self-critique-verification

Self-critique loops in LangGraph automate verification by routing outputs through a structured generate, test, and fix cycle. This workflow enforces retry counters and escalation rules to systematically reduce defects and improve reliability.

Near-miss testing validates escalation paths by applying trigger tests to evaluate safe fallbacks. It quantifies performance during AB-style experiments to ensure robust defect reduction and auditable improvements within automated workflows.

Yes, LangGraph supports AB-style evaluation with acceptance criteria to quantify defect reduction. It applies structured test runners and fix agents to automatically improve outputs and measure performance gains.

Diff-based verdicts in automated test runners evaluate output changes by comparing differences against acceptance criteria. This mechanism ensures structured, auditable improvements by routing results through fix agents and escalation rules.

LangGraph supports retry counters and escalation rules to manage fix agents effectively. This structured routing ensures outputs automatically improve through enforced loops, validating near-miss triggers and safe fallbacks.