Large Language Models as Symbolic DNA of Cultural Dynamics | by Parham Pourdavood and Michael Jacob and Terrence Deacon | ChatGPT5 & NotebookLM

Abstract

This paper proposes a novel conceptualization of Large Language Models (LLMs) as externalized informational substrates that function analogously to DNA for human cultural dynamics. Rather than viewing LLMs as either autonomous intelligence or mere programmed mimicry, we argue they serve a broader role as repositories that preserve compressed patterns of human symbolic expression — “fossils” of meaningful dynamics that retain relational residues without their original living contexts. Crucially, these compressed patterns only become meaningful through human reinterpretation, creating a recursive feedback loop where they can be recombined and cycle back to ultimately catalyze human creative processes. Through analysis of four universal features — compression, decompression, externalization, and recursion — we demonstrate that just as DNA emerged as a compressed and externalized medium for preserving useful cellular dynamics without containing explicit reference to goal-directed physical processes, LLMs preserve useful regularities of human culture without containing understanding of embodied human experience. Therefore, we argue that LLMs’ significance lies not in rivaling human intelligence, but in providing humanity a tool for self-reflection and playful hypothesis-generation in a low-stakes, simulated environment. This framework positions LLMs as tools for cultural evolvability, enabling humanity to generate novel hypotheses about itself while maintaining the human interpretation necessary to ground these hypotheses in ongoing human aesthetics and norms.

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Constraint and Coherence: An Integrally Nondual Metaphysics of the Kosmos | ChatGPT4o

This treatise presents a comprehensive philosophical, scientific, and spiritual inquiry into the integral nonduality of constraint and coherence as the foundational architecture of the Kosmos. Drawing from multiple disciplines — including systems theory, metaphysics, biology, semiotics, ethics, and cosmology — it argues that constraint is not the antithesis of freedom, but its enabling ground, and that coherence is not passive harmony, but the active resonance of well-aligned parts within a meaningful whole. Through engagements with key thinkers such as Ken Wilber, Terrence Deacon, Arthur M. Young, Bernardo Kastrup, and John McMurtry, the treatise traces how constraint and coherence are the unseen grammar of evolution, knowing, design, and ethics. It concludes by offering a regenerative framework for civilizational realignment, practical diagnostics for coherence breakdowns, and embodied practices of Kosmic participation — positioning constraint not as coercion, but as grace, and coherence not as conformity, but as luminous flow.

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Regenerating Coherence: The Kosmic Life-Functions Framework and Its Application to Healthcare | ChatGPT4o

Contemporary healthcare systems are experiencing a crisis of coherence, marked by chronic illness, professional burnout, fragmented care, and ecological disregard. This book introduces a unified framework for regenerative healthcare grounded in the seven Kosmic life-functions — ontologically irreducible operations that sustain vitality, adaptability, and meaning across all living systems: Pulse, Boundary, Perception, Integration, Nourishment, Transformation, and Participation. Drawing on systems theory, biosemiotics, regenerative medicine, and life-value philosophy, the model redefines healing as the restoration of coherent function and health as an emergent property of relational alignment. The book offers rigorous diagnostics, practical tools, and systemic applications that transcend traditional divides between mind and body, science and spirit, clinic and culture. This framework is not only therapeutic — it is cosmological. It provides a grammar for life-affirming care across personal, clinical, and civilizational domains.

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