Your AI agent calls tools, returns structured data, and loops until it gets a result — but wiring all of that together by hand is a nightmare. Pydantic Agent gives you a clean, typed interface.
Fire off 50 async tasks and one timeout can bring down 49 others. asyncio.TaskGroup fixes this with structured concurrency — here are the patterns that matter in 2026.
