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AI Security

Interview question · LLM Application Security

Design abuse policy, reporting and enforcement for a consumer generative AI feature.

A trust and safety design question. The scored answer connects policy, detection, review, enforcement and appeals into one loop, and sizes it to the volume and the harm.

mediumNewPreparation tags: Meta, Google, OpenAIUpdated Nov 2026

A trust and safety design question. The scored answer connects policy, detection, review, enforcement and appeals into one loop, and sizes it to the volume and the harm.

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 6 follow-ups like an interviewer would

A consumer AI writing app is launching and needs a moderation and abuse programme before marketing starts.

  1. What should the written policy define?
  2. What enforcement mechanisms do you need at launch?
  3. What if abusers use many free accounts?
  4. How do you handle mistakes in enforcement?
  5. What if a serious incident goes viral?
  6. What programme would you set up?

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
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