1) One skill slot, as the Stronghold requires managing machines, which is completely useless in the late game.
2) The ability to take the most useful skill for a mage - empathy. With empathy, the chances of winning increase significantly.
3) They will not be able to cast mass spells. And mass confusion against a Knight will be very useful, because any group of mages will be killed with a single successful counterattack.