasaz says. “General use focuses on productivity on the desktop,” he says. “Integrated AI — industrial-capable AI embedded within core business processes — requires different skills, capabilities, and governance.”</p>



<p>For desktop AI, training and guardrails help employees be successful — what Talasaz calls “bumpers,” like in bowling. Organizations need to <a href="https://www.cio.com/article/4117091/how-ai-upskilling-fails-and-what-it-leaders-are-doing-to-get-it-right.html">help employees through reskilling and guidance</a>. “You have tools in a toolbox,” he says. “It’s important to know when to use a power tool versus when you need a screwdriver.”</p>



<p>But for integrated AI embedded in core processes, the stakes are higher. “Business leaders responsible for business outcomes based on AI-driven processes need to be fully aware of both the benefits and risks that come along with using these tools,” Talasaz says.</p>



<p>That distinction matters for governance, too. Lower-, medium-, and high-risk AI use cases may require <a href="https://www.csoonline.com/article/4188573/rethinking-the-balance-between-ai-oversight-and-innovation.html">different ways of working and different risk management approaches</a>. “Deploying AI in potentially high-risk or high-cost areas of the business requires a higher level of rigor,” Talasaz says. “That’s different than building something that helps write my emails.”</p>



<h2 class="wp-block-heading">From POC to production</h2>



<p>Perhaps the biggest readiness gap is the transition <a href="https://www.cio.com/article/3850763/88-of-ai-pilots-fail-to-reach-production-but-thats-not-all-on-it.html">from proof of concept to production</a>. “It requires such a different approach,” Talasaz says. “A successful proof of concept can create a lot of excitement, but when teams are unprepared to build and scale, it can create the potential to over-promise and under-deliver.”</p>



<p>The operating model that works for experimentation doesn’t work for production at scale. Proofs of concept are designed to demonstrate the efficacy of ideas and the underlying technology. But building, scaling, and sustaining technology in the business requires operating models, standards, roles, and skills that many organizations haven’t developed. Intentionally designed operating models reduce the cost of learning, improve execution, and increase delivery velocity, says Talasaz.</p>



<p>But there’s no one-size-fits-all answer. “A business that needs to build capabilities in a marketplace moving very fast requires one kind of operating model,” Talasaz says. “A business that can take longer to develop business capabilities and adapt to market changes can choose a different operating model. It’s important to design ways of working tailored to what the business needs and the speed at which the business needs to leverage technology to be successful.”</p>



<p>Jabil is navigating this journey as part of its move to SAP’s cloud ERP through RISE, scaling from $29 billion to $34 billion in revenue while keeping selling, general, and administrative (SG&amp;A) expenses relatively flat — in part by layering generative AI onto predictive analytics capabilities built over years.</p>



<p>“We started years ago with computer vision to drive product quality,” Christensen says. “As gen AI blew up, we took the predictive analytics we had <a href="https://www.cio.com/article/193580/upskilling-transforms-jabil-employees-into-data-scientists.html">built over the years</a> and imbued them with gen AI. We’ve implemented the basics, and now we’re looking for complex scenarios.”</p>



<h2 class="wp-block-heading">Governance built in, not bolted on</h2>



<p>Governance is often treated as a policy document or committee. It should be embedded in the operating model itself, Talasaz argues.</p>



<p>“The operating model doesn’t always get the attention it needs,” he says. “Policies and committees are useful, but they should handle larger enterprise risks. Most of the governance should be embedded in the operating model to ensure you’re getting outcomes you want.”</p>



<p>That might mean peer review built into the development process, bias checks before deployment, or clear escalation paths for high-risk use cases. When governance is separate from the operating model, it tends to slow things down. When it’s integrated, it becomes how work naturally gets done, says Talasaz.</p>



<p>Governance at the agent level matters, too, Levi’s Gowans says. “Know what agents have been deployed, who authored them, and who’s responsible,” he says, noting that the company has established a registry to understand what agents it has operating within its networks.</p>



<p>The challenges of AI governance are unique, Lopez of Lopez Research says. “Very few people have the governance stack required to say they did the right things with AI,” she says. “<a href="https://www.csoonline.com/article/2132294/what-are-non-human-identities-and-why-do-they-matter.html">Non-human identity</a> and access control is totally different and, frankly, evolving so quickly that no one knows what to do.”</p>



<p>The challenge is ultimately a trade-off, Forrester’s Evelson says. “Push agentic AI capabilities too far, and you risk creating a governance and compliance nightmare,” he says. “Tighten controls too aggressively, and you stifle innovation. Best practices for <a href="https://www.cio.com/article/4188566/cios-rethink-the-balance-between-ai-oversight-and-innovation.html">striking the right balance</a> are still being discovered.”</p>



<h2 class="wp-block-heading">It takes a team</h2>



<p>The AI readiness gap isn’t about technology — it’s about the work organizations have been deferring for years. Data quality. Operating models. Executive sponsorship. Skills and culture. Governance embedded in process.</p>



<p>“Once you progress from everyone using Copilot to putting agents in production, then you realize the need for business context,” Gowans of Levi Strauss says.</p>



<p>It’s a shared journey requiring all teams to understand what’s required, Talasaz says. “It involves helping people understand what it takes from all sides — the technology itself, the operating model, the skills and talents needed — but also working with business leaders on the art of the possible,” he says. “Helping them understand both the benefits and the responsibility of deploying this tech.”</p>



<p>A colleague of his calls AI “the ultimate executive team sport.”</p>



<p>“It requires people to do it well and manage it,” Talasaz says.</p>



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<title><![CDATA[Which AI model should you bet your company on?]]></title>
<description><![CDATA[Every day this past week I did something I suspect millions of other people also did: I stared at an LLM model picker and wondered which one I was supposed to want.



OpenAI just released ⁠GPT-5.6 Sol, Terra, and Luna. Sol is the flagship. Terra offers much of its intelligence for less money. Lu...]]></description>
<link>https://tsecurity.de/de/3664783/ai-nachrichten/which-ai-model-should-you-bet-your-company-on/</link>
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<pubDate>Mon, 13 Jul 2026 11:33:26 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>Every day this past week I did something I suspect millions of other people also did: I stared at an <a href="https://www.infoworld.com/article/2335213/large-language-models-the-foundations-of-generative-ai.html">LLM </a>model picker and wondered which one I was supposed to want.</p>



<p>OpenAI just released ⁠<a href="https://openai.com/index/gpt-5-6/">GPT-5.6 Sol, Terra, and Luna</a>. Sol is the flagship. Terra offers much of its intelligence for less money. Luna is cheaper still. Anthropic released ⁠<a href="https://www.anthropic.com/news/claude-sonnet-5">Claude Sonnet 5</a> at the end of June and Opus 4.8 the month prior, with a little Fable 5 emerging in between. Meanwhile, Google, which seemed to be winning the model wars a few months ago, is now getting shade from Gergely Orosz, who ⁠<a href="https://x.com/GergelyOrosz/status/2075160978493210685?s=20">argues that Gemini has slipped outside the top tier</a> for software development and has been out of the major model release game for <em>eons</em> (May 19).</p>



