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Jaakko Peltonen

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#artificial intelligence Preprint Oct 2026

Where Did the Repair First Go Wrong? Localizing the Origins of Silent Failures in Agentic Vulnerability Repair

Localizing where an LLM-based agent first fails to uphold security during a repair can show which stage of its workflow needs an additional safeguard. This is difficult for silent failures, which are patches that pass syntactic and functional checks but still contain a security vulnerability. Because such patches give...

Wen-Jie Bai, Muhammad Waseem, Z. Rasheed et al. · 0 citations

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