Weapons and potions are special item types that grant your character active abilities. Every weapon type has its own unique ability set. Equipping a potion adds an extra ability slot.
Abilities have no mana cost — they simply go on cooldown after use. You can switch weapons at any time without penalty, gaining access to an entirely different set of abilities.