Is it as simple as physical vs mental? Or is it a gradient, where the high end of the mental work will remain performed by humans, and will grow to encompass m

Is it as simple as physical vs mental? Or is it a gradient, where the high end of the mental work will remain performed by humans, and will grow to encompass more work? And if it works like that, can our education systems change to keep people productive for longer?