What if I don't want to automate away the part of my job that I actually like doing? What if, in my job as a programmer, I actually want to do programming?
By this logic, all non-outsourced development should be dead already.
So I think programmers who are asked to use LLMs should demand their job descriptions to be changed to that of managers, and should ever deny responsibility if the LLM stops to make progress. Thus let the organization be responsible to actually find a version of AI that works, just like how it was responsible to find competent programmers to work under the managers before.