Guide

RAG from Scratch: Building Retrieval-Augmented Generation Systems

A step-by-step guide to building production-ready RAG systems. Covers embeddings, vector stores (Chroma, Pinecone), chunking strategies, query transformation, and evaluation.

Mar 15, 2025 20 min

LangChain Blog

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This guide is hosted on LangChain Blog

A step-by-step guide to building production-ready RAG systems. Covers embeddings, vector stores (Chroma, Pinecone), chunking strategies, query transformation, and evaluation.

Read on LangChain Blog

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LangChain Blog

This guide was originally published on LangChain Blog on Mar 15, 2025.

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