Outlines

Outlines is an open-source library for structured generation with LLMs. It uses finite-state machine guided generation to guarantee that LLM outputs conform to a JSON schema, regex pattern, or grammar — with zero retry loops. Unlike prompt-based approaches, Outlines constrains token sampling directly, making structured output 100% reliable. Works with vLLM, transformers, and llama.cpp.