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[GitHub Trending] dottxt-ai/outlines

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Structured outputs from LLMs is a hot topic for AI agent orchestration; highly actionable and relevant.

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Summary

Outlines is an open-source Python library that guarantees structured outputs from LLMs during generation, not after. It supports any model backend (OpenAI, Ollama, vLLM, HuggingFace Transformers) with a unified API that accepts Python types, Pydantic models, or enums as output schemas. The library is trusted by NVIDIA, Cohere, and HuggingFace, and its .txt API for structured generation is in early access.

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dottxt-ai