Test the integrated workflow for security regressions | AIGP
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Test the integrated workflow for security regressions: Which control is missing?

AIGP Understanding How to Govern AI Development Medium

The missing evidence is integrated security regression testing, since component tests cannot reveal interaction-specific weaknesses.

The question

A research-administration platform integrates an AI document classifier with a new identity service. Existing monitoring, testing, oversight, risk treatment, and supplier controls are complete for each component separately. No one has tested whether the integrated workflow introduces authentication or authorization weaknesses. Which control is missing?

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  1. Request the identity vendor’s security certification.
    A vendor certification has defined scope and cannot establish security of this specific integrated workflow and configuration.
  2. Test the integrated workflow for security regressions. ✓
    Integrated security regression testing directly addresses weaknesses created by interactions between components that separate component tests could not reveal.
  3. Review the classifier’s standalone accuracy again.
    Standalone accuracy review concerns classification performance and does not test authentication or authorization interactions introduced by integration.
  4. Publish the integration architecture internally.
    Architecture documentation improves understanding, but does not provide evidence that the combined workflow resists security regressions.
The trap
When new integrations alter data or access flows, seek regression evidence for the combined system.

How to remember it

The missing evidence is integrated security regression testing, since component tests cannot reveal interaction-specific weaknesses.

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