<p>Perhaps Orosz is right. Perhaps he’ll be wrong again in six weeks. Honestly, it’s exhausting.</p>



<p>I use ChatGPT and Claude constantly and still have no principled idea which model to choose most of the time. I tend to click whatever looks like the biggest, most expensive option because I don’t know what I’m giving up by choosing something smaller. “Instant” sounds dangerously unserious. “Thinking” sounds expensive but powerful.</p>



<p>A quick <a href="https://www.linkedin.com/feed/update/urn:li:activity:7481369774401409024/">survey of my LinkedIn crowd</a> suggests others also feel my “WHICH MODEL???” pain. More importantly, I suspect most enterprises do, too.</p>



<h2 class="wp-block-heading"><a></a>A model doesn’t rot</h2>



<p>Before getting carried away, however, it’s worth considering whether any of this model churn actually matters. After all, a model doesn’t rot. The model an enterprise put into production in March performs just as well in July as it did when the company selected it. “Obsolete” generally means that something better now exists, not that the deployed model suddenly stopped summarizing insurance claims or classifying support tickets. (In other words, once you have something working, the idea that “but maybe Opus 200.2 is better!” is really a FOMO problem, not a performance issue.)</p>



<p>Most enterprise workloads don’t live at the frontier anyway. Extraction, summarization, classification, document comparison, and customer-service assistance often work perfectly well with smaller, cheaper models. OpenAI’s own pitch for the trio of GPT-5.6 models isn’t simply that Sol is better. It’s that ⁠Terra and Luna deliver different combinations of intelligence, latency, and cost. Luna, the cheapest tier, nearly matches the previous generation’s peak performance at less than half the estimated cost, according to OpenAI.</p>



<p>The practical question, of course, is where to start. An enterprise can’t test every model, every reasoning setting, and every price tier before doing any work. So here’s my advice (which I don’t follow in my own work, but I’m not defining enterprise strategy and can be a little price-insensitive). Start with the cheapest credible model that appears capable of the task. Give it a representative set of real examples and, before you start testing, define what counts as good enough. If it passes, stop. If it fails, move up a tier or try a model with strengths better suited to the work.</p>



<p>That sounds almost offensively simple, but it reverses the way many people, including me, use these products. We start with the biggest model because we’re afraid of what we might lose. Enterprises should start lower and require evidence before paying for more intelligence.</p>



<p>There are exceptions, of course. For genuinely difficult work, such as autonomous coding, complex research, or high-stakes reasoning, beginning with a frontier model may save time. But even then, the goal should be to establish a quality ceiling, then test whether a cheaper model can meet it. It’s changing the question from “which model is best?” to “what is the least expensive model that reliably clears the bar for this job?”</p>



<p>For many workloads, that price improvement matters more than a few extra benchmark points. <a href="https://www.infoworld.com/article/2335519/ai-hype-isnt-helping-anyone.html">⁠As I argued back in 2023</a>, following AI hype doesn’t help anyone. If your model strategy depends on whichever benchmark screenshot is circulating on X this week, you don’t have a strategy. Not a viable one, anyway. Pick a model and ignore the noise.</p>



<p>Except, of course, when that noise suggests a serious signal.</p>



<h2 class="wp-block-heading"><a></a>Sometimes better really is better</h2>



<p>Frontier improvements aren’t always incremental, making it advantageous to consider an upgrade. Coding is the obvious example. There’s a significant difference between a model that suggests the next few lines of code and one that can inspect a repository, plan a change, use tools, run tests, discover its own mistakes, and keep working for an extended period. That isn’t merely a nicer autocomplete experience. It can reorganize a development workflow.</p>



<p>This is why enterprises can’t simply standardize on an 18-month-old model and declare victory. In some areas, particularly software development and other agentic work, better models can unlock compounding productivity. A model that reliably completes 80% of a bounded task rather than 50% may justify an entirely different division of labor between humans and machines.</p>



<p>Still, that upgrade isn’t free.</p>



<p>Models differ in how they interpret instructions, call tools, manage context, refuse requests, and fail. Prompts and scaffolding tuned for one model can regress when moved to another. Or costs can explode. As one of my Oracle colleagues discovered just this week, running the same tasks in GPT 5.6 was orders of magnitude more expensive than 5.5. The API change may be trivial, but the revalidation and implications are not.</p>



<p>This leaves enterprises caught between two bad options. They can freeze and potentially miss out on meaningful improvements or chase every release and repeatedly test production systems on faith. What to do?</p>



<h2 class="wp-block-heading"><a></a>Stop making model bets</h2>



<p>The answer is to stop making LLM bets and start making job-to-be-done bets. Stop asking which model is fastest. Instead, figure out what work you are trying to improve. What does a good result look like? How much latency and cost can the workflow tolerate? How wrong can it be before a human must intervene? Once those questions have answers, model selection becomes less opaque.</p>



<p>A difficult code migration may justify GPT-5.6 Sol or Claude Sonnet 5. A repetitive classification task may work just as well with Luna or another smaller model. A regulated workflow may require a model or deployment option that offers particular data controls. Sometimes the correct model is no LLM at all, like when I’m writing this post. Sorry, AI vendors! (At least you won’t get blamed for my mistakes.)</p>



<p>This is where evaluations become the center of enterprise AI strategy. <a href="https://www.infoworld.com/article/4166247/improving-ai-agents-through-better-evaluations.html">⁠As I’ve said before</a>, most companies don’t have an AI quality problem so much as an AI measurement problem. Hence, a private evaluation suite built from real company work is the only leaderboard that matters. Does the new model materially improve quality? If so, use it! Does it reduce cost or latency? Again, that’s your free pass to adoption. Does the improvement justify the expense and effort of revalidation? If yes, continue.</p>



<h2 class="wp-block-heading"><a></a>Make model releases boring</h2>



<p>As important as the model is, keep in mind that AI success always comes back to <em>your</em> company’s data, <em>your</em> company’s workflows<em>, your</em> company’s integrations, etc. That’s the ⁠<a href="https://www.infoworld.com/article/4157506/mastering-the-dull-reality-of-sexy-ai.html">dull reality behind sexy AI</a>. Retrieval, <a href="https://www.infoworld.com/article/4189492/how-to-improve-the-memory-of-ai-agents.html">memory</a>, governance, data quality, <a href="https://www.infoworld.com/article/2262666/what-is-observability-software-monitoring-on-steroids.html">observability</a>, and feedback loops aren’t as exciting as a new model launch, but they’re what ultimately make AI truly work.</p>



