#23 · Primary category: LLM Application Frameworks

outlines

cfg generative-ai json llms prompt-engineering regex structured-generation symbolic-ai

Structured Outputs

Project last updated:08/28/26

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License

Apache-2.0

Why we included this project

Outlines shapes what a language model can output while it is generating, so the result is valid JSON, text that matches a regex, or output conforming to a grammar on the first try. That removes the post-processing layer many teams build to patch malformed responses, code that tends to break whenever a model or prompt changes. The same generation code runs against hosted and local backends, so moving between providers is a configuration change rather than a rewrite. If your application needs reliably shaped output for function calling, form filling, or data extraction, this is a solid base to build on.

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