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Production-ready implementation of Marcel Krüger’s Helix-Light-Vortex (HLV) Theory for electric-vehicle battery management. Translates HLV’s dual physical–informational framework into real-time BMS middleware for health prediction, degradation awareness, and safe vehicle integration.