In this video, Zach walks through building a FastAPI server that features a chat GPT-like interface. He starts with a simple "Hello World" endpoint and gradually enhances the application by adding an HTML interface and integrating a Milvus vector database for retrieval-augmented generation (RAG). Zach also addresses some common issues, such as dependency management and connection errors, while emphasizing the importance of being skeptical of AI-generated code.