OpenAI Responses Structured Outputs with Go: Schema Evolution, Bad-Case Fallbacks, and Gradual Rollback

The hardest part of Structured Outputs is not getting JSON once. It is surviving schema changes without turning production into a small fire with excellent logs and terrible business results. Once a Go service starts evolving prompts and response contracts, the usual failure modes show up fast: a new required field breaks older consumers, an enum expands and strict validation kills valid requests, or one bad sample drags the whole chain into retries and rollback panic. ...

March 11, 2026 · 6 min · mengboy