Across domains concerned with change, persistence, and organization, similar structural patterns recur: polarity, constraint, circulation, breakdown, and reorganization. These patterns are frequently described through symbolic or domain-specific frameworks, which can obscure the minimal structural conditions that allow coherence to be maintained under transformation. This paper proposes a minimal structural model of recursive coherence that identifies the irreducible conditions observed in systems that persist and reorganize across time. The model consists of two singularities held in continuous feedback, a bounded relational field, and a point of contact through which transformation occurs. The framework is explicitly non-ontological, non-causal, and scale-agnostic. It does not explain phenomena or posit universal laws; rather, it describes a structural configuration that appears sufficient for coherence across multiple domains. The model builds on prior work in multidimensional psychological architecture, temporal sequencing, and dual-singularity regulation (Chu Nguyễn Đức Dũng, 2025a; 2025b; 2025c). Together, these works establish coherence as an emergent property of dynamic feedback rather than static structure. Permissions NoticeThis work is licensed under Creative Commons Attribution–NonCommercial–NoDerivatives 4.0 International (CC BY-NC-ND 4.0). Any use involving adaptation, modification, translation, educational deployment, therapeutic application, derivative modeling, or inclusion in external platforms beyond unchanged archival hosting requires explicit written permission from the author.