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AI Security

Interview question · How LLM Systems Work

How would you use Google's Secure AI Framework (SAIF) and its risk map to choose controls for a new AI product?

A framework is only useful if it changes decisions. The scored answer maps the product onto SAIF's components, picks the risks that apply, and assigns controls to whoever can actually implement them.

mediumNewPreparation tags: Google, Google DeepMind, DatabricksUpdated Nov 2026

A framework is only useful if it changes decisions. The scored answer maps the product onto SAIF's components, picks the risks that apply, and assigns controls to whoever can actually implement them.

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

An architect asks how Google's Secure AI Framework (SAIF) and its risk map could help review a new product that fine-tunes a hosted model and adds an agent with tools.

  1. What is SAIF and who publishes it?
  2. How do you locate this product on the map?
  3. Which risks would you prioritise here?
  4. What if teams already use OWASP lists and MITRE ATLAS?
  5. What does the risk map not do?
  6. How would you combine them into one review?

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 trackCan fine-tuning remove a model's safety behaviour? What does that mean for a product team?Next in this trackHow are spam, fraud and malware classifiers trained, and how do attackers evade them?Next in this trackYour application routes requests between several models and falls back when one fails. What are the security risks?
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