[bt1a]

Yet theyre fantastic personal tutors / assistants who can provide a deeply needed 1:1 learning interface for less privileged individuals. I emphasize 'can'. Not saying kids should have them by their side in their current rough around the edges and mediocre intelligent forms. Many will get burned as you describe, but it should be a lesson to curate information from multiple sources and practice applying reasoning skills!

[darkwater]

I agree with your take, and I personally used Claude and ChatGPT to learn better/hone some skills while interviewing to land a new job. And they also help me get unstucked when doing small home fixes, because it's a custom-tailored answer to my current doubt/issue that a normal web search would make much more complicated to answer (I had to know more context about it). But still, they get things wrong and can lead you astray even if you know the topic.

[AIPedant]

My dad taught high school science until retiring this year, and at least in 2024 the LLM tutors were totally useless for honest learning. They were good at the “happy path” but the space of high schoolers’ misconceptions about physics greatly exceeds the training data and can’t be cheaply RLHFed, so they crap the bed when you role play as a dumb high schooler.

In my experience this is still true for the reasoning models with undergraduate mathematics - if you ask it to do your point-set topology homework (dishonest learning) it will score > 85/100, if you are confused about point-set topology and try to ask it an honest (but ignorant) question it will give you a pile of pseudo-mathematical BS.