<p>Again, when it’s time to consider something new, the principle should be to default to the least expensive model that reliably passes your evaluations. Only escalate harder tasks to more capable models when measurement shows that the premium pays. Tip: Make this invisible to employees so that the system routes to the best model for a particular prompt. As <a href="https://www.linkedin.com/feed/update/urn:li:activity:7481369774401409024/?dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287481372047860715522%2Curn%3Ali%3Aactivity%3A7481369774401409024%29">dbt Labs’ Jon Lewis expresses</a> it, “The best model is ‘Auto’ and I won’t hear anyone say otherwise.” OpenAI’s own ⁠<a href="https://developers.openai.com/api/docs/guides/latest-model">migration guidance</a> recommends testing models on representative tasks, including trying a lower reasoning level rather than automatically cranking everything to the maximum.</p>



<p>As for me, I’ll probably keep clicking the shiniest option. I don’t have a formal evaluation suite for InfoWorld columns, and the marginal cost is a subscription I already pay. Enterprises don’t get that excuse.</p>
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<title><![CDATA[Agent Kim Reactivated Season 1 Episode 6 Recap: Kim Finally Reaches Min-ji]]></title>
<description><![CDATA[Agent Kim Reactivated Season 1, Episode 6 finally brings Manager Kim within reach of Min-ji, but their reunion creates new problems that will shape the remaining episodes.



Kim, Jin-cheol, and Han-su’s Past







Episode 6 opens with another flashback featuring Kim, Jin-cheol, and Han-su durin...]]></description>
<link>https://tsecurity.de/de/3664554/ios-mac-os/agent-kim-reactivated-season-1-episode-6-recap-kim-finally-reaches-min-ji/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3664554/ios-mac-os/agent-kim-reactivated-season-1-episode-6-recap-kim-finally-reaches-min-ji/</guid>
<pubDate>Mon, 13 Jul 2026 09:40:01 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Agent Kim Reactivated Season 1, Episode 6 finally brings Manager Kim within reach of Min-ji, but their reunion creates new problems that will shape the remaining episodes.



Kim, Jin-cheol, and Han-su’s Past







Episode 6 opens with another flashback featuring Kim, Jin-cheol, and Han-su during their time as operatives. Set on Jeju Island in 2006, the mission involves protecting the visiting U.S. president’s daughter.



The sequence mainly shows how the three men worked together before their lives moved in different directions. Their contrasting personalities created disagreements even then, but their combined skills made them an effective team.



This history becomes important during the present-day rescue mission. Kim remains focused on finding Min-ji, while Jin-cheol and Han-su bring their own chaotic energy to the operation. Their arguments add humour without weakening the danger surrounding them.



Min-ji Tries to Outsmart Mr. Ju



After entering Mr. Ju’s car at the end of Episode 5, Min-ji quickly realises that she has walked into another trap. Mr. Ju presents himself as someone who can help her, but she understands that the powerful father of her school bully cannot be trusted.



Min-ji stays calm and pretends to know less than she does. She listens carefully, looks for opportunities to contact her father, and tries to delay Mr. Ju’s plans.



Her actions continue to show that she is more than someone waiting to be rescued. She understands when to remain silent and when to use the information she has gathered.



However, too many people are searching for her. Golden Teeth remains alive and wants revenge, while Sang-a and the SMD laundromat group become involved in the growing conflict. Every time Min-ji escapes one dangerous situation, another enemy closes in.



Min-ji Learns the Truth About Her Father



Episode 6 also changes Min-ji’s understanding of Manager Kim. For the first time, she begins to learn what her father actually did before becoming an ordinary office worker.



Kim kept his past hidden because he wanted to protect his daughter and give her a normal life. However, Min-ji sees the secrecy as another deception in a relationship that was already under pressure.



This revelation adds an emotional conflict to the rescue. Kim can save Min-ji from her kidnappers, but rebuilding her trust will take much longer. She now has to accept that her quiet father once lived as a highly trained operative capable of extreme violence.



Manager Kim Finally Reaches Min-ji



The final part of the episode delivers the action-heavy rescue that the season has been building toward. Jin-cheol and Han-su take on key roles as the group attacks the location where Min-ji is being held.



Kim eventually reaches his daughter, giving viewers the reunion they have been waiting for. The moment brings relief, but it does not close the central story.



Several enemies remain active, and Min-ji is still valuable to anyone who wants control over Kim. Keeping her safe will require the three former operatives to continue working together.



The reunion also leaves Kim facing a more personal challenge. Min-ji now knows that much of the life she shared with her father was built around secrets.



Agent Kim Reactivated Episode 6 ends with the physical rescue largely complete, but the emotional rescue has only started. With four episodes remaining in the 10-part season, Kim must protect Min-ji while repairing the relationship damaged by years of lies.]]></content:encoded>
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<title><![CDATA[Semi-Trailer Trucks Test Converting Into Plug-In Hybrids]]></title>
<description><![CDATA[Long-time Slashdot reader necro81 writes: There are several companies, such as Tesla, trying to make semi trucks fully electric. The capital cost for such a truck, and the MW-scale infrastructure to recharge it, may be a hard sell for some operators. [IEEE Spectrum notes that's a charging infrast...]]></description>
<link>https://tsecurity.de/de/3664070/it-security-nachrichten/semi-trailer-trucks-test-converting-into-plug-in-hybrids/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3664070/it-security-nachrichten/semi-trailer-trucks-test-converting-into-plug-in-hybrids/</guid>
<pubDate>Mon, 13 Jul 2026 04:23:23 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Long-time Slashdot reader necro81 writes: There are several companies, such as Tesla, trying to make semi trucks fully electric. The capital cost for such a truck, and the MW-scale infrastructure to recharge it, may be a hard sell for some operators. [IEEE Spectrum notes that's a charging infrastructure "that most freight corridors do not yet reliably provide."] But some companies are instead adding batteries and an electric motor to the semi-trailers that trucks haul behind them. 

"The Nivalis Powered Trailer Kit centers on an electric axle [rated at 50 kilowatts-peak]... capable of both propulsion assistance and regenerative braking. It draws on a 60-kilowatt-hour, 400-volt lithium-ion battery pack charged from three sources: the axle itself during braking and deceleration, a full-rooftop array of photovoltaic panels generating up to 3.7 kilowatts-peak, and a 32-amp, three-phase AC grid connection available during parking stops."
 

This approach is more akin to a plug-in hybrid: the truck may still be diesel-powered, but the electric assist from the trailer allows the truck to run more efficiently. Replacing diesel with kWh can save operators money while also reducing emissions. This incremental approach may be more accessible and less capital-intensive than replacing the truck itself. 
From the article:

The driver's only window into the system is a small display readable from the cab's side mirror that shows the system status and battery charge level. Nothing about the trailer's handling or licensing requirements changes. The partners project savings of up to 7,000 liters of diesel per trailer per year, which is enough to keep about 19 tonnes of carbon dioxide out of the air... 

