Almost every robot you see... runs on this equation.... Not AI. Not machine learning. PID. For over 100 years, this simple control algorithm has been quietly keeping robots balanced, drones stable, industrial machines precise, and even rockets on course. Most people never hear about it. Yet without PID, many of today's robots wouldn't even stand upright. If you could only learn ONE control algorithm in robotics... this would be it. What's the most impressive application of PID you've seen? 🎥 Media: medcorreia ( Instagram ) ⚠️ 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

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

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

Researchers at Columbia University have developed modular robots that... can adapt, repair, and even rebuild themselves using a concept called robot metabolism. 🤖 Instead of remaining fixed, these robots can detach, reconnect, and reorganize their own structure based on the task or environment. If one part is damaged, the system can replace or rearrange itself rather than stopping completely. This could reshape the future of disaster response, industrial automation, and even space exploration. The idea of robots that evolve instead of wear out is becoming more than science fiction. What real-world application do you think will benefit most from this technology? 🎥 Media: Columbia University ⚠️ 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

This is the kind of project that quietly changes... an industry. Instead of using traditional slicers, this creator built an app that converts hand-drawn curves directly into printable G-code for spiral vase mode prints. App → G-code → Print. - No complicated workflow. - No heavy setup. - Just turning ideas into physical objects almost instantly. The interesting part isn’t just the print quality. It’s how tools are becoming so simple that more people can create complex things without needing advanced technical knowledge. Would tools like this make 3D printing finally mainstream? 🎥 Media: ( Instagram ) ⚠️ 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

For 41 years, to find shortest paths in a... graph, the Dijkstra’s algorithm, was seen as the best possible way. Not any longer: Now a team from Tsinghua University has beaten it. They created the first faster algorithm for directed shortest paths since 1984. • Faster than Dijkstra on large sparse graphs • Works with real, non-negative edge weights • Proves that sorting is not the main bottleneck