The "AI stealing jobs" is just a new-age Luddism. Yes, of course it will be painful for many, but at larger scale, even those who lose the jobs should benefit overall.
"your ability to create a mental representation of the problem to communicate to the LLM" – this is the tipping point imho. So far, you need to be good at this. That's why senior jobs are not affected yet. The question is for how long. We are probably just months away from the time when LLMs (or other form of AI) will be better at creating better "mental representation", better abstractions and better solutions, than most humans in most cases, including those in senior positions. And that will spill over to other non-dev jobs too.
"your ability to create a mental representation of the problem to communicate to the LLM" – this is the tipping point imho. So far, you need to be good at this. That's why senior jobs are not affected yet. The question is for how long. We are probably just months away from the time when LLMs (or other form of AI) will be better at creating better "mental representation", better abstractions and better solutions, than most humans in most cases, including those in senior positions. And that will spill over to other non-dev jobs too.