> Let's not pretend that someone with prior software skills will be able to produce larger scale and/or higher quality work compared to someone with no experience.

This seems like a really confident prediction. It isn't true right now, why do you think it will be true in the future? Right now having knowledge and experience is a huge benefit to steering the LLM (it makes dumb decisions all the time still).