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Prepare for your AI interview.

88 questions with model answers across LLMs, RAG, agents, security, production and system design — plus a design method, coding drills and a four-week mock-interview plan.

88
questions
11
topics
28
free to try
6
coding drills

Question bank by topic

Answers stay hidden until you click — try answering aloud first, then compare. Free topics are fully open; the rest show the questions and unlock with the subscription.

01Free
How AI Engineering Interviews Work

What interviewers score, the answer framework, behavioral stories and eight fundamentals questions with model answers.

8 questions
02Free
Prompting, Context & Structured Output Questions

Ten questions with strong answers on prompt design, context engineering, injection, versioning and cost.

10 questions
03Free
RAG Interview Questions

Ten questions on production RAG: architecture, chunking, hybrid search, reranking, evaluation, isolation and when not to use RAG.

10 questions
04Free
Agents & Tool-Use Questions

Ten questions on autonomy, workflows vs agents, stopping criteria, loops, resumability, tools and evaluation.

10 questions
05Free
MCP, Protocols & Multi-Agent Questions

Nine questions on MCP, tool registries and versioning, and when multiple agents are justified.

9 questions
06Free
AI Security Questions

Nine questions on prompt injection, exfiltration, authorization, red teaming, secrets and supply chain.

9 questions
07Free
Evaluation, Observability & Production Questions

Ten questions on evals, LLM judges, observability, reliability, cost, latency and incidents.

10 questions
08Free
Cloud & System Design Questions

A fully worked multi-tenant RAG design on AWS plus seven design and architecture questions.

7 questions
09Free
Staff, Architect & Leadership Questions

Nine questions on platforms, standards, migrations, governance, disagreements and failure stories.

9 questions
10Free
Coding Drills & Take-Home Exercises

Six worked coding drills (retries, similarity, RRF, dispatcher, chunker, rate limiter) and how take-homes are judged.

3 questions
11Free
Mock Interview Playbook

A four-week plan, an AI mock-interviewer prompt, a scoring rubric, three scenarios and a day-of checklist.

3 questions

How to use this

  1. 01

    Answer aloud first

    Read a question, answer in 90 seconds without notes, then open the model answer and compare structure and depth.

  2. 02

    Use the framework

    Clarify → requirements → baseline → data flow → failure modes → security → measure → trade-offs, every time.

  3. 03

    Mock it for real

    Run the four-week plan and the AI mock-interviewer prompt, and score yourself on the rubric after each session.

Prompts for your job hunt

More career prompts →