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This is not for people who build World Models. I get an exclusive look inside one of the best AI labs in the world in Silicon Valley, Institute of Foundation Models, and talk with Hector Liu, Hector Liu, who leads World Model research there. These will be the “brains”... show more

Robert Scoble

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34,135 views • 3 months ago •via X (Twitter)

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Economist Tyler Cowen: "the people who will do best in this new world, i call the AI maniacs" The AI maniacs will be the new super-rich, and they'll be the orchestrators of AI, not the ones who build the models

Economist Tyler Cowen: "the people who will do best in this new world, i call the AI maniacs" The AI maniacs will be the new super-rich, and they'll be the orchestrators of AI, not the ones who build the models

Haider.

50,353 views • 3 months ago

Godfather of AI Yann LeCun reveals the humanoid robot industry's secret: the companies building the robots have no idea how to make them smart enough to be useful. "There is a lot of expectations that robotics is going to be a revolution, essentially, in a big market, eventually." "But the secret of the industry is that none of the companies at the moment that are building robots, like humanoid robots, none of those companies has any idea how to make those robots smart enough to be useful." "There's a big push for AI to make progress towards... understanding the physical world. That's what is prompting this investment." "There's nothing wrong with investing in LLMs. LLMs are useful. They're just addressing a completely different set of applications, really." LeCun is not describing someone else's problem. He has spent 15 years on world models, raised more than $1 billion for AMI Labs to build that missing intelligence layer, and in the same interview he calls 2026 the year of the world model and puts consumer robots 3 to 5 years out. Every humanoid robot demo you have seen is a body waiting for a brain. The winner in robotics will not be the company that shipped the body; it will be the one that ships the intelligence. - Yann LeCun (Yann LeCun), Turing Award winner and founder of AMI Labs, on Bloomberg Television.

Godfather of AI Yann LeCun reveals the humanoid robot industry's secret: the companies building the robots have no idea how to make them smart enough to be useful. "There is a lot of expectations that robotics is going to be a revolution, essentially, in a big market, eventually." "But the secret of the industry is that none of the companies at the moment that are building robots, like humanoid robots, none of those companies has any idea how to make those robots smart enough to be useful." "There's a big push for AI to make progress towards... understanding the physical world. That's what is prompting this investment." "There's nothing wrong with investing in LLMs. LLMs are useful. They're just addressing a completely different set of applications, really." LeCun is not describing someone else's problem. He has spent 15 years on world models, raised more than $1 billion for AMI Labs to build that missing intelligence layer, and in the same interview he calls 2026 the year of the world model and puts consumer robots 3 to 5 years out. Every humanoid robot demo you have seen is a body waiting for a brain. The winner in robotics will not be the company that shipped the body; it will be the one that ships the intelligence. - Yann LeCun (Yann LeCun), Turing Award winner and founder of AMI Labs, on Bloomberg Television.

Karl Mehta

44,534 views • 2 months ago

🚨 NEW: DNI Director Jay Clayton tells Fox’s Bret Baier on AI: "I think this is a race that we need to win.” “And the reason... is if you talk to people who have seen what these models can do and are projecting what they will be able to do in the future, the power is immense.” “I believe that if we are the strongest country in the world, the world will be a much better place. And I look at AI frontier models in the very same framework."

🚨 NEW: DNI Director Jay Clayton tells Fox’s Bret Baier on AI: "I think this is a race that we need to win.” “And the reason... is if you talk to people who have seen what these models can do and are projecting what they will be able to do in the future, the power is immense.” “I believe that if we are the strongest country in the world, the world will be a much better place. And I look at AI frontier models in the very same framework."

TV News Now

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Every home is different. That means that to build a useful home robot, we must be able to perform zero-shot generalization on a wide range of tasks. Humanoid company 1X has a solution: world models. 1X Director of Evaluations Daniel Ho joins us on RoboPapers to talk about: - why world models are the future for scaling robot learning - how to use world models for robot control - what world models unlock for evaluating robot model performance - how we can hill-climb from here to general purpose robots Watch Episode #61 of RoboPapers, with Michael Cho - Rbt/Acc and Chris Paxton, now!

