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AI Security

Interview question · Security Foundations & Threat Modeling

AI models can now find and exploit vulnerabilities far faster than before. What should a security programme change?

When finding a bug costs a few dollars of compute, the defender's advantage has to come from somewhere else. A staff-level answer says exactly where.

expertNewPreparation tags: Anthropic, Google DeepMind, OpenAIUpdated Nov 2026

When finding a bug costs a few dollars of compute, the defender's advantage has to come from somewhere else. A staff-level answer says exactly where.

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 5 follow-ups like an interviewer would

A board member reads that an AI model completed a simulated corporate network attack end to end and asks the CISO what the company is doing differently. The company has 1,200 internet-facing services, a 30-day patch SLA and mostly C++ in its core product.

  1. What does the evaluation result actually show?
  2. Which current setting worries you most?
  3. What do you do about the C++ product?
  4. What if an exploit lands anyway?
  5. What does the CISO tell the board?

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.

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