I think the bottleneck can be summarized as verification and understanding. While that was the bottleneck before as well now it makes even more sense to find comprehensive ways to work with that. If you can quickly verify that the code is doing the right thing and that it is understandable, then you might achieve productivity increase.

And there's no good reason why LLM's can't at least partially help with that.