published: true
description: The complete journey of evolving a simple RAG system into a production-ready RAO Level 6 multi-agent framework with real code, challenges, and lessons learned.
tags: ai, python, opensource, rag
cover_image: https://dev-to-uploads.s3.amazonaws.com/uploads/articles/placeholder.jpg



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