DMA-CRX: Chakra–Resonance Engine — A Coherence-Based Oscillatory State Model

We introduce the Chakra–Resonance Engine (DMA-CRX), a dynamic modeling layer within the Diamond Modular Architecture (DMA) that represents system state as a network of coupled oscillatory nodes. Drawing inspiration from mechanical gear systems, orbital resonances, and cyclic patterns in human cognition, DMA-CRX formalizes coherence as phase-aligned, amplitude-stable interaction across interconnected subsystems. This approach enables continuous monitoring of internal state, early detection of drift, and invariant-aligned correction without reliance on static categorical representations.