 Trailer Dynamics, an Aachen-based company, has conducted field tests with BMW Logistics, DB Schenker, Duvenbeck, and Volkswagen Konzernlogistik, reporting average fuel savings of around 40% for diesel tractor combinations, substantially higher than the up to 18% reduction implied by the Nivalis projection... Trailer Dynamics prices its system between €145,000 and €195,000 and targets a payback period of no more than five years. Nivalis targets five to six years at current costs.<p></p><div class="share_submission">
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</div><p><a href="https://tech.slashdot.org/story/26/07/13/0121226/semi-trailer-trucks-test-converting-into-plug-in-hybrids?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[CVE-2026-10664 | zephyrproject zephyr up to 4.4.x Power-Save Event wifi_mgmt.c nrf_wifi_event_proc_get_power_save_info num_twt_flows out-of-bounds write (EUVD-2026-43241)]]></title>
<description><![CDATA[A vulnerability was found in zephyrproject zephyr up to 4.4.x. It has been classified as critical. The impacted element is the function nrf_wifi_event_proc_get_power_save_info of the file drivers/wifi/nrf_wifi/src/wifi_mgmt.c of the component Power-Save Event Handler. The manipulation of the argu...]]></description>
<link>https://tsecurity.de/de/3663828/sicherheitsluecken/cve-2026-10664-zephyrproject-zephyr-up-to-44x-power-save-event-wifimgmtc-nrfwifieventprocgetpowersaveinfo-numtwtflows-out-of-bounds-write-euvd-2026-43241/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3663828/sicherheitsluecken/cve-2026-10664-zephyrproject-zephyr-up-to-44x-power-save-event-wifimgmtc-nrfwifieventprocgetpowersaveinfo-numtwtflows-out-of-bounds-write-euvd-2026-43241/</guid>
<pubDate>Sun, 12 Jul 2026 22:38:20 +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/zephyrproject:zephyr">zephyrproject zephyr up to 4.4.x</a>. It has been classified as <a href="https://vuldb.com/kb/risk">critical</a>. The impacted element is the function <code>nrf_wifi_event_proc_get_power_save_info</code> of the file <em>drivers/wifi/nrf_wifi/src/wifi_mgmt.c</em> of the component <em>Power-Save Event Handler</em>. The manipulation of the argument <em>num_twt_flows</em> leads to out-of-bounds write.

