Claude 5.5 Opus responding to “AI is a normal technology” is still the best AI-created video I have ever seen

Can an LM, starting from random init (!!), learn to generate all of its pretraining data? Introducing Self-Play Pretraining with Zero Data. Two models start from random initialization: a generator proposes programs for a universal Turing machine and a learner trains on their outputs. We never train on any real data, but see predictable scaling on natural datasets: zero-shot val loss on images, text, audio, and melodies decreases predictably with self-play compute. And the learner develops in-context learning capabilities. A fun proof-of-concept, co-led with @AdityaCowsik and @KfirDolev and co-authors @gbruno_dl, @ANourya @noahdgoodman, and @YoavLevine.

I’m sorry but America did not spend 250 years turning “what’s over there?” into the most powerful civilization on earth just to finally arrive at the most consequential technological frontier in generations and decide actually we’re scared of frontiers now. We ARE the fucking frontier. We cross oceans. We build railroads across continents. We split atoms. We put men on the moon. We turn sand into computers and computers into a global nervous system. Of COURSE AI is terrifying. The frontier is SUPPOSED to scare the shit out of you. That’s how you know you have, in fact, located the fucking frontier. The answer is not recklessness, but it sure as fuck isn’t paralysis either. America’s comparative advantage is an unusually high national tolerance for ambitious weirdos staring at impossible things and saying “Yeah... I think I can build it.” That trait is rarer than oil, harder to manufacture than semiconductors, and responsible for a frankly preposterous amount of the modern world. And you absolutely will not fucking regulate it out of us.