Local Open-Weight LLMs Solve Most Vulnerability Reproduction Tasks
All tested configurations solve most of six easier CyberGym tasks down to 4B size with 27B required for the rest.
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One Pipeline Does Not Fit All: TAILOR, a Type- and State-Aware Framework for CVE Reproduction
TAILOR, a type- and state-aware multi-agent framework, automatically reproduces complex CVEs and packages auditable trigger evidence.