This record constitutes a defensive publication establishing prior art for mechanisms that preserve admissibility, safety, or viability under evolving constraints through temporal governance. The disclosure describes systems and methods in which the evolution of constraints is regulated via an internal progress variable whose rate of progression is modulated based on feasibility or admissibility margins. Safety is preserved by governing the pace of constraint evolution rather than by relying on state trajectory prediction, horizon-based optimization, or anticipation of future disturbances. The disclosed principles are defined by their functional and structural relationships rather than by specific terminology, parameterizations, implementation details, or application domains. The scope explicitly encompasses hierarchical, supervisory, and learning-augmented variants, as well as cross-domain applications including technical, organizational, institutional, economic, regulatory, and decision-making systems. This publication is intended solely to clarify priority and prevent exclusive appropriation of the disclosed principles through patent claims by third parties. It is not presented as a peer-reviewed research article and does not limit the author’s ability to pursue future academic, applied, or advisory work building upon the disclosed framework.
Mohammad AlNofaie (2026) studied this question.