“The two fundamental scaling metrics of intelligence are useful compute per Watt and total Watts [@BasedBeffJezos] Making the conversion of energy into intelligence as efficient as possible will dramatically drive up the demand for energy and drive us up the Kardashev scale. We need more thoughts per Watt, this will drive us to produce more Watts.”