I don't get it enough what is immutable Linux and how it is useful, but want stable & secure desktop distros for everyday use and hope that immutable os would help it.

My sad memory about linux is that of sudden kernel panic on Lubuntu desktop environment and it never been rebooted since then.
I need a Linux distribution with an absolutely unbreakable core system to at least isolate whether the cause is hardware or not.