Word for item or concept which has permanence?

Solution 1:

One term which might suit your needs is fixture:

3 : a familiar or invariably present element or feature in some particular setting; especially : a person long associated with a place or activity

—source Mirriam-Webster

Though admittedly, it implies something that has merely been established for a long period of time, and is not necessarily permanent.

Solution 2:

Such an object (or concept) could be referred to as a static.