-*Mathematically: the HUF-CoDa union is a calibration study. CoDa provides the Aitchison geometry, the log-ratio transforms, the statistical optimization. HUF provides the monitoring doctrine, the governance architecture, the open-loop discipline, the audit trail. The union produces capabilities neither can build alone: a statistically rigorous, governancially sound, dimensionality-aware, dual-metric monitoring instrument for compositions in motion. The 17-error catalogue maps the failure modes. The calibration study tests the joint. The alliance reduces the mutual ignorance. The simplex is the same everywhere.*
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