Browsing: RAG

The most useful answer a RAG system can give is sometimes “that is not in this document.” But when asked…

A FAQ is already the answer, pre-written and paired with its question. Ask “What is my deductible?” and the right…

Retrieval-Augmented Generation (RAG) architectures have expanded considerably beyond the original retrieve-and-generate pattern over the last few years. Contemporary systems increasingly…

The user types “assurance décénale” and the document says “décennale.” One missing letter, and a literal search finds nothing. Real…

A support request lands in the queue, and something has to work out what it is about before anyone can…

When RAG retrieval disappoints, the advice AI engineers hear today is almost always “add a reranker”. Ask why a reranker…

right now goes into letting a model discover the structure of a document collection: read every file, pull out the…

way to build enterprise RAG, and it disagrees with a lot of standard practice along the way. RAG is not…

longer, and the advice that comes with them is simple: stop retrieving, put the whole thing in the prompt. On…

for taking a RAG system past one document is to build an index: one row per document, one column per…