LLM Inference Interview Questions, issue 8, Aug 6, 2026

The Multi-Agent Trap

Staff AI Engineer interview at Anthropic, and the interviewer asks:

Your team wants to split your agent into a planner, a coder, and a QA agent, ‘because that’s how real software teams work. Would you ship it?

Don’t say: Yes, specialization improves quality, just like a real engineering team.

Why dividing labor across planner, coder, and QA agents creates a lossy maintenance nightmare, and how elite teams unlock true multi-agent scaling through concurrent fan-out.

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