Verify LLM Artifacts Findings Second-pass verification for . The detection pass optimizes for recall; this pass optimizes for precision so agents do not remove or “clean” code that is still required. When to run - After (especially full-project scans). - Before when findings include deletions , dead code , or High risk. - Whenever past runs flagged artifacts that should not have been removed. Inputs - Required: from a completed review. - Optional: — (verify and any of first; then others), (single finding id). If the review file is missing, exit with: Prerequisite skills 1. Load — general anti…