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Outlines

Outlines is a Python library for structured prompt generation using type constraints, regex, or grammars to ensure deterministic LLM outputs.

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DSPy

DSPy is a framework from Stanford NLP for structured LLM programming. It lets developers define declarative modules that automatically optimize prompts, reasoning, and retrieval.

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TensorFlow Hub

TensorFlow Hub is a curated repository of pretrained machine learning models optimized for TensorFlow and serving pipelines.

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