An agentic vulnerability repair framework that engineers code-structure, runtime-execution, and commit-history context into a repair agent's memory fixes 220 of 300 SEC-Bench vulnerabilities, outperforming prior agents by 29 points.
Identifying the characteristics of vulnerable code changes: An empirical study,
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AgenticRepair: Multi-Faceted Program Context Engineering for Agentic Vulnerability Repair
An agentic vulnerability repair framework that engineers code-structure, runtime-execution, and commit-history context into a repair agent's memory fixes 220 of 300 SEC-Bench vulnerabilities, outperforming prior agents by 29 points.