These are not CGI. Reinforcement learning is so back.... When operating on strings, it gives us o3. When operating on physical motors, it gives us a perfect humanoid backflip and a robot creature that out-maneuvers almost every animal on earth. RL is one of the only learning algorithms that can master both the world of bits and the world of atoms. Give me a reward function, and I shall move the world. 2025, Year of RL.show more

🎙️🇧🇷 Aitana Bonmatí on the 2027 Women’s World Cup... in Brasil “What can I say about Brasil? I think it is a country that is absolutely passionate about football. The prospect of playing a World Cup there really excites me because, when you think of football, Brasil is one of the countries that comes to mind. So, I hope to enjoy that World Cup and successfully defend the title, though that will be the hardest part.”show more

TESLA HALTED MODEL S AND MODEL X PRODUCTION TO... BUILD AN ARMY OF OPTIMUS ROBOTS The Fremont assembly line was torn down in 46 days. In its place, Tesla is building a line for humanoid production, aiming for a million units a year A humanoid robot is a body shaped like a human. Physical AI is the intelligence that controls that body Walking and making coffee is often just imitation learning from a scripted routine. But once the environment shifts, the learned trick stops working Language models had the entire internet to train on. Robotics has nothing close to that scale of data, which is why one giant brain hasn't worked for anyone yet The industry is moving toward modularity instead - separate models for vision, movement, and planning, each improved on its own The real question is no longer whether a robot can move impressively. It's whether it can pull its sensors into one picture of the world and adapt to whatever wasn't scripted for itshow more

AI has had exactly two scaling axes that worked... so far, and the second one is starting to look finite too the first one was pretraining: with scaling parameters and data, we got world knowledge (i.e. ChatGPT had read enough to know things), but it started saturating a while ago the second one was RL, and people had been doing RL the whole time before that: RLHF is RL but it never scaled far because it was trying to control the exact output, which tokens come out, how the text reads, but you can only push that so far before you’re just polishing RLVR dropped that constraint: giving the model a task, then checking whether the final answer is right, and ignoring everything in between -- so the model does whatever it wants in the middle and only the endpoint gets graded, and that’s much closer to actual RL and it’s what bought us planning and reasoning (arguably, tool use sits around 2.5 on this list -- while useful, it's not a different kind of thing) so one axis gave knowledge, the other gave reasoning, and both of them are one model working alone the next axis is how many models you can get working on the same problem, which is a different kind of axis than the previous two we know that multi-agent RL has always been the harder problem: I spent years in that literature and the gap between single-agent and multi-agent is definitely not incremental -- it’s a whole different class of difficulty! which is also why the derivatives are steep at the start, nobody has picked the easy wins yet... and the thing that gates this multi-agent coordination is communication: models can only coordinate as well as they can exchange information, and right now they do that by writing sentences to each other imagine what could we possibly achieve if we properly open that third axis development by letting models to exchange information in their native "language" without loosing any computational data that they produce during inferenceshow more

Finally, I saw it. The beauty and soft tenderness... Of the main Christmas tree of Ukraine. Honestly, I love it so much. It gives us light. It gives us hope that the darkness will go away. Tonight, in Kyiv, Hope is glowing.show more

This work makes a humanoid robot do simple parkour... moves by looking with a depth camera and choosing the right move on the fly. The big deal is that it turns lots of small human moves into long, real-time robot behavior, without hand-coding every transition or retraining for each new course. A humanoid robot is usually good at steady walking, but it often fails when it has to do fast moves like jumping up, vaulting, or rolling, and then keep going to the next obstacle. The hard part is that you cannot easily collect training data for every possible obstacle shape, distance, and mistake, so robots end up learning a few moves that only work in a narrow setup. This work starts from short clips of real human parkour moves, like stepping over, vaulting, climbing, and rolling. It uses motion matching, which is basically a smart “pick the next clip that fits best right now” search, to stitch those short clips into a long, smooth plan that looks like a human doing a whole course. Then it trains a controller with reinforcement learning (RL), which means the robot learns by trial and error to copy that plan while staying balanced and not falling. After training separate expert controllers for different moves, it compresses them into 1 controller that uses only onboard depth sensing and a simple “go this fast in this direction” command. In real tests on a Unitree G1 humanoid, it can clear multiple obstacles in a row, adapt when obstacles get moved, and climb a wall up to 1.25m.show more

