I wonder if the paradigm shift is the adoption of a higher level language. Akin to what python did to blackboxing C libraries.

I'm not a programmer but I always had the impression that different languages were appropriate for different tasks. My question is, "For what type of programming tasks is English the correct level of abstraction?"