Japanese researchers built an AI tool that designs thermoelectric generators 10,000 times faster than conventional methods. This system identifies materials that conduct electricity while limiting heat flow. IEEE Spectrum reports that prototypes based on these AI recommendations perform on par with human-designed versions. This speedup removes the engineering slog for energy harvesting hardware.