Yeah, an LLM applied to converting design docs to programs seems like, essentially, the invention of an extremely high level programming language. Specifying the behavior of the program in sufficient detail is… why we have programming languages.

There’s the task of writing syntax, which is the mechanical overhead of the task of telling the computer what to do. People should focus on the latter (too much code is a symptom of insufficient automation or abstraction). Thankfully lots of people have CS degrees, not “syntax studies” degrees, right?