The thing that an AI tutor will have to be able to do is intuit when it’s appropriate to give a student an answer, and when to provide direction. I suspect that

The thing that an AI tutor will have to be able to do is intuit when it’s appropriate to give a student an answer, and when to provide direction. I suspect that it is more complex than “3 tries and provide the answer.” A human does this through building a relationship and understanding how their pupil learns. I don’t know how an AI model will do it.