Trigger retraining review: What decision follows? | AIGP
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Trigger retraining review: What decision follows?

AIGP Understanding How to Govern AI Development Medium

The stated sustained-error threshold triggers a retraining review; the calendar does not override it.

The question

A factory's visual-inspection model shows a sustained increase in false rejects for a newly introduced product finish, while established products remain stable. The measured increase exceeds the approved threshold. The documented retraining criterion is a sustained, product-specific error increase above the approved threshold; no calendar deadline applies. What decision follows?

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  1. Replace the model without reviewing the error pattern.
    Immediate replacement bypasses the required evaluation of whether retraining or another corrective action addresses the demonstrated problem.
  2. Wait for the next annual retraining cycle.
    A calendar-based action would ignore the separately defined performance threshold and prolong the documented degradation.
  3. Trigger retraining review. ✓
    The sustained product-specific increase is expressly stated to exceed the approved retraining threshold, so the evidence triggers a review.
  4. Retrain after any single false reject.
    The criterion requires a sustained increase above threshold, not one isolated error.
The trap
Confirm that the measured change satisfies the stated threshold before selecting a corrective action.

How to remember it

The stated sustained-error threshold triggers a retraining review; the calendar does not override it.

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