LLM Structured Output in 2026: Stop Parsing JSON with Regex and Do It Right

Your LLM returns beautiful prose when you need a JSON object. Sound familiar? A deep dive into structured output across OpenAI, Anthropic, and Gemini — with Pydantic, Zod, battle-tested patterns, and every production pitfall we've hit so we don't have to.