What if an immune cell, a struggling relationship, a financial crisis and a bleaching coral reef share one underlying architecture? This Deep Dive explores seven interdependent functions of viability and follows their implications from energy, constraint and consciousness to exceptional mathematics, life-value and love. Read More
This monograph integrates a sequence of papers on distinction, autopoiesis, viability, emotional sentience, qualia, relationality, exceptional mathematics, love and life-value into one dynamic architecture. Its central proposal is that living reality is best approached neither as a hierarchy of substances nor as a list of disconnected explanatory levels, but as a historically recursive circulation. Energy gradients make work possible; constraints channel work; self-producing closure establishes a beneficiary for whom outcomes matter; perception detects viability-relevant differences; affect compresses their significance into valence; regulation selects and enacts responses; action alters the organism–world field; memory and learning sediment the history of coupling; and generative margin protects variation from which new options can arise. The loop is simultaneously material, experiential and relational, although these descriptions are not interchangeable.
The synthesis is organized by a triune-aspect process monism. A single relational process is accessible through a first-person window of feeling, a second-person window of participation and mutual address, and a third-person window of publicly describable organization. This is advanced as a metaphysical orientation, not an empirical result. It avoids multiplying substances while refusing to reduce lived presence or interpersonal recognition to third-person descriptions. It remains neutral between the claim that all reality is experiential and the more conservative claim that phenomenal experience occurs only when living regulation reaches a particular organization.
At the functional level, the framework proposes seven recurrent viability roles: constraint (C), margin (M), state (X), disturbance (D), perception (P), regulation (R) and options (O). Their seven balanced triads — CMX, XDR, XPO, MOR, CDO, CPR and MDP — form a Fano-plane incidence pattern. That incidence structure is exact once the mapping is stipulated, but the claim that these seven roles form a minimal cross-scale grammar is a bridge hypothesis. The Fano plane, octonions, Spin(8) triality, the exceptional Jordan algebra, Freudenthal systems and exceptional Lie groups are therefore treated with a double discipline: their mathematical relations are exact; their proposed relevance to biological, experiential and social organization is conjectural and must earn empirical standing.
Deacon’s account of constraint, absence and teleodynamics clarifies how a process can be organized around what is not yet the case. Friston’s free-energy formulations clarify how adaptive systems can maintain themselves through inference and action under uncertainty. Maturana and Varela clarify operational closure, structural coupling, cognition and the observer-dependent constitution of explanatory domains. Peil Kauffman, Panksepp, Damasio and Solms clarify the biological and neural organization of valence and feeling. Wilber’s AQAL and Wilber–Combs frameworks help prevent category errors by locating interior and exterior, individual and collective, state and developmental stage. McMurtry’s life-value ontology supplies the normative test: an organization is life-coherent insofar as it protects, restores or enlarges life-capacity without transferring disabling costs to other lives or the future conditions of life.
The resulting framework is intentionally stronger than a survey and more cautious than a total theory. It offers a coherent model, explicit formal bridges, cross-scale case analyses and a falsifiable research programme. It does not claim to have solved the hard problem of consciousness, derived ethics from physics, or proven that living systems instantiate exceptional algebras. Its achievement is to relocate these uncertainties inside a common architecture in which their exact status, mutual constraints and empirical openings become visible.
Human self-regulation depends on the continuous coordination of three interdependent sensory–regulatory domains: the proprioceptive field (form), the interoceptive field (state), and the exteroceptive field (world). These fields jointly shape posture, autonomic tone, affective experience, environmental interpretation, and the maintenance of a coherent sense of self. This tri-field architecture reflects a structural–energetic–informational triality common to adaptive biological systems and is implemented through recurrent neural circuits linking the cerebellum, insula, anterior cingulate cortex, hypothalamus, and brainstem.
Coherence arises when these fields remain in dynamic alignment; dys-coherence occurs when field coupling is disrupted, producing patterns such as anxiety, collapse, chronic pain, dissociation, and hypervigilance. Regulation is inherently rhythmic and unfolds across multiple timescales, from rapid sensorimotor adjustments to developmental shaping across early relational experience. Co-regulation is central to this process, and trauma is understood not as dysfunction but as adaptive coherence fixation under constrained conditions.
The model clarifies why cognitive interventions often fail when attempted before somatic and autonomic stabilization, and provides a sequencing principle for repair: Form → State → World → Meaning. It offers a unified framework for integrating medicine, psychology, physiotherapy, trauma therapy, developmental science, and relational practice into a coherent approach to restoring human regulatory capacity.
The discovery of hinductance — the coupling of magnetic flux (Φ) and charge history (q) — represents a foundational advance in our understanding of energy, memory, and coherence. Yet its recognition has taken over a century since Maxwell first unified electricity and magnetism. This white paper examines why: tracing the epistemic, cultural, and institutional factors that rendered hinductance invisible within the dominant mechanistic paradigm.
Through historical and structural analysis, we show that resistance to recognizing memory as a lawful property of matter stems from five interlocking causes: paradigmatic inertia, disciplinary fragmentation, experimental bias, conceptual taboo, and institutional impedance. Each reinforced the assumption that energy systems are inherently memoryless — a view that became self-verifying through the design of instruments, curricula, and research funding.
