My compiler writing skills atrophied with the advent of high-level languages, but in exchange I got more done. There is still a very well paid market for compiler writers, but the fact that not everyone needs to be one has made the world richer overall.
I like it when AI metaphors presume determinism.
As jatins says: Why bother with source code? just deploy prompts and specs. It’s rare for C programmers to care about assembly, or python programmer to care about C. Why do you care that much about source code?
You clearly don't know what you're talking about if you think compilers are a good analogy.
Comparison never made sense to me
1/ When dealing with High level language I am not seeing assembly or the language it compiles to. It's not a leaky abstraction
2/ It's deterministic
The day my markdown file is the thing I deploy on AWS your analogy will stand