The reason GenAI has been so helpful for developers is that devs spend most of their time doing grunt work. That is, basic pattern matching: copy pasting chunks of code from one place to another and then modifying those chunks enough such that a couple code reviews will catch the things they forgot to modify. This is a miserable existence, and GenAI can alleviate it, but only because it was grunt work in the first place.