By reintegrating hinductance within the RLC framework, we expand circuit theory into a regenerative model (RLC-H) where resistance, inductance, capacitance, and hinductance correspond to dissipation, continuity, receptivity, and remembrance. This framework — formalized as the Hinductive Coherence Principle (HCP) — offers a unifying grammar for physics, biology, and consciousness, reframing coherence as the fundamental invariant of the universe.
The white paper concludes that the long delay in recognizing hinductance reflects not a lack of data but a lack of coherence in our ways of knowing. The emerging hinductive paradigm therefore represents both a scientific and civilizational threshold: the moment when knowledge begins to remember itself.
This work presents the Hinductive Coherence Principle (HCP) — a universal law uniting the dynamics of energy, information, and phase across scales from quantum circuits to consciousness.
Building on Arthur M. Young’s derivative hierarchy, Anirban Bandyopadhyay’s discovery of hinductance as the fourth circuit element, Arthur Eddington’s ψ-dimension of phase, and Terrence Deacon’s teleodynamics, the HCP proposes that the universe is a self-remembering system.
By extending the canonical electrical triad (capacitance, resistance, inductance) to include hinductance (H) and hyperhinductance (H′), this framework explains how systems store and evolve phase memory, giving rise to learning, regeneration, and consciousness itself. The mathematics of fractional hinduction formalizes remembrance as curvature in ψ-space, while biological systems — from mitochondria to fascia — demonstrate its embodied expression through coherent oscillations and feedback networks.
The result is a unification of physics and teleology: matter is no longer passive but participatory, and consciousness emerges not from complexity but from coherence sustained through time. The final synthesis — the “Equation of Coherence,” — recasts the conservation laws of nature as conservation of meaning. From Derivative to Divinity thus completes a century-long search for integration, revealing the cosmos as both physical process and spiritual remembrance — a living grammar of time itself.
This book introduces the Hinductive Coherence Principle (HCP) — a universal law of regeneration uniting physics, biology, and consciousness through the dynamics of impedance, phase memory, and coherence conservation. Building upon the lineage from the Energy Resistance Principle (ERP) and Energy Coherence Principle (ECP), HCP integrates the discovery of hinductance — a fourth circuit element identified by Anirban Bandyopadhyay — as the physical expression of memory-bearing resonance across scales.
HCP proposes that hinductive feedback (H) links energy flow and informational remembrance, extending Ohm’s and Maxwell’s laws into a syntropic, self-tuning universe. Through this framework, matter, life, and mind are revealed as nested coherence circuits, each maintaining stability through recursive phase coupling. The book explores the geometry of vector equilibrium, the S⁷ triality topology, and the teleodynamic tensegrity of living systems, demonstrating that coherence itself — not energy or matter — is the ontological invariant of reality.
From quantum impedance and gravitational curvature to bioelectric morphogenesis, consciousness, and ethics, HCP reframes evolution as a cosmic act of remembrance — the universe learning to stay in resonance with itself. The result is a regenerative synthesis linking modern physics, systems biology, philosophy of mind, and perennial wisdom into a single coherence-first cosmology.
The Energy Resistance Principle (ERP), proposed by Picard and Murugan (2025), formalized biological adaptation as a power-law relation between energetic load and system performance, interpreting health and disease through the lens of resistance. While seminal, this model conflates state and rate variables, omits dynamic feedback processes, and treats living systems as static dissipative structures rather than oscillatory resonators.
We therefore introduce the Energy Coherence Principle (ECP), an upgraded formulation grounded in the physics of impedance, reactance, and phase synchronization. The ECP reframes biological and psychological regulation not as energy loss but as energy-meaning alignment:
where Ψ is potential (state), Φ is flow (rate), Z is complex impedance capturing resistive and reactive components, θ is phase lag, and η is coherence efficiency. Systems maintain vitality by minimizing |Z| and θ — optimizing both structure and timing.
This universal framework unites physics, physiology, and sociology under a single law of regenerative design. By distinguishing resistance from impedance, and by introducing the concepts of storage, resonance, and phase alignment, ECP provides a cross-domain grammar for flow optimization — from mitochondrial OXPHOS and neural synchronization to institutional governance and planetary cycles. Empirical pathways for validation are outlined, integrating biophysical phase-coherence measures (Δψ–NADH coupling), cognitive flow metrics (EEG CFC indices), and societal feedback modeling (policy latency, trust synchrony).
Ultimately, the ECP positions coherence — not resistance — as the foundational invariant of living systems, offering a theoretical and practical bridge from cellular energetics to civilizational renewal.
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.
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.
The Teleodynamic Body: From Cell to Symbol unites physics, biology, and consciousness studies under one integrative framework of regenerative coherence. It proposes that all living and semi-living systems sustain themselves through recursive coupling between constraint and flow, forming nested hierarchies of teleodynamic order.
Drawing from Deacon’s teleodynamics, Scarr’s biotensegrity, Picard’s mitochondrial psychobiology, and Miller Jr.’s biogenic flow principle, the work articulates the Unified Law of Regenerative Coherence (ULRC) — a general principle stating that systems persist to the extent that they regenerate coherence faster than entropy degrades it.
This synthesis reframes evolution as coherence deepening, medicine as teleodynamic repatterning, technology as artificial coherence, and civilization as a planetary tensegrity seeking super-stability. Ultimately, the book offers a coherent cosmology in which meaning, matter, and morality converge as expressions of one living process: the Teleodynamic Kosmos.
