Lesson 1 · 9 min
The 2026 AI engineering interview landscape
What teams actually screen for in 2026. The five interview formats most AI engineering loops use, and what separates a strong candidate from a passable one.
The five formats you'll see
Most 2026 AI engineering loops are some combination of:
- Prompt-design exercise. Given a brief, write a working prompt against an eval set. Often live, sometimes a take-home.
- Eval-design discussion. "How would you know your prompt was good?" The single most discriminating question in the loop.
- System design — RAG or agent. A whiteboard exercise on a realistic product.
- Debugging exercise. Broken prompt, broken eval, broken pipeline. Find and fix.
- Behavioral / decision-making. Trade-offs between RAG vs fine-tuning vs prompting; cost vs quality.
No loop covers all five. Most cover three. The decisive ones are eval-design and system-design — they reveal whether you've actually shipped, or just read about it.