An AI-driven design framework transforming sparse measurement data into optimal, loss-aware output matching circuits for 6G and satellite transmitters. By integrating deep learning extrapolation with closed-loop optimization and vendor parasitic modeling, it compresses design cycles from weeks to minutes while cutting power consumption.