Assign AI outputs to proportionate human response lanes.
Place each AI output into the lane that fits consequence, confidence, and reversibility. Auto-log for trend Operator review Engineering review Stop and escalate Low-confidence vibration anomaly on redundant pump with no trend agreement Slight increase in predicted setup time for tomorrow's schedule Vision model flags a missing label on a case before palletizing AI suggests a reversible sequence change for the next two jobs Camera brightness distribution leaves validated range after weekend cleaning Scrap model alert spikes after a resin supplier lot change Confirmed safety-critical defect on a part family with customer containment requirement High-confidence overheating prediction on a single-point-of-failure…
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