Can Agentic Code Review Catch Vulnerabilities Before They Are Merged?

arXiv:2610.33509v2 Announce Type: replace-cross Abstract: LLM agents have been increasingly adopted for security-focused code review, but existing benchmarks mostly derive the reviewed changes from their later fixes instead of the real-world bug-introducing co