You seem to be saying that you're getting a speed-up even in the first case, i.e. where you can write the code without having to think hard or look anything up. If so, how do you do it?
You got it mixed up. Yes I can write some code (multiply on paper) without looking it up but it will be slower than asking GPT and then doing cut and paste with maybe some little editing.