[what-the-grump]

I think only time will tell? Let me flip this on it's head.

LLMs allow me to tackle stuff I have no business tackling because the support from the LLM for the task far exceeds google / stack overflow / [insert data source for industry or task].

Does the concept sink in? Yes and no, I am moving too fast most of the time to retain the solution.

When the task is complex enough and LLM gets it wrong, oh boy is it educational, not only do I have to figure out why the LLM is wrong, I have to now correct my understanding and learn to reason against it.

I was a very bad student, most of the classes didn't make sense to me, bored me out of my mind, I failed a lot. Do I ever feel that way when talking to Chatgpt about a task I have no idea how to solve? No, and guess what we figure it out together.

Another data point, my english writing has improved by using chatgpt to refactor / reformat, more examples, mostly correct english structure. Over time stuff sinks in even if you are not writing it, you are still reading it, and editing.

Lets take code for a minute, is it easier to edit someone else's code or your own? So everyone that has to dive deep into troubleshooting chatgpt's code is somehow dumb/lazy? I don't think so, they are at least as smart as the code.

What would happen if we made a curriculum around using chatgpt, how far would I get in chem 1 if I spent 90 minutes with chatgpt prompts prepared by a professor and a machine that never gets tired of explaining / rephrasing until I get it?

[augment_me]

I get your point and I agree with it, I don't think this flips anything. What you are describing is an engaged, motivated student who is using the tools for learning when the traditional system did not suit them. I am actually the same, had shit grades, and found traditional lectures pointless.

What I am describing in what I and many colleagues have run into are students who are not engaged or motivated with their work because there is a path of much less resistance, and are using the LLMs to pass learning moments with minimal effort.

When you choose to edit the code of the LLM instead of feeding it all back to it with the added prompt "it does not work, fix it", you have already made a choice in learning.

edit; I do agree on the curriculum change, however, there is a time-window now before there has been a consensus on the new ways of learning and political action from the universities where the learning is to a much higher degree in the hands of students than the universities. And this power can lead both ways to a higher extent than before when the university was in control of this.