Use the LLM to code away the boilerplate if you must, but get stuck in and deal with the novel stuff and get yourself the dopamine hit of doing the hard thing.

Sure, get an LLM to suggest an approach, but how can you feel joy when you've turned yourself into a system architect working with a particularly stupid and relentlessly optimistic bunch of idiots who never really learn?

You can choose how you do your work. You have autonomy. So, choose.