{"id":"autonomous-remediation-verified-convergence","text":"AI-loop autonomous remediation achieves verified convergence: each observe/condition/action cycle uses multi-layer idempotency (shell guards, creates parameter, module-level idempotency) to ensure actions are safe to repeat, and accurate changed/unchanged reporting confirms when desired state has actually been reached, enabling the loop to stop acting.","truth_value":"OUT","source":"","source_url":"","source_hash":"","justifications":[],"dependents":[],"metadata":{"_retracted":true},"explanation":{"steps":[{"node":"autonomous-remediation-verified-convergence","truth_value":"OUT","reason":"retracted premise"}]}}