What should an AI tutor observe before intervening?
The timing of a helpful response may depend on what the system has actually seen.
Adaptive AI tutoringobservation
One concept, several places to begin. Follow the connections across research streams and content types.
From programming tutors to physical-world learning companions
A future direction that begins with observation, not with another answer box.
Adaptive AI tutoringThe Observe-First Adaptive Tutor
A proposed tutor that seeks useful evidence before choosing how to help.
Adaptive AI tutoring