Status: OUT
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.