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. Initial prototypes match current industry performance. This acceleration removes the engineering slog of slow simulations, allowing hardware developers to iterate on waste-heat recovery systems in hours instead of years.