Absolutely. The calculator is a tool to help you solve a problem. If you don’t understand the problem, then at best you can’t confirm if the answer is correct or not, and at worst the entire exercise is completely lost on you.

The same applies to LLMs. Sure you can get them to spit out code, but unless you understand the code it might be tough to verify that it does what you want. Further, if the code needs adapting (as it often does) then you are shit out of luck if you don’t understand it.

Sure you can ask the LLM to make changes, but the moment something goes wrong in the prompt you have an error sitting there polluting all future output.

As an autist i can it agree more, understanding something is a requirement for me to do well.

So much of my struggles in school where based on using formulas without knowing why or whats behind them, not understanding the broader practical implications and intended goals of assignments, i was just told to just do them, the way it is asked with the formulas i was given (or was forced to remember). Lost motivation, my will to live even, spiraled and crashed hard in the end.

I got better, now i am sitting here scribbling all kinds of math in my little black book as a way to relax. I dont watch “tv” but i wont miss a kurtzegesagt or a veritasium.

I inherently love science, in major contrast to my later high school grades.