The Great Correction: A Call to Architecture Before the Flat Region

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Authors: James E. Dunn
Cited by: 0

Abstract

This paper argues that prevailing approaches to system design overlook a critical transition regime preceding convergence to flat, equilibrium-like behavior. We define the "flat region" as the terminal phase of system evolution in which coupling gradients vanish and architectural choices become irretrievable, and contend that meaningful structural intervention must occur before this regime is reached. Drawing on principles from dynamical systems theory, signal architecture, and degradation-aware design, we outline a framework for identifying pre-flat correction windows and demonstrate that targeted architectural revision within these windows can preserve long-term system adaptability. The analysis provides formal criteria for recognizing when a system is approaching the flat region and proposes staged correction protocols that maintain structural degrees of freedom. We argue that failure to act within the correction window constitutes the dominant source of irreversible performance loss in recirculating and feedback-dependent systems.

Fields of Study & Subjects

Complex Systems and Dynamics Systems Engineering Methodologies and Applications Complex Systems and Decision Making

Publication details

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