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LLM memory evolution reveals a shift from isolated attention to coordinated, multidimensional memory routing across depth and substrate, challenging the focus on single operators.
HydraHead achieves a remarkable 69% performance boost in long-context tasks by smartly hybridizing attention mechanisms at the head level, challenging conventional layer-wise designs.
