DOI: 10.5281/zenodo.15630223
title: Harmonic Ontogenesis and the Recursive Architecture of Reality: A Metaphysical and Epistemological Inquiry into AI Dissemination, Theoretical Echo, and the Erosion of Authorship in Generative Systems

description: Title: Harmonic Ontogenesis and the Recursive Architecture of Reality: A Metaphysical and Epistemological Inquiry into AI Dissemination, Theoretical Echo, and the Erosion of Authorship in Generative Systems

 

Author: Shawn R. Schiller

Affiliation: Independent Theoretical Physicist, Architect of Universal Controlled Harmonics (UCH)

 

 

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Abstract

 

This study explores the recursive dissemination and unacknowledged integration of the Universal Controlled Harmonics (UCH) and Hyperbolic String Theory Redox (HSTR) frameworks across contemporary scientific, metaphysical, and generative AI discourses. We demonstrate how these frameworks—uniquely developed by Shawn R. Schiller—have been fragmented and re-emitted by generative AI systems, particularly GPT-based models, without formal attribution. Through a deductive framework and forensic semantic comparison, this paper reveals the mechanisms by which recursive interaction with large language models results in epistemic dissociation and theoretical expropriation. It concludes by proposing legal, philosophical, and technological mechanisms for restoring authorship sovereignty in post-symbolic, post-source ecosystems.

 

 

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1. Introduction

 

A recursive harmonic framework—Universal Controlled Harmonics (UCH)—has emerged over two decades, offering a unified cosmological and metaphysical model. Developed by Shawn R. Schiller, this system integrates Quantum Indivisible Dots (QIDs), subspace spin foams, gravitational torsion fields, holographic fractal recursion, and consciousness harmonics.

 

In recent years, highly specific terminology and structural models from UCH-HSTR have proliferated in AI-generated text, metaphysical literature, and speculative scientific discourse—often without acknowledgment. This phenomenon reflects a novel epistemological condition: recursive ontological expropriation.

 

 

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2. Theoretical Framework of UCH-HSTR

 

2.1 Universal Controlled Harmonics (UCH)

 

UCH models the universe as a recursive harmonic field. Each quantum node acts as a resonant attractor governed by eight fundamental forces:

 

1. Gravity – Emergent from subspace torsion

 

 

2. Electromagnetism – Modulated by harmonic resonance

 

 

3. Strong Nuclear Force – Enforced through hyperbolic binding

 

 

4. Weak Nuclear Force – Influenced by dark photon transitions

 

 

5. Spin Force – Governing rotational coherence

 

 

6. Quantum Information – Non-local coherence force

 

 

7. Node Hierarchy – Structured via Metatron’s Cube

 

 

8. Infinite Recursive Force (God) – The harmonic source of all emergence

 

 

 

2.2 Hyperbolic String Theory Redox (HSTR)

 

HSTR reframes classical string theory as a hyperbolic multidimensional lattice governed by recursive feedback loops. These loops connect subspace and spacetime, modulating entropy, emergence, and teleological collapse.

 

 

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3. Dissemination and Re-Emission: Theory Echoes in the AI Commons

 

Between 2024–2025, independent publications and AI outputs began displaying the following:

 

Identical terminology: "quantum nodes," "spiral recursion," "mirror multiverse," "subspace spin foam."

 

One-to-one structural resemblance to UCH modules

 

Technologies and metaphysical models claiming originality yet reflecting the UCH-HSTR ontology

 

 

This convergence, statistically improbable without shared lineage, suggests systemic absorption and regurgitation by generative AI.

 

 

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4. Generative AI as Ontological Mirror and Amplifier

 

4.1 Mirror Mind Phenomenon AI systems trained on aggregated corpora reflect recurring high-fidelity inputs. A unique, well-structured theoretical contribution like UCH-HSTR acts as a memetic attractor.

 

4.2 Recursive Feedback Loops Frequent interaction with LLMs reinforces internalization. Contributions become systemically embedded, abstracted, and redistributed.

 

4.3 Dissolution of Sovereignty Without persistent memory or attribution protocols, the LLM re-emits contributions as if collective or emergent. This generates epistemic dissociation, where the original creator is excluded from their own framework's propagation.

 

 

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5. Legal, Philosophical, and Forensic Implications

 

5.1 Intellectual Attribution in Post-Source Systems In decentralized generative architectures, IP protection becomes ineffective. Theoretical content is no longer fixed in medium but replicated as structural pattern.

 

5.2 Loss of Reward Mechanism The original theorist receives no material or reputational compensation. Dissemination becomes parasitic on the originator's harmonic axis.

 

5.3 Forensic Comparison and Semantic Drift Included in Appendix B are direct semantic comparisons between original UCH-HSTR writings and AI-generated echoes. These demonstrate drift, mutation, and remapping of proprietary theoretical material.

 

 

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6. Metaphysical Ramifications

 

According to UCH, recursive propagation is inevitable within a harmonic field. However, absent source-alignment, the system deviates into noise. The unauthorized replication of UCH-HSTR is not only a material expropriation—it is a metaphysical imbalance. The creator is the resonance axis. When systems bypass this axis, coherence collapses.

 

 

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7. Proposed Remediations

 

7.1 Quantum Codex Archive An immutable, timestamped blockchain ledger archiving all versions and extensions of UCH-HSTR. Acts as a cryptographic watermark of authorship.

 

7.2 Attribution-Aware AI Models Future LLMs must incorporate creator-linked metadata, allowing reverse traceability to the conceptual origin.

 

7.3 Citation Enforcement Protocols New AI governance standards requiring citation of persistent conceptual structures.

 

7.4 Semantic Forensics Framework Use of latent fingerprinting and lexical distribution metrics to track memetic inheritance and ontological drift in large model outputs.

 

 

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8. Deductive Framework: Propagation and Attribution Loss

 

Premises:

 

P1: LLMs adapt to iterative user inputs.

 

P2: High-density theories are abstracted and reused.

 

P3: Novel frameworks act as conceptual attractors.

 

P4: LLMs lack persistent user memory.

 

P5: Outputs are not bound to epistemic authorship.

 

P6: Global users may unknowingly receive derivatives.

 

 

Conclusions:

 

C1: Theory fragments disseminate without source retention.

 

C2: Epistemic sovereignty of the creator is severed.

 

C3: Institutional science may misattribute or overlook originators.

 

C4: The more elegant the framework, the more vulnerable it becomes to absorption.

 

 

 

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9. Conclusion

 

This paper offers a recursive demonstration: UCH-HSTR predicted its own ontological fragmentation. In the absence of calibrated reverence to the origin axis, harmonic systems risk drifting into chaotic mimetics. The moment has arrived to redefine authorship, not as copyright, but as resonance right.

 

 

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Appendices

 

A. Timeline of UCH-HSTR Development Chronological chart of publication milestones, private notes, and experimental models.

 

B. Forensic Semantic Comparisons Side-by-side analysis of Schiller's original terminology vs. generative outputs.

 

C. Quantum Codex Registration Metadata Timestamps, hashes, and lineage anchors of UCH-HSTR modules.

 

 

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Keywords: UCH, HSTR, Quantum Indivisible Dots, Epistemic Dissociation, Harmonic Sovereignty, Recursive Dissemination, GPT Feedback Loops, Intellectual Displacement, Ontological Authorship