To use a chess analogy: I'm virtually certain that Deep Blue will beat me at a game of chess. I'm also pretty sure that a better chess program with vastly more computer power would beat Deep Blu

This is not obvious to me. It isn't clear at what point increased intelligence start hitting severe diminishing marginal returns. Remember, chess is a finite game, and many games even between grandmasters with very different ratings result in draws.