Outlines

Outlines: structured JSON/regex/Pydantic LLM generation.

By Orchestra Research · Official Docs · Date unknown

Use Outlines when you need to:
- **Guarantee valid JSON/XML/code** structure during generation
- **Use Pydantic models** for type-safe outputs
- **Support local models** (Transformers, llama.cpp, vLLM)
- **Maximize inference speed** with zero-overhead structured generation
- **Generate against JSON schemas** automatically
- **Control token sampling** at the grammar level

Platforms: linux, macos, windows.

hermes skills install official/mlops/inference/outlines

• #skills
• #optional
• #mlops
• #prompt engineering
• #outlines
• #structured generation
• #json schema