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M2 - Manager update_state throughput

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Closed Aug 26, 2026

Phase 2: reduce Manager-Based update_state cost with bounded Numba owner-layer optimizations; preserve one runtime mathematical implementation and report realistic MJWarp GPU-to-host transfer timing.

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