This repository is a comprehensive educational course titled 'AI Agents for Beginners', structured as a collection of Jupyter notebooks and code samples. It functions primarily as an ML notebook collection and tutorial suite rather than a deployable application or library. The content focuses on teaching the Microsoft Agent Framework (MAF) and Azure AI ecosystem, covering topics from basic agent concepts to advanced protocols like MCP and A2A. The codebase is organized into 18 lessons, each containing Python and .NET code samples, documentation, and images. It relies heavily on external cloud services (Azure AI Foundry, Azure OpenAI) and rapidly evolving AI standards, making it a high-quality learning resource but one with significant dependency volatility.