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A mathematical/computational framework that upgrades the complex numbers for working with unified 2D coordinates, inversive geometry, Eisenstein integers, radial dual triangular lattice graph (RDTLG), hexagonal symmetries, signal processing, equivariant encodings, and geometric deep learning.