Argument Indicates Structural Insufficiency for AI Alignment Using Face-Only Monitoring in AI Systems.
1º/3 Start here AI Aligment publication stack. This is the entry paper for the UNET alignment publication stack. Argues that Retained Corridor Formation is categorically distinct from Objective Divergence and that face-only monitoring is structurally insufficient for AI alignment. Includes the Propositions and Diagnostic Signatures companion as a supplementary file. After reading, consult the Ontology for structural derivation and the Lexicon for term precision.
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Armando Soto (2026) studied this question.
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