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Building a Comprehensive RAG System: A Deep Dive Into Knowledge Architecture

Deep Dive · Apr 24, 2025 · 16 min read
TL;DR: This guide walks you through building a production-ready RAG system using FastAPI, ChromaDB, MinIO, and OpenAI. Learn document chunking, vector embeddings, hybrid search, and real-world deployment strategies. Introduction # As a .NET developer watching the AI landscape evolve, I found myself both excited and skeptical. When tools like Claude.ai and ChatGPT started offering out-of-the-box RAG solutions, I wanted to build my own system with full control over the implementation.
Building a Comprehensive RAG System: A Deep Dive Into Knowledge Architecture