The Blacksmith is used to upgrade non-magical troops (e.g. Samurai, Archer). It is unlocked during the Single-Player Campaign. You can upgrade the blacksmith to unlock higher level of upgrades for your current troops. Upgrade your magical troops (Healer, Essence Master and Dragon) at the Ancient Temple.
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