{"title":"Agentic Lazy Bias: Verification Pass Failures","region":"Global","category":"Operations","description":"Hardening self-correction loops against 'False Positives'.","lastUpdated":"2026-02-23","steps":["Enforce a 'Double-Blind' verification pass using a different model.","Implement 'Negative Testing' where the verifier is told the output is wrong.","Use a 'Checklist-as-a-Tool' that the agent must complete for every turn.","Audit verifier logs for 'Instant Approvals' (< 2 tokens of reasoning).","Rotate the verifier's system prompt to prevent pattern-matching bias."],"url":"https://checklist.day/agentic-lazy-bias-verification-pass-failures"}