5281/zenodo. 19667748 SPECTRAL-RESONANT STABILITY CONTROL ARCHITECTURE FOR DISTRIBUTED HYBRID INTELLIGENT NETWORKS (Commercial Name: Stability Control / The Resonator) This technical disclosure defines a mathematical and architectural framework for maintaining structural coherence and stability in complex, distributed networks of heterogeneous agents (AI, human-in-the-loop, and IoT). The system utilizes spectral graph theory and phase-coupled resonance to prevent cascading failures in autonomous swarms. Core Technological Components: Algebraic Connectivity Monitoring (₂): Real-time tracking of the Fiedler value to ensure the network remains physically and logically connected, preventing fragmentation. Phase-Coupled Resonance Regulator (R): A mechanism to synchronize agent interactions within defined spectral bounds, ensuring "coherent" collective behavior. Graph Entropy Stability Intervals: Enforces a thermodynamic-like balance between chaos (high entropy) and stagnation (low entropy), keeping the system in a state of "liquid" adaptability. Integrated Stability Coupling Law (ISCL): A cross-regulatory engine that triggers multi-dimensional corrections if any single stability metric (connectivity, entropy, or resonance) is violated. Regime Transition Controller: Governs the phase transitions of the network between Coherent, Fragmented, Chaotic, and Stagnant states. Strategic Context: As a foundational element of the General Coherent Field Theory (G-CFT), this patent provides the "Stability Layer. " It is essential for large-scale AI deployments, smart cities, and distributed defense networks where maintaining global order without centralized bottlenecks is critical. Commercial Status: Official PCT application (WIPO 2026). This IP is vital for sectors requiring high-reliability distributed intelligence. Available for licensing, implementation partnerships, and acquisition. Keywords & Hashtags: #AIStability #DistributedAI #GraphTheory #SpectralResonance #GCFT #HybridNetworks #NetworkTopology #AISafety #ComplexityScience #WIPO #PCT2026 #ResonantControl #ChaosEngineering #Palantir #DefenseAI #Cybernetics
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Sergey Dzhumaev
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Sergey Dzhumaev (Mon,) studied this question.
www.synapsesocial.com/papers/69e866f16e0dea528ddeb43a — DOI: https://doi.org/10.5281/zenodo.19667747