Every home is different. That means that to build a useful home robot, we must be able to perform zero-shot generalization on a wide range of tasks. Humanoid company 1X has a solution: world models. 1X Director of Evaluations Daniel Ho joins us on RoboPapers to talk about: - why world models are the future for scaling robot learning - how to use world models for robot control - what world models unlock for evaluating robot model performance - how we can hill-climb from here to general purpose robots Watch Episode #61 of RoboPapers, with Michael Cho - Rbt/Acc and Chris Paxton, now!

RoboPapers

28,030 views • 8 months ago

Humanoid robots are taking over the largest robotics and AI show in America. Grady Trimble got an inside look at the robot family stealing the show and how they are being used in the real world. "AI is enabling robots to do all kinds of work, stuff like this, and hospitals, in factories, in warehouses... It's not just entertainment," President of the the Association for Advancing Automation Jeff Burnstein says.

Humanoid robots are taking over the largest robotics and AI show in America. Grady Trimble got an inside look at the robot family stealing the show and how they are being used in the real world. "AI is enabling robots to do all kinds of work, stuff like this, and hospitals, in factories, in warehouses... It's not just entertainment," President of the the Association for Advancing Automation Jeff Burnstein says.

FOX Business

15,457 views • 3 months ago

World Labs CEO Dr. Fei-Fei Li explains says "world model" has become an overloaded term & explains what each kind of world model does: "Right now there are three ways of calling world models when it comes to spatial intelligence." "One is what I call a renderer, when the model puts beautiful pixels on the screen." "Another kind of world model is what we call a planner. That is more for machines, more for robots." "The third kind, which I think is the linchpin of the three, is a simulator." "A simulator could become a renderer. The simulator could become a planner. But this layer is a huge critical path to unlock spatial intelligence. And that's what World Labs is working on." Fei-Fei Li at Bloomberg Tech live with Emily Chang

World Labs CEO Dr. Fei-Fei Li explains says "world model" has become an overloaded term & explains what each kind of world model does: "Right now there are three ways of calling world models when it comes to spatial intelligence." "One is what I call a renderer, when the model puts beautiful pixels on the screen." "Another kind of world model is what we call a planner. That is more for machines, more for robots." "The third kind, which I think is the linchpin of the three, is a simulator." "A simulator could become a renderer. The simulator could become a planner. But this layer is a huge critical path to unlock spatial intelligence. And that's what World Labs is working on." Fei-Fei Li at Bloomberg Tech live with Emily Chang

a16z

112,217 views • 4 months ago

SITUATION ANALYSIS: Everyone assumes the humanoid robotics race will be won by whoever builds the best foundation model. FleetingBits says that's exactly backwards. "The long run winners [in humanoid robotics] are people who make the robots cheaply, not those training the models." "That's the total opposite of the reasoning model world, where there are increasing returns to intelligence, and Foundation Labs are very well-positioned."

SITUATION ANALYSIS: Everyone assumes the humanoid robotics race will be won by whoever builds the best foundation model. FleetingBits says that's exactly backwards. "The long run winners [in humanoid robotics] are people who make the robots cheaply, not those training the models." "That's the total opposite of the reasoning model world, where there are increasing returns to intelligence, and Foundation Labs are very well-positioned."

MTS

16,194 views • 4 months ago

Autonomous farming at Reservoir Farms in Salinas. When I got here joined a bunch of farmers from Florida who were visiting. But during the talks Bonsai Robotics caught my attention. One of the first to use world models to drive autonomous farm equipment. Here's their CEO, Tyler Niday, talking to me about what's going on in farming around the world. And of course we talk about world models. My favorite topic lately. They have robots farming in Australia and here in America in a variety of places. He ran autonomous tractors for John Deere USA for years. Reservoir Farms is an incubator—think of it like Y Combinator or Founders Inc., but for people who are making autonomous, AI-driven tractors and other farm equipment. It's a remarkable place. Worth telling anyone in farming about. @bernsteind, who runs it, used to work at Google in high tech and got the bug to help startups hit the farming market. He has a fairly big plot of land to do all sorts of testing, demos, and development work here in Salinas, with about 40 acres of a variety of different crops. That is something you can't do in Silicon Valley anymore. It takes me back to my childhood when Silicon Valley used to be all farms. It was a lot of fun hanging out with the farmers. They'll be doing some events and hackathons down here. If you're from Silicon Valley, it's only an hour south, and I highly recommend coming down to see what's going on. The AI part of farming is very similar to building an autonomous car or truck, so the kinds of jobs are very similar. The market is just very different, and the kinds of things a robot needs to figure out are different. You might be picking apples or spraying crops. You don't have pedestrian traffic, maybe, but you have other kinds of things you need to train and model on to work around. Anyways, I had a beautiful day hanging out here.

