Even if LLMs get better, English itself is a bad programming language, because it's imprecise and not modular.

I absolutely agree. I've only dabbled in AI coding, but every time I feel like I can't quite describe to it what I want. IMO we should be looking into writing some kind of pseudocode for LLMs. Writing code is the best way to describe code, even if it's just pseudocode.