Researchers in Japan built an AI tool that designs thermoelectric generators 10,000 times faster than conventional methods. The system identifies materials that conduct electricity while blocking heat. Prototypes based on these AI recommendations match the performance of current industry leaders. This drastically cuts the engineering slog for waste-heat recovery hardware.