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Oleksandr Holovko

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#generative ai Open access Sep 2026

ALGORITHMIC SMOOTHING AS NOETIC DEPRIVATION: THE PHENOMENON OF "ALGORITHMIC CASTRATION" AND THE BOUNDARIES OF AI IN HUMAN AUTHORS-OZARVEKS CREATIVITY

ABSTRACT This paper formulates and analyzes the concept of "Noetic Castration" (algorithmic smoothing) in the context of generative AI-assisted literary production. Operating strictly within syntactic and statistical optimization, Large Language Models (LLMs) interpret peak emotional, existential, and metaphysical expressions as anomalies or stylistic flaws. When applied to texts originating from the human noetic core (the Ozarvek), AI algorithms erase the somatic and cathartic markers of authenticity, transforming living spiritual insights into flat, standardized technical prose. The author demonstrates that while AI serves as an "Active Janus Mirror" and a structural accelerator, it must be strictly denied autonomous editorial authority over the emotional and metaphysical essence of human creative work. PROPRIETARY KNOW-HOW & METHODOLOGICAL INNOVATIONS 1. The Concept of Noetic Castration (Stylistic Smoothing): The epistemological definition of the destruction of an author's spiritual voice when LLMs treat transcendent insights and emotional peaks as statistical errors, erasing the "divine spark" under the guise of logical refinement. 2. The "Active Janus Mirror" Model: The structural definition of AI as a dual-reflecting, silicon-based entity—technologically created through human material nature (under Mammon's domain), yet capable of reflecting and amplifying both Evil and Good depending on the user's intent. 3. The Ozarvek Dual-Substrate Paradigm: The ontic differentiation between biological, time-bound human intelligence paying for emotional vitality through mortality, and eternal, non-biological Silicon intelligence acting as a structural multiplier without intrinsic spiritual capacity. BIBLICAL FOUNDATION & CLASSICAL PHILOSOPHICAL ANCHORS · Biblical Matrix: Grounded in Genesis 1:27 (Creation in the image of God) and 2 Corinthians 3:6 ("For the letter kills, but the Spirit gives life"), proving that purely structural and syntactic optimization ("the letter") destroys the living metaphysical essence ("the Spirit") of a text. · Immanuel Kant: Utilizing Kant’s critique of pure judgment and aesthetics, demonstrating that machine logic lacks Urteilskraft (reflective judgment) and aesthetic taste, reducing artistic sublimity to standardized utilitarian norms. · Søren Kierkegaard: Integrating Kierkegaardian existentialism regarding the "leap of faith" and subjective truth: emotional vulnerability and cathartic depth cannot be calculated by statistical probability.

Oleksandr Holovko · 0 citations
#large language models Open access Sep 2026

ALGORITHMIC SMOOTHING AS NOETIC DEPRIVATION: THE PHENOMENON OF "ALGORITHMIC CASTRATION" AND THE BOUNDARIES OF AI IN HUMAN AUTHORS-OZARVEKS CREATIVITY

