FM
Fabian Muoghalu
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2025-03-18·5 min read

Designing Context-Aware RAG Pipelines with Python, FastAPI, and ChromaDB

PythonFastAPIRAGLangChainVector DB

Overview

Retrieval-Augmented Generation (RAG) grounds LLM responses in real enterprise data, drastically reducing hallucinations.

Here is an architectural walkthrough of building a RAG Agent pipeline with FastAPI, LangChain, and ChromaDB.