Evidence is incomplete for a defensible release decision | AIGP
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Evidence is incomplete for a defensible release decision: What do these observations support about release

AIGP Understanding How to Govern AI Development Medium

Overall accuracy is only partial evidence; missing subgroup and integration-security results prevent a complete release judgment.

The question

A travel-support assistant passes its overall response-accuracy threshold in release testing. However, subgroup results are missing, and security testing of the production integration is incomplete. Monitoring, oversight, supplier review, and risk documentation are otherwise ready. What do these observations support about release evidence?

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  1. Evidence is incomplete for a defensible release decision. ✓
    The observations support partial performance evidence, but not a complete release decision covering fairness-related and security acceptance conditions.
  2. Supplier review can substitute for subgroup and security evidence.
    Supplier evidence has bounded scope and cannot replace deployment-specific subgroup evaluation or integrated security testing.
  3. The overall threshold supports unrestricted release.
    Overall accuracy cannot compensate for missing subgroup evidence and incomplete security testing required to evaluate distinct risks.
  4. The missing tests matter only after deployment.
    Subgroup and security evidence should be evaluated before deployment as well as monitored afterward, because release decisions require contextual testing.
The trap
Separate acceptance dimensions: aggregate accuracy does not prove subgroup performance, robustness, privacy, or security.

How to remember it

Overall accuracy is only partial evidence; missing subgroup and integration-security results prevent a complete release judgment.

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