But it may be the case that AI-specific languages and higher abstractions evolve and in future we may just be managing a series of prompts that generate code on the fly at compile time.
I am glad to this idea but I think it won't be natural languages - it may be some kind of Immediate Representation - full of semantic definite tokens.