This vulnerability is traded as <a href="https://vuldb.com/cve/CVE-2026-10664">CVE-2026-10664</a>. An attack has to be approached locally. There is no exploit available.]]></content:encoded>
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<title><![CDATA[Apple Watch Series 11 drops to $299 with Amazon deal, save $100]]></title>
<description><![CDATA[Amazon has brought the 42mm Apple Watch Series 11 back down to $299 for the weekend, offering $100 off its regular price. The sale also includes discounts on larger 46mm models and premium titanium styles.Save $100 on Apple Watch Series 11 styles.Weekend Apple Watch shoppers have plenty of reason...]]></description>
<link>https://tsecurity.de/de/3663775/ios-mac-os/apple-watch-series-11-drops-to-299-with-amazon-deal-save-100/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3663775/ios-mac-os/apple-watch-series-11-drops-to-299-with-amazon-deal-save-100/</guid>
<pubDate>Sun, 12 Jul 2026 21:37:45 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Amazon has brought the 42mm Apple Watch Series 11 back down to $299 for the weekend, offering $100 off its regular price. The sale also includes discounts on larger 46mm models and premium titanium styles.<br><br><div><img src="https://photos5.appleinsider.com/gallery/68230-143826-apple-watch-series-11-299-deal-xl.jpg" alt="Apple Watch Series 11 with white band and abstract purple watch face on dark purple background, alongside large text showing price 299 dollars." height="720"><br><span>Save $100 on Apple Watch Series 11 styles.</span></div><br>Weekend Apple Watch shoppers have plenty of reasons to take a look at Amazon, where Apple Watch Series 11 models are <strong><a href="https://amazon.com/dp/B0FQFPB851/?th=1&amp;tag=apinsiderdeals-20" rel="nofollow" target="_blank">$100 off across multiple configurations</a></strong>. The standout offer drops the 42mm GPS model to $299, within $20 of the lowest price on record.<br><br><div><a href="https://amazon.com/dp/B0FQFL8PZ5/?th=1&amp;tag=apinsiderdeals-20" rel="nofollow" class="deal-highlight">Buy Apple Watch Series 11 for $299</a></div><br><br> <a href="https://appleinsider.com/articles/26/07/12/apple-watch-series-11-drops-to-299-with-amazon-deal-save-100?utm_source=rss">Continue Reading on AppleInsider</a> | <a href="https://forums.appleinsider.com/discussion/244934?urm_source=rss">Discuss on our Forums</a>]]></content:encoded>
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<title><![CDATA[Does anyone actually daily drive Arch Linux for serious, professional programming? Looking for reassurance before jumping to Fedora]]></title>
<description><![CDATA[Hey everyone, I’ve been completely stuck in this distro crisis for a week now, and I need some perspective. I’ve used Arch for years. Almost zero issues. Honestly, I felt immortal. But over the past month, I’ve started caring a lot more about the concept of stability. It’s true that Arch never ac...]]></description>
<link>https://tsecurity.de/de/3663335/linux-tipps/does-anyone-actually-daily-drive-arch-linux-for-serious-professional-programming-looking-for-reassurance-before-jumping-to-fedora/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3663335/linux-tipps/does-anyone-actually-daily-drive-arch-linux-for-serious-professional-programming-looking-for-reassurance-before-jumping-to-fedora/</guid>
<pubDate>Sun, 12 Jul 2026 15:24:40 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><p>Hey everyone,<br> I’ve been completely stuck in this distro crisis for a week now, and I need some perspective.<br> I’ve used Arch for years. Almost zero issues. Honestly, I felt immortal. But over the past month, I’ve started caring a lot more about the concept of stability. It’s true that Arch never actually broke on me, but I’ve always had to stay hyper-vigilant—checking dependencies, making sure specific packages didn't have known bugs, and never having a 100% guarantee that a system update wouldn’t break my environment.<br> I’m starting to realize that what I need isn’t necessarily a "more stable" system, but a more <em>reassuring</em> one. Knowing that if I don’t update Arch for 3 months (unlikely, but that was my Windows workflow), I might face massive breakage, just doesn't give me peace of mind anymore. That’s why I’ve been thinking about Fedora: major updates every 6 months, and I can just chill in between.<br> The catch is... I’ve taken care of my Arch install like it was my own child. Making this sudden jump terrifies me.<br> I’d love to know: is anyone here actually using Arch as their main daily driver for serious, professional programming work and studying? If so, have you run into any major issues? How do you maintain your system? Can Btrfs with snapshots <em>really</em> save you from a bad update? Is keeping a separate ⁠/home⁠ partition and just reinstalling Arch on ⁠/⁠ during an emergency actually reliable? And finally, how often do you update?<br> What do you guys think?</p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/margyyy_314"> /u/margyyy_314 </a> <br> <span><a href="https://www.reddit.com/r/linux/comments/1uuf0nz/does_anyone_actually_daily_drive_arch_linux_for/">[link]</a></span>   <span><a href="https://www.reddit.com/r/linux/comments/1uuf0nz/does_anyone_actually_daily_drive_arch_linux_for/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[Firelink: Modern cross-platform download manager with support for media fetch/download]]></title>
<description><![CDATA[Hello! This project began as a fun vibe coding Swift app for Mac, but it quickly evolved into a comprehensive learning experience as I aimed to make it cross-platform. I completely revamped the application from scratch, this time using Rust and Tuari. It was quite a journey, but I’m excited to sh...]]></description>
<link>https://tsecurity.de/de/3663265/linux-tipps/firelink-modern-cross-platform-download-manager-with-support-for-media-fetchdownload/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3663265/linux-tipps/firelink-modern-cross-platform-download-manager-with-support-for-media-fetchdownload/</guid>
<pubDate>Sun, 12 Jul 2026 14:23:22 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><p>Hello!</p> <p>This project began as a fun vibe coding Swift app for Mac, but it quickly evolved into a comprehensive learning experience as I aimed to make it cross-platform.</p> <p>I completely revamped the application from scratch, this time using Rust and Tuari. It was quite a journey, but I’m excited to share the first stable version with you!</p> <p>Additionally, there’s Firefox and Chromium extension available for integration, which you can find on the GitHub page.</p> <h1>Features</h1> <ul> <li><strong>Fast segmented downloads</strong> powered by aria2 with configurable connections, retries, and speed limits.</li> <li><strong>Media extraction</strong> with yt-dlp, FFmpeg, and Deno for video/audio links and richer format selection.</li> <li><strong>A real Add window</strong> for manual, extension-captured, and media downloads, including metadata, duplicate handling, and save-location choices before downloads start.</li> <li><strong>Persistent queue management</strong> with safe concurrency limits, pause/resume, retry, redownload, sorting, multi-select, and bulk controls.</li> <li><strong>Download scheduling</strong> with start/stop windows, speed-limiter tools, and optional post-queue actions.</li> <li><strong>Smart organization</strong> through categories, default folders, per-download overrides, and open/reveal/trash actions.</li> <li><strong>Private browser handoff</strong> through authenticated local pairing with replay protection and desktop-server proof checks.</li> <li><strong>Native desktop integration</strong> including tray controls, notifications, completion sounds, sleep prevention, and OS keychain support where available.</li> <li><strong>Diagnostics</strong> built in with engine health checks, structured logs, and packaged-engine verification.</li> <li><strong>Firefox and Chromium Extension</strong>: <ul> <li>Automatic download capture for ordinary browser downloads.</li> <li>Media fetch from the extension popup or page context menu.</li> <li>Context-menu actions for single links and selected text containing links.</li> </ul></li> </ul> <p>Credits to Aria2, yt-dlp, FFmpeg, and Deno projects and their contributors that made this possible.</p> <p>Firelink release page: <a href="https://github.com/nimbold/Firelink/">https://github.com/nimbold/Firelink/</a></p> <p>Firefox-Extension: <a href="https://github.com/nimbold/Firelink-Extension">https://github.com/nimbold/Firelink-Extension</a></p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/NimBold"> /u/NimBold </a> <br> <span><a href="https://i.redd.it/lzzdkiqqkrch1.png">[link]</a></span>   <span><a href="https://www.reddit.com/r/linux/comments/1uuacup/firelink_modern_crossplatform_download_manager/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[The DIY energy boom is here — 30 US states are planning to legalize plug-in solar tech, as home battery installations quietly hit a record high]]></title>
<description><![CDATA[Plug-in solar gives residents a way to save money on electricity without the expense of rooftop solar panel installations.]]></description>
<link>https://tsecurity.de/de/3663228/it-nachrichten/the-diy-energy-boom-is-here-30-us-states-are-planning-to-legalize-plug-in-solar-tech-as-home-battery-installations-quietly-hit-a-record-high/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3663228/it-nachrichten/the-diy-energy-boom-is-here-30-us-states-are-planning-to-legalize-plug-in-solar-tech-as-home-battery-installations-quietly-hit-a-record-high/</guid>
<pubDate>Sun, 12 Jul 2026 14:02:53 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Plug-in solar gives residents a way to save money on electricity without the expense of rooftop solar panel installations.]]></content:encoded>
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<title><![CDATA[Helping media companies navigate the new streaming normal]]></title>
