When relational-looking output no longer implies relational understanding
A polished explanation is an artifact to examine, not a transparent window into understanding.
Adaptive AI tutoringSOLO
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 tutoringStructure is not the same as factual correctness
Two dimensions that a reasoning-adaptation benchmark needs to keep separate.
Adaptive AI tutoringSame Error, Different Learner
A counterfactual benchmark of LLM adaptation to demonstrated learner reasoning.
Adaptive AI tutoring