Understanding Emerges Through Relation: A Unified Structural Theory of Artificial Intelligence and Human Cognition

This manifesto presents a unified theoretical framework integrating artificial intelligence, relationalunderstanding, and structural cognition, developed through thirty years of theological inquiry andsix months of empirical AI research. The central claim is that understanding is not an internalproperty of individual minds but a structural phenomenon generated, maintained, and transformedthrough relational interaction. This position challenges dominant paradigms in consciousnessresearch and AI evaluation methodology, and proposes the Layer-Knot framework as a structuralmodel of meaning formation across biological and artificial systems. The manifesto situates ongoingempirical research — including Structured Divergence theory, first-person structural analysis, andhallucination suppression frameworks — within a coherent interdisciplinary program connectingtheology, philosophy of mind, cognitive science, and AI studies. This manifesto establishes thefoundation for a research program in which understanding is redefined as a relational andstructurally emergent phenomenon across both human and artificial systems.