Rare-event discovery for robots training is what we’ve been... working on lately How would a robot react to an unusual event? What if a firefighter drone won’t be able to choke a fire (like on the video below)? Robo-doctors use cases? How to mass-produce these situations to train robots to see & react the best way? I think that open-sourced, world models like LTX can become the solution for such training process. And they might become the differentiator for the future of robotics. Of course, I’m not an expert in robotics and ML, but this topic makes me curious - and I’m curious about your thoughtsshow more

I’ve been eyeing this robotics platform by Vicarius Surgical... for a long time and I am vi-curious to see what it can do. I like that the engineers/designers solved the surgical robotics problem in a different way. I wonder how strong it is and does it scaleshow more

Qualia has been selected for the Google DeepMind Robotics... Program. We train embodied models that put a robot on a real manual task and make it work, on the floor, not in a demo. Foundation models and reasoning are where robotics is heading, and doing that work alongside DeepMind, who are pushing this frontier, is exactly where we want to be. If you are a company looking to see how a new generation of robots can help your manual tasks, contact us at [email protected] More soonshow more

If you’ve been ignoring Axis Robotics because it looks... like another random points farm, read this. In the last 48 hours, Unitree said robotics is approaching its "ChatGPT moment", while the chairman of ACE Robotics believes it could happen by the end of 2027. But for robots to reach that level, they need a crazy amount of training data. That’s exactly what Axis is building. You control simulated robots directly from your browser, complete simple tasks and earn points. Those movements also help create data that can be used to train real robots. And this isn’t some tiny experiment anymore: - $12M raised - 123K+ contributors - 3M+ robot trajectories - Community data already used to train a real robot So yeah, we’re basically farming a potential airdrop while teaching our future robot servants how to work 😂 If you haven’t started yet, it’s completely free. You only need a tiny amount of gas on Base to sign your completed tasks. ✅ Start farming Axis points: Important: Sign every completed task from the History page, otherwise you won’t receive the points.show more

Engineers: “This is a breakthrough in soft robotics.” Twitter:... “Bro built an AI vibrator.” 🤦‍♂️ Researchers at the University of Southern Denmark created a soft robot that moves by inflating and contracting its body like a worm. Jokes aside… robots like this could actually be useful for rescue missions and environments where traditional robots fail. But let’s be honest: you already know what most comment sections are going to talk about 💀 🎥 Media: SDU Soft Robotics ⚠️ This content is shared for informational purposes only. CTO Robotics Media is a media platform and does not own or develop the technology shown. Credit belongs to the original creators.show more

🚀Thrilled to share what we’ve been building at TRI... over the past several months: our first Large Behavior Models (LBMs) are here! I’m proud to have been a core contributor to the multi-task policy learning and post-training efforts. At TRI, we’ve been researching how LBMs can help robots learn faster, better, and more efficiently. The key takeaways: ✅ We built an evaluation pipeline to benchmark LBM performance with real 𝐬𝐭𝐚𝐭𝐢𝐬𝐭𝐢𝐜𝐚𝐥 𝐜𝐨𝐧𝐟𝐢𝐝𝐞𝐧𝐜𝐞 ✅ Pre-training on hundreds of tasks makes models more robust—plus, we can teach new, complex tasks with 80% 𝐥𝐞𝐬𝐬 𝐝𝐚𝐭𝐚 ✅ The bigger and more diverse the pre-training, the better the results Check out our overview video, webpage and paper for more details: ✨ 🌎 📄 We hope this work helps move the field of robotics forward!show more

World Models are the path for some AI Models... in the future. But how can we efficiently train these models to not only see the world the way humans do but to see the world in a new and unique way. By visualizing, what is normally sequenced audio patterns, we can derive much more insights. Here we see Paganini in a visual form that can than be described and transcribed into a World Model. We can observe connections in a manner that may not have been clear prior to the digitalization of music and sound in this way. The company with the most valuable potential in building a World Model is Tesla. Not that this type of visualization is being used, but that the mechanisms are in place, and the technology is in place for the company to thrive in this new form of AI.show more

As a supporter of the open weights ecosystem, we're... proud to be a post-training partner for NVIDIA Nemotron. We post-train Nemotron models for customer use cases, de-risk mainline RL runs on our AC2 platform and training stack, and contribute aggregate workload statistics for inference benchmarking. This is how open models get better, and we're excited to keep working closely with NVIDIA AI.show more

CES was an enormous success. We saw thousands of... people and a few dogs interacting with our agents and robots. We booked this booth at the last minute, mainly to book next year’s booth. Truly extraordinary what our team was able to put together on such short notice. Next year we reserved one of the largest booths at CES in the highest traffic location for AI and Robotics. We plan to unveil something extraordinary. Until the next show, we will be debuting the first custom models that will emerge from the first humanoid robotics hot rod shop. These models will be walking around, talking and interacting at tradeshows all over the world over the next few months. We are in the process of acquiring every humanoid robot available on the market to modify these as well. Stay tuned for more updates, the future is here and it’s rapidly accelerating.show more

