Researchers in Japan developed an AI tool that designs thermoelectric generators 10,000 times faster than conventional simulation methods. The system identifies material combinations that maximize electricity conduction while limiting heat flow. Early prototypes match the performance of human-designed versions. This speedup removes the primary engineering bottleneck for waste-heat recovery hardware.