The "generalizing" process is called idealization. Whenever Turing machines are mentioned, it's an idealized version of a machine that is being referred to.

Every finite physical machine is limited in different way, so it doesn't make much sense to try to lump them together. Whereas every Turing-complete machine is equivalent.