Set a risk-based retraining trigger: What risk-responsive | AIGP
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Set a risk-based retraining trigger: What risk-responsive mitigation should replace reliance on the calendar

AIGP Understanding How to Govern AI Development Medium

Use a documented, risk-based retraining trigger rather than relying on a fixed schedule or every individual flag.

The question

A media company retrains a content-production assistant every Monday. Reviewers have confirmed harmful stereotypes in a newly used genre, but the weekly schedule has not yet triggered retraining. What risk-responsive mitigation should replace reliance on the calendar alone?

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  1. Set a risk-based retraining trigger. ✓
    A documented trigger tied to the confirmed harmful pattern makes retraining responsive to evidence rather than to a calendar date.
  2. Retrain after every individual reviewer flag.
    Every flag may include noise and does not distinguish isolated concerns from a systematic pattern requiring retraining.
  3. Keep the Monday retraining schedule unchanged.
    The fixed schedule may delay action on a confirmed context-specific harm and does not define an evidence-based response threshold.
  4. Remove the genre from evaluation until retraining is complete.
    Excluding the affected genre hides the relevant risk and prevents representative testing of corrective effectiveness.
The trap
A schedule supports maintenance, but observed harm should prompt an evidence-based trigger.

How to remember it

Use a documented, risk-based retraining trigger rather than relying on a fixed schedule or every individual flag.

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