I’ve found LLMs to be very good at teaching. Better than I expected.

You have to tell it what you want out of the session. A kid could just type in the question and get the answer, but that’s not tutoring.

When I use them for learning I tell it my goal, summarize my current status, and then tell it to teach me incrementally with a quiz after each step. You can get fancy and have it reach back into history to throw in extra refresher questions.

It uses very few tokens compared to a coding session so you can use the highest model for this and the usage is negligible. Using the top model available to you is important to keep things accurate. I wouldn’t have trusted this back in the GPT 4 or Sonnet days, but with Opus, Astra, or Fable it’s great.

For longer sessions set up a directory and have it keep notes about your progress, problem points, and what was covered in the past.