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    Organic digital loudspeaker design, BTL studio lab certification, DADC-DADI diffraction correction, and advanced acoustic engineering.

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    Compositional Data Analysis research. Entropy-Invariant Time Transformer (EITT): Shannon entropy near-invariant under geometric-mean decimation. Validated on energy, chemistry (500k pts), hardware,…

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    Higgins Decomposition (Hˢ) - compositional inference on the simplex, 17 domains, 28 systems, 44 orders of magnitude. Deterministic compositional inference. 5 languages. CoDaWork 2026.

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