Researchers in Japan built 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. Prototypes based on these recommendations match the performance of human-designed versions. This speedup removes a primary bottleneck in harvesting waste heat for power.