Researchers in Japan built an AI tool that designs thermoelectric generators 10,000 times faster than conventional simulations. The system identifies materials that conduct electricity while limiting heat flow. Early prototypes match the performance of human-designed versions. This speedup removes the primary engineering bottleneck for harvesting waste heat from industrial machinery.