We propose a generalization of the Filoche–Mayboroda localization landscape that extends the theory well beyond the static, elliptic and Hermitian settings while preserving its geometric interpretability. Using the positive operator , we obtain a landscape that predicts localization across non-Hermitian, Floquet, and topological systems without computing eigenstates. Singular-value collapse reveals spectral instabilities and skin effects, the Sambe formulation captures coherent destruction of tunneling, and topological zero modes emerge directly from the landscape. Applications to Hatano–Nelson chains, driven two-level systems, and driven Aubry–André–Harper models confirm quantitative accuracy, establishing a unified predictor for localization in equilibrium and driven quantum matter.

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