Nishant Abhishek, Ping Charoenwet, Kla Tantithamthavorn · 2026 · arXiv
DOI: 10.48550/arXiv.2610.27383 · open-access PDF
Finding vulnerabilities early, before they can affect the production system, is important for reducing the risk of any software attacks. However, detecting vulnerabilities during secure code review is still difficult because the vulnerable code logic may depend on lines found across different repository files. Recent approaches such as AgenticSCR have shown that LLM agents can explore repository files and use security knowledge to improve secure code review. However, these approaches mainly rely on external commercial LLMs and can provide a large amount of security knowledge to the agent at on
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