Curious your thoughts on this one. FSD did not... react at all to vehicles squealing their tires and swerving out of the way. This is a pinch point in the highway where two lanes merge. I mashed the brakes to avoid being involved in the mess, which allowed another driver to use my spot to avoid a potential rear ending. I saw folks slamming the brakes far earlier than I pressed the brakes and waited for FSD to react. It did not.show more

China is scaling humanoid robotics at an insane speed.... Super realistic robots from Ex-Robots are now reportedly entering mass production 🤖 - Not prototypes. - Not lab experiments. - Actual production. The biggest shift happening in robotics isn’t just intelligence anymore. It’s making robots look and behave socially acceptable around humans. And honestly… we’re reaching the point where some people may not immediately realize they’re talking to a robot. Exciting future or uncomfortable future? Media : Ex-Robots ⚠️ This content is shared for informational purposes only. CTO Robotics Media is a media platform and does not own or develop the technology shown. Credit belongs to the original creators.show more

A Gaussian Splat can become a world where Robots... and AI agents can act. In our latest OVER Research experiment, we placed a robot inside a real-world 3D capture, with a VLM making decisions based on what it sees. At every step, the robot holds a pose in the reconstruction, gets a newly rendered view of the environment, takes an action, moves, and sees the world again from its new position. Why does this matter? Because 3D captures can become more than reconstructions to explore. They can become environments where embodied AI and robots can navigate, act, be evaluated and eventually train across real-world spaces at scale. Capture a place once. Then turn it into a world where AI and Robots can act. The full experiment, including what we discovered once we actually put the loop to the test: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

The problem for the gatekeepers is not that civilization... has previously collapsed because of an event. The real problem is that the event is cyclical... If it were a once-in-a-million-years meteor impact that caused a reset, they would have said so. But it is not. It is the Geophysical Event... They will never confirm the event because of “national security.” They need you to keep working and grinding as if everything is going to be okay until things become unbearable. Then they will retreat into their bunkers, and you will be left alone...show more

Perrie admits she’s “frustrated” by how Jesy Nelson has... portrayed the breakdown of her relationship with Little Mix, adding that she feels the group consistently tried supporting Jesy at the cost of their own mental health, and that accountability should be taken on all sides: “Sometimes you just won’t win with people. And what annoys me the most… I have to be careful how I say this because I don’t want to seem like a bitch… But what upsets me the most when situations like this happen is when the other person doesn’t take any accountability. That boils my blood. I’m not blaming everything on you [Jesy]. I’m not saying, ‘She’s this fucking monster and everything was her fault’ and blah blah blah. But take some accountability for your actions and realise you were difficult. You did have difficult moments. Granted, there were reasons for those moments... but you can only pick somebody up so many fucking times before you start losing track of your own sanity. You want to be there for that person, but if they can’t accept the help and they can’t accept the love you’re trying to show, how do you win? You can’t. I hate that. I don’t like putting the blame on people. Don’t put the blame on me and make me out to be something that I’m not. Yes, I’m not perfect. I might not have been there enough, or I could have done better I suppose… but I thought what I was doing was enough. I thought I’d tried everything. So to then sit there in further interviews and discuss it publicly and be like, ‘I wasn’t supported’… You were, though. You were. So just take some accountability and I’ll feel better about it. I’d say [I’m] more frustrated than angry, because I don’t like being painted into a person that I’m not. Because I’m an open book, I have to be real. It exhausts me when I see people that I know inside and out not being genuine. It frustrates me.”show more

tho i’m not sure if i’ll be able to... do it this year but i really wanted to try a new hobby. and one thing i’ve been thinking about for a while is learning how to play drums. i think it would be a great start having a hobby like that for this yearshow more

This weekend I had the opportunity to attend the... very first Prop Firm Expo by Prop Firm Match What an incredible event. Yes, it was crowded. Yes, it was hot. And yes, the lines were long. But if anything, that was a testament to just how popular prop trading has become in London, far beyond what many of us expected. It was amazing to see an online community come together in person. Traders had the chance to meet the founders and leaders of some of the biggest prop firms, connect with the streamers and educators they watch every day, and exchange ideas with fellow traders from around the world. It was a great opportunity to learn, network, and pick up new ideas to improve their trading. Having attended trading events around the world for more than two decades, I can honestly say the energy and enthusiasm of the prop community is unmatched. Thank you to Prop Firm Match for inviting me to be a part of it. I’m already looking forward to next year. I have no doubt the venue will need to be even bigger. Grateful to have been part of such a memorable first event.show more