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About

The idea behind the courses.

Computational Thinking is a family of courses on using AI effectively and responsibly — one for schools, one for law students — built on a single conviction: clear thinking is what makes AI safe to use.

The guide

Who teaches this

Draft bio

Part technologist, part storyteller, your host has spent years building and explaining AI systems — and watching smart people get fooled by them. The conviction behind these courses is simple: the skills that protect you from a confident-but-wrong human are the same skills that protect you from a confident-but-wrong machine.

The courses blend computer science, statistics, psychology, and a fair amount of theatre — pitched for teenagers in one track and for future lawyers in the other, but built on one idea: understand the machine well enough to stay in charge of it.

The approach

Run the experiment, then mirror it

We don't lecture about bias — we trigger it live in the room, then catch an AI making the same mistake on the screen. Feeling the bug in your own head and seeing it in the machine is what makes the lesson stick.

Every idea ladders to one payoff: think clearly, so you can use AI well — prompt it, interrogate its output, verify it, and know where it must not be trusted.

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Two courses, one skill — pick the one built for your people.