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Heisenberg-limited quantum squeezing can be achieved in just $3.26\ \mu\text{s}$—nearly three orders of magnitude faster than cavity decoherence—by replacing slow adiabatic sweeps with a non-adiabatic Floquet protocol evaluated via an $\mathcal{O}(1)$ bond-dimension MPO.