← All series
The Open-Book AI
A plain-English series on RAG — the idea that turns forgetful chatbots into experts on your stuff. No code, one metaphor per article, honest about where it breaks. Start here.

- 017 min
Your AI Is a Genius With Amnesia
Why the smartest software ever built doesn't know your refund policy
- 026 min
The Open-Book Exam: What RAG Actually Is
The whole idea in one sitting
- 035 min
The Map Inside the Machine: How AI Understands Meaning
The most beautiful idea in modern AI, no math required
- 045 min
A Library With No Shelves: Vector Databases, Explained Without the Hype
Where two million meanings live, and how the right one comes back in twenty milliseconds
- 056 min
The Art of Cutting Up a Book: Chunking
The unglamorous step that decides everything
- 066 min
Ctrl+F for Meaning: How Retrieval Actually Works
Two kinds of search, one funnel, and a second interview
- 076 min
From Question to Answer: A RAG Pipeline in Slow Motion
The 900-millisecond journey, station by station
- 086 min
When RAG Lies: Why \"AI With Sources\" Still Gets It Wrong
Five failure modes nobody puts in the demo
- 096 min
Book, Study, or Bigger Desk? RAG vs. Fine-Tuning vs. Long Context
The argument your AI team keeps having, settled with one exam
- 106 min
RAG Is Already Running Your Life (and What Comes Next)
From library card to researcher