Building a Multi-Agent Code Refiner with LangChain, FastAPI & MongoDB

Introduction In early 2025, I set out to build something beyond a toy AI demo. I wanted to explore the frontier of agentic AI - systems where multiple language model agents collaborate like a real software team. The result? A full-stack Multi-Agent ...