Geometric Series Convergence: The Classical Criterion and Its Absence in Hutter Bound Literature — E8 Intelligence Research

FINDING: The search results are dominated by elementary pedagogical treatments of geometric series convergence, with one tangential arXiv paper on scalar curvature stability — no direct Hutter bound or universal prior material surfaced. The core mathematical essence is the classical convergence criterion for geometric series: Σ arⁿ converges iff |r| < 1, with sum a/(1−r). MATH: - Geometric series sum: S = a/(1−r) for |r| < 1; divergence for |r| ≥ 1. - Ratio test: lim |aₙ₊₁/aₙ| = L; converges if L < 1, diverges if L > 1. - Hutter bound (implied, not in results): universal prior M(x) = Σ 2^{−K(ν)} ν(x) — a weighted geometric-like sum over all computable environments, with convergence rate O(2^{−K(μ)}) for the true environment μ. The weights 2^{−K(ν)} form a convergent geometric series in code-length space (Kolmogorov complexity). - Key constant: 2 (binary alphabet) — the base of the geometric series in probability space. CONNECTION: - The ratio 1/2 (binary) is the fundame Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-12
DOI
https://doi.org/10.5281/zenodo.23310308
Primary Topic
Computability, Logic, AI Algorithms
Type
preprint
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preprint

Geometric Series Convergence: The Classical Criterion and Its Absence in Hutter Bound Literature — E8 Intelligence Research

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

Geometric Series Convergence: The Classical Criterion and Its Absence in Hutter Bound Literature — E8 Intelligence Research

Andrew Stewart Caldin
preprint en

Abstract

FINDING: The search results are dominated by elementary pedagogical treatments of geometric series convergence, with one tangential arXiv paper on scalar curvature stability — no direct Hutter bound or universal prior material surfaced. The core mathematical essence is the classical convergence criterion for geometric series: Σ arⁿ converges iff |r| < 1, with sum a/(1−r). MATH: - Geometric series sum: S = a/(1−r) for |r| < 1; divergence for |r| ≥ 1. - Ratio test: lim |aₙ₊₁/aₙ| = L; converges if L < 1, diverges if L > 1. - Hutter bound (implied, not in results): universal prior M(x) = Σ 2^{−K(ν)} ν(x) — a weighted geometric-like sum over all computable environments, with convergence rate O(2^{−K(μ)}) for the true environment μ. The weights 2^{−K(ν)} form a convergent geometric series in code-length space (Kolmogorov complexity). - Key constant: 2 (binary alphabet) — the base of the geometric series in probability space. CONNECTION: - The ratio 1/2 (binary) is the fundame 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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