Resolve or control the finding: What should the release | AIGP
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Resolve or control the finding: What should the release decision prioritize?

AIGP Understanding How to Govern AI Development Medium

Red-team findings require mitigation or controlled acceptance before release; passing ordinary accuracy tests does not settle adversarial risk.

The question

Before releasing an employment-screening model, a red-team exercise finds a plausible prompt or input pattern that could produce systematically misleading recommendations. Standard accuracy tests passed. What should the release decision prioritize?

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  1. Restrict testing to the subgroup showing the clearest adverse pattern.
    Narrow testing may characterize one affected subgroup but does not determine whether the broader exploit is controlled before release.
  2. Release because standard validation already met its acceptance threshold.
    Standard validation does not cover every misuse or application risk, and red teaming complements ordinary validation.
  3. Record the finding for the next scheduled model review.
    Deferring a known plausible failure leaves an identified deployment risk untreated despite successful ordinary accuracy testing.
  4. Resolve or control the finding, then reassess release evidence. ✓
    A plausible red-team failure should receive mitigation and documented reassessment because routine validation cannot establish absence of such risk.
The trap
Passing accuracy tests does not negate a credible misuse, robustness, or subgroup failure discovered separately.

How to remember it

Red-team findings require mitigation or controlled acceptance before release; passing ordinary accuracy tests does not settle adversarial risk.

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