Resume after evidence tests pass: Which restart condition | AIGP
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Resume after evidence tests pass: Which restart condition is most defensible?

AIGP Understanding How to Govern AI Deployment and Use Medium

Restart only after evidence, abstention, and authorized intervention controls pass deployment-specific tests.

The question

An energy-maintenance assistant was suspended after unsupported repair recommendations. Engineers created a test set with source evidence, defined abstention cases, and assigned an authorized reviewer. Which restart condition is most defensible?

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  1. Resume when the vendor confirms the prompt issue is fixed.
    Vendor confirmation is limited evidence and does not demonstrate performance on source evidence, abstention, or authorized intervention.
  2. Resume once engineers document that the suspension was technically investigated.
    Investigation documentation records activity but does not show that required controls perform reliably in the intended use.
  3. Resume after aggregate accuracy exceeds the previous release benchmark.
    Aggregate accuracy may conceal unsupported recommendations and does not establish abstention or effective human intervention.
  4. Resume after evidence tests pass, abstention works, and reviewer intervention is operational. ✓
    These conditions address unsupported recommendations, missing-evidence handling, and accountable intervention before consequential maintenance use resumes.
The trap
Restart criteria should test the failure mode directly and demonstrate that human intervention works in practice.

How to remember it

Restart only after evidence, abstention, and authorized intervention controls pass deployment-specific tests.

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