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generative AI is in a sense the second wave of transformative AI that weve experienced over the past few decades and that first wave was really around ranking systems and so youre thinking here about Google search Facebook YouTubes recommendations Tick Tock all of this is around choosing sort of the ranking of information that was already created by people and this seems like a small thing its just ranking a set of items but when youre ranking everything that Humanity has created that actually affects the incentives of politicians of entertainers of journalists youre now restructuring Society just by that simple Act of ranking because youre ranking for billions of people every day all the time the second wave is where we go beyond ranking to actually generating that content this second wave of transformative artificial intelligence we dont know fully what those implications are going to be the whole way in which we make information and the basis of communication across Society