AI Agent Interview Questions for 2 Years Experience

AI Agents are the hottest topic in 2025–2026 GenAI interviews, but most candidates confuse agents with chatbots. Interviewers at OpenAI and Anthropic want you to articulate the agent loop — perceive, plan, act, reflect — and explain when tool use justifies agent complexity over a simple chain.

Interviewers want a practical comparison, not marketing.

A production AI coding agent typically includes:

AGENTS.md is becoming the de facto 'README for agents.'

Product teams shouldn't each reinvent agent security.

AI observability extends classic APM.

Medium agents platform question on reusable skill packs and governance.

Medium AI Agents interview question on agent ux: streaming plans and progress — architecture, trade-offs, eval, and production patterns.

Medium AI Agents interview question on tool schema design and versioning — architecture, trade-offs, eval, and production patterns.

Easy AI Agents interview question on when not to use an agent — architecture, trade-offs, eval, and production patterns.

Medium AI Agents interview question on agent tracing and replay debugging — architecture, trade-offs, eval, and production patterns.

Medium AI Agents interview question on agent cost caps and budget controllers — architecture, trade-offs, eval, and production patterns.

Medium AI Agents interview question on coding agent diff review policies — architecture, trade-offs, eval, and production patterns.

Medium AI Agents interview question on stateful agents across sessions — architecture, trade-offs, eval, and production patterns.

Medium AI Agents interview question on agent failure modes and recovery — architecture, trade-offs, eval, and production patterns.

Medium AI Agents interview question on parallel tool calls and fan-out — architecture, trade-offs, eval, and production patterns.

Medium AI Agents interview question on research agent with citations — architecture, trade-offs, eval, and production patterns.

Medium AI Agents interview question on openai swarm / agents sdk patterns — architecture, trade-offs, eval, and production patterns.

Medium AI Agents interview question on swarm vs supervisor multi-agent design — architecture, trade-offs, eval, and production patterns.

Medium AI Agents interview question on idempotent tool execution — architecture, trade-offs, eval, and production patterns.

Medium AI Agents interview question on stopping criteria and infinite loop prevention — architecture, trade-offs, eval, and production patterns.

Medium AI Agents interview question on human-in-the-loop agent workflows — architecture, trade-offs, eval, and production patterns.

Medium AI Agents interview question on tool calling design best practices — architecture, trade-offs, eval, and production patterns.

Medium AI Agents interview question on plan-and-execute vs react — architecture, trade-offs, eval, and production patterns.