Structured Outputs in Production: Making JSON Schema Truly Usable with Constrained Decoding
A systematic guide to implementing structured outputs in LLM engineering, covering JSON Schema, constrained decoding, validation and retry, performance overhead, monitoring metrics, and common pitfalls to reduce parse failures and business risks.