<description><![CDATA[Editor’s note: An earlier version of this feature originally appeared on Next TV and TV Technology.From the explosion of new programming to the launch of high-profile streaming services, 2020 was on track to be a transformational year in media and entertainment. But at the same time, the industry...]]></description>
<link>https://tsecurity.de/de/3662852/it-security-nachrichten/helping-media-companies-navigate-the-new-streaming-normal/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3662852/it-security-nachrichten/helping-media-companies-navigate-the-new-streaming-normal/</guid>
<pubDate>Sun, 12 Jul 2026 08:07:18 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div class="block-paragraph"><p><i><b>Editor’s note</b>: An earlier version of this feature originally appeared on <a href="https://www.nexttv.com/blogs/googles-anil-jain-how-media-companies-can-navigate-the-new-norm-with-cloud-technology" target="_blank">Next TV </a>and <a href="https://www.tvtechnology.com/opinion/googles-anil-jain-how-media-companies-can-navigate-the-new-norm-with-cloud-technology" target="_blank">TV Technology</a>.</i></p><p>From the explosion of new programming to the launch of high-profile streaming services, 2020 was on track to be a transformational year in media and entertainment. But at the same time, the industry fully expected many of its foundational elements—windowing strategies, live events, production standards—to stay the same.</p><p>All that changed with COVID-19. Suddenly, the future came early to the industry, with many facing difficult challenges like accelerating and evolving direct-to-consumer business models while at the same time keeping workers and productions physically distanced.</p><p>As media companies transition from short-term response to long-term planning, many are contemplating how different the industry might look in the months and years to come.</p><p>All this is the topic of our new guide,<a href="https://inthecloud.withgoogle.com/media-transformation-during-covid/dl-cd.html?utm_source=google&amp;utm_medium=email&amp;utm_campaign=-&amp;utm_content=mediapageevolution" target="_blank"> Accelerated Media Evolution In The Time Of COVID</a>, and the focus of our<a href="https://inthecloud.withgoogle.com/media-transformation-during-covid/dl-cd.html?utm_source=google&amp;utm_medium=email&amp;utm_campaign=-&amp;utm_content=mediapageevolution" target="_blank"> Media OnAir</a> events, where we’ll share insights from our work with leading media companies. For these organizations and others, we recommend keeping new audience behaviors top of mind and focusing on driving three key changes.</p><p><b>1. Scale new monetization channels and engage audiences through data </b></p><p></p><p>As audiences were stuck at home during the early stages of the pandemic, linear viewing saw a temporary increase in consumption—driven by specific formats such as news. But that consumption returned to pre-lockdown levels as restrictions were lifted in certain regions. </p><p>By contrast, many streaming subscription services saw consistent increased adoption. Nine percent of U.S. households took up a new SVOD service in Q2 2020.<sup>1</sup> The surge in streaming consumption seems to be more resilient than its linear counterpart, as U.S. time spent with streaming services in June 2020 was roughly 50 percent above its 2019 level.<sup>2</sup></p><p></p><p>In contrast to the Pay TV bundle, today’s streaming audiences have access to much more choice and freedom in their entertainment options. These viewers have shown both a preference to stack multiple services and a higher propensity to churn. As the pandemic affects discretionary spending across the world, audiences will look to save on entertainment costs, making SVOD services more attractive than traditional Pay TV bundles, as well as driving an increased adoption of AVOD services. </p><p>As a result, media organizations need to reassess how to streamline existing broadcast operations and costs. They must invest in building technology platforms that can handle unpredictable streaming demand seamlessly, while also deriving deeper audience insights from their data in order to drive audience engagement, retention, and monetization. For example, leading British broadcaster <a href="https://cloud.google.com/customers/itv">ITV</a>  built a video analytics solution on Google Cloud so they could better monitor events on their VOD service, ITV Hub.</p><p><b>2. Produce new content remotely and maximize the value of library content</b></p><p>While distribution channels may change, content still remains the industry’s crown jewel. Content breadth, exclusivity, and original content are the top three reasons that audiences adopt streaming services, and maximizing the value of both library and new content has never been more critical.</p><p>Content production has also been disrupted by the pandemic. Physical productions have paused across the world, only slowly starting to resume once again. And for content that has made it through the complex post-production process, the global shuttering of theatrical exhibition has forced many blockbuster titles to debut on streaming services—radically altering windowing strategies and the economic models that come with it. </p><p></p><p>Media companies have resorted to boundless creative strategies to keep content production lines open. Formats that can be created remotely such as animation are experiencing a boom, and live events such as news and sports have established new remote working processes in record time. </p><p>Content production has been on the rise for years, but the temporary halt in production has been a silver lining for media companies; this pause has presented an opportunity to step back and implement more digital, collaborative, streamlined, and global production and management processes, supported by the cloud. Media companies like <a href="https://www.youtube.com/watch?v=UwHcdmqXw8c" target="_blank">ViacomCBS</a> have also accelerated the digitization and enrichment of their extensive back catalogs and archives, to help fill the content gap. </p><p></p><p><b>3. Reimagine the workplace for the future of productivity</b></p><p>Finally, the biggest challenge many companies and industries face has been the shift to remote work. Innovative companies like <a href="https://youtu.be/87OzMmP2e0g" target="_blank">Yahoo Finance</a>, for example, utilized our video conferencing solution to keep their broadcast team’s content flowing and audiences engaged. 150 of Yahoo Finance’s editors, reporters, and anchors used Google Meet to deliver news and video streams on air from locations across the U.S. and London to tens of millions of viewers live, transitioning to a 100 percent remote broadcast model overnight. </p><p>As the industry navigates a new working norm, many media company offices will require thoughtful consideration of which tasks can be automated or done remotely, and exactly how much real estate is required to maintain operations. <br><br>Decisions are likely to be different by functions. Post-production staff, visual effects artists, and video editors can utilize <a href="https://www.youtube.com/watch?v=VjeRdQ9X5Vg" target="_blank">virtual workstations</a> and editing applications to complete their work remotely, while central teams such as finance, sales, and marketing can utilize video conferencing services like Meet to stay connected no matter where they are. But some essential personnel—lightweight studio production teams and on- prem playout teams—will need to still come into the office.<br><br><b>Continued innovation in the face of unprecedented change<br></b><br>Many media and entertainment companies are choosing Google Cloud operations modernization—all to thrive and remain relevant within this new era. For example, Major League Baseball adopted <a href="https://cloud.withgoogle.com/next/sf/sessions?session=APP228#business-application-platform" target="_blank">Anthos</a> as the vehicle to run their applications anywhere, utilized BigQuery to upgrade their <a href="https://technology.mlblogs.com/introducing-statcast-2020-hawk-eye-and-google-cloud-a5f5c20321b8" target="_blank">Statcast</a> platform, and launched new fan friendly initiatives like <a href="https://www.mlb.com/news/mlb-film-room-launch" target="_blank">Film Room</a> using our machine learning technologies—all in the service of becoming more agile and delivering more innovative fan experiences in a competitive media ecosystem. <br></p><p>This year has been one of unexpected and accelerated change for all, but the ingenuity, innovation, and determination of media companies to continue delivering critical news, information, and entertainment to audiences across the world has been extraordinary. Google Cloud is committed to bringing forward technologies that the media industry needs and to partner with our customers to help them continue to innovate in the face of unprecedented challenges. </p><p></p><p>To learn more, read our guide,<a href="https://inthecloud.withgoogle.com/media-transformation-during-covid/dl-cd.html?utm_source=google&amp;utm_medium=email&amp;utm_campaign=-&amp;utm_content=mediapageevolution" target="_blank"> Accelerated Media Evolution In The Time Of COVID</a>, or join us at one of our<a href="https://inthecloud.withgoogle.com/media-transformation-during-covid/dl-cd.html?utm_source=google&amp;utm_medium=email&amp;utm_campaign=-&amp;utm_content=mediapageevolution" target="_blank"> Media OnAir</a> events.</p><hr><p><i><sup>Sources:</sup></i></p><i><sup>1. Kantar, <a href="https://www.kantarworldpanel.com/global/News/Amazon-tops-Disney-Netflix-with-surge-in-video-service" target="_blank">Amazon tops Disney, Netflix with surge in video service</a> (August 2020)<br>2. Nielsen; The Hollywood Reporter, <a href="https://www.hollywoodreporter.com/live-feed/quarantine-tv-ratings-spike-is-1299998" target="_blank">The Quarantine TV Ratings Spike Is Over</a> (June 2020)</sup></i></div>]]></content:encoded>
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<title><![CDATA[Mega Mewtwo X Makes Its Pokémon GO Debut During GO Fest 2026]]></title>
<description><![CDATA[Mega Mewtwo X has finally arrived in Pokémon GO, giving players the chance to battle one of the strongest Mega-Evolved Pokémon in the franchise.



