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Standard robot policies collapse on non-Markovian tasks requiring temporal tracking and recall, but pairing Mamba-2 structured memory with flow matching boosts real-world success from 8.3% to 66.7% while revealing that counting and spatial memory demand fundamentally different recurrent update rules.
