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In this paper, we explore the coupling of mobile facial recognition technology with the exploitation of non-players as a powerful mechanic in locative augmented reality games. A prototype game is presented which asks players to "capture" the likeness of members of the public. Driven by free-to-play models, and inspired by the phenomenal success of Pokémon GO, we have created an experience where players hunt for and "capture" real creatures in a real world.