Mega Mewtwo X Appears in Super Mega Raids



Mega Mewtwo X made its global debut during Pokémon GO Fest 2026: Global on July 11. It appeared in a new...]]></description>
<link>https://tsecurity.de/de/3662692/ios-mac-os/mega-mewtwo-x-makes-its-pokmon-go-debut-during-go-fest-2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3662692/ios-mac-os/mega-mewtwo-x-makes-its-pokmon-go-debut-during-go-fest-2026/</guid>
<pubDate>Sun, 12 Jul 2026 05:38:42 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Mega Mewtwo X has finally arrived in Pokémon GO, giving players the chance to battle one of the strongest Mega-Evolved Pokémon in the franchise.



Mega Mewtwo X Appears in Super Mega Raids



Mega Mewtwo X made its global debut during Pokémon GO Fest 2026: Global on July 11. It appeared in a new type of battle called Super Mega Raids, which are designed to be more challenging than regular Mega Raids.



Players who defeated Mega Mewtwo X received Mewtwo Mega Energy X. This special energy allows an eligible Mewtwo to Mega Evolve into Mega Mewtwo X.



Mewtwo caught after completing a Mega Mewtwo X Super Mega Raid also knows Counter, a Fighting-type Fast Attack. In addition, every Mewtwo caught from these raids has at least one Mega Level already unlocked. Some lucky players may receive a Mewtwo at Mega Level 2 or Mega Level 3.



How to Get Mega Mewtwo X



Players must first own a Mewtwo and collect enough Mewtwo Mega Energy X. The energy can be earned by completing Mega Mewtwo X Super Mega Raids and selected Timed Research tasks.



Previously caught Mewtwo can also Mega Evolve, so players do not need to catch a completely new one. However, Mega Mewtwo X requires more Mega Energy than most other Mega-Evolved Pokémon.



Is Shiny Mega Mewtwo X Available?



Shiny Mewtwo is eligible to Mega Evolve into Shiny Mega Mewtwo X. This means players who already own a Shiny Mewtwo can use Mega Energy X to unlock its Mega form.



Mega Mewtwo X is a Psychic and Fighting-type Pokémon, which gives it a different battle role from Mega Mewtwo Y. Its powerful stats and access to Counter make it a valuable option for raids and selected battle formats.



Players should save strong Mewtwo, gather Mega Energy and watch for future Super Mega Raid appearances.]]></content:encoded>
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<title><![CDATA[Which USB port should you use for your mouse and keyboard?]]></title>
<description><![CDATA[Save your best ports for your most demanding devices.]]></description>
<link>https://tsecurity.de/de/3662074/it-nachrichten/which-usb-port-should-you-use-for-your-mouse-and-keyboard/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3662074/it-nachrichten/which-usb-port-should-you-use-for-your-mouse-and-keyboard/</guid>
<pubDate>Sat, 11 Jul 2026 17:32:21 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Save your best ports for your most demanding devices.]]></content:encoded>
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<title><![CDATA[CVE-2024-24398 | Stimulsoft Dashboard.JS prior 2024.1.2 Save fileName path traversal]]></title>
<description><![CDATA[A vulnerability, which was classified as critical, was found in Stimulsoft Dashboard.JS. The affected element is the function Save. Executing a manipulation of the argument fileName can lead to path traversal.

This vulnerability is registered as CVE-2024-24398. It is possible to launch the attac...]]></description>
<link>https://tsecurity.de/de/3661723/sicherheitsluecken/cve-2024-24398-stimulsoft-dashboardjs-prior-202412-save-filename-path-traversal/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3661723/sicherheitsluecken/cve-2024-24398-stimulsoft-dashboardjs-prior-202412-save-filename-path-traversal/</guid>
<pubDate>Sat, 11 Jul 2026 13:08:33 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A vulnerability, which was classified as <a href="https://vuldb.com/kb/risk">critical</a>, was found in <a href="https://vuldb.com/product/stimulsoft:dashboard">Stimulsoft Dashboard.JS</a>. The affected element is the function <code>Save</code>. Executing a manipulation of the argument <em>fileName</em> can lead to path traversal.

This vulnerability is registered as <a href="https://vuldb.com/cve/CVE-2024-24398">CVE-2024-24398</a>. It is possible to launch the attack remotely. No exploit is available.

You should upgrade the affected component.]]></content:encoded>
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<title><![CDATA[Don't Buy an AirTag If You Only Need It for a Trip. Just Borrow One]]></title>
<description><![CDATA[Traveling is already expensive enough. Save a few bucks by borrowing an AirTag from a friend or family member.]]></description>
<link>https://tsecurity.de/de/3660922/it-nachrichten/dont-buy-an-airtag-if-you-only-need-it-for-a-trip-just-borrow-one/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3660922/it-nachrichten/dont-buy-an-airtag-if-you-only-need-it-for-a-trip-just-borrow-one/</guid>
<pubDate>Sat, 11 Jul 2026 00:17:36 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Traveling is already expensive enough. Save a few bucks by borrowing an AirTag from a friend or family member.]]></content:encoded>
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<title><![CDATA[Whats your go-to prompting hack?]]></title>
<description><![CDATA[Author: Google for Developers - Bewertung: 4x - Views:175 Here are some prompting tips that can save you time and yield a better product. 

