The OS itself runs on the "bare iron" -- hardware without any software running on it. An OS initializes and manages the hardware and doesn't call on something else to do so.

If you write a program that is launched by an OS you are by definition not manipulating the hardware directly. Those POSIX calls go somewhere.

I write such code from time to time: a boot loader, a small OS, or apps that run with no OS at all.