A Unified Constraint Framework for Viability-Gated Adaptive Systems

Paper 5 integrates the capacity, bandwidth, propagation, and stability constraints into a unified framework governing adaptive memory substrates. It shows that these laws interact through a matching condition that determines the feasible operating regime of the system. The analysis reveals that coherent adaptive memory requires balancing turnover, propagation, and consolidation simultaneously, defining a bounded region of viable system dynamics.