structured-outputs

Pydantic AI explained: the type-safe Python framework for production LLM apps. Features, code examples, and how it compares to LangChain.

JSON mode guarantees valid JSON. Structured Outputs guarantees the right shape. Here's the difference and when to use each in 2026.