Cyber-JEV fine-tuning ranks code vulnerabilities above patches
Cyber-JEV uses fix commits to create comparison groups and ensemble Qwen3.5-4B models to rank vulnerable functions 14.8-29.2 percentage points higher than patched versions on real fixes.
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Google’s AI security agents found 100+ critical software vulnerabilities in just two days
Google Mandiant's AVDH, a chain of AI agents, found over 100 verified high-severity vulnerabilities and 12 assigned CVEs scanning code for ten months.
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