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Deterministic guardrailed agent-loop driver — wrap any step with propose → deterministic-verify → (critique → revise) and enforce hard termination guards (max_iter, wall-clock budget, no-progress via state-hash, escalate-to-human). The control loop + guards + progress detection are deterministic; the LLM critique/revise step is the one quarantined adapter. Trigger when an agent fix-loop must not spin forever and must not be able to argue its way around a failing test.