As a guy with a physics degree who's doing machine learning (precisely what the author bemoans), I don't feel like I "lapsed". I have other interests besides physics. There's a lot of things that aren't physics.
> What they're not doing is advancing the human understanding of the physical world.
I don't owe you anything. If this is your dream than do it yourself.