Researchers in Japan developed an AI tool that designs thermoelectric generators 10,000 times faster than conventional methods. The system identifies materials that conduct electricity while blocking heat, bypassing slow simulations. Prototypes based on these recommendations match current industry performance. This speedup allows engineers to rapidly iterate on waste-heat recovery hardware.