Skip to content
AI Security

Interview question · Application & API Security

Your company wants an AI tool to open security-fix pull requests. How do you evaluate it and roll it out?

A patch that makes the scanner go quiet is not the same as a patch that fixes the bug. The interview is about how you would tell the difference at scale, and what the tool itself can be tricked into doing.

hardNewPreparation tags: Google DeepMind, OpenAI, MicrosoftUpdated Nov 2026

A patch that makes the scanner go quiet is not the same as a patch that fixes the bug. The interview is about how you would tell the difference at scale, and what the tool itself can be tricked into doing.

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.

10 answers per topic instead of 5, plus saved progress and bookmarks · costs nothingor unlock all 529 remaining answers · $25

Every worked answer in all 17 topics, every lesson in every course, the full concept curriculum, the complete practice-test bank, and the downloadable security field guides.

6 months · One payment · No auto-renewal

What if · the follow-ups in this answer

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

An engineering director wants to enable an AI tool that automatically opens fix pull requests for every static-analysis finding across 600 repositories, and reports that it closed 3,000 alerts in its first month of trial.

  1. What does 3,000 closed alerts actually tell you?
  2. How would you measure patch correctness?
  3. What if a contributor adds a comment that tells the tool to remove an authentication check?
  4. What rollout do you recommend?

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 trackHow does bot management decide a request is automated, and how would you protect a login or checkout from bots?Next in this trackA team shipped an app built with an AI app builder. What would you check first, and why do these apps leak data so often?Next in this trackWhy are browser extensions a supply-chain risk, and how would you control them across a company's browsers?
DISCUSSION · 0

No comments yet. Share a correction or a different way to answer it.