Instead of manually hunting for vulnerabilities, you can automatically extract detection patterns from known CVE fixes and apply them to find similar bugs elsewhere—turning historical security data into executable detection workflows.
BUGSTONE-E2E transforms CVE patch history into automated detection rules that find similar vulnerabilities in new code. It mines fixing commits to extract reusable patterns, then uses a funnel-shaped pipeline combining lightweight analysis, LLM inspection, and runtime verification to identify and validate security flaws across 14 programs.