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SONIC has been released for a while — here are some tips for whole-body teleoperation 🤖 1. WiFi quality directly determines teleoperation performance It's highly network-dependent. Use a dedicated router, avoid shared networks. PICO and the robot/host must be on the same network. High latency = dropped packets =...

40,722 views • 5 months ago •via X (Twitter)

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Exciting updates on Project GR00T! We discover a systematic way to scale up robot data, tackling the most painful pain point in robotics. The idea is simple: human collects demonstration on a real robot, and we multiply that data 1000x or more in simulation. Let’s break it down: 1. We use Apple Vision Pro (yes!!) to give the human operator first person control of the humanoid. Vision Pro parses human hand pose and retargets the motion to the robot hand, all in real time. From the human’s point of view, they are immersed in another body like the Avatar. Teleoperation is slow and time-consuming, but we can afford to collect a small amount of data. 2. We use RoboCasa, a generative simulation framework, to multiply the demonstration data by varying the visual appearance and layout of the environment. In Jensen’s keynote video below, the humanoid is now placing the cup in hundreds of kitchens with a huge diversity of textures, furniture, and object placement. We only have 1 physical kitchen at the GEAR Lab in NVIDIA HQ, but we can conjure up infinite ones in simulation. 3. Finally, we apply MimicGen, a technique to multiply the above data even more by varying the *motion* of the robot. MimicGen generates vast number of new action trajectories based on the original human data, and filters out failed ones (e.g. those that drop the cup) to form a much larger dataset. To sum up, given 1 human trajectory with Vision Pro -> RoboCasa produces N (varying visuals) -> MimicGen further augments to NxM (varying motions). This is the way to trade compute for expensive human data by GPU-accelerated simulation. A while ago, I mentioned that teleoperation is fundamentally not scalable, because we are always limited by 24 hrs/robot/day in the world of atoms. Our new GR00T synthetic data pipeline breaks this barrier in the world of bits. Scaling has been so much fun for LLMs, and it's finally our turn to have fun in robotics! We are building tools to enable everyone in the ecosystem to scale up with us. Links in thread:

Jim Fan

364,565 views • 2 years ago

Koinos 101: $KOIN We all know that the current financial system wasn’t designed to empower us, it was designed to extract wealth from everything we do while limiting our ability to take control over our lives and our livelihoods. But Koinos is a new, free-to-use, high performance, monetary system, financial system, and computer system all rolled into one and KOIN is the digital currency that makes it all work because holding KOIN gives you the RIGHT to use the network for free, forever. It’s that simple. Own Your Network On Ethereum, Cardano, Solana, and most other blockchains, holding the token doesn’t give you a right to do anything other than pay the fees they charge you to use their system. Insiders Bad On other blockchains you don’t own anything and almost all of them gave tokens to insiders before the public. Those insiders unfairly influence and profit off your use of those systems... so they're no different than the system we already have, and are trying to change! Bitcoin-style Mining There are no KOIN insiders because every KOIN token had to be mined, just like Bitcoin, and holding KOIN gives you total and perpetual control over a certain amount of the network’s resources, so you are in charge. Utility+ Holding KOIN has real utility but there’s even more you can do with KOIN, by BURNING it. But if KOIN is so great, why on Earth would you want to burn it? Unlike Bitcoin, which has wasteful mining that increases the costs of running the network, you can run Koinos on your existing computer because there is no mining. Instead, by sacrificing your right to use the network and lowering the supply of KOIN, you gain another right; the right to help run the network and acquire even more newly created KOIN. Be The Insider KOIN has no insiders, which means you are the insider, and it has real utility. You can either use the network for free or burn your tokens, creating deflationary pressure, in exchange for the right to run the network and earn a percentage of newly created KOIN tokens. All of this gives KOIN a uniquely deflationary and inflationary design that makes it more dynamic and secure. Whole New Game While most blockchains and cryptocurrencies play the same old games, reinventing the same problems in the current system, Koinos plays an entirely new game with a whole new “coin” of the realm ;). Imagine a financial universe where you hold the power. Where every decision you make with your assets has tangible benefits not just for you, but for everyone because you're supporting the integrity and growth of a revolutionary system with no barriers to entry. This is a new society where the balance of power is provably in your hands, and where you are more than just a user or developer, you’re a founding member. That's the promise of Koinos. More than a promise; it’s a reality, verifiable on the main net today. So, do you want to continue being just another pawn in someone else’s game, or do you want to take control and start calling the shots? To learn more about how you can take control with Koinos, go to and

KoinosGroup 🔮

811,680 views • 3 years ago

When Ruto questions how one can access KSh150M “that belongs to the county,” we ask much bigger questions: Where do the billions casually splashed in churches, campaigns, and political handouts really come from? The truth is, Kenya keeps paying the price of leaders we put in office without demanding true accountability or proven integrity. Too often, individuals are entrusted with positions they are neither prepared for nor committed to serve honorably, and the result is always the same: scandal after scandal, billions lost, and ordinary Kenyans left to suffer. This is not new. More than a decade ago, I stood up and called out corruption involving William Ruto. Today, we find ourselves asking the very same questions, facing the very same struggles. The cycle has not broken, because we continue to accept leadership without accountability. Leadership cannot be about selective outrage. Corruption is not only what your opponents do; it is also about what happens under your watch. If you are in charge of a department, a ministry, or a nation, you cannot claim ignorance while billions vanish. Accountability means taking full responsibility for what happens under your leadership. If we are serious about ending corruption, then accountability must start at the very top: 1. Leaders must have demonstrated integrity and proven competence before they are entrusted with public office. 2. Budgets and decisions must be open to scrutiny. 3. Assets must be declared, and unexplained wealth must no longer be excused. The tide of corruption in Kenya is strong, but we cannot allow it to define us.

Martha Karua

76,000 views • 1 year ago

HANGZHOU SIGNING AND SALES MEETING SUPPORT · PART 8 | 350 DRONE FORGING PERFORMANCE The idea of preparing a drone support for you has actually sprouted quietly as early as last year's birthday. We wanted to light up a night sky that belongs to you on that special day. However, at that time, limited by funds, geography and implementation conditions, this wish has never been realised. Since then, before every meeting in China, we have tried to promote the landing of drone support, but we have always been stranded again and again by multiple factors such as venue, approval and time. In fact, we never imagined that you would come to the scene in person. Originally, we planned to issue a support announcement on the day of the performance, invite Hangzhou offline Paca to watch, and start the live broadcast synchronously, so that more online Paca can witness it together. But the day before the performance, we received a notice from the organiser that you may clock in according to the schedule. At the same time, we were specially told not to release any support information in advance. Because the performance site is located in one of the landmark areas of Hangzhou, the flow of people is dense, and government activities will be held near the performance site on that day, the size of the crowd and the order of the scene must be strictly controlled. In order to avoid any possible negative effects, we finally decided to record and release with aerial images after the drone performance. It's rare that it's not a red-eye flight when we came to Hangzhou this time. It was almost six o'clock in the evening when we landed. We thought that your trip would be very busy today. You had to check in at the hotel, eat, and prepare for the next day's work, so we never expected that you would really appear. But you still came. Go directly from the airport to the drone show site No moment to stay and rest I personally witnessed the night sky that lights up for you. This night, 350 drones outlined ten pictures in the night sky: The starting point for us to know you - DR.Prem There is a symbol related to your role - violin With your name There is a phoenix in the meaning of your name. With your animal sculpt "Little Alpaca" With us - Paca There are also you and us All this You have seen it with your own eyes. And your smile It is the most beautiful starry sky we have ever seen. Tell me "I didn't expect someone to do this for me. Thank you again." And we also want to say Thank you I like you every day. Infected by your persistence, hard work, seriousness and kindness Unconsciously We are also with your company. Become a better self slowly. Become that Braver, more determined, and more loving the world "Better me" Because of your jumping heart, we It's the best gift you gave us. Everything we're doing Never need any response from you. Just hope When you encounter a low point one day in the future Don't be discouraged I can remember the drone light show this night. I remember that there used to be many people Attracted by your light, staying for you I also believe that there will be more people. Continue to understand you, like you and support you. May this memory At a certain moment Become your strength The future is long. And we It will always be ginnynatnicha #ginnynatnicha #ginnyspaca

GinnyNatnicha_CN🇨🇳

75,350 views • 4 months ago

⚙️Update Quick Video Review: GameSir Connect V1.14.4⚙️ GameSir Connect has just been updated to version V1.14.4. Over the past few updates, we have introduced many practical features to enhance your experience. Here is the video detailing all the highlights of the recent updates. We highly recommend that players visit the Microsoft Store to download the latest version from here: For details on the updates, please refer to the text below. ✅Feature 1 - Professional Tips and Explanation for Controller Settings. You can now hover your mouse over the ⓘ icon to access detailed explanations of controller terminology. These tips have been verified by the GameSir product team to ensure you can quickly, conveniently, and accurately understand the information you need. ✅Feature 2 - Enhanced Stick Customization: Expanded Curve & Calibration Settings Now, you can adjust the stick center point to fix any potential center offset after the controller has already been calibrated. In addition, you can now achieve more precise fine-tuning of the stick input curve by manually entering the coordinates for each point within a 100x100 coordinate system. Please be aware that when Zero Deadzone is enabled, it is normal for the center point to not return to absolute zero or for the data to fluctuate repeatedly. ✅Feature 3 - Support for in-app software updates and halved input latency We've now set up a dedicated server for GameSir Connect software updates. Now, you can update directly within the software. And through optimizations, the end-to-end latency for both the G7 Pro 8K PC and Tarantula 8K PC has now reached 0.25ms with the latest firmware. And only by using the latest software will you be able to receive the latest firmware updates.

GameSir

29,311 views • 1 month ago

Imagine controlling a real robot from your home… no money, no experience needed. Sounds crazy, right? But it’s already possible. BitRobot 🦾 is building the world’s first open robotics lab powered by crypto incentives. Instead of one company doing everything, it connects people from all over the world to work together on real robotics and AI tasks. The network is made up of specialized subnets, each focused on different missions from collecting real-world data with robots to developing humanoid robots for everyday use. What makes it powerful? It uses crypto rewards to coordinate global resources like compute power, robot fleets, teleoperation time, and even human effort. This allows BitRobot to scale much faster than traditional labs. Now here’s the best part 👇 The easiest way to get involved right now is through TeleArms. You don’t need: – a robot – engineering skills – or any investment – Hardware All you need is a laptop and an internet connection. From your home, you can remotely control a real robotic arm inside BitRobot’s lab using your keyboard or mouse to pick up, move, and place objects. Every action you take helps generate real-world data that trains the next generation of AI to perform useful physical tasks. So you’re not just playing with a robot… You’re actually helping build the future of AI. I’ve been talking about BitRobot for a while, and now TeleArms is live! You can control a real robotic arm from home, but it’s in a private beta with limited access. I’m now an ambassador for BitRobot Network. I’m giving 4 exclusive access codes to my community so they can experience it too. A lot of people want to experience this, but since it’s limited, I decided to do a random giveaway. To participate in this giveaway : 1. Join the BitRobot Network Discord (Link in comments) 2. Come back to this post and comment below, explaining why you want to join TeleArms and how you plan to contribute. Note : Winner will be announced in the last 7 days. Once you do that, you’ll be in the running for one of the codes! Good luck, and I can’t wait to see your ideas!

Apurba.Eth

36,289 views • 5 months ago

PrismaX TeleOps feels like 𝐈 𝐝𝐢𝐝𝐧’𝐭 𝐣𝐮𝐬𝐭 𝐰𝐚𝐭𝐜𝐡 𝐚 𝐫𝐨𝐛𝐨𝐭 𝐭𝐨𝐝𝐚𝐲 instead 𝐈 𝐜𝐨𝐧𝐭𝐫𝐨𝐥𝐥𝐞𝐝 𝐨𝐧𝐞 𝐟𝐫𝐨𝐦 𝐦𝐢𝐥𝐞𝐬 𝐚𝐰𝐚𝐲 Using PrismaX’s teleoperation, I remotely operated a real robotic arm in a live environment What felt like simple actions moving objects, adjusting grip, navigating space quickly showed how powerful human in the loop robotics really is Every small movement wasn’t just control It was training data for physical AI Great teleoperation isn’t about speed or flashy moves It’s built through consistency, awareness, and deliberate control over time. Small habits practiced every session quietly compound into real performance gains 1. Show up every time Consistency is the real multiplier Even short sessions add up when you never skip them Set reminders, plan ahead, and treat teleop like a commitment. Being present and focused is progress on its own 2. Control always beats speed Teleoperation rewards precision, not rushing You’re given enough time use it Slow, intentional movements reduce mistakes and lead to far better outcomes than fast, reactive inputs 3. Put yourself inside the robot Stop thinking of the robot as something distant. Operate from its point of view When your brain treats the robot as an extension of your body, coordination improves and movements feel more natural 4. Stay active to stay stable Long idle moments can break flow and stability Even subtle movements help maintain control and keep your focus sharp, making it easier to respond when adjustments are needed 5. Repetition creates fluency At first, the controls may feel unfamiliar and that’s expected With repetition, aligning, gripping, and lifting become automatic Muscle memory takes over, and teleop starts to feel intuitive Quick control guide W / S → move forward & backward A / D → arm left & right Q / E → move up & down Z / X → open & close grip ← / → → rotate grip C / V → slide base Teleop mastery is a long game. Stay consistent, stay intentional, and let small improvements stack into real skill

kingopw3

11,435 views • 7 months ago

TOPIC #19: CORRECTION OF MISCONCEPTIONS IN SOME PIONEERS Happy Sunday, Global Pioneers.🌹🌹🌹 I hope you are all doing well. I wanted to address some misconceptions that I've noticed among our community of Pi Network pioneers. ✅Firstly, Pi is a cryptocurrency that is intended to become a real currency, but it won't replace FIAT currency. Traditional cryptocurrencies have failed as currencies but have instead become assets. Therefore, Pi Network needs a consensus price to OM instead of relying on the exchange market. Please don't use traditional cryptocurrency concepts to limit Pi Network, as regulations will be different from current cryptocurrencies. The regulation for Pi Network as a currency has not yet been released because Pi has not yet been introduced to the world. All activities are currently happening within the community. ✅Secondly, many pioneers have requested the Core Team (CT) to give a price so that we can OM, but this is not possible. CT cannot give a price or guide or indicate a price because it would pose a risk to the project. CT can only work on infrastructure and technology. The government will not be involved in Pi Network, especially during the enclosed mainnet period. This period is for CT, ecosystem developers, and pioneers to work together for the ecosystem. They provide applications and utilities, and pioneers provide the consensus price to help the ecosystem prosper and become robust and mature so that the price won't be affected by the exchange market when OM. Therefore, the current emergency for pioneers is to achieve a safe and high enough consensus price. If we can reach this price and prove it on the blockchain record, the sooner pioneers can pass KYC and migrate to reach OM. ✅Thirdly, some pioneers think of themselves as customers and imagine that they don't have to do anything but require CT or big companies to stand in front and do everything so that they can get wealth. This is impossible. Pioneers have a responsibility to reach a consensus price that aligns with Pi Network's long-term goal, which is to become a world currency. 👉The sooner we can achieve this, the faster KYC and migration will be. Please don't complain to CT because they've completed their task. It's up to pioneers to do our work. 👉Fighting over the price has delayed the process. How can we help? Study the white paper yourself, educate your community, and generate good data. This will help your region's KYC and migration speed. 👉Please remember that Pi Network is contributing a lot and is eager to OM more than us because they spend a lot of money every day. If they didn't insist on their mission, they could have gone to the exchange market two years ago and made a profit. But they have a mission and can withstand high pressure to achieve their goal. 👉They called pioneers one year before to complete our task, which is to reach a price consensus. It's not just about completing your checklist. The checklist can be done in a few minutes. It's not because there aren't enough validators, but rather that many validators have no applications to validate because CT hasn't released them. 👉Why? Because too many pioneers are involved in the black market, and too many low prices are recorded. If they do, Pi's mission cannot be realized. 👉The point is not just to pass KYC and migration. The critical point is united price to GCV! And total leave blackmarket! 👉If CT lets everyone pass when the price is too low, Pi will fail as a currency, and there will be no chance to change it. I was involved in a German cryptocurrency that was in the same situation five years ago. Yes, it was OM on time, and everyone passed KYC. But what happened? Since the holders received the coin at a very low price, around 0.2 Euro by ICO, and some got it for 0.05 Euro, many holders sold it when OM, causing the price to drop to 0.004 USD in 2 months for four years, and now it's still 0.002 USD. Even though the boss invested a huge amount of money to create a need and develop many ecosystems, it still cannot change the reality. ✅So our goal is not just KYC, which cannot make you earn money or at least cannot make you financially free. Our goal is for Pi to successfully OM, satisfying its long-term mission and goal! When Pi Network successfully launches Mainnet, you will definitely achieve financial freedom. This is not just a matter of earning a few hundred or thousand dollars ( Actully I heard a lot pioneers have been scammed which means they lost Pi but no FIAT transfer to them) as you may have experienced before. Those funds will eventually be spent and you may find yourself in the same financial situation as before. In fact your wallet Pi will be confiscated before OM which means you are totally lose change your life opportunity. Do you think it's worth the risk? If you really need hundreds dollars, I suggest to find a labor work such as a waiter who can earn at leas $3000 -$4000 monthly. 👉Therefore, I strongly suggest that pioneers spread education on GCV and study the white paper in your community. Our behavior should align with Pi Network's long-term vision. Only in this way can we push OM quickly, and maybe you will be lucky, and your region can get more KYC slots and migrate more because of your hard work. DISCLAIMER: THE ABOVE opinions or statements shared are only my personal and not affiliated with Pi Network. For your reference only! Doris Yin 🪷🪷🪷

Doris Yin 东方紫莲🪷

114,843 views • 2 years ago

For those who don’t understand… and don’t want to. The Fascial Fist is the biomechanical endgame position of the hand for fullest fascial integration to achieve systemic integration of the entire body. In simple terms just think fullest integration of the entire body fingers to toes means everything working together perfectly. No slack is a principle objective. Slack is harmful on the body’s tissues and joints — because things move out of proportion, mistimed & misaligned. When you know the fundamental positions & transitions of the Fascial Fist you can use this structure to enhance locomotive & overhand throwing functions to improve performance and resilience. The fitness / sports performance training industry is filled with a lot of “know nots” who bully others into believing utter non-sense. Nothing is more incorrect and frankly moronic than the idea that one must stiffen their spine in neutral to move more athletically. Yet this has been the “core-stability” narrative for 20+ years. Unprovoked attacks from “science” guys and their minions are unfortunately the norm. I’ve been sharing truthful and accurate information from the beginning. Distilling and sharpening my understanding the whole time. And I’ve been punished for it. No one more-so. Now the script has flipped. People are finally beginning to understand they’ve been taught a false foundation. Many are too afraid to admit this publicly. But in private they are terrified and afraid. MARKET FORCES will encourage them to align with truth and accuracy. And parents and athletes who find out what’s been done to their kids and themselves will most likely feel betrayed. I wouldn’t want to be in those trainer’s shoes. I welcome skepticism. But this requires honest scrutiny. Ridicule, rejection and ignoring innovation (pleading the 5th) without HONEST scrutiny helps no one. I’m a Results Rules guy. The epidemic of non-contact injuries and Tommy John surgeries is disgraceful in my book. Learn to think for yourself and be very careful who you trust and listen to… and choose wisely.

David Weck

70,814 views • 24 days ago

Vitalik Buterin on why consortium blockchains have mostly failed “The original vision of consortium blockchains — the idea that you have 5 banks or major companies that come together and create their own chain — has been mostly a failure. I think the reason why is it ends up inheriting most of the disadvantages of centralization and most of the disadvantages of decentralization at the same time.” “The first five banks join, and they all feel like ‘Yay, we’re building a system together. We can all be part of it.’ But then once bank #6 and bank #7 and bank #29 come in, they’re joining a system where there’s already an established power structure, established participants, and basically to them it still feels like they’re joining some kind of centralized thing that’s controlled by a cartel.” “You don’t actually gain the benefits of true openness that people are looking for. You don’t have Etherscan. You don’t have a connection to an open, public network. At the same time, if you build on one of those systems, you have to figure out how to program distributed systems; you lose privacy — you might think you still have some, but the reality is you’re putting your data on a network where the only people that get to see it are you and all your closest competitors. From a privacy perspective, it actually doesn’t make much sense.” “The compromise between centralization and decentralization that actually makes a lot more sense is: you have an application and today that application is a server. You can keep your server, but instead, we’re going to add scaffolding on top to give users extra security guarantees. You put Merkle roots on chain. You put proofs on chain. And you give your users assurance that whatever is happening inside of your system is actually following the rules. So you have high scale, high performance, and you optimize for a minimal delta for existing centralized infrastructure deployment. Keep your existing infrastructure the way it is, and you just add a side car that makes the roots and the proofs.” Source: Arbitrum

Etherealize

131,518 views • 3 months ago

So Matic Robots offered to send me their new vision-only robot vacuum/mop. I saw the Shopify CEO post about it on X, so I figured, why not. For a brand-new company that just started shipping a few months ago, it's actually a pretty great product. Here's my short review: Things I like: • It's quiet, really quiet. I've been using a Roomba J7+ robot vacuum for a few years and the Matic is MUCH quieter. You can easily have a convo with it on next to you. • Because the robot is vision-only, when it maps your house, you get color data/almost 3D map. • Its wheels are big, which means it can traverse areas much more easily than smaller robots with tiny wheels. • The app is great. Easy to use and intuitive. Much better than the iRobot app. • It handles hair better than my Roomba. Hair always gets wound up on the edge-sweeping brushes on the Roomba. • You can control the robot from your phone like a little remote control car with precise control. • It does a good job of detecting objects like wires • Doesn't constantly bump into things like my Roomba •The unboxing experience is the best of any robot vacuum. They even displayed my and my wife's names on the screen as it rolled out of the box lol. Things I think can improve: • It can sometimes take a little while longer to vacuum than the Roomba, but that's improving over time • It's a tall robot, and while the extended vacuum arm is cool, it can't go under certain furniture or tables that my Roomba can. I think toe kick cleaning is coming soon via software update tho? • The robot mops up backwards. This means some of what you spilled could get on the wheels, which can get messy. Although, some competitors do this too. • This is a pro or con depending on the person: The robot has a HEPA filter bag, as well as the water tank, integrated directly into the robot itself. This means there isn't a large base station it needs to dock at and empty. But this results in you having to throw away more bags than you'd probably like. The bags only cost $2.50 each (vs $6 for Roomba), which is pretty cheap. Ideal solution would be something more reusable. I'd also love to have a live camera feed so I can see what it sees while cleaning. The Robot vacuum/mop costs $1,095. Overall, it's a cool product. Improves on many things that other vacuums don't do well/are annoying. While this is a first-gen product, it's a great first iteration, and it feels pretty polished. Nice work Mehul. Note: Matic didn't pay me. I don't have a referral/affiliate link. They aren't an account sponsor. They just sent me the robot. Ok, back to EV news lol.

Sawyer Merritt

60,188 views • 1 year ago