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The Instructor Python library utilizes Pydantic to extract structured JSON data from AI models. This guide explains how function calling prevents conversational.

Pydantic AI is a Python framework that uses data validation to build reliable AI agents. This guide explains how to use type hints to ensure structured LLM outputs.

Hugging Face serves as a central platform where developers host, test, and deploy AI models and datasets. This guide explains its role as the GitHub of machine learning.

This guide explains how vLLM accelerates Large Language Model serving using PagedAttention to optimize memory management and reduce latency for hardware setups.

Ollama is an open-source tool for running large language models locally. This guide explains how to install the software, ensure data privacy, and avoid fees.