They will get their Artifact Armor through the Allagan Tomestones of Esoterics.

For the Dark Knight, it’s the “Chaos” set with the “Death Bringer” weapon.
For the Astrologian, it’s the “Welkin” set with the “Atlas” weapon.
For the Machinist, it’s the “Machinist” set with the “Ferdinand” weapon.