ContraFix: Agentic Vulnerability Repair via Differential Runtime Evidence and Skill Reuse
arXiv:2605.17450v1 Announce Type: cross Abstract: Large language model (LLM) agents are increasingly used for automated vulnerability repair (AVR), where repository-level reasoning enables them to ins