Learning to code is a must. You need to know what is possible or easy to know how much you can ask.
What will be less important is to keep your sword sharp.
I notice that if code less for some time I do more one-off errors, copy/paste mistakes etc. With llm keeping the coding skill warm is less important but I cannot imagine doing my work - even with Fable if I didn't know how to do it without him