When I programmed for a living, I found coding quite tedious and preferred to start with a mix of English and mathematics, describing what I wanted to do, and then translate that text into code. When I discovered Literate Programming, it was significantly closer to my way of thinking. Literate programming was not without its shortcomings and lacked many aspects of programming languages we have come to rely on today.
Today, when I write small to medium-sized programs, it reads mostly like a specification, and it's not much bigger than the code itself. There are instances where I need to write a sentence or brief paragraph to prompt the LLM to generate correct code, but this doesn't significantly disrupt the flow of the document.
However, if this is going to be a practical approach, we will need a deterministic system that can use English and predicate calculus to generate reproducible software.