AI will improve at an exponential rate once it can independently improve AI performance. For example. Once AI can organically identify, test, confirm, deploy an improvement like R1 vs o1 (in terms of perf/watt) then we'll see exponential improvement. Honestly though, that still seems possible within 5 years or less, maybe 3.