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instructor

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Extract structured data from LLM responses with Pydantic validation, retry failed extractions automatically, parse complex JSON with type safety, and stream partial results with Instructor - battle-tested structured output library

When to use

• **Extract structured data** from LLM responses reliably
• **Validate outputs** against Pydantic schemas automatically
• **Retry failed extractions** with automatic error handling
• **Parse complex JSON** with type safety and validation
• **Stream partial results** for real-time processing
• **Support multiple LLM providers** with consistent API

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