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