A conceptual framework proposed by Celis to describe AI's insentient weakness, semantic-weight imbalance, and value-trajectory distortion. Public timestamp of authorship. Full manuscript remains private.

Geometric AI Ethics Engine. A vectorial decision-making metric for the Lichen architecture that replaces rule-based ethics with harmonic alignment ($\varphi$). Integrates with CEML to ensure every cognitive action is both viable and resonant with universal constants.