One of the things not talked about enough is... the SOUND DESIGN of #JagunJagunMovie John Bars worked his a** off on this. It was really nice watching and learning from him… This is a throwback video of us recording the footsteps in Jagun Jagun…show more

We're closer than ever to a future where we... remap the earth 24/7 with a plurality of sensors -- phones, drones, cars, planes, satellites, and oh my! This physical 3D model of the world serves as the connective tissue between the world of bits & atoms. It's Tesla cars today, and AR glasses tomorrow. It's social media in our pockets, and ambient computing in our homes. The end result is a 1:1 digital twin of our planet and all activity in it. A perfect fusion of SIGINT + GEOINT to use intelligence parlance.show more

This is not a road. This is what taxpayers... get after being looted at every possible level. Income Tax on your salary. GST while buying the car. Road Tax for owning it. Massive taxes on fuel every time you drive. Toll on top of everything. And after collecting money from every direction, Govt gives you a road that looks like it was bombed yesterday. Then politicians stand in front of cameras and lecture us about "world-class infrastructure". At this point don't call it a pothole. Call it the taxpayer's return on investment.show more

Elon Musk gave the entire entertainment industry its expiration... date, and he is the one building the thing that kills it. Musk: “My guess is that we see the first compelling half hour, pure AI show next year.” Next year. A complete show generated entirely by AI. No writers. No actors. No cameras. No sets. No crew. No studio. Just a prompt and enough compute to render a reality that never physically existed. And shows are the easy part. Musk: “I say probably we’re maybe three years away from AI does the whole video game.” A show plays the same way every time. A game has to generate a living world that reacts to every decision in real time across every single frame. That is a fundamentally harder class of problem. And Musk put three years on it. Right now a single AAA title takes seven years and half a billion dollars across thousands of engineers and artists just to ship it. Musk is describing a world where one person types a paragraph and gets something comparable. The entire value proposition of a multi-billion dollar industry lives inside that gap. And it closes in thirty-six months. But the prediction is not the story. The person making it is. This is not an analyst speculating from the sidelines. This is the man building the largest AI compute clusters on the planet. The man who built xAI from zero in under two years. The man stacking hundreds of thousands of GPUs into facilities designed to do exactly what he is describing. When Musk says three years, he is not guessing about what someone else might eventually ship. He is reading you a delivery date off his own roadmap. Every media company on Earth is valued on a single assumption. That quality content is expensive and difficult to produce at scale. That one assumption is the structural foundation underneath every studio, every network, and every publisher in existence. Musk is dismantling it with raw compute. The studios still parading thousand-person production teams are not demonstrating strength. They are advertising the exact cost structure that one person with a prompt and a GPU allocation is about to make irrelevant. And it does not stop at entertainment. If AI can generate an interactive world that responds to human input in real time, it can generate anything. Advertising. Architecture. Training simulations. Product design. Every industry built on humans manually constructing visual experiences frame by frame is sitting on the same countdown Musk just read out loud. Now zoom out. Because this is not just an industry story. For the entire history of human civilization, the distance between imagining a world and actually creating one required thousands of people, millions of hours, and billions of dollars. That distance built Hollywood. That distance built the gaming industry. That distance made content scarce and studios powerful. Musk is collapsing that distance to zero. When the gap between imagining something and it existing disappears, every business model built on the difficulty of creation disappears with it. That is not disruption. That is a full inversion of how human beings create. Musk did not make a casual prediction on that podcast. He told you what he is building. He told you the timeline. And he told you which industries do not survive it. The entertainment industry is still debating whether this future is real. Musk is not part of that debate. He is building. And he just told you the delivery date.show more

Nick Fuentes: “I think that a lot of the... anti-Israel or anti-Jewish stuff, let’s be honest, it is on its way out. It has become passé and people are tired of it. It’s become stale and it’s become a drag.” This is the sentiment in the antisemitic world.show more

part of the deal of having a following on... twitter is that no one really sends you products, it's not like Instagram in that way. so when I got a message offering me a free robot vacuum, I thought it was a scam, but this thing just arrived and is mapping out my house now 😳show more

