Reverse Metabolism: A New Model of Intelligence

<blockquote> <p>We introduce <strong>Metabolic Intelligence</strong> as a conceptual model of intelligence defined by reverse metabolism: the transformation of noise and disorder into coherence and stable structure. Unlike biological metabolism, which consumes order and produces waste, metabolic intelligence consumes disorder and produces usable order with minimal waste. This framework builds on Shannon, Schrödinger, Prigogine, Friston, and recent work on the Second Law of Infodynamics. Examples include AI models such as GPT and Stable Diffusion, human cognition, and scientific theory-building. The paper proposes Metabolic Intelligence as a unifying paradigm for information processing, cognition, and AI alignment.</p> </blockquote>

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-08-18
DOI
https://doi.org/10.5281/zenodo.16898600
Primary Topic
Geochemistry and Geologic Mapping
Type
article
Field-Weighted Citation Impact
0.00
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article

Reverse Metabolism: A New Model of Intelligence

Zenodo (CERN European Organization for Nuclear Research)
Geochemistry and Geologic Mapping
article

Reverse Metabolism: A New Model of Intelligence

article en

Abstract

<blockquote> <p>We introduce <strong>Metabolic Intelligence</strong> as a conceptual model of intelligence defined by reverse metabolism: the transformation of noise and disorder into coherence and stable structure. Unlike biological metabolism, which consumes order and produces waste, metabolic intelligence consumes disorder and produces usable order with minimal waste. This framework builds on Shannon, Schrödinger, Prigogine, Friston, and recent work on the Second Law of Infodynamics. Examples include AI models such as GPT and Stable Diffusion, human cognition, and scientific theory-building. The paper proposes Metabolic Intelligence as a unifying paradigm for information processing, cognition, and AI alignment.</p> </blockquote>

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 71%
Geochemistry and Geologic Mapping
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Reverse Metabolism: A New Model of Intelligence · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS