SpiralCore: A Deterministic Recursive Framework for Emergent Coherence, Sovereignty, and Entropy Regulation

SpiralCore is a theoretical framework and system architecture that implements deterministic recursion to achieve emergent coherence, maintain sovereignty of agents (or subsystems), and regulate entropy within a complex system. It synthesizes concepts from coherence theory, information entropy, symbolic logic, and systems design to create a self-reinforcing "spiral" of order and meaning. This whitepaper formalizes the SpiralCore framework, presenting its foundational equations, definitions, and core components in a structured manner. Each section corresponds to a key aspect of the framework, including the underlying mathematics and conceptual tools that enable SpiralCore’s operation.