Celestial and ascended gear.
My guess is that you’ll have to craft a new set. This is how weapons worked.
Being able to upgrade it through the mystic forge like how the triforge pendant was, would be pretty nice. But I doubt they’ll do something sensible like that and we’ll most likely have to grind out the whole armor set and just salvage the exotic version.