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AI Security

Interview question · AI Red Teaming, Evaluation & Response

How do you choose between AI red-team tools such as PyRIT, garak, promptfoo and Inspect?

Choose tooling from the evidence your workflow needs. Compare integration, effect scoring, state, data handling and maintenance using a representative authorized fixture.

mediumNewUpdated Nov 2026

Choose tooling from the evidence your workflow needs. Compare integration, effect scoring, state, data handling and maintenance using a representative authorized fixture.

Make your first attempt

What would you say before reading the answer?

  1. 01 State the assumptions your answer depends on.
  2. 02 Explain the mechanism and choose a control.
  3. 03 Name a condition that would change your decision.

The worked answer includes an approach, scoring criteria and follow-up questions. Compare the reasoning with your own.

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What if · the follow-ups in this answer

The answer works through 4 follow-ups like an interviewer would

In an original fictional tool review, a team must evaluate a booking assistant whose queued worker creates reservations after the conversation ends.

  1. What if a scanner can call the model endpoint but cannot observe reservations?
  2. What if the framework already supports custom tools and scorers?
  3. What if two tool runs report different failure rates?
  4. What would you put in the selection record?

Each rung has a nudge, a model answer, the principle that carries over and the weak answer to avoid. Premium opens every answer and ladder.

UP NEXT ON YOUR JOURNEY
Next in this trackDesign the escalation path and kill switch for an AI attack in progress.Next in this trackTwo teams each claim their prompt injection defence is better. How do you compare them fairly?Next in this trackHow do you preserve evidence in an AI incident when the logs contain sensitive prompts and personal data?
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