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Persistent State Machines formalize LLM attention with INT4 in-memory cells. A 1024-cell Zynq-7000 array estimates dynamic power below 1.0 mW. A 256-cell UltraScale+ SoC closes timing at 62.5 MHz, occupying 0.67% of logic slices.
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