Applied AI and security research building a safer software future.
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Mav Levin
November 24, 2025
Anatomy of an Automated Patch: Fixing a File Upload RCE CVE-2025-59304
The best security alerts are the ones that come with a fix. Our platform recently discovered and automatically generated a patch for a critical RCE in Swetrix Web Analytics. This post dissects the vulnerability (a classic Path Traversal), the exploit, and the code for the automated patch.
October 19, 2025
Casting a Net(ty) for Bugs, and Catching a Big One (CVE-2025-59419)
Our agents discovered the vulnerability, provided a risk assessment, and generated a patch autonomously. I shared the results with the Netty maintainers who assigned CVE-2025-59419 and merged our fix.
October 20, 2025
How An Authorization Flaw Reveals A Common Security Blind Spot: CVE-2025-59305 Case Study
Some of the most powerful and sensitive operations in a modern web application happen in the background: data migrations, report generation, internal maintenance. Because these processes run behind the scenes, their access controls are often overlooked.
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