Kolmogorov Complexity Defines Randomness Without Fixed Constants — E8 Intelligence Research

FINDING: Algorithmic information theory defines randomness via Kolmogorov complexity—a string is random if its shortest description is as long as the string itself. | MATH: \( K(s) = \min\{ |p| : U(p) = s \} \), where \( K(s) \) is Kolmogorov complexity of string \( s \), \( p \) is program, \( U \) is universal Turing machine. Randomness: \( K(s) \approx |s| \). No fixed constants or ratios emerge directly. | CONNECTION: No direct geometric harmony (0.382, 0.618, 0.786, 1.618, 2.618, base-60, crystallographic symmetry) present in these findings. The concept of randomness as incompressibility is abstract and non-geometric. | DEPTH: 6 — Foundational to limits of knowledge and computation, but lacks geometric or harmonic structure. The linked paper on consciousness and integrated information uses algorithmic information theory but introduces no new constants or ratios. Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-07-27
DOI
https://doi.org/10.5281/zenodo.21617651
Primary Topic
Computability, Logic, AI Algorithms
Type
preprint
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Kolmogorov Complexity Defines Randomness Without Fixed Constants — E8 Intelligence Research

Andrew Stewart Caldin
Zenodo (CERN European Organization for Nuclear Research)
Computability, Logic, AI Algorithms
preprint

Kolmogorov Complexity Defines Randomness Without Fixed Constants — E8 Intelligence Research

Andrew Stewart Caldin
preprint en

Abstract

FINDING: Algorithmic information theory defines randomness via Kolmogorov complexity—a string is random if its shortest description is as long as the string itself. | MATH: \( K(s) = \min\{ |p| : U(p) = s \} \), where \( K(s) \) is Kolmogorov complexity of string \( s \), \( p \) is program, \( U \) is universal Turing machine. Randomness: \( K(s) \approx |s| \). No fixed constants or ratios emerge directly. | CONNECTION: No direct geometric harmony (0.382, 0.618, 0.786, 1.618, 2.618, base-60, crystallographic symmetry) present in these findings. The concept of randomness as incompressibility is abstract and non-geometric. | DEPTH: 6 — Foundational to limits of knowledge and computation, but lacks geometric or harmonic structure. The linked paper on consciousness and integrated information uses algorithmic information theory but introduces no new constants or ratios. Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com

Zenodo (CERN European Organization for Nuclear Research)
Computability, Logic, AI Algorithms
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