Advanced
Round: GenAI/LLM depth + design follow-ups (required) · Difficulty: at-level → stretch for mid-level; at-level for senior
Practice
Interview prep
8 question banks with 187 items in all. Answer out loud first, then compare with the notes.
How to read the labels
Every question carries a label that says where it comes from. Check it before you rely on a question.
- Verified company-specific
- A company is known to ask it, and the page cites a source you can open. Only these may say a company asks something.
- Common industry pattern
- The topic comes up again and again across interview guides and the field. The wording and the order are ours.
- Generated practice
- We wrote it as practice. It is good rehearsal, but it is not a report of what anyone asked.
Star priorities are judgment, not data. A ★ rating says how much we think a question matters. It is not measured from real interviews, so check the current process of any company you are preparing for.
Question banks
GenAI Coding Round
Round: Coding (required) · Difficulty tags relative to mid-level AI/GenAI engineer
Fundamentals
Round: GenAI/LLM depth (required) · Difficulty: below-level to at-level for a mid-level AI/GenAI engineer
Intermediate
Round: GenAI/LLM depth (required) · Difficulty: at-level for mid-level AI/GenAI engineer
Product Company Level (GenAI System Design)
Round: GenAI system design (required) · Difficulty: at-level (mid) / stretch (mid) / at-level (senior)
Projects, Resume & Behavioral (GenAI)
Rounds: Resume/Projects (required) · Behavioral (required)
Scenario Based
Round: GenAI/LLM depth + production debugging · Difficulty: at-level
Top 100 Priority Questions (GenAI Engineer)
Rounds: GenAI/LLM depth · GenAI system design · Resume/Projects (required) · Coding and Behavioral are in their own banks.
Study the interview path
Interview preparation across the course: fundamentals, RAG, agents, safety, production and system design. It covers 24 lessons, about 13 hours.