Below is a viral Robotic AI video from China, showing ball-kicking moves and celebration jumps just like superstar Ronaldo CR7 Exploring @axisrobotics made me think more about a question: How will robots truly become intelligent? Perhaps not just by bigger AI models. ✅But by better data. In the past week, #AxisRobotics has continued to improve the data platform for Physical AI: 1⃣ Synchronizing the replay process between the browser, policy server, and physics engine, helping robots learn and be evaluated in a more reliable environment. 2⃣ Expanding TaskGen with 27 groups of objects with joint movements and the entire RoboCasa scene system with thousands of layout and style variations. 3⃣ More importantly, Axis is figuring out how to distinguish truly useful human data from redundant actions. The results of some experiments are very notable: • Collected 660 human interventions • Only 161 error correction segments were actually verified and included in training • Robot success rate increased from about 41% to over 50% • While naively learning the entire human trajectory caused performance to drop to 36.7% This is the point I find most interesting. More data is not always better. You have to find the exact data moments that make a difference. And that is where blockchain can become extremely important. Thousands of people in the community can perform tasks through a hub by just spending a little free time and having an EVM wallet, Gmail, or social account, helping robots fix errors and generate real-world data. Then, the data needs to be verified, traced, and contributions recorded transparently. If done well, we can turn data collection for robots into a global network: ✅Humans → contribute actions ✅Blockchain → verify and record ✅AI → learn from quality data ✅Robots → perform more and more tasks in the physical world I recall a future that @elonmusk has mentioned many times: AI and robots could advance to do most of the work for humans, making goods and services extremely abundant. I don’t know if the 2036 timeline is accurate. But to reach such a world, AI cannot just exist on screens. It needs to learn how to hold, grasp, move, fix errors, and interact with the physical world. And perhaps the small tasks the community is doing today are the first data pieces to build that future. Physical AI will not be built by just one company. It can be built by millions of people, one task, one fix, and one trajectory at a time. #PhysicalAI #AI #Robotics #Web3

Many people just seem to make real money no matter what they do when their time comes This channel has been making over a hundred million every month since the bkt period The creators on X are being tightened up a lot, so if you still have bkt, try to make the most of it, the weekend salary is coming again

400 MILLION ACCOUNTS. BUILT FOR WHAT'S NEXT. 🌐 🚀 TRON has officially reached the milestone of 400 million accounts. But this is more than just a number. Behind 400 million accounts is a network that continues to expand access, strengthen infrastructure, and build for the next generation of on-chain activity. 🔻 From stablecoin payments, DeFi, AI to future on-chain applications, TRON is still scaling up to serve more users worldwide. 400 MILLION ACCOUNTS. And the journey continues. 🌍 @trondao @TronDao_VIE @justinsuntron #TGF #TRONGlobalFriends

Good morning The consequence of trolling :))

The dispute between Justin Sun and World Liberty Financial (WLFI) is attracting attention not only because of the large sum involved but also due to an important question: how truly secure are on-chain assets if the smart contract still allows the project team to intervene? According to Justin Sun's allegations, he invested 45 million USD in WLFI, but his tokens were later frozen through functions in the smart contract that he claims were not fully transparent. Meanwhile, World Liberty denies the allegations, asserting that Sun violated terms and has filed a counterclaim related to his statements. In the latest development, the federal court in California rejected the request to move the entire case to private arbitration. Justin Sun's individual claims continue to be reviewed in a public court, allowing the public to follow the case's progress. 💡 Although the final outcome is still undecided, the lawsuit raises a thought-provoking lesson: On-chain assets do not necessarily mean users always have absolute control. If a smart contract contains functions to freeze, restrict, or intervene in assets, actual control can be more complex than we think. ⚠️ It should be emphasized that this is a dispute between @justinsuntron and World Liberty Financial, not directly related to the operations of the @trondao tron:native network. The final ruling still belongs to the court. #TRONGlobalFriends

Douma oh my god. Double kill in Man city Totally worth it, spent XP on Man city since yesterday

Just tried to reapply but BKT is really tough, guys Getting 500k impressions on the timeline is already hard, but submitting an application for review to avoid spam and such is very difficult If you don't reply to get high interaction and good views, only big accounts can manage that Small accounts still have a long way to go, guys Just venting, let's keep building, BKT can wait

1,096,361 1BTC = 1MBTC .-- . / .-- .. .-.. .-.. / ... . -.-. ..- .-. . / .---- --..-- ----- ----. -.... --..-- ...-- -.... .---- / ... .- - --- ... .... .. / -... - -.-. .-.-.

This guy is too greedy, isn't he?