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Decades of research have elucidated the role of the mammalian hippocampus in spatial memory, particularly by focusing on small laboratory animals like rats, mice and bats alongside human and non-human primates. Yet, just when a mechanistic understanding seemed to coalesce into a “standard model”, experiments in semi-ecological conditions are revealing new implications of disorder and self-organization, requiring novel analyses of neural computation.