What is automated, where AI helps, who signs off
Automation for the routine. A person on every decision that matters.
The reliable spine
The reliable spine is a deterministic threshold-and-rule engine on the operator's own sensor data: band and duration limits, sensor-silence and door or genset checks, the exposure calculation (which stock, for how long), and the escalation that pushes the alert to the right named person. That is engineering, not AI.
Where AI helps
AI does only bounded work on the operator's own excursion history: clustering recurring break patterns a fixed rule would miss, such as a chamber that drifts every night shift or a lane that runs warm. It never sets a threshold, raises or clears an alert, or decides the disposition of exposed stock.
Who signs off
A named person decides whether exposed stock is saved, quarantined or released, and signs off any escalation that follows.