From creating images, generating text, and enabling self-driving cars, the potential uses of artificial intelligence (AI) are vast and transformative. However, all this capability comes at a very high energy cost. For instance, estimates indicate that training OPEN AI's popular GPT-3 model consumed over 1,287 MWh, enough to supply an average U.S. household for 120 years.