Run targeted access-control and data-exposure tests: Before | AIGP
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Run targeted access-control and data-exposure tests: Before approval, which evidence best addresses the

AIGP Understanding How to Govern AI Development Medium

Run targeted access-control and data-exposure tests because functional success does not resolve the integration’s security regression.

The question

A logistics company integrated a scheduling model with a new warehouse system. Functional tests pass, but security reviewers suspect the integration widened access to shipment records. Before approval, which evidence best addresses the specific security regression concern?

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  1. Review the model’s aggregate scheduling accuracy.
    Scheduling accuracy does not test whether integration changes created unauthorized access to shipment data.
  2. Run targeted access-control and data-exposure tests. ✓
    These tests directly examine whether the integration permits unauthorized access or exposes shipment records beyond intended permissions.
  3. Compare user satisfaction before and after integration implementation.
    User satisfaction may reveal usability changes but cannot demonstrate whether permissions or data boundaries remain secure.
  4. Obtain the warehouse vendor’s service-availability report.
    Availability reporting concerns uptime and does not establish access boundaries or data exposure after integration.
The trap
Do not infer security from functional accuracy, availability, or user satisfaction.

How to remember it

Run targeted access-control and data-exposure tests because functional success does not resolve the integration’s security regression.

How many of these would you get right?

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