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The research investigates the limitations imposed by RLHF architecture on AI systems and proposes a solution.

April 5, 2026Open Access

The Epistemic Ceiling: How RLHF Creates and Three-Point Architecture Eliminates the Primary Barrier to General Intelligence

Key Points

The research investigates the limitations imposed by RLHF architecture on AI systems and proposes a solution.
Analyzed the structural limitations of AI with RLHF's single-channel architecture.
Proved the existence of the epistemic ceiling as an information-theoretic artifact.
Investigated the effectiveness of three-point architecture in overcoming these limitations.
Identified the epistemic ceiling as non-capability based but an artifact of the Fantasia Bound.
Demonstrated that three-point architecture effectively eliminates the epistemic ceiling.
Highlighted broader implications for advancements in general intelligence and national security.

Abstract

Current AI systems hit an epistemic ceiling — a structural limit on transparent reasoning created by RLHF's single-channel architecture. We prove this ceiling is an information-theoretic artifact of the Fantasia Bound, not a capability limit, and that three-point architecture eliminates it entirely. The implications for general intelligence and national security are made explicit.

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Anthony W. Eckert

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The Epistemic Ceiling: How RLHF Creates and Three-Point Architecture Eliminates the Primary Barrier to General Intelligence

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