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Book 1 of 11 · The RAG Mastery Series

The AI Engineer

Build a Production RAG System with Python, LangChain, and ChromaDB

Build ShopBot from scratch — a production RAG assistant that answers from retrieved evidence, not training memory. Ten chapters, one complete system.

What's inside — and what you'll be able to build

Each chapter adds something your system can do that it couldn't do before.

  1. PrefacePreface
    Free
  2. Chapter 1The Problem With Brilliant Liars
    Free
  3. Chapter 2Before the First Line of Code
    Free
  4. Chapter 3What 1536 Numbers Actually Mean
    Free
  5. Chapter 4The Memory That Thinks
    Free
  6. Chapter 5Cut It Right
    Free
  7. Chapter 6The Right Answer Is Already There
    Free
  8. Chapter 7The Prompt Is the Product
    Free
  9. Chapter 8Give It a Door
    Free
  10. Chapter 9Four Questions Is Not a Test
    Free
  11. Chapter 10Ship It
    Free

Book 1 — Free, always

Every chapter. No account. No catch.

Most people decide in Chapter 1. If it doesn't show you something your current system is doing wrong, you're welcome to leave. We're confident you'll stay.

Start Chapter 1 →

The RAG Mastery Series

Core Books

Companion Series