Interview Prep¶
Everything you need to interview for AI Engineer / Agent Engineer roles — organized by round type.
How to use this section
Do the courses first for depth. Use this section in the 2–4 weeks before interviews to convert that depth into crisp answers and whiteboard-ready designs.
Sections¶
| Section | Covers |
|---|---|
| Agent System Design | "Design a coding agent", memory, tool routing, multi-agent trade-offs |
| LLM Fundamentals Q&A | Transformers, attention, sampling, fine-tuning vs RAG, common gotchas |
| Coding Rounds | Implement attention, a RAG pipeline, an agent loop from scratch |
| Behavioral & Portfolio | Telling the story of your projects; what interviewers probe |
The interview loop at most AI companies¶
- Screen — LLM fundamentals + one coding question
- Coding — implement a component (tokenizer, attention head, eval harness)
- System design — design an agentic system end to end
- Behavioral — depth on your own shipped projects
Work in progress
This page is a scaffold — worked examples and depth are being added. Want to help? Grab a good first issue or read the contribution guide.