AI Engineer Interview Kit

Questions, worked answers and a 2-week prep plan for AI/LLM engineering interviews

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What's inside

  • 120 interview questions across 12 chapters, from LLM fundamentals, RAG and evals to agents, system design, safety, fine-tuning, multimodal and coding rounds
  • A worked answer for every question, plus what the interviewer is testing and the follow-ups they are likely to ask
  • Every question tagged by level (junior to staff) and company type (AI lab, AI startup, big tech, enterprise)
  • Back-of-envelope maths you can do live: token costs, KV-cache memory, fine-tuning memory
  • A 14-day prep plan with a daily reading, practice questions and a hands-on task
  • Behavioral questions specific to AI roles, with story structures you can adapt

Who it's for

  • Software engineers moving into AI/LLM engineering roles
  • AI engineers preparing for a job change at a lab, startup or big tech company
  • Hiring managers who want a structured question bank for AI engineering loops

Who it isn't for

  • ML researchers preparing for research-scientist interviews on model training theory
  • Anyone looking for leaked questions from specific companies: the questions are representative, not copied

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