Human-in-the-loop gates, calibrated by stakes
Configure autonomy per action class. The gate is calibrated by stakes, reversibility and regulation. Irreversible or regulated actions default to a confidence threshold ≥ 0.85; reversible internal actions to ≈ 0.70. Changes here take effect immediately across the Agent Operations Center.
Detection & diagnosis
low stakesreversibleDetect anomalies, cluster claims, propose hypotheses. Read-only, does not change the physical or business state.
Root-cause confirmation
medium stakesreversibleElevate a hypothesis to confirmed. Feeds CAPA and Engineering Change downstream.
Open internal corrective action
medium stakesreversibleDraft and open a CAPA with an owner and due date. Internal, reversible.
Close corrective action
medium stakesirreversible regulatedSign off effectiveness verification and close the CAPA record.
External supplier notice / chargeback
high stakesirreversible regulatedSend a notice or chargeback to a supplier. External, financial, contractual.
Engineering / manufacturing change write-back
high stakesirreversible regulatedWrite a change request to PLM/MES that alters a shipped or manufactured product.