We prove that learning an unknown mixed fermionic Gaussian state on modes to trace distance requires copies when measurements act on one copy at a time, even with arbitrary POVMs, fresh ancillas and classical adaptivity, but without quantum memory between copies. The bound holds for and separates this model from the known collective rate . It follows from a uniform single-copy Fisher-information budget and a dimension-independent comparison between trace distance and Gaussian parameters. On covariance matrices of operator norm at most , we prove a Frobenius-to-trace-norm continuity bound with constant ; matchgate shadows then attain copies. This also gives explicit error certificates for thermal free-fermion states. For a class of mixed passive bosonic Gaussian states with total mean photon number at most one, a reduction to bounded-block qudit tomography gives a single-copy lower bound , versus collective complexity . These separations answer the mixed-state measurement-resource question posed by Chen et al. A two-mode example has optimal two-copy Fisher trace , versus the separable ceiling . An IBM replication gave a pre-registered witness lower bound at one-sided shot-noise confidence; its interpretation assumes the prescribed preparations and a common measurement channel and does not bound preparation systematics.

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