Constrained Decoding: Architecture for Guaranteed-Valid LLM Output (2026) Posted by By MPRAUTO MPRAUTO July 8, 2026Posted inAINo Comments How constrained decoding guarantees valid LLM output: grammars, FSAs, token masking, JSON-schema enforcement, and where structured generation breaks in production.