This should be rather self-explanatory. These two buildings are next to each other, the stables hold the pegasi and the armory holds numerous celestial bronze weapons. Not only do you get a weapon when you enter the camp, but during training sessions, capture the flag, and the coliseum, you may come here to get more weapons if you so desire.