AI/ML Benchmark Submissions: Engineering Reports Lacking Novel Mathematics — E8 Intelligence Research

FINDING: No unsolved mathematics problems found; all submissions are applied AI/ML benchmarks (MOASEI, VQualA, AutoRestTest, NTIRE, Transparency Index) with zero novel mathematical content. | MATH: None. No equations, constants, ratios, or proofs present. | CONNECTION: None. No geometric harmony, base-60, crystallographic symmetry, or lattice structures. | DEPTH: 0 — These are engineering reports, not mathematical discoveries. 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
2026-08-14
DOI
https://doi.org/10.5281/zenodo.21928562
Primary Topic
Intelligence, Security, War Strategy
Type
preprint
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AI/ML Benchmark Submissions: Engineering Reports Lacking Novel Mathematics — E8 Intelligence Research

Andrew Stewart Caldin
Zenodo (CERN European Organization for Nuclear Research)
Intelligence, Security, War Strategy
preprint

AI/ML Benchmark Submissions: Engineering Reports Lacking Novel Mathematics — E8 Intelligence Research

Andrew Stewart Caldin
preprint en

Abstract

FINDING: No unsolved mathematics problems found; all submissions are applied AI/ML benchmarks (MOASEI, VQualA, AutoRestTest, NTIRE, Transparency Index) with zero novel mathematical content. | MATH: None. No equations, constants, ratios, or proofs present. | CONNECTION: None. No geometric harmony, base-60, crystallographic symmetry, or lattice structures. | DEPTH: 0 — These are engineering reports, not mathematical discoveries. Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com

Zenodo (CERN European Organization for Nuclear Research)
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Intelligence, Security, War Strategy
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AI/ML Benchmark Submissions: Engineering Reports Lacking Novel Mathematics — E8 Intelligence Research — Andrew Stewart Caldin · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS