Structured Outputs and JSON Schemas: A Field Guide

By C.W. Jameson · Published 5 April 2026 · Last reviewed 28 April 2026

Constrained decoding is not magic. Here is what actually guarantees schema adherence and what just reduces violations.

How to reliably get valid JSON from language models: schemas, constrained decoding, and validation strategies.