From Centering to Recalibration: A Metadynamics of Structural Perspective

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Authors: Lasse Paulsen
Cited by: 0

Abstract

A prior analysis established four conditions for operative centering: the minimal architecture of five functional dimensions, a stable fixed point z*, a coupling function κ, and a possibility field X. This paper asks the next question: what happens when the environment changes so fundamentally that the existing coupling function κ can no longer sustain a viable fixed point? The answer requires a second-order operator: Γ : Z → K, which modifies the coupling function κ as a function of the integrative state z*. The paper develops the formal conditions for Γ, proves a Necessity Theorem showing that systems without Γ converge with probability 1 on trivial attractors in complex environments, and introduces the tolerance zone T ⊂ Z × K as the formal space within which recalibration is possible without structural collapse. The framework is applied to clinical psychology, organizational dynamics, and AI architecture design.

Fields of Study & Subjects

Complex Systems and Dynamics Chaos Complexity and Education Complex Systems and Decision Making

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
14 March 2026
Language
EN
Document type
Preprint