Clarifying Observer-Relative Cosmological GUT Curvature from Dissipative Scale Evolution: External Flatness and Internal Einstein Limits in Forced High Energy Noise Limits

We state a compact result within Newell's Unified Scientific Framework (USF): when dissipative scale evolution is retained as a first-class component of the dynamics (the omni-term), spacetime curvature need not be treated as a fundamental primitive of the external (meta-dynamical, scale-space) description. Instead, curvature arises as an observer-relative effective structure induced by projection onto internal spacetime coordinates (clocks, rulers) and by boundary/coarse-grained reductions. In the internal limit where the scale-flow is suppressed, integrated out, or treated as an effective closure, Einstein-type curvature language is recovered as the appropriate representation of the projected dynamics. The framework therefore distinguishes gravity-as-mechanism (dissipative entropy-driven evolution) from curvature-as-representation (observer-embedded geometry), while preserving standard relativistic phenomenology in the internal description. Finally we describe the mathematical perspective, detailing the cosmological clarification, and it's physical \& mathematical realization.