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The RAG Compass

A visual, first principles masterclass on retrieval: one mental model that runs from a bare baseline to what the best companies ship in production.

PDF AIE AI Engineering · 105 pages · Added July 2026
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The RAG Compass

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.

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Sampreeth Avvari

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Sampreeth Avvari

AI Engineer · New York, NY

If this helped, the best thanks is telling me what to write next. Or just say hi.