I think LLMs will make a software engineers job harder and more in demand. By removing boiler plate, engineers will be expected to create more output per person, and the job moves up the stack from junior code monkey stuff to architect / senior debugging guru style work. Not everyone can do such a role. It will be a very tough time to be a junior.