Manufacturing monitoring requires asymmetric cost awareness. A false alarm (unnecessary inspection at $12,000) is annoying but recoverable. A missed failure ($340,000) is catastrophic. Set tighter drift thresholds on the features that most directly predict failure, and accept more false alarms to ca