Feedback-Loop Patterns

• ✓Build an evaluator-optimizer loop, test the judge against planted good and bad answers, and stop on a threshold or a round cap
• ✓Build a critic-actor loop with per-criterion feedback and check in code that each flagged item was really fixed
• ✓Build a self-healing tool caller that diagnoses a failure, changes strategy, and stops on a budget and a repeat guard
• ✓Build a human-in-the-loop run that pauses, saves state, and resumes correctly from approve, correct, redirect, reject and silence
• ✓Choose between the four loops from your own measurements of cost and correctness

Decide how an agent should check and correct its own work before you build it, and know where each feedback loop breaks - the decision that comes before every agent that retries or asks for review.