A recurring program combining red teaming: Which combination | AIGP
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A recurring program combining red teaming: Which combination of periodic activities best provides that

AIGP Understanding How to Govern AI Deployment and Use Hard

Recurring red teaming, threat modeling, and security testing keep safety and security assurance current against evolving threats.

The question

A high-risk AI system faces adversarial actors and an evolving threat landscape, and the organization must assure its ongoing safety and security over time. Which combination of periodic activities best provides that assurance?

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  1. A one-time penetration test performed at launch, treated as sufficient assurance because the system architecture rarely changes after its initial production release.
    Wrong because a single launch-time test cannot address threats that emerge and evolve after deployment.
  2. Ongoing collection of user satisfaction surveys, which capture perceived quality but do not probe for adversarial vulnerabilities or genuine security weaknesses in the system.
    Plausible but wrong because satisfaction data reveals nothing about adversarial or security exposure.
  3. Periodic accuracy benchmarking on the original validation dataset, which confirms baseline performance but overlooks the emerging security threats the scenario emphasizes.
    Plausible but wrong because accuracy benchmarking does not test for security or adversarial resilience.
  4. A recurring program combining red teaming, threat modeling, and security testing, scheduled and repeated as the system, its data, and the threat landscape evolve.
    Correct because recurring adversarial and security assessment keeps pace with changing threats and system changes.
The trap
Assuming a single launch-time test or non-security metrics can assure safety against an evolving threat landscape.

How to remember it

Recurring red teaming, threat modeling, and security testing keep safety and security assurance current against evolving threats.

How many of these would you get right?

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