Retrieval-Augmented Generation: The Complete Guide

How RAG fixes the fundamental limitations of large language models - and becomes the foundation of every production AI system worth building. Large language models are remarkable at generating fluent, coherent text. They have absorbed billions of documents and can discuss almost any topic with apparent fluency. But beneath the surface lies a fundamental architectural constraint: LLMs are frozen at the moment of their