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Allentown rd bound 📍pull uppp 🤫😈 #trans #dmvfreaks #dcfreaks #mdfreaks #pgfreaks #304freaks which one y’all like more

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NVIDIA CEO Jensen Huang says one scaling law multiplies AI faster than NVIDIA can hire engineers. Most people know three AI scaling laws. Pre-training. Post-training. Test-time. Each one multiplies intelligence by throwing more compute at a different stage. Jensen Huang says there's a fourth and it's the one that will dominate... Agentic scaling law. "During test time, that agentic system goes off and does research, bangs on databases, uses tools," Huang says. "And one of the most important things it does is spawn off a whole bunch of sub-agents." That's the multiplier. One AI worker can become a team. Then a department. Then a company. "It's so much easier to scale NVIDIA by hiring more employees than it is to scale myself," Huang says. Now imagine scaling without a payroll constraint. "The agentic scaling law — it's kind of like multiplying AI," Huang says. "We could spin off agents as fast as you want to spin off agents." Each agent spins off sub-agents. Each sub-agent spins off more. The compute requirement compounds inside a single query. And every agent generates new data, new experiences, new edge cases. "Wow, this is really good. We ought to memorize this," Huang says. "That data set comes back to pre-training." The four scaling laws don't compete. They feed each other. Agentic systems produce data, which feeds pre-training, which smartens the base model, which enables better agents, which produce more data. A flywheel that compounds forever. The companies pricing in three scaling laws are mispricing the fourth. The fourth eats the other three for lunch. P.S. Pull the thread on any story like this and you'll find the hidden incentive at the other end. As Munger said: "Show me the incentive and I'll show you the outcome." So I wrote a short book on how to spot them and design your own. Comment "INCENTIVES" and I'll send you the details. If you're new here, follow GeniusThinking for content on the greatest minds in economics, psychology, and history. — Jensen Huang ( NVIDIA ), NVIDIA CEO, on Lex Fridman's ( Lex Fridman ) podcast

GeniusThinking

93,264 views • 4 months ago

I went along to the Girlguiding protest this afternoon against the “boy ban” which comes into force tomorrow following last year’s Supreme Court ruling. Having covered trans activism within Girlguiding for the Telegraph, it was slightly surreal seeing some of the activists in person. It was also possibly the first protest involving trans activists I’ve attended where nobody told me to f**k off. The event was very well organised: no abusive placards*, no swearing and everyone impeccably polite. There was face painting and colouring, bubbles and glitter. And then the singing. I mean, how many protests have you been to where women start singing what sounded like campfire songs in harmony? Only most seemed to include some variation of the refrain: “trans girls are girls”. I introduced myself as a journalist and asked whether anyone might be willing to speak to me. Initially, I thought someone might. Then I suspect word got around that I was THAT journalist. Things became a tiny bit more hostile - mostly people standing in front of my camera and waving flags. This was particularly noticeable when Petra Wenham spoke about how painful it was no longer to be able to belong to the Women’s Institute. Wenham is the male trans activist who famously appeared on the cover of the WI’s membership magazine. I stayed around afterwards hoping one of the Girlguiding activists might speak to me. Apparently not. Another freelance journalist seemed rather more welcome and was busy interviewing people. There is much more to say about what I saw and heard today, and I’ll do that in a longer piece. But I left with an overwhelming sense of sadness. More to follow. *Well maybe apart from this one?!

Janet Murray

230,204 views • 24 days ago

🇨🇳 Chinese tourism is 95% domestic: this means most of the tourists you see in China are not foreigners but just other Chinese Even if we'd visit the most tourist places in China, we'd see maybe 1 Westerner (if we're lucky) vs. 10,000 Chinese Which honestly makes it a more fun place to visit to Maybe the most fun place I visited since I became a digital nomad in 2013 I thought about WHY I liked this so much, and I think one of the reasons traveling for me as a digital nomad starting 10+ years ago was so magical, was because it was NEW and there was barely anyone doing it, like there'd be 20 other digital nomads in Chiang Mai You felt a lot like Ernest Hemmingway, traveling to far away countries, interacting with people and observing the differences in culture and learning from them But things have changed a bit. There's now 2x more people traveling in the world than 15 years ago (from 900 million to now 1.8 tourist trips per year). By 2035, that'll be 3x more Now that everyone can travel anywhere (and also bring their laptop), travel has boomed, and there's a lot less places where you're still the only foreigner visiting Even if you go to some remote non-tourist place, you're bound to run into another Dutch, German, Brit, Spanish or American traveler every 5 minutes China feels like you are the only one there, and due to geopolitics it's more isolated from the West than ever, and many Westerners are scared to visit (whether that's valid or not) This makes people also really super super nice, because you're the odd one out, and they know that, so they'll do everything to help you and be very pragmatic at that too. And they're not tired of tourists/foreigners yet, more like excited to see you (because there simply is barely any) This video is obviously a very tourist spot, but most of the non-touristy things you see in China are not crowded like this, actually more like very spacious and not busy, which also makes it a very comfortable place to visit, because other places have become so crowded with tourism and just general travel, that they're overcapacity, and it's not fun China is generally under capacity, and that makes it generally smooth to travel here (okay maybe except this tourist spot :D) This spot btw is the Hongya Cave famous for being built into the rocks and full of lights, it actually looks sick from inside too, imagine building a house in Minecraft into the rocks, very cool and full of food and shops inside the rocks (it's where I took the food video from below)

@levelsio

1,690,887 views • 9 months ago