That's a great question that gets to the heart of what "lights-out" manufacturing really means! In a truly automated factory running at 3 AM, here's what typically happens:
First, the system would follow pre-programmed escalation protocols. Most lights-out factories aren't completely devoid of human oversight - they're designed with layered decision-making. When the AI quality control system encounters an ambiguous case, it would:
1. **Check against historical data** - comparing the part to similar borderline cases from the past
2. **Apply conservative rules** - if programmed to be risk-averse, it might automatically reject ambiguous parts
3. **Divert to a quarantine area** - the part gets set aside for human inspection during normal hours
4. **Alert remote monitoring teams** - even at 3 AM, there are usually engineers on-call who can review the data remotely
In practice, truly "lights-out" factories still maintain some level of human oversight, especially for quality decisions. The system might be programmed to default to rejection for safety-critical parts, or to pass for less critical items. Some advanced systems use multiple AI models that vote on borderline cases.
So at 3 AM, the final call would likely be made by a combination of: pre-programmed conservative rules, remote human monitoring (if available), or automatic diversion for later inspection. The factory keeps running, but that particular part gets special handling!