SoK: Measuring What Matters for Closed-Loop Security Agents

Cybersecurity is a relentless arms race, with AI driven offensive systems evolving faster than traditional defenses can adapt. Research and tooling remain fragmented across isolated defensive functions, creating blind spots that adversaries exploit. Autonomous agents capable of integrating, explo...

Important: kernel

Issue Overview: In the Linux kernel, the following vulnerability has been resolved: i40e: Fix queues reservation for XDP CVE-2021-47619 A random memory access flaw was found in the Linux kernel's GPU i915 kernel driver functionality in the way a user may run malicious code on the GPU. This flaw...

jenkins-2-plugins/subversion: does not restrict the name of a file when looking up a subversion key

An incorrect access restriction vulnerability was found in the Subversion Plugin for Jenkins. An agent's ability to learn the name of a file is not restricted when looking up a subversion key file on the controller. This may allow attackers to control agent processes and read arbitrary files on t...