Researchers in Japan built an AI tool that designs thermoelectric generators 10,000 times faster than conventional simulation methods. The system identifies materials that conduct electricity while blocking heat flow. Prototypes based on these recommendations matched the performance of human-designed versions. This acceleration removes the engineering slog for developers building solid-state power recovery systems.