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Autor principal: Zafar, Usman
Formato: Recurso digital
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Publicado: Zenodo 2026
Acceso en línea:https://doi.org/10.5281/zenodo.18684749
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author Zafar, Usman
author_facet Zafar, Usman
contents <p>The monograph develops a rigorous mathematical scaffold for alignment, misalign<br>ment dynamics, drift processes, attention decay, and domain-dependent visibility. It<br>introduces the Dual Failure Law, proving that all failures reduce to two fundamental<br>vectors: Domain Drift and Focus Loss. Extensive simulations illustrate misalignment<br>trajectories under stochastic drift, adaptation constraints, and perceptual decay. Cross<br>domain case studies demonstrate the universality and predictive power of the frame<br>work. The combined UPM+KAD calculus provides a generalizable, mathematically<br>grounded approach for designing resilient systems, forecasting failures, and engineer<br>ing adaptive alignment mechanisms.. at 10.5281/zenodo.18684749</p>
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spellingShingle The Unified Principle of Misalignment and KAD Theory: A Cross-Domain Framework for Alignment, Perception, and Systemic Failure
Zafar, Usman
<p>The monograph develops a rigorous mathematical scaffold for alignment, misalign<br>ment dynamics, drift processes, attention decay, and domain-dependent visibility. It<br>introduces the Dual Failure Law, proving that all failures reduce to two fundamental<br>vectors: Domain Drift and Focus Loss. Extensive simulations illustrate misalignment<br>trajectories under stochastic drift, adaptation constraints, and perceptual decay. Cross<br>domain case studies demonstrate the universality and predictive power of the frame<br>work. The combined UPM+KAD calculus provides a generalizable, mathematically<br>grounded approach for designing resilient systems, forecasting failures, and engineer<br>ing adaptive alignment mechanisms.. at 10.5281/zenodo.18684749</p>
title The Unified Principle of Misalignment and KAD Theory: A Cross-Domain Framework for Alignment, Perception, and Systemic Failure
url https://doi.org/10.5281/zenodo.18684749