The wrong type of fluency and the importance of friction
A few quick observations. When talking to MS or PhD students during seminar presentations or other scientific meetings, I sometimes notice that they answer questions about very concrete topics (e.g., mathematical models of memory) quite confidently and fluently . However, fluency is primarily verbal in nature. A lot of fluent sequences of words but without a genuine sense of understanding. I wonder if that is partly an LLM effect. All of us use AI these days. When you ask AI to explain something, it does so fluently but not always in the simplest words. The only solution to this that I can think of is the old-school pen-and-paper approach to reading papers, writing down equations and struggling to make sense of them, drawing simple pictures of how you think matrices transform through the equations of the models, etc. This is, of course, time-consuming. An LLM will spit out the answers in seconds, and you read the answer and go away with the feeling that you've understo...