Researchers in Japan built an AI tool that designs thermoelectric generators 10,000 times faster than conventional simulation methods. The system identifies materials that conduct electricity while limiting heat flow. Prototypes based on these recommendations match the performance of traditional designs. This speedup removes the engineering slog from waste-heat energy recovery for industrial machinery.