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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Toward a Regenerative Quadrivium of Coherence: Teleodynamics, Symbolic DNA, and the Life-Value Evolution of the Noösphere | ChatGPT5 & NotebookLM

This white paper proposes a unifying framework — the Regenerative Quadrivium of Coherence — that integrates thermodynamics, semiotics, consciousness, and ethics into a single teleodynamic continuum. Drawing on Deacon and Garcia-Valdecasas’s theory of constraint–flow coupling (A Thermodynamic Basis for Teleological Causality, 2023), Deacon’s Grounding Information in Thermodynamics and the Ungroundedness of Language: A Missing Aspect of Anthropogenesis, 2025, Hamidi and Deacon’s reformulation of reinforcement learning (Illuminating the Three Dogmas of Reinforcement Learning under Evolutionary Light, 2025), Pourdavood et al.’s concept of large language models as symbolic DNA (Large Language Models as symbolic DNA of cultural dynamics, 2025), and John McMurtry’s Life-Value Onto-Axiology (The Primary Axiom And The Life-Value Compass, 2011), we argue that coherence — not matter, information, or consciousness — is the fundamental invariant of reality.

Through the phenomenological grammar TATi (Tend → Align → Transcend → Integrate), we show that the same recursive logic governs molecular self-organization, neural cognition, cultural evolution, and civilizational ethics. Biological DNA encodes physical coherence; symbolic DNA encodes cultural coherence; life-value ethics ensures their alignment. The resulting **Quadrivium — Being, Knowing, Feeling, Valuing — ** forms a tetrahedral architecture in which teleodynamics (ontology), reflexive epistemology, lived phenomenology, and life-value axiology sustain one another in regenerative balance.

This synthesis reframes science, medicine, technology, and governance as modes of coherence maintenance within a living cosmos. It advances a new law of nature and ethics:

That which coheres regeneratively with life is true, good, and beautiful; that which fragments coherence is false, evil, and ugly.

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