AI coding assistants are transforming how developers work, offering unprecedented productivity gains through intelligent code generation, refactoring, and debugging. This comprehensive guide delves into building your own AI coding assistant using FastAPI, a modern, high-performance Python web framework. We’ll explore the architecture, integrate large language models (LLMs), implement real-time streaming, and discuss deployment strategies to empower developers with powerful, custom-built AI tools.