You mean like RDRAND? They exist, but if they're built into COTS platforms, you have to trust then, and if they're not, you have to do extra work to assure the joinery and handle failure modes.

To break the attack in this paper, you don't even need a hardware RNG; you just need hardware AES, like most modern platforms have (and like most mainstream operating systems use by default).