Resources: 
Learn more → https://goo.gle/Build-With-AI

Subscribe to Google for Developers → https://goo.gle/developers]]></description>
<link>https://tsecurity.de/de/3660673/videos/whats-your-go-to-prompting-hack/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3660673/videos/whats-your-go-to-prompting-hack/</guid>
<pubDate>Fri, 10 Jul 2026 21:18:10 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Google for Developers - Bewertung: 4x - Views:175 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/8ZCeXQyavog?autoplay=1&origin=http://tsecurity.de" frameborder="0"></iframe></p><p>Here are some prompting tips that can save you time and yield a better product. <br />
<br />
Resources: <br />
Learn more → https://goo.gle/Build-With-AI<br />
<br />
Subscribe to Google for Developers → https://goo.gle/developers<br/></p>]]></content:encoded>
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<title><![CDATA["Our next steps are to mobilize": Bethesda union members are protesting Xbox's layoffs with a 'Save Our Devs' march next week after 440 ZeniMax cuts]]></title>
<description><![CDATA[Union workers at Bethesda are marching against Xbox layoffs at ZeniMax studios next week during a protest that will be held across four cities.]]></description>
<link>https://tsecurity.de/de/3660599/windows-tipps/our-next-steps-are-to-mobilize-bethesda-union-members-are-protesting-xboxs-layoffs-with-a-save-our-devs-march-next-week-after-440-zenimax-cuts/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3660599/windows-tipps/our-next-steps-are-to-mobilize-bethesda-union-members-are-protesting-xboxs-layoffs-with-a-save-our-devs-march-next-week-after-440-zenimax-cuts/</guid>
<pubDate>Fri, 10 Jul 2026 20:26:27 +0200</pubDate>
<category>🪟 Windows Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Union workers at Bethesda are marching against Xbox layoffs at ZeniMax studios next week during a protest that will be held across four cities.]]></content:encoded>
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<title><![CDATA[Save $700 on LG's 32-inch UltraFine evo 6K Thunderbolt 5 monitor]]></title>
<description><![CDATA[Breathe new life into your Mac setup with LG's 32-inch UltraFine display that offers easy Thunderbolt 5 connectivity and 6K resolution. At $700 off, it's $240 cheaper than the Apple Studio Display too.Save $700 on the LG UltraFine 6K Display with Thunderbolt 5 - Image credit: LGThe LG 32-inch Ult...]]></description>
<link>https://tsecurity.de/de/3660235/ios-mac-os/save-700-on-lgs-32-inch-ultrafine-evo-6k-thunderbolt-5-monitor/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3660235/ios-mac-os/save-700-on-lgs-32-inch-ultrafine-evo-6k-thunderbolt-5-monitor/</guid>
<pubDate>Fri, 10 Jul 2026 17:42:42 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Breathe new life into your Mac setup with LG's 32-inch UltraFine display that offers easy Thunderbolt 5 connectivity and 6K resolution. At $700 off, it's $240 cheaper than the Apple Studio Display too.<br><br><div><img src="https://photos5.appleinsider.com/gallery/68219-143794-lg-ultrafine-6k-monitor-deal-xl.jpg" alt="LG UltraFine evo 32-inch monitor on purple background, showing colorful abstract display; text highlights 6K resolution, Thunderbolt 5, HDR 600 with a SALE banner in the corner." height="720"><br><span>Save $700 on the LG UltraFine 6K Display with Thunderbolt 5 - Image credit: LG</span></div><br>The LG 32-inch UltraFine evo 6K Monitor pairs easily with modern Macs thanks to its Thunderbolt 5 port. And <strong><a href="https://www.amazon.com//dp/B0FR547FXH/?tag=apinsiderdeals-20" rel="nofollow" target="_blank">at $1,299.99</a></strong> after a $700 discount, this monitor comes in at least <a href="https://www.amazon.com/dp/B0GR1PJYT8/?th=1&amp;tag=apinsiderdeals-20" rel="nofollow" target="_blank">$240 cheaper</a> than the 5K 27-inch Apple Studio Display.<br><br><div class="embedable" data-id="457"></div><br><br><br> <a href="https://appleinsider.com/articles/26/07/10/save-700-on-lgs-32-inch-ultrafine-evo-6k-thunderbolt-5-monitor?utm_source=rss">Continue Reading on AppleInsider</a> | <a href="https://forums.appleinsider.com/discussion/244926?urm_source=rss">Discuss on our Forums</a>]]></content:encoded>
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<title><![CDATA['A critical tool for fighting against an Orwellian future' — Why users of this encrypted messaging app are helping keep the project alive]]></title>
<description><![CDATA[Session was scheduled to stop operating this week due to lack of funds — but its users stepped in to save it. What exactly are these donors paying to protect?]]></description>
<link>https://tsecurity.de/de/3660157/it-nachrichten/a-critical-tool-for-fighting-against-an-orwellian-future-why-users-of-this-encrypted-messaging-app-are-helping-keep-the-project-alive/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3660157/it-nachrichten/a-critical-tool-for-fighting-against-an-orwellian-future-why-users-of-this-encrypted-messaging-app-are-helping-keep-the-project-alive/</guid>
<pubDate>Fri, 10 Jul 2026 17:03:16 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Session was scheduled to stop operating this week due to lack of funds — but its users stepped in to save it. What exactly are these donors paying to protect?]]></content:encoded>
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<title><![CDATA[Patching Alone Won’t Save You Anymore | BHIS In Focus]]></title>
<description><![CDATA[Author: Black Hills Information Security - Bewertung: 0x - Views:3 The traditional security playbook — firewall, patch, reconfigure, repeat — is not enough for what’s coming next.

In this BHIS In Focus short, we look at why security teams need to prepare for a world where vulnerabilities move fa...]]></description>
<link>https://tsecurity.de/de/3659992/it-security-video/patching-alone-wont-save-you-anymore-bhis-in-focus/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3659992/it-security-video/patching-alone-wont-save-you-anymore-bhis-in-focus/</guid>
<pubDate>Fri, 10 Jul 2026 16:18:26 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Black Hills Information Security - Bewertung: 0x - Views:3 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/HuVhzVS-QiI?autoplay=1&origin=http://tsecurity.de" frameborder="0"></iframe></p><p>The traditional security playbook — firewall, patch, reconfigure, repeat — is not enough for what’s coming next.<br />
<br />
In this BHIS In Focus short, we look at why security teams need to prepare for a world where vulnerabilities move faster than patches, exploits may arrive before fixes, and compensating controls become a core survival skill.<br />
<br />
The takeaway: don’t panic, but get ready. The teams that can adapt before a patch exists will be in a much stronger position.<br />
<br />
#BHISInFocus #Cybersecurity #AISecurity #InfoSec #VulnerabilityManagement #CompensatingControls<br />
<br />
/// 🔗 Register for webcasts, summits, and workshops - <br />
https://poweredbybhis.com <br />
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///Backdoors & Breaches - Incident Response Card Game<br />
Backdoors & Breaches: https://www.backdoorsandbreaches.com/<br />
Play B&B Online: https://play.backdoorsandbreaches.com/<br />
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///Antisyphon Training<br />
Pay What You Can: https://www.antisyphontraining.com/pay-what-you-can/<br />
Live Training: https://www.antisyphontraining.com/course-catalog/<br />
On Demand Training: https://www.antisyphontraining.com/on-demand-course-catalog/<br />
Antisyphon Discord: https://discord.gg/antisyphon<br />
Antisyphon Mastodon: https://infosec.exchange/@Antisy_Training<br />
<br />
///Educational Infosec Content<br />
Black Hills Infosec Blogs: https://www.blackhillsinfosec.com/blog/<br />
Wild West Hackin' Fest YouTube: https://www.youtube.com/wildwesthackinfest<br />
Antisyphon Training YouTube: https://www.youtube.com/antisyphontraining<br />
Active Countermeasures YouTube: https://youtube.com/activecountermeasures<br />
Threat Hunter Community Discord: https://discord.gg/threathunter<br />
<br />
Join us at the annual information security conference in Deadwood, SD (in-person and virtually) — Wild West Hackin' Fest: https://wildwesthackinfest.com/<br/></p>]]></content:encoded>
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<title><![CDATA[The 'learn to code' era is over - and employers are on the hook for reskilling now]]></title>
<description><![CDATA[AI's ushered in a new era of reskilling. Here's what the industry can learn from the last decade's drive to put people in tech jobs.]]></description>
<link>https://tsecurity.de/de/3659769/it-nachrichten/the-learn-to-code-era-is-over-and-employers-are-on-the-hook-for-reskilling-now/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3659769/it-nachrichten/the-learn-to-code-era-is-over-and-employers-are-on-the-hook-for-reskilling-now/</guid>
<pubDate>Fri, 10 Jul 2026 15:03:23 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[AI's ushered in a new era of reskilling. Here's what the industry can learn from the last decade's drive to put people in tech jobs.]]></content:encoded>
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