LLM structured output is reliable now. The reliability problem just moved.
Constrained decoding eliminated JSON syntax failures in LLM structured output. The reliability problem has moved to semantics: four failure classes that valid JSON hides, and the runtime patterns that catch them.
By FlowVerify Editorial Team