The line, and what it means for a ten-year-old

In August 2025, on the People by WTF podcast, Nikhil Kamath asked Sam Altman what a young person should actually study. Part of Altman's answer:

“Right now learning how to use AI tools is probably the most important specific hard skill to learn and the difference between people who are really good at really AI native and think of everything in terms of those tools and don't is huge.”

(Sam Altman x Nikhil Kamath, People by WTF, Episode 13.)

Notice the word probably. Altman was making a bet, not reporting a finding, and so are we. Our version of the line is this: getting AI to do ambitious things, and do them right, is a hard skill, and children can learn it.

It is not a bag of tricks

“Using AI tools” sounds like knowing which button to press or which magic words to type. Those change every few months. What lasts is underneath them, and a ten-year-old can practise it.

Ask a child to describe a game. A typical answer: “a game where I dodge asteroids in space.” That sentence leaves out how fast the asteroids come, which keys move the ship, what happens when you get hit, and how the game ends. An AI will build it anyway. It fills each gap with a choice of its own and doesn't say which parts it made up.

The child plays it and something feels wrong. Maybe the ship is too slow. The skill is in the next three moves: noticing exactly what is off, saying it precisely enough to get it fixed, and next time saying it before the build instead of after.

Three habits, not one

Underneath “using AI tools well” we see three habits a child can build:

1. Say precisely what you want, including the parts that seem obvious to you.
2. Check whether the result is actually right, rather than whether it looks finished.
3. Say exactly what is wrong and how to fix it, instead of “make it better”.

None of these needs a child to read code. All of them need a child to think clearly about what they meant, which is a skill that also shows up in good writing and good maths.

What it is not

It is not the only skill that matters. Reading, writing, arithmetic and the patience to be bored for a while still matter, and an AI does not replace any of them. It is also not a reason for more screen time. An ayyayo lesson is short, and the child does the thinking and the talking.

It is one specific, learnable thing. We think it is worth starting at ten, while a child still enjoys asking questions and before accepting the first answer becomes a habit.

That is why Lesson 1 teaches a single rule. A child says it back in their own words before the lesson ends: if you don't say it, the AI has to guess it.