The Crystal Tower was originally built to provide power to the Allagan Empire, although it later became a seat of power and research site. According to the arc from the Syruis Tower Dalamud was built to provide additional power to enable the Allagans to open large gates to the void.
Correct me if I'm wrong on any of this, I think this is what I was implied by the new plot from the Crystal tower.
James