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SQLModel: Simplifying SQL Databases in Python with Pydantic and SQLAlchemy
SQLModel is a Python library designed for intuitive, compatible, and robust interaction with SQL databases. Built on Pydantic and SQLAlchemy, it streamlines database operations, especially within FastAPI applications, by leveraging Python type annotations. It aims to minimize code duplication and enhance developer experience with excellent editor support.

Instructor: Structured Outputs for LLMs with Pydantic and Python
Instructor is a powerful Python library designed to simplify obtaining structured outputs from Large Language Models (LLMs). By leveraging Pydantic, it provides robust validation, type safety, and IDE support, eliminating the need for manual JSON parsing, error handling, or retries. This tool streamlines the process of extracting reliable, structured data from any LLM provider.

Instructor: Structured Outputs for LLMs with Pydantic and Python
Instructor is a powerful Python library that simplifies extracting structured data from Large Language Models (LLMs). It integrates Pydantic for robust validation, type safety, and IDE support, eliminating the need for manual JSON parsing, error handling, and retries. This tool provides a streamlined and reliable way to get structured outputs from any LLM.