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Weapon factory is an upgraded crafting room in Fallout Shelter, it can be used to make weapons (hence the name) at the cost of junk, and caps. The advanced level can make common and rare weapons.
Blueprints are required to get different weapons not available when it's made (e.x. one can't make a laser rifle before getting its blueprints).