Machine Heart

Sep 1, 2026 · Artificial Intelligence

Can AI Discover Real Vulnerabilities? Researchers Embed Real Bugs into Model Parameters

The paper introduces CyberFactory, a pipeline that transforms scattered open‑source CVE data into executable security tasks, generates high‑quality agent trajectories, and uses them to train the OpenAegis model, which achieves up to 58.1% pass rate—significantly outperforming baseline LLMs in a one‑hour security challenge.