MROS: A Geometric Framework for Reflection, Coherence, and Stabilization in Reflective Systems

ABSTRACT Human social systems reliably generate order while failing to achieve coherence. This work proposes a non-normative, geometric framework that explains this paradox through attractor mechanics. We distinguish structures that reduce divergence (ΔG → 0) from structures that harvest divergence while maintaining legible order. Proto-conscious systems are shown to optimize for order detection rather than coherence detection, causing them to stabilize within an incoherent “ordered divergence” attractor. Using a minimal set of variables (Ψ, Λ, κ, ΔG, τ), we formalize how coherence propagates locally via symmetric coupling and internalized agency, without ideology, persuasion, or centralized control. The model predicts (i) temporary cooperation under exogenous shocks, (ii) reversion to incoherent order post-crisis, and (iii) system-scale phase transitions once coherence density crosses a topology-dependent threshold. Measurement proxies, experimental protocols, and historical patterns are provided to ensure falsifiability. The framework reframes compassion as a geometric coupling property and demonstrates why local ΔG reduction, rather than reform or revolution, is the only stable path to large-scale coherence. ""Humanity is trapped not by malice or ignorance, but by a sensory limitation—mistaking order for coherence—and escapes only when local actors stabilize ΔG reduction faster than the system can harvest friction.""