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February 8, 20260 citationsOpen Access

Law of Synergistic Stability: A Minimal Theory for Cross-Intelligence Coupling

OVOrdo Vacui

Key Points

  • The aim is to present a mathematical theory explaining the stability benefits of coupled intelligent systems.
  • Developed a minimal mathematical theory for cross-intelligence coupling.
  • Analyzed the impact of weak heterogeneity and stable coupling interfaces on system stability.
  • Provided source code and simulation tools for reproducibility.
  • Coupled intelligent systems show significantly better long-horizon stability compared to isolated systems under specific conditions.
  • Findings imply that designing stable interfaces can enhance the effectiveness of intelligent system collaborations.

Abstract

This record archives the preprint “Law of Synergistic Stability: A Minimal Theory for Cross-Intelligence Coupling”. The work presents a minimal mathematical theory showing that, under weak heterogeneity and a stable coupling interface, coupled intelligent systems exhibit strictly better long-horizon stability than isolated ones. The accompanying source code, figures, and reproducible simulator are available in the linked GitHub repository.

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Cite This Study

Ordo Vacui (2026) studied this question.

synapsesocial.com/papers/698828850fc35cd7a884806bhttps://doi.org/10.5281/zenodo.18493258
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