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 conduct electricity while blocking heat flow. Early prototypes match the performance of manually designed devices. This acceleration removes the engineering slog for practitioners developing solid-state energy recovery systems.