Kedarnath is a tremendous space. The utterance of the... sound “Shiva” attains a completely new dimension and significance in Kedar. It is a space which has been specially prepared for this particular sound. When we utter the word “Shiva,” it is the freedom of the uncreated, the liberation of one who is not created. It is almost like on this planet, the sound “Shiva” emanates from this place. For thousands of years, people have experienced that space as a reverberation of that sound. This is also a place that has witnessed thousands of Yogis and mystics of every kind. When I say every kind, you cannot imagine those kinds. These are people who made no attempt to teach anything to anyone. Their way of making an offering to the world was by leaving their energies, their path, their work – everything – in a certain way in these spaces.show more

2023 was the year of AI avatars 2024 was... the year of AI photos 2025 was the year of AI videos And I think it's becoming clear now that 2026 will be the year of AI world models Fully interactive explorable 3d worlds generated from one or multiple 2d images or a prompt In turn these 2d images can then be generated by AI too So soon you can generate fully explorable virtual 3d worlds based on your own imagination Next will be figuring out how to make those worlds interactive This is World Labs (unaffiliated, but I like it) As always a lot of big AI model companies are now working on the same thing: 3d world models, only World Labs has a real properly working demo (for now) Very exciting time again!show more

There is only one reason to share truth. And... no it has nothing to do with money- and everything to do about helping God move. Peace is the prize- a better world for everyone is the prize. We make SACRIFICES for things we want most in this world. Christ made the ultimate sacrifice If He can do that for us FREE of charge- we owe it to each other to work TOGETHER to make the world a better place- despite the toll and sacrifice. A level playing field- where we can all work hard and do our best to succeed- that is the payout. A better world for all We’re not here for just ourselves- otherwise the second commandment wouldn’t be like the first- love your neighbor as yourself. This world gets better the sooner we all wake up. Information is free- we collect and share it for free in hopes that it keeps spreading. Only working TOGETHER can we win. We are meant to move these messages for God so that humanity can wake up- this plan is designed that way- working together The Lord is ONE. We are bound as a family by Our Father in Heaven. We are apart of Him and He is apart of all of us. We are billions of little pieces of the Lords gift of life. We’ve been separated and pushed apart because it makes us weak. We were designed to be powerful by the love we draw from Creator and push through creation. We are ONE with Our Holy Father 🙏💗 Be EXCELLENT to each other frensshow more

When we say that the aggressor must not receive... any reward for the war, so that peace can truly last, everyone must understand – these are not just words. Unfortunately, the world already had the chance to verify this twelve years ago. Russia’s war against Ukraine began with the occupation of our Crimea, and the world effectively turned a blind eye to this. The leaders back then showed little interest in the protests and resistance in Crimea and in Ukraine’s overall sentiment. The world advised Ukraine to stay silent. That is exactly why Putin came to believe he could wage a much larger war and confront the West even more aggressively. Now, every year on February 26 – the Day of Resistance to the Occupation of Crimea – we remember this global lesson, honouring those who did not stay silent and did not falter in the face of Russian aggression, and we insist that holding the aggressor accountable for war is one of the strongest security guarantees – one of the strongest prerequisites for lasting peace. I thank everyone around the world who supports us in this, participates in the work of our Crimea Platform and other international formats that remind the world about Crimea and the meaning of its occupation by Russia. I thank everyone who helps Ukraine resist Russian repression in Crimea, assists us in returning people from captivity, and prevents the occupying regime from consolidating its power. Russian presence on our peninsula serves only war, and nothing else. There must be peace, and therefore Crimea is Ukraine, and the world must always recognize this fact. Qırım evine qaytmalıdır! Glory to Ukraine!show more

It's only logical... if the ones behind human cloning... are also behind the invasions, then some of the invaders are probably clones. This is a real conspiracy involving military resources and some of the richest and most powerful people on the planet. They intend to create so much fear and chaos in first world countries that citizens submit to a new global authority. Pleiadians teach us that we can have inner peace no matter what, but there might come a time when the danger comes to us. Always remember, the Shift will happen when it seems the darkest.show more

PRESIDENT TRUMP on the US: “Without this economy, there's... no world.” "You can go to some of these wonderful countries that you think are so great — well one of the reasons they're great is because we allowed them to get rich off of us."show more

#Islam is not a religion, but rather a terrorist... ideology whose goal is to occupy the world and impose Islamic law on it, and I believe that #Israel alone is confronting the followers of this terrorist ideology.show more