Researchers in Japan built an AI tool that designs thermoelectric generators 10,000 times faster than traditional simulation methods. The system identifies materials that conduct electricity while blocking heat flow. Prototypes based on these AI recommendations match the performance of human-designed versions. This acceleration removes a primary bottleneck in waste-heat recovery hardware.