This is a tired, idiotic analogy. For one, if LLMs are compilers, they're terrible compilers because they can't be reasoned about the way one wants to reason about a compiler (but I assume you have a weird take here since you claim compilers are non-deterministic).

But more importantly, if you insist on treating LLMs like compilers, then the source language – natural prose – is the worst programming language ever invented. Coding the world in brainfuck is a better idea than where you lot is suggesting we go.