{
  "action_space": [
    "continue_operation",
    "inspect_machine",
    "schedule_maintenance",
    "replace_component",
    "shut_down_machine"
  ],
  "algorithm_family": "sequence_modeling_policy",
  "checkpoint_version": "layer3_prescriptor_v1",
  "claim_boundary": "Runtime-available simulator-trained policy service; external field validation remains out of scope.",
  "policy_source": "DT",
  "role": "runtime service",
  "seed": 20260516,
  "thresholds": {
    "inspect_anomaly": 0.36,
    "replace_risk": 0.62,
    "schedule_pressure": 0.4,
    "shutdown_risk": 0.88
  },
  "training_source": "twinnable_agent.simulator deterministic stress scaffold"
}