custom tutors

While AI is being used to make self-tests, study aids, and a wide range of other learning materials, tutoring systems have arguably the most potential to improve student understanding and performance. Programmed to mimic human tutors, these systems engage in a Socratic dialogue with the

Large language models can explain concepts, summarize readings, and even generate practice problems. But developing professional expertise—the kind of strategic thinking, judgment, and problem-solving that distinguishes novices from experts—requires more than content delivery. It requires coaching. When we wanted to give students more access to