Python + Agents: Building your first agent in Python
In the first session of our Python + Agents series, we’ll kick things off with the fundamentals: what AI agents are, how they work, and how to build your first one using the Microsoft Agent Framework.
We’ll start with the core anatomy of an agent, then walk through how tool calling works in practice—beginning with a single tool, expanding to multiple tools, and finally connecting to tools exposed through local MCP servers.
We’ll conclude with the supervisor agent pattern, where a single supervisor agent coordinates subtasks across multiple subagents, by treating each agent as a tool. Along the way, we'll share tips for debugging and inspecting agents, like using the DevUI interface from Microsoft Agent Framework for interacting with agent prototypes.
Prerequisites: To follow along with the live examples, sign up for a free GitHub account. If you are brand new to generative AI with Python, start with our 9-part Python + AI series, which covers LLMs, embedding models, RAG, tool calling, MCP, and more.
📌 This event is a part of a series, learn more here: https://aka.ms/PythonAgents/YT
Microsoft Agent Framework: https://learn.microsoft.com/agent-fra...
Chapters
00:00 – Welcome & Session Overview
01:00 – Python + Agents Series Introduction
03:20 – What Is an Agent & Why It Matters
13:45 – Agent Frameworks & Tool Calling Fundamentals
24:40 – Building Agents with Microsoft Agent Framework
33:00 – Multi-Tool Agents & Dev UI Demo
43:10 – MCP Server Integration
50:40 – Middleware & Advanced Agent Control
58:40 – Multi-Agent Architectures & Wrap-Up
#microsoftreactor #learnconnectbuild
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