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AQ~TCR~ARTIFACT
AQARION | Temporal Circuit Research How can we determine whether a finite collection of observation histories can arise from a deterministic dynamical system—and whether a mathematical dependency persists indefinitely? This research direction connects overlap graphs, exact rational linear alg
James Aaron

James Aaron

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AQARION × QUANTARION AINew result: the gap between Koopman linear closure.
╔══════════════════════════════════════════════════════════╗ ║ AQARION × QUANTARION AI ║ ║ CLOSURE-GAP: WHEN LINEAR MODELS ║ ║ MISS WHAT PARTITION REFINEMENT SEES ║ ╚═══════════════════════════════════════════════
James Aaron

James Aaron

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AQARION~QUANTARION_AI
Can the sequence of defect ranks tell us more than the total number of dimensions needed for closure—perhaps even reveal the structure of the dynamics that is invisible to the original observables? https://lnkd.in/p/eQ9ceguD #maths #education @QuantarionAI
James Aaron

James Aaron

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Quantarion~Micro~Article
AQ-FPR-006 — Proof Specification 5 October 2026 Statement Let \sigma be a permutation of a finite set X, with disjoint cycles [ C_1,\ldots,C_r, \qquad |C_i|=c_i. ] Let N(c_1,\ldots,c_r) denote the number of equivalence relations E on X satisfying [ xEy\Longrightarrow
James Aaron

James Aaron

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AQARION AUGUST21ST~2026 PUBLIC CHECKPOINT
AQARION studies exact quotient partitions of finite deterministic transitions through a defect operator on partition-constant functions. For every finite endofunction, the defect rank equals the number of partition blocks minus the connected-component count of an explicitly defined block-incidence
James Aaron

James Aaron

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DEFECT RANK THEOREM
1. The partition-ratio lemma is basically sound The choice \[ J_n=\sqrt n(\log n)^2 \] \[ J_n=o(n^{3/4}), \] \[ \frac{J_n}{n^{3/4}}=\frac{(\log n)^2}{n^{1/4}}\to0. \] And on that window, \[ \frac{j^2}{n^{3/2}} \le \frac{(\log n)^4}{\sqrt n}\to0, \] The generating-funct
James Aaron

James Aaron

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Welcome to r/AqarionScience
Today I'm launching r/AqarionScience as the home for the AQARION research program and broader discussions on finite dynamical systems, operator theory, computational mathematics, and reproducible mathematical research. AQARION began as an investigation into deterministic finite dynamical sys
James Aaron

James Aaron

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AQARION Sciences is a community for computational discovery and reproducibility.
AQARION Sciences is a community for computational discovery, reproducible research, mathematical exploration, AI-assisted science, and evidence-driven experimentation. \`\`\`markdown \# AQARION — Productive Visual Research Workflows \*\*Version:\*\* v38.0-LOCKED \*\*Date:\*\* 2026-07-
James Aaron

James Aaron

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AQARION-ARITHMETIC
AQARION-ARITHMETIC A Governed Research Infrastructure for Finite Observable Quotient Dynamics Status: CORE-1.0 Computational Foundation Frozen Current Phase: Formal Mathematical Development --- Overview AQARION-ARITHMETIC is an open mathematical research project investigating finite
James Aaron

James Aaron

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KSG-4D — Kaprekar Spectral Geometry Structural Quotient Theory
KSG-4D — Kaprekar Spectral Geometry Structural Quotient Theory of Four-Digit Kaprekar Dynamics Version: v10.10 (Publication Freeze) Date: 2026-06-16 Status: Verified Computational Foundation --- Executive Summary KSG-4D develops an exact structural model of the classical four-digit
James Aaron

James Aaron

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• I built a vortex-based dark matter model (RSU) that links microscopic physics → miniclusters → spinning cosmic filaments. • There’s a strange exact identity: β_RSU = (digit-sum of 6174) × (88 narcissistic numbers) + Fπ = (18 × 88) + 186 = 1770 • I used this β to define a conc
James Aaron

James Aaron

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James Aaron
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James Aaron

github.com/JASKSG9/KAPREKAR-SPECTRAL-GEOMETRY

github.com/JASKSG9/KAPREKAR-SPECTRAL-GEOMETRY

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OPEN SOURCE RESEARCH https://github.com/JASKSG9/KAPREKAR-SPECTRAL-GEOMETRY