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 blocking heat. Early prototypes match the performance of current industry leaders. This acceleration removes a primary engineering bottleneck for harvesting waste heat from industrial machinery and engines.