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Instructor

python.useinstructor.com

Python library for getting structured outputs from LLMs using Pydantic, widely adopted across the AI ecosystem.

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Instructor is a Python library for getting structured outputs from LLMs using Pydantic models, widely adopted across the AI ecosystem as a foundational tool for reliable structured generation. Instructor handles validation, retries, and streaming for structured outputs across many LLM providers. Instructor has become a standard tool in the Python AI development stack.

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