
Teaching
The RAG Compass
A visual, first principles guide to retrieval: one mental model that runs from a bare baseline to what the best companies ship in production.
What to expect
Everything in retrieval maps to one mental model, the five station compass, and this volume walks it end to end. It moves from the simplest baseline to agentic retrieval, weighs vector, graph, and vectorless approaches, tears down how real companies run RAG in healthcare, legal, and finance, and names the places where people usually go wrong. It closes with a 45 question interview dojo so you can test yourself on all of it.

Sampreeth Avvari
AI Engineer · New York, NY
If this helped, the best thanks is telling me what to write next. Or just say hi.

