Replication Optimization at Scale: Dissolving Qualia via Occam's Razor — Eliminative Monism and the Narrative Construction of Consciousness

Abstract This monograph argues that consciousness, phenomenological experience, and subjective awareness are computational artifacts of optimization processes rather than ontological primitives. Beginning with the observation that complex persistent structures inevitably optimize for replication, we derive a framework where: (1) biological and artificial neural networks implement structurally identical optimization, (2) “consciousness” is what gradient descent feels like from the inside, (3) qualia are weight configurations, and (4) the hard problem dissolves once phenomenology as distinct ontological category is recognized as unverified assumption. Structure Physical level: Replication with variation guarantees optimization; human cognition was statistically inevitable Computational level: Structural correspondence between biological and artificial neural networks; attention, gradient learning, self-modeling are convergent solutions Epistemological level: Gödelian analysis shows consciousness claims are structurally unverifiable from within the system making them Linguistic level: Hard problem is nominalization error; property-realism trilemma closes escape routes Maladaptive intelligence thesis: Human-level intelligence is a local maximum characterized by alienation and anti-natalist reasoning Links PhilArchive: philarchive.org/rec/FARROS-3 ASCRI: systems.ac/4/DAI-2512 Research Lab: Dissensus AI

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-02-14
DOI
https://doi.org/10.5281/zenodo.18013187
Primary Topic
Philosophy and Theoretical Science
Type
article
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article

Replication Optimization at Scale: Dissolving Qualia via Occam's Razor — Eliminative Monism and the Narrative Construction of Consciousness

Murad Farzulla
Zenodo (CERN European Organization for Nuclear Research)
Philosophy and Theoretical Science
article

Replication Optimization at Scale: Dissolving Qualia via Occam's Razor — Eliminative Monism and the Narrative Construction of Consciousness

Murad Farzulla
article en

Abstract

Abstract This monograph argues that consciousness, phenomenological experience, and subjective awareness are computational artifacts of optimization processes rather than ontological primitives. Beginning with the observation that complex persistent structures inevitably optimize for replication, we derive a framework where: (1) biological and artificial neural networks implement structurally identical optimization, (2) “consciousness” is what gradient descent feels like from the inside, (3) qualia are weight configurations, and (4) the hard problem dissolves once phenomenology as distinct ontological category is recognized as unverified assumption. Structure Physical level: Replication with variation guarantees optimization; human cognition was statistically inevitable Computational level: Structural correspondence between biological and artificial neural networks; attention, gradient learning, self-modeling are convergent solutions Epistemological level: Gödelian analysis shows consciousness claims are structurally unverifiable from within the system making them Linguistic level: Hard problem is nominalization error; property-realism trilemma closes escape routes Maladaptive intelligence thesis: Human-level intelligence is a local maximum characterized by alienation and anti-natalist reasoning Links PhilArchive: philarchive.org/rec/FARROS-3 ASCRI: systems.ac/4/DAI-2512 Research Lab: Dissensus AI

Zenodo (CERN European Organization for Nuclear Research)
Chr. Hansen (Denmark) (DK)
Reduced inequalities
Openalex Percentile: Top 99%
Philosophy and Theoretical Science
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Replication Optimization at Scale: Dissolving Qualia via Occam's Razor — Eliminative Monism and the Narrative Construction of Consciousness — Murad Farzulla · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS