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Pretty much where people have said, they get the standard white assassin outfit, sword, wrist blade, smoke bomb and the hand cannon.
Personally I was very dissappointed how they implemented recruit assassins, there's all end up generic. I was hoping there was more customisation with weapons, armor and micro management when they become assassins.