The red-team result identifies a release-blocking risk | AIGP
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The red-team result identifies a release-blocking risk: What should the release team conclude?

AIGP Understanding How to Govern AI Development Easy

A successful usability test cannot neutralize demonstrated confidential-data leakage; the finding must inform mitigation and release control.

The question

Before releasing an internal employee-assistance chatbot, red-teamers demonstrate that unusual prompts can expose snippets from confidential personnel records. Ordinary usability tests were successful. What should the release team conclude?

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  1. Red-team findings prove the chatbot is unsafe in every use.
    The finding establishes a serious risk under tested conditions, but does not prove universal failure across every possible deployment.
  2. The usability results authorize immediate release.
    Usability testing does not address demonstrated confidentiality leakage or establish acceptable security and privacy performance.
  3. The issue is irrelevant because employees already hold access rights.
    Access rights do not justify unintended disclosure, especially when the system may expose information outside authorized use.
  4. The red-team result identifies a release-blocking risk requiring mitigation. ✓
    The demonstrated leakage is a material security and privacy finding that should inform mitigation and release decisions before deployment.
The trap
A passing ordinary test does not cancel a specific adversarial finding involving confidentiality.

How to remember it

A successful usability test cannot neutralize demonstrated confidential-data leakage; the finding must inform mitigation and release control.

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