"The new programming language is just in your native tongue." False. Engineering was about implementation, not about result. "How to get there"? Now "thinking" is to check that model actually understood what you want. We are much closer to product manager who's testing new product with his hands and giving feedback to engineers, rather than to engineers who's thinking "how we implement that"?

"but AI has opened up an entirely new world" - i hear this all the time exactly from "not a full time dev's". This is FOR SURE opened whole new world to people who didn't code and collapsed whole old world for people who loved to code.

Maybe it is just me, but creating simple CRUD application pre-llm required more cognitive ability from me than to "implement" whole CRM system with UI and multiple integrations right now. It is not hard, just tiring in a boring sense, like finding needle in a haystack