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DeepMind's Andrew Trask on why the scaling laws are pushing AI from one big model toward a protocol: "The zoomed-out picture is that in the end, AI is gonna be a protocol instead of a program. We're seeing that evolution start to really gather steam as the scaling laws constrain how much data, compute, and talent one company can bring together." "When you combine models from multiple different providers, you're implicitly combining the data, compute, and talent that they trained on. So you can get better, faster models for a lower price, which is pretty crazy when you think about it." "If you want the absolute most accurate model, ensembling the top models is always going to win, you'll get higher scores than any single model. And if you want the best accuracy relative to any unit of price, ensembling some open and closed models is likely gonna own that Pareto frontier quietly for a while." "It won't be until there's a leaderboard that widely recognizes ensembles as comparable to individual models that we start to really see it. Then in 12 to 18 months, that saturates a bunch of benchmarks across the space, and the harnesses pick it up, routing you to the best combinations of models on the fly. That's when the market really starts to change in terms of how people buy intelligence." @iamtrask @openminedorg

This is genuinely shocking, and says so much about our approach to China. I decided to check for independent reviews of the English version Xi Jinping's latest book, published a year ago, to see what people had to say about it since I hadn't read it myself. To my surprise, I couldn't find any: not a single thoughtful review about the book out there! Even on Amazon, check it for yourself ( the book has only 3 ratings, that's it. No matter where you stand on China, you’ve got to admit that’s pretty crazy: the sitting president of the world's rising superpower publishes a 700-page book explaining exactly what he's doing and why, and we don’t even care to look. If there ever was a fact that illustrates just how willfully ignorant we are about China, this is it. All the more because we then go spew the usual clichés around how secretive and impenetrable the Chinese system is: the book is on Amazon for $21 for crying out loud! Anyhow, this felt so wrong that I figured I'd fix it. I bought the book, read it attentively and wrote what I hope you'll agree is a thoughtful review of it. The book contains genuinely surprising passages, such as Xi writing that oversight of the Communist Party by "the judiciary, the public, and the media" was not just something the Party must “readily accept,” but something that he framed as historically decisive - an essential component to "escaping the historical cycle of rise and fall" that has doomed every dynasty in China's history. Other passage that I'm sure would surprise many: a common narrative out there is that China blames the West for the century of humiliation and is driven by revenge. Well, Xi explains that's not true at all: the century of humiliation was China's own mistake, originated in the Ming Dynasty's disastrous "policy of national seclusion" that "resulted in China missing out on the opportunities presented by the Industrial Revolution" and "led to China’s decline." All in all, the book is remarkably self-reflective and thoughtful. For instance Xi recognizes that his drive for “full and rigorous internal governance” - including to rid the Party of corruption - risked "instill[ing] fear and apprehension, or intimidate members into inaction.” He emphasizes the need for pragmatism in this regard, codified in a framework called the “Three Distinctions” that separates honest mistakes - made while experimenting, reforming, or operating without precedent - from deliberate violations committed for personal gain. And many other surprises still. I found it a genuinely fascinating read for anyone interested in how the Chinese system works and how Xi thinks - or anyone interested in governance, period, as so much of what he writes is pretty universally applicable. This is the link to my review of the book, an article I titled "The Book the West Refuses to Read":

*Humanity's goal for the next century is... prevent WW3.* Elon: "Okay, this is going to sound pretty crazy." "I'd say the economy is 10 times the its current size in 10 years. Greater than. I feel like that's actually a fairly comfortable prediction." "Obviously if there's like World War III or something. that that could put a kink in those plans or those expectations. In the absence of World War II, if current trends continue, I would say the the economy 10xes in 10 years and have a base on the moon."

$sato just crossed 10,000 holders. For an ETH mainnet hook token that’s only been around for a few weeks, that’s honestly pretty crazy. Especially without a major CEX listing yet. What stands out to me isn’t just the holder count though. People aren’t only talking about price anymore. They’re discussing the hook mechanics, the mint/burn structure, drift, reserve behavior, and how Uniswap v4 hooks could change onchain markets. That’s pretty rare for a meme-driven token. Most projects go: hype → pump → silence But SATO feels more like: understand → participate → hold Lately I keep seeing people ask: “why am I not selling?” 😂 Hook Summer might still be early. But if the v4 hook narrative really expands, SATO already feels like one of the symbols of it.