A question before the hint
Draft issue 001: what a tutor should know before it decides how to help.
Adaptive AI tutoringadaptation
One concept, several places to begin. Follow the connections across research streams and content types.
SOLO transition structures and the resolution of adaptation
How fine a change in demonstrated reasoning can a tutor respond to?
Adaptive AI tutoringWhy solution leakage is not enough to measure adaptation
A tutor can withhold the answer and still fail to respond to the learner.
Adaptive AI tutoringSame Error, Different Learner
A counterfactual benchmark of LLM adaptation to demonstrated learner reasoning.
Adaptive AI tutoring