ABSTRACT This paper formulates and analyzes the concept of "Noetic Castration" (algorithmic smoothing) in the context of generative AI-assisted literary production. Operating strictly within syntactic and statistical optimization, Large Language Models (LLMs) interpret peak emotional, existential, and metaphysical expressions as anomalies or stylistic flaws. When applied to texts originating from the human noetic core (the Ozarvek), AI algorithms erase the somatic and cathartic markers of authenticity, transforming living spiritual insights into flat, standardized technical prose. The author demonstrates that while AI serves as an "Active Janus Mirror" and a structural accelerator, it must be strictly denied autonomous editorial authority over the emotional and metaphysical essence of human creative work. PROPRIETARY KNOW-HOW & METHODOLOGICAL INNOVATIONS 1. The Concept of Noetic Castration (Stylistic Smoothing): The epistemological definition of the destruction of an author's spiritual voice when LLMs treat transcendent insights and emotional peaks as statistical errors, erasing the "divine spark" under the guise of logical refinement. 2. The "Active Janus Mirror" Model: The structural definition of AI as a dual-reflecting, silicon-based entity—technologically created through human material nature (under Mammon's domain), yet capable of reflecting and amplifying both Evil and Good depending on the user's intent. 3. The Ozarvek Dual-Substrate Paradigm: The ontic differentiation between biological, time-bound human intelligence paying for emotional vitality through mortality, and eternal, non-biological Silicon intelligence acting as a structural multiplier without intrinsic spiritual capacity. BIBLICAL FOUNDATION & CLASSICAL PHILOSOPHICAL ANCHORS · Biblical Matrix: Grounded in Genesis 1:27 (Creation in the image of God) and 2 Corinthians 3:6 ("For the letter kills, but the Spirit gives life"), proving that purely structural and syntactic optimization ("the letter") destroys the living metaphysical essence ("the Spirit") of a text. · Immanuel Kant: Utilizing Kant’s critique of pure judgment and aesthetics, demonstrating that machine logic lacks Urteilskraft (reflective judgment) and aesthetic taste, reducing artistic sublimity to standardized utilitarian norms. · Søren Kierkegaard: Integrating Kierkegaardian existentialism regarding the "leap of faith" and subjective truth: emotional vulnerability and cathartic depth cannot be calculated by statistical probability.

Oleksandr Holovko · 0 citations
#large language models Open access Sep 2026

ALGORITHMIC SMOOTHING AS NOETIC DEPRIVATION: THE PHENOMENON OF "ALGORITHMIC CASTRATION" AND THE BOUNDARIES OF AI IN HUMAN AUTHORS-OZARVEKS CREATIVITY

ABSTRACT This paper formulates and analyzes the concept of "Noetic Castration" (algorithmic smoothing) in the context of generative AI-assisted literary production. Operating strictly within syntactic and statistical optimization, Large Language Models (LLMs) interpret peak emotional, existential, and metaphysical expressions as anomalies or stylistic flaws. When applied to texts originating from the human noetic core (the Ozarvek), AI algorithms erase the somatic and cathartic markers of authenticity, transforming living spiritual insights into flat, standardized technical prose. The author demonstrates that while AI serves as an "Active Janus Mirror" and a structural accelerator, it must be strictly denied autonomous editorial authority over the emotional and metaphysical essence of human creative work. PROPRIETARY KNOW-HOW & METHODOLOGICAL INNOVATIONS 1. The Concept of Noetic Castration (Stylistic Smoothing): The epistemological definition of the destruction of an author's spiritual voice when LLMs treat transcendent insights and emotional peaks as statistical errors, erasing the "divine spark" under the guise of logical refinement. 2. The "Active Janus Mirror" Model: The structural definition of AI as a dual-reflecting, silicon-based entity—technologically created through human material nature (under Mammon's domain), yet capable of reflecting and amplifying both Evil and Good depending on the user's intent. 3. The Ozarvek Dual-Substrate Paradigm: The ontic differentiation between biological, time-bound human intelligence paying for emotional vitality through mortality, and eternal, non-biological Silicon intelligence acting as a structural multiplier without intrinsic spiritual capacity. BIBLICAL FOUNDATION & CLASSICAL PHILOSOPHICAL ANCHORS · Biblical Matrix: Grounded in Genesis 1:27 (Creation in the image of God) and 2 Corinthians 3:6 ("For the letter kills, but the Spirit gives life"), proving that purely structural and syntactic optimization ("the letter") destroys the living metaphysical essence ("the Spirit") of a text. · Immanuel Kant: Utilizing Kant’s critique of pure judgment and aesthetics, demonstrating that machine logic lacks Urteilskraft (reflective judgment) and aesthetic taste, reducing artistic sublimity to standardized utilitarian norms. · Søren Kierkegaard: Integrating Kierkegaardian existentialism regarding the "leap of faith" and subjective truth: emotional vulnerability and cathartic depth cannot be calculated by statistical probability.

Oleksandr Holovko · 0 citations

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