๐ŸŒฟ Sage Stage

The Human in the Middle

This workshop is about building with AI while accountability stays on the human side. Some classroom tools close the loop child โ†’ AI โ†’ child, and the teacher becomes the meat between the student and the screen โ€” the machine quietly making decisions that belong to a person. The other topology keeps a human answerable at every joint: the teacher witnesses, a human evaluates, the output flows home. The AI is the typist at the edge, never the judge in the centre, and never doing your bidding on a decision you own.

Slides, materials and the tools shown in the session will appear on this page after it runs. In the meantime, the taster is open โ€” everything it does stays on the machine in front of you, which is rather the point.