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| Hlavní autor: | |
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| Médium: | Recurso digital |
| Jazyk: | |
| Vydáno: |
Zenodo
2026
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| Témata: | |
| On-line přístup: | https://doi.org/10.5281/zenodo.18901679 |
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- <p>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.</p>