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Monograph reveals a framework where language and molecular states operate independently, suggesting societal implications.
The Divide between Projection and Molecules: A Two-Track Language Model presents a framework where words, ideas, and mental images operate strictly as a closed script of self-references, independent of human intent to access the molecular counterparts, relate to them, or employ them as external props. Through a structural analysis of referral mechanics and three distinct proofs—utility, literalism, and theological discourse—the monograph demonstrates that language and the molecular state occupy two separate tracks, bridged by human intent and social conditioning with the often use of external props. The text introduces the intensified referrer, for when the closed script elevates itself to an advanced operational state. It also defines the unlanded referrer, for when the closed script uses a stable token to execute a flawless performance concerning the structurally impossible or—of theological importance—concerning that for which we possess—by definition of being finite—no experience or data. Application of this paradigm shift provides a framework for reducing AI hallucinations and suggests pathways for societal coexistence and holistic wellbeing.
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Nathan Heiney (2026) studied this question.
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