Most RAG demos look great. Most production RAG systems hallucinate. Here's what changed when I shipped mine.

Embedding vs referencing, when to denormalize, and the mistake I keep seeing in MERN starter repos.

A decision tree based on 30+ pipelines I've shipped — what each tool is actually good at.

Two years ago, a client told me something I still think about.