With significant potential improvement in device-to-device (D2D) communication due to improved wireless link capacity (e. g. 5G and NextG systems). a collaboration of multiple edge devices (called horizontal collaboration (HC)) is becoming a reality for real-time Edge Intelligence (EI). https://www.lightemupsequences.com/