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Strong disorder typically induces trivial Anderson insulating phases. We introduce a real-space renormalization group approach for unitary scattering networks, uncovering robust scattering attractors that distinguish trivial from anomalous Floquet Anderson insulators hosting chiral edge states. Numerical and microwave experiments confirm our method, enabling prediction and design of topologically resilient photonics.