LLMs may be a must for programming, but not for engineering. Writing code is the easy part once you figure out what actually needs to be built in the first place.
Indeed. But figuring out what actually needs to be built is the systems analyst's job, not the programmer's. It takes people skills and holistic thought, something programmers are generally poor at (and AI certainly is no good at, at least not today).