We extend the boundaries of semiconductor engineering technologies by pioneering novel materials structures, manufacturing processes, and innovative instruments. By integrating our experimental expertise in semiconductor manufacturing processes (CVD, PVD, hydro/solvothermal synthesis, etc.) and functional semiconductor-based hybrid architectures with the digitally transformed and quantified database and numerical analyses, we aim to establish a closed-loop manufacturing AX (M.AX) platform for innovative semiconductor materials and devices.