Inspection models degrade when product variants and line conditions evolve faster than retraining cycles.
Closed-Loop Pattern
A strong loop includes:
- Real-time flagging of uncertain samples
- Human validation queue
- Scheduled retraining and shadow evaluation
Key Metric
Track error-cost reduction per retraining cycle, not just validation accuracy. This aligns ML performance with business outcomes.