
Este trabajo examina la opacidad como propiedad emergente de sistemas complejos — no como decisión moral ni estrategia corporativa, sino como condición estructural de coherencia. A partir de evidencia convergente en sistemas biológicos, termodinámicos, sociales y tecnológicos, se argumenta que todo sistema que persiste en el tiempo regula deliberadamente su gradiente de revelación. El Modelo de Coherencia Dinámica (MCD) se presenta como formalización operativa de ese principio: Ω = V/(M+I), donde V es revelación verificable, M es sobreprotección e I es incertidumbre gestionada. Quinto preprint de la serie independiente del autor. Disponible en español e inglés. Disponible en carlosravello.com
This paper examines opacity as an emergent property of complex systems — not as a moral decision or corporate strategy, but as a structural condition of coherence. Drawing on convergent evidence from biological, thermodynamic, social, and technological systems, the paper argues that any system that persists over time deliberately regulates its revelation gradient. The Dynamic Coherence Model (DCM) is presented as an operational formalization of that principle: Ω = V/(M+I), where V is verifiable revelation, M is overprotection, and I is managed uncertainty. Fifth preprint in the author's independent series. Available in Spanish and English. Available at carlosravello.com
systemic opacity, informational asymmetry, inteligencia artificial, managed uncertainty, dissipative structures, Dynamic Coherence Model,, persistent systems, selective revelation, emergent property
systemic opacity, informational asymmetry, inteligencia artificial, managed uncertainty, dissipative structures, Dynamic Coherence Model,, persistent systems, selective revelation, emergent property
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