Require objective restart thresholds: Which requirement should | AIGP
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Require objective restart thresholds: Which requirement should control restart?

AIGP Understanding How to Govern AI Deployment and Use Medium

Restart only after predefined performance and impact criteria show that the suspension cause is controlled.

The question

For this EU employment-screening deployment, applicable EU AI Act obligations and internal controls apply. A model was suspended after unexplained score shifts. Retraining, monitoring, human review, and fallback screening are available. Which requirement should control restart?

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  1. Wait for retraining to finish.
    Completion of retraining does not demonstrate that the instability is understood, corrected, or acceptable for screening.
  2. Require objective restart thresholds. ✓
    Predefined performance and impact thresholds provide deployment-specific evidence that the suspension cause is controlled before screening resumes.
  3. Resume only after managers report better screening outcomes and reviewers confirm that the workflow appears stable.
    Manager impressions and reviewer confidence can supplement evidence but do not establish objective control of score shifts and impacts.
  4. Obtain a vendor stability confirmation before resuming.
    Supplier confirmation may inform the decision, but it does not replace evidence from this deployment against defined criteria.
The trap
Ask what objective evidence was required before resumption, not merely whether a technical fix was completed.

How to remember it

Restart only after predefined performance and impact criteria show that the suspension cause is controlled.

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