Today’s construction AI is more than just a smart indicator. If you really want to move from playing with standalone tools to building integrated systems that actually work with your data, our new crash course freecodecamp.org A YouTube channel is exactly where you need to start.
Mastering Chords (Recovery Enhanced Generation)
Everyone is talking about the rag, but many people struggle to understand how it works. This course begins by breaking down ways to integrate a model with your private information. You will learn how to convert documents into embeddings (mathematical representations of meaning) and store them in vector databases such as Chroma.
The course also covers the “Problem of Health”. You’ll learn why simply uploading a large PDF doesn’t work and how to use chunking strategies to ensure the AI ​​has the right paragraphs to answer a user’s question.
Coordination with MCP
Although the rig gives AI knowledge, the Model Context Protocol (MCP) gives it the ability to coordinate actions. MCPAI allows agents to interact with third-party software, databases, and local files. Instead of writing custom code for each API, MCP provides a standard way for agents to discover what a server can do and then perform tasks.
You’ll learn how to build your own MCP server and client using the Python SDK, giving your AI the “hands” it needs to perform real-world tasks.
View the full course freecodecamp.org YouTube channel (2 hour clock)