Define restart tests: Which missing control is most direct? | AIGP
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Define restart tests: Which missing control is most direct?

AIGP Understanding How to Govern AI Deployment and Use Medium

Restart requires predefined evidence covering performance, abstention, review conditions, and authorization after the suspension.

The question

An insurance claims assistant was suspended after producing unsupported coverage explanations. Assume the underlying defect was corrected, access remains restricted, and incident records are complete. Management wants to restart the assistant, but no documented test defines acceptable evidence for accuracy, abstention, human review, or approval after suspension. Which missing control is most direct?

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  1. Ask claims staff whether recent explanations seem improved.
    Staff impressions can supplement evaluation, but they cannot establish reproducible criteria for safe restart and approval.
  2. Define restart tests, thresholds, review conditions, and approval evidence.
    Documented restart criteria address the missing decision basis across performance, abstention, human review, and authorization.
  3. Resume use under the existing restricted-access configuration.
    Restricted access reduces exposure, but restarting without explicit evidence criteria leaves the corrected defect insufficiently tested.
  4. Repeat the original benchmark and compare aggregate accuracy.
    A benchmark may provide evidence, but aggregate accuracy alone does not test abstention, review, or restart authorization.
The trap
After suspension, look for explicit tests and approval criteria rather than relying on restricted access or general improvement.

How to remember it

Restart requires predefined evidence covering performance, abstention, review conditions, and authorization after the suspension.

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