So, strictly speaking: yes, almost any computer that was ever capable of running Linux should still be capable of running the newest kernel version, with the sole exception of 386s.
So the 286 and 8086 are still compatible, then? :P
What about chips from other ancient architectures? Can I run the latest version of Linux on a 6502?