The Problem Nobody Talks About Loudly

Retrieval-Augmented Generation — RAG — has quietly become the default way to make LLMs actually useful with real-world documents. You index a PDF, embed the chunks, retrieve the relevant ones at query time, and pass them to the model. It works. People ship it.

But there's …