I told you the world models were coming. And that they would be important for robot learning. Here we go. The game begins.
ROBOTICS
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Data collection requirements for embodied AI world models
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Because the world models need to know your house, which is different than mine. That requires data. The only way to collect that data is to get a robot into our homes which can learn about them.
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World Models and the Future of Autonomous Robotics
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This is why the haters who pointed out a human would be embodied inside the robot to do many tasks don't matter. The world model will learn tasks quickly, and within a few years I doubt the human will be needed much at all.
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World models and the future of domestic robotics
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There is a human embodied inside for some tasks. Those tasks will quickly go away as the world model learns about your home.
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X1 unveils NEO’s self-learning World Model
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BREAKING : X1 announced 1XWM, a new World Model integrated into the NEO humanoid robot. A new system enables NEO to learn from its past activities. "We are excited to build a future where NEO can teach itself to master any task in any home!"
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1XWM World Model Integrated into NEO Robot Policy
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"We introduce our video-pretrained world model, 1XWM, integrated into NEO as a robot policy" The new era has begun
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Neo humanoid robot to be powered by a world model
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Neo humanoid robot will be run by a world model. https://t.co/nW23xR6IUI
— Robert Scoble (@Scobleizer) 12 janvier 2026Neo humanoid robot will be run by a world model.
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Musk Claims Surgical Robots Will Surpass Human Surgeons in 3-4 Years
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Encore une déclaration folle de Elon Musk mais potentiellement réalisable.
— VISION IA (@vision_ia) 12 janvier 2026
Il affirme :
– Dans 3 à 4 ans, des robots chirurgiens seront meilleurs que les meilleurs chirurgiens humains.
– À grande échelle.
– Pour presque rien.
Sa conclusion est folle : “Ne faites pas d’études… pic.twitter.com/dhhsxPMmJEEncore une déclaration folle de Elon Musk mais potentiellement réalisable. Il affirme :
– Dans 3 à 4 ans, des robots chirurgiens seront meilleurs que les meilleurs chirurgiens humains.
– À grande échelle.
– Pour presque rien. Sa conclusion est folle : “Ne faites pas d’études -
Humanoid Robots Emerging as Next Smart Home Gadgets
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Are humanoid robots the next smart home gadgets? https://
search.app/x9Z6b #CES2026 #CES26 #humanoidtech #humanoid #robot #Robotics #AI #TechRevolution #TechInnovation @sonu_monika @enilev @Jagersbergknut @TysonLester @chidambara09 @labordeolivier @BetaMoroney @tlloydjones -
AI and Robots to Surpass Human Doctors and Surgeons
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C’est une rupture
— Docteur Laurent Alexandre (@dr_l_alexandre) 11 janvier 2026
Comme je l’explique depuis 3 ans, @elonmusk déconseille aux jeunes de faire des études de médecine.
Les IA dépasseront tous les médecins et les robots Optimus seront de meilleurs chirurgiens que les meilleurs chirurgiens humains
pic.twitter.com/6hTdTzR6zGC’est une rupture Comme je l’explique depuis 3 ans, @elonmusk déconseille aux jeunes de faire des études de médecine. Les IA dépasseront tous les médecins et les robots Optimus seront de meilleurs chirurgiens que les meilleurs chirurgiens humains