Autonomous farming at Reservoir Farms in Salinas. When I got here joined a bunch of farmers from Florida who were visiting. But during the talks Bonsai Robotics caught my attention. One of the first to use world models to drive autonomous farm equipment. Here's their CEO, Tyler Niday, talking to me about what's going on in farming around the world. And of course we talk about world models. My favorite topic lately. They have robots farming in Australia and here in America in a variety of places. He ran autonomous tractors for John Deere USA for years. Reservoir Farms is an incubator—think of it like Y Combinator or Founders Inc., but for people who are making autonomous, AI-driven tractors and other farm equipment. It's a remarkable place. Worth telling anyone in farming about. @bernsteind, who runs it, used to work at Google in high tech and got the bug to help startups hit the farming market. He has a fairly big plot of land to do all sorts of testing, demos, and development work here in Salinas, with about 40 acres of a variety of different crops. That is something you can't do in Silicon Valley anymore. It takes me back to my childhood when Silicon Valley used to be all farms. It was a lot of fun hanging out with the farmers. They'll be doing some events and hackathons down here. If you're from Silicon Valley, it's only an hour south, and I highly recommend coming down to see what's going on. The AI part of farming is very similar to building an autonomous car or truck, so the kinds of jobs are very similar. The market is just very different, and the kinds of things a robot needs to figure out are different. You might be picking apples or spraying crops. You don't have pedestrian traffic, maybe, but you have other kinds of things you need to train and model on to work around. Anyways, I had a beautiful day hanging out here.

Robert Scoble

35,880 views • 2 months ago

Turn off the light, look in the mirror. I See the Angels visualizer out now. I see a lot more cruelty in the world these days, and I think the true angels in our reality are the people who overcome cruelness and judgement. They're people who lift others up and don't try to conquer each other; they’re more accepting and loving of who each other are. I do see angels among us, truly clear as day. I see the people who are fighting for the world to be a good place and I see the people who overcome darkness every day to help others, and make the world prevail in goodness. This song is about those people 🤍

Turn off the light, look in the mirror. I See the Angels visualizer out now. I see a lot more cruelty in the world these days, and I think the true angels in our reality are the people who overcome cruelness and judgement. They're people who lift others up and don't try to conquer each other; they’re more accepting and loving of who each other are. I do see angels among us, truly clear as day. I see the people who are fighting for the world to be a good place and I see the people who overcome darkness every day to help others, and make the world prevail in goodness. This song is about those people 🤍

Ashton Irwin

87,345 views • 2 years ago

Elon says China's an Ass-kicker-next-level Question on Q4 earnings call: "There's a surge of Chinese companies humanoids; what is Tesla's long-term competitive advantage?" Elon: "By far, the biggest competition for humanoid robots will be from China. China is good at manufacturing, and also in AI, judging from open models. To the best of my knowledge, we don't see significant competition outside of China. People outside of China underestimate China, but China's an ass-kicker next-level. We think we will be more capable than any robot under development in China. We'll be ahead in real-world intelligence and the electromechanical dexterity of the hand design. There are three hardest things for humanoid robots: - the hand - real-world AI - and scaling production Tesla is the only company that has all three of those components."

Elon says China's an Ass-kicker-next-level Question on Q4 earnings call: "There's a surge of Chinese companies humanoids; what is Tesla's long-term competitive advantage?" Elon: "By far, the biggest competition for humanoid robots will be from China. China is good at manufacturing, and also in AI, judging from open models. To the best of my knowledge, we don't see significant competition outside of China. People outside of China underestimate China, but China's an ass-kicker next-level. We think we will be more capable than any robot under development in China. We'll be ahead in real-world intelligence and the electromechanical dexterity of the hand design. There are three hardest things for humanoid robots: - the hand - real-world AI - and scaling production Tesla is the only company that has all three of those components."

The Humanoid Hub

114,545 views • 8 months ago

I am stocked to announce that I won the OpenAI Developers Codex x Mollie Hacka Worldwide Hackathon in Paris. 60+ builders, every one of us working solo, one day to ship. I built mine around a single question: who gets to own intelligence? The default answer is scary. You hand your data to a handful of labs, they train the model, they own it, and you rent back a thin slice of what your own data made possible. That is the bargain on the table today. I do not accept it. So I built Lensemble: a Tapestry like distributed training platform for JEPA based World Models. What does it enable: World Models that a community improves together, keeps sovereign, and co-owns. Two bets sit underneath it. First, the paradigm. Language models predict the next token. Powerful for text, a dead end for the physical world. A robot does not need to autocomplete sentences, it needs to predict what happens next in the world. That is what JEPA does: it learns by predicting representations instead of pixels or tokens. I am convinced world models are the most underrated paradigm in AI right now, and the closest thing we have to a ChatGPT moment for robotics. Second, the politics. Your raw trajectories never leave your machine. Each participant trains locally against a shared protocol and ships only an update, never the data. A federated round folds those updates into one shared world model, a LeWorldModel based model, and the gain is measured, not claimed: a 12k-parameter adapter on a frozen backbone, held-out prediction error down about 12 percent, the model measurably less surprised by the world. Then the upside is split by contribution weight, so the people who improved the model own a share of what it earns. This is the thesis behind Project Tapestry, the AI Alliance and Yann LeCun's push for federated, sovereign frontier AI, carried into world models and robotics. Call it Tapestry for the physical world. All of it built solo, in a single day, with Codex as my pair the whole way. Thank you to OpenAI Codex and Mollie for backing builders who ship real things, and to Boris and the organizing crew for the room and the standard you set. Intelligence the world improves, and the world owns. That is the future I want for my kids, and the one I will keep building.

I am stocked to announce that I won the OpenAI Developers Codex x Mollie Hacka Worldwide Hackathon in Paris. 60+ builders, every one of us working solo, one day to ship. I built mine around a single question: who gets to own intelligence? The default answer is scary. You hand your data to a handful of labs, they train the model, they own it, and you rent back a thin slice of what your own data made possible. That is the bargain on the table today. I do not accept it. So I built Lensemble: a Tapestry like distributed training platform for JEPA based World Models. What does it enable: World Models that a community improves together, keeps sovereign, and co-owns. Two bets sit underneath it. First, the paradigm. Language models predict the next token. Powerful for text, a dead end for the physical world. A robot does not need to autocomplete sentences, it needs to predict what happens next in the world. That is what JEPA does: it learns by predicting representations instead of pixels or tokens. I am convinced world models are the most underrated paradigm in AI right now, and the closest thing we have to a ChatGPT moment for robotics. Second, the politics. Your raw trajectories never leave your machine. Each participant trains locally against a shared protocol and ships only an update, never the data. A federated round folds those updates into one shared world model, a LeWorldModel based model, and the gain is measured, not claimed: a 12k-parameter adapter on a frozen backbone, held-out prediction error down about 12 percent, the model measurably less surprised by the world. Then the upside is split by contribution weight, so the people who improved the model own a share of what it earns. This is the thesis behind Project Tapestry, the AI Alliance and Yann LeCun's push for federated, sovereign frontier AI, carried into world models and robotics. Call it Tapestry for the physical world. All of it built solo, in a single day, with Codex as my pair the whole way. Thank you to OpenAI Codex and Mollie for backing builders who ship real things, and to Boris and the organizing crew for the room and the standard you set. Intelligence the world improves, and the world owns. That is the future I want for my kids, and the one I will keep building.

abdel

20,257 views • 3 months ago

People need to start giving pushback to this freak Tovia Singer He says there will be only one religion in the world after the 3rd Temple is built and everyone who opposes that will be killed "All the world will worship the one God of Abraham, Isaac, and Jacob" "There will not be any Christians. There will not be any Muslims in the world. That means all Christians, Muslims will turn back to the God of Israel. So there will be no divide in the world over faith" "After Messiah comes there will be Christianity and Islam and so they won't be all the nations of the world will worship the God of Israel alone and no one else" Q: What would happen to those that oppose this Messiah? A: Those who go to war with Israel will be utterly destroyed

People need to start giving pushback to this freak Tovia Singer He says there will be only one religion in the world after the 3rd Temple is built and everyone who opposes that will be killed "All the world will worship the one God of Abraham, Isaac, and Jacob" "There will not be any Christians. There will not be any Muslims in the world. That means all Christians, Muslims will turn back to the God of Israel. So there will be no divide in the world over faith" "After Messiah comes there will be Christianity and Islam and so they won't be all the nations of the world will worship the God of Israel alone and no one else" Q: What would happen to those that oppose this Messiah? A: Those who go to war with Israel will be utterly destroyed

Seethroughitall

10,575 views • 4 days ago

Bijan Robinson on Derrick Henry: "My respect for him is out of this world. ... I'm really excited to get to watch him play in person. He's one of the role models who I look up to." via Atlanta Falcons

Bijan Robinson on Derrick Henry: "My respect for him is out of this world. ... I'm really excited to get to watch him play in person. He's one of the role models who I look up to." via Atlanta Falcons

Bobby Trosset

52,684 views • 1 day ago

I just had to post one more video, of all of you wonderful people who have entered my world. I am so grateful to see that there is truly something that is connecting us, even though many of you i have not even met🌞 It makes me hopeful. Especially when i know many of us will continue to be good warriors for the world and the people out there who need us right now. Just like one day, we might need them. I love you all. And i am glad to be surrounded by so many people who dares to think for themselves. It’s overwhelming to be so informed, and in touch but still out of touch with the world. BUT i know when people get arrested for simply doing what they have to right to do as people - freedom of speech Then it’s the time to keep speaking. Shout even.

I just had to post one more video, of all of you wonderful people who have entered my world. I am so grateful to see that there is truly something that is connecting us, even though many of you i have not even met🌞 It makes me hopeful. Especially when i know many of us will continue to be good warriors for the world and the people out there who need us right now. Just like one day, we might need them. I love you all. And i am glad to be surrounded by so many people who dares to think for themselves. It’s overwhelming to be so informed, and in touch but still out of touch with the world. BUT i know when people get arrested for simply doing what they have to right to do as people - freedom of speech Then it’s the time to keep speaking. Shout even.

AURORA

26,633 views • 1 year ago

John: "Over in China, they’re doing robot Olympics. They’re doing marathons and all sorts of stuff." Figure founder Brett Adcock: “We look at the distribution of what humans do that is useful, and we [designed our humanoid] to do as much of that as possible.” “These things where we run marathons, or we do backflips, or we do karate moves—they’re not in the main part of the distribution. They don’t matter. And if you really want to size for those, you’re going to build a really expensive and unsafe robot that’s hard to manufacture.” “People want the $10,000 humanoid that can do general-purpose work. We want it to do laundry and dishes and be a companion. I want to ship robots at scale into the workforce to do logistics and healthcare, and build buildings and data centers.” "I don't need [our humanoid] to do backflips to do any of that work. I want robots building other robots."

John: "Over in China, they’re doing robot Olympics. They’re doing marathons and all sorts of stuff." Figure founder Brett Adcock: “We look at the distribution of what humans do that is useful, and we [designed our humanoid] to do as much of that as possible.” “These things where we run marathons, or we do backflips, or we do karate moves—they’re not in the main part of the distribution. They don’t matter. And if you really want to size for those, you’re going to build a really expensive and unsafe robot that’s hard to manufacture.” “People want the $10,000 humanoid that can do general-purpose work. We want it to do laundry and dishes and be a companion. I want to ship robots at scale into the workforce to do logistics and healthcare, and build buildings and data centers.” "I don't need [our humanoid] to do backflips to do any of that work. I want robots building other robots."

TBPN

15,419 views • 7 months ago

Turn any world model from World Labs into a multi-user space for exploration and collaboration with FRAME. Voice chat, embodied AI agents, and tons more you can layer on top of the model foundation. This took all of 10 seconds to get going. The metaverse is so back. 😄

Turn any world model from World Labs into a multi-user space for exploration and collaboration with FRAME. Voice chat, embodied AI agents, and tons more you can layer on top of the model foundation. This took all of 10 seconds to get going. The metaverse is so back. 😄

Gabriel Baker

21,641 views • 1 year ago