OPENEDGES, the memory system IP provider, including DDR memory controller, DDR PHY, on-chip interconnect, and NPU IP together as an integrated solution or independent IP. They are tightly combined to bring synergy for high performance and low latency. OPENEDGES released the first commercial mixed-precision (4-/8-bit) computation NPU IP, ENLIGHT, in Feb 2022. When ENLIGHT is used with other OPENEDGES' IP solutions, it reaches maximum efficiencies in power consumption, area, and DRAM optimization.