A learning-science instrument for faculty

The Friction
Audit Studio

Every assignment hides one piece of thinking that must not be outsourced — the work that, if a machine did it, means nothing was learned. This studio helps you find it, protect it, and hand the rest to AI on purpose.

Free for 30 days, then $67 a semester. Card required to start. Cancel anytime in one click.

Cognitive Load Theory · Expertise Reversal · Vygotsky's ZPD · Chi's ICAP

The whole idea

Teaching with AI is the discipline of deciding which struggles to keep. Protect the struggle that is the point. Outsource the struggle that isn't.

Your decomposition appears here.

Paste an assignment above and unpack it — you might be surprised by what it could teach.