You have really strawmanned that and positioned my point as stemming from this concept of typing language specific code as being sacrosanct in some way. I'm defending that, because it's not my argument.

I'm arguing that you are being dishonest when you claim to be using English as the programming language in a way that actually expedites the process. I'm saying this is your evidence-free opinion.

I'm also confused by what your involvement is in the implementation and the extent of your specifications. When you write your specifications in English is all pseudo-code? Or are you leaving a lot for the LLM to deduce and implement?

By definition, if you are allowing some level of autonomy and "creative decision making" to the model, you are using it as an abstraction. But this is a dangerous choice, because you cannot guarantee it's reliably abstracting, especially if it's the latter. If it's the former, then I don't see the benefit of writing requirements so detailed as to pseudo-code level to have it write in compilable code for you just so you don't have to type brackets and semicolons.

LLMs aren't good enough yet to deliver reliable code in a project where you can actually consider that portion fully abstracted. You need to code review and test anything that comes out of it. If you're also considering the tests as being abstracted by LLMs then you have a proper feedback loop of slop.

Also, I'm not suggesting that it's impossible for you to understand, conceptually what you're trying to accomplish without writing the code yourself. That's ludicrous, I'm strictly calling B.S, when you are claiming to be using English as a programming language as if that has been abstracted. Whatever your "workflow" is, you're fooling yourself into thinking you have arrived at some productivity nirvana and are just accumulating technical debt for the future you.