CoLearn: An Agentic Tutor that Learns its Learner in a Human--AI Co-Learning Loop

Kailai He, Zhihao Wu, Linhai Zhang +3

Good tutoring adapts to the individual: it tracks what a learner knows, notices why they go wrong, and asks the next question that will help most. Most deployed tutoring tools inst…