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Block release and restore the prior security baseline: Which action is most appropriate?

AIGP Understanding How to Govern AI Development Medium

A confirmed security regression requires withholding release and restoring the prior baseline before operational use.

The question

A public benefit agency integrates a decision-support model with a new case-management API. Security testing finds that the integration exposes sensitive prompts in logs. The release cannot proceed until the existing security baseline is restored. Which action is most appropriate?

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  1. Ask the supplier to monitor logs after deployment and report anomalies.
    Post-deployment supplier monitoring leaves the known exposure active and does not satisfy the requirement to restore baseline security first.
  2. Measure accuracy differences before deciding whether exposure matters.
    Accuracy evidence cannot resolve a confirmed confidentiality regression or justify releasing a system below its security requirement.
  3. Deploy with additional reviewer training while logging remains exposed.
    Human review does not correct sensitive data exposure created by integration logging or restore the required security baseline.
  4. Block release and restore the prior security baseline. ✓
    Blocking release and restoring the baseline directly addresses the confirmed security regression before affected public-benefit operations continue.
The trap
When a release condition is explicit, choose the action that satisfies it before adding secondary monitoring or training.

How to remember it

A confirmed security regression requires withholding release and restoring the prior baseline before operational use.

How many of these would you get right?

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More Understanding How to Govern AI Development questions

Part of the Certsqill AIGP question bank · Understanding How to Govern AI Development · Every answer, right and wrong, comes with its own explanation.