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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... show more

AmirMušić

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41,839 просмотров • 16 дней назад •via X (Twitter)

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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 scale

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 scale

Jonathan DeLong, MD

112,338 просмотров • 3 лет назад

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 hello@qualiastudios.dev More soon

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 soon

Qualia

87,750 просмотров • 2 месяцев назад

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.

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.

Pranjal Bora 🧭

29,321 просмотров • 6 дней назад

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.

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.

CTO ROBOTICS Media

420,453 просмотров • 3 месяцев назад

🚀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!

🚀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!

Zubair Irshad

20,377 просмотров • 1 год назад

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.

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.

Brian Roemmele

57,454 просмотров • 9 месяцев назад

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.

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.

Applied Compute

25,234 просмотров • 23 дней назад

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.

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.

Parallel

16,874 просмотров • 1 год назад

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.

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.

The Cybertruck Guy

29,003 просмотров • 3 месяцев назад

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.

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.

CTO ROBOTICS Media

13,399 просмотров • 3 месяцев назад

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...

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...

Open Minded Approach

35,982 просмотров • 3 дней назад

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.”

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.”

JADE tea room ☕️

299,076 просмотров • 2 месяцев назад

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 year

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 year

마끄리 🩵

101,679 просмотров • 1 год назад

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.

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.

Kathy Lien

10,506 просмотров • 2 месяцев назад

This little one has nothing but love for her shadow. 😍 But that’s not how all toddlers react. Young children experience light and shadow from birth. But as they become mobile, their OWN shadows become more and more evident. And this can be a little terrifying. I’ve run across dozens of videos of toddlers scared to death of the kid-shaped apparitions trailing them around. One way to help neutralize this fear is to engage in some proactive shadow play with your toddler. Using a flashlight (or the natural lighting in your home), show off - and discuss - your own shadow on a wall and encourage your child to play along. Demystifying their origins can go a long way toward making shadows commonplace and fun for your child - as they clearly are for this sweet little one. How did/does your toddler react to the sight of their shadow - and how did you help them them gain comfort with it? This terrific video was shared by a parent with the request it remain anonymous. I’m grateful to be able to share it. (If you have interesting video of your own that you’d be willing to share, please let me know!)

This little one has nothing but love for her shadow. 😍 But that’s not how all toddlers react. Young children experience light and shadow from birth. But as they become mobile, their OWN shadows become more and more evident. And this can be a little terrifying. I’ve run across dozens of videos of toddlers scared to death of the kid-shaped apparitions trailing them around. One way to help neutralize this fear is to engage in some proactive shadow play with your toddler. Using a flashlight (or the natural lighting in your home), show off - and discuss - your own shadow on a wall and encourage your child to play along. Demystifying their origins can go a long way toward making shadows commonplace and fun for your child - as they clearly are for this sweet little one. How did/does your toddler react to the sight of their shadow - and how did you help them them gain comfort with it? This terrific video was shared by a parent with the request it remain anonymous. I’m grateful to be able to share it. (If you have interesting video of your own that you’d be willing to share, please let me know!)

Dan Wuori

214,060 просмотров • 3 лет назад

LLM Artifacts Connected to Andrej Karpathy's LLM Knowledge base idea, I've been building out a fun way to generate dynamic artifacts from these knowledge bases with the goal of discovering and revealing meaningful and deeper insights. LLM KBs are hard to consume for humans, as I think they are more built for agents. So the question is, what form would be useful for humans to take actions and make important decisions? That's what I am trying to figure out with these artifacts. The artifact example shows a pulse on HN discussions around AI-related stories. The insights can go deeper, of course, but this is already super fun and thought-provoking, like some of my favorite podcasts. The format and depth matter a lot. The aggregation skills of agents are outstanding if you tune the prompts and skill carefully. I built this artifact generator in a few minutes through an agent skill, but I feel like there are so many ways that LLM-generated information can be used and consumed. Like generating deeper insights and analysis, and things that are just not feasible for humans today. The generated artifact (including its data and design) serves as reusable templates or can be updated in real-time via auomations, which is something I am also working on. It is truly an insane way to monitor and track information. Better than a newsletter. Better than newspapers. There is something about this that gets me really excited about the future of AI agents for knowledge generation and discovery. Lots of hidden gems everywhere just waiting to be discovered and acted on if the information is presented correctly. This is not perfect. The format, style/prose can be improved, but this is easy to customize via skill. You can personalize it to your liking. I feel like these dynamic artifacts are going to emerge as a strong new medium to stay on the cutting edge of things, both for agents and humans. My target is research, of course. This was just a basic example. Besides animation, I am also targeting other components like voice, videos, images, slides, etc. This space is full of opportunities to explore. Skill for this coming soon.

LLM Artifacts Connected to Andrej Karpathy's LLM Knowledge base idea, I've been building out a fun way to generate dynamic artifacts from these knowledge bases with the goal of discovering and revealing meaningful and deeper insights. LLM KBs are hard to consume for humans, as I think they are more built for agents. So the question is, what form would be useful for humans to take actions and make important decisions? That's what I am trying to figure out with these artifacts. The artifact example shows a pulse on HN discussions around AI-related stories. The insights can go deeper, of course, but this is already super fun and thought-provoking, like some of my favorite podcasts. The format and depth matter a lot. The aggregation skills of agents are outstanding if you tune the prompts and skill carefully. I built this artifact generator in a few minutes through an agent skill, but I feel like there are so many ways that LLM-generated information can be used and consumed. Like generating deeper insights and analysis, and things that are just not feasible for humans today. The generated artifact (including its data and design) serves as reusable templates or can be updated in real-time via auomations, which is something I am also working on. It is truly an insane way to monitor and track information. Better than a newsletter. Better than newspapers. There is something about this that gets me really excited about the future of AI agents for knowledge generation and discovery. Lots of hidden gems everywhere just waiting to be discovered and acted on if the information is presented correctly. This is not perfect. The format, style/prose can be improved, but this is easy to customize via skill. You can personalize it to your liking. I feel like these dynamic artifacts are going to emerge as a strong new medium to stay on the cutting edge of things, both for agents and humans. My target is research, of course. This was just a basic example. Besides animation, I am also targeting other components like voice, videos, images, slides, etc. This space is full of opportunities to explore. Skill for this coming soon.

elvis

31,295 просмотров • 4 месяцев назад