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Notes on teaching maths one-on-one, in the age of AI

We teach maths one-on-one online, with AI tools inside the lesson. These are the ideas we are working through, most of them interactive so you can test them yourself.

Interactive essaySeptember 2026

What will one-on-one tutoring look like in 2030?

Three possible futures for tutoring, a lesson broken into its tasks, and a model you can run with your own predictions about AI tutors.

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Interactive explainerSeptember 2026

Master the tweet: agents, defaults and the delta

What an AI agent actually is, why its default output is a floor everyone gets for free, and which parts of your advantage survive as the frontier moves.

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