Or, as I like to put it: I need to activate my personal transformers on my inner embeddings space to figure what is it I really want. And still, quite often, I think in terms of the programming language I'm used to and the library I'm familiar with.
So, to really create something new that I care about, LLMs don't help much.
They are still useful for plenty of other tasks.