Structured Output in Production: Using Constrained Decoding to Make LLMs Return Reliable JSON
A practical guide to structured output and constrained decoding for LLMs. Learn how to use JSON Schema, strict mode, post-hoc validation, retry strategies, and production monitoring to ensure stable, parseable structured results for information extraction, agent state management, and automated workflows, reducing online risks at the source.