What I give students in their first week of mentoring — and why these two books
I studied Arabic for six months and went through the grammar book 12 times. By the twelfth pass something finally started to stick. That's when it hit me: maybe I was just learning the wrong way.
So I hand my students these two books right away — in the first week of mentoring, before anything else. So they don't repeat my mistake: first build the skill of learning itself, and only then pile on the subject.
Why most people learn inefficiently
Nobody teaches you how to learn. They throw you straight into the subject and everyone copes as best they can. From the outside it looks like a filter by talent: this one gets it, that one doesn't. But the skill of learning can be trained. Nobody ever just explained how.
My mistake was simple: I thought there was only one way — reading. The more you read, the more you remember. That's self-deception. The brain takes in what you read and dumps it right away. You can tell yourself I read it, I get it — but that's short-term memory, not knowledge.
There are plenty of tools — daily logs, Anki, notes, a knowledge base. But all of it works only if you understand how to learn. That's why the first week is these two books — the foundation under everything else.
Book 1: "A Mind for Numbers" — Barbara Oakley
Oakley was a humanities person who retrained as an engineer at 26. The book is about how the brain works. Explained clearly, with real-life examples — no fluff.
The main thing I took from it — the two modes of thinking. Focused — you're actively working on a problem. Diffuse — you go for a walk, take a shower. Insights are born in the diffuse mode; the brain keeps working in the background.
For years I lived only in focused mode. Always busy, always solving something. By evening even easy tasks wouldn't go — my brain was fried. I added alternation: a couple of hours on the hard stuff, a couple on the light. Evening walks stopped feeling like wasted time. The productivity swings disappeared.
Another thing from Oakley — the Feynman technique. If you can't explain a topic in simple words, you haven't understood it. I use this at every review: I ask the student to explain a topic to me as if I were a beginner. The real gap shows up immediately.
Book 2: "Ultralearning" — Scott Young
Young completed MIT's Computer Science program in 12 months — on his own, without officially enrolling. The book is his system. With Oakley you understand how the brain works; with Young — how to put it to use.
Metalearning: before you start, spend 10% of your estimated time on research. What exactly do you need to know? How do professionals study it? Which resources are the best? For every topic I put together a roadmap. You see where you are now, what's next, where the gap is.
Directness — learn in the real context. Want to write a Go API — open the editor and write an API. With Arabic I screwed this up myself: I studied grammar but barely spoke. Zero practice. The result matched.
Active recall — rereading notes is an illusion of learning. Close the book and reproduce it from memory. The effort of recalling strengthens neural connections far better than passive reading. When I started closing the Arabic book and explaining a rule in my own words, then trying to actually talk about it with someone — progress came within a month. Before that I'd been stuck for half a year.
How to apply it from day one
- Read about active recall — that same day, close your notes and reproduce them from memory.
- Read about directness — pick one real task and do it. Don't read more.
The 70% rule: prepare up to 70% and go. Students often get stuck in prep even when they're already ready. Better to do it well enough and get feedback than spend another month chasing perfect. The market won't wait.
Bottom line. These two books are about how the brain works when you learn. Everything after them sinks in faster. That's exactly why they come in the first week. Take one technique. Active recall, Feynman, metalearning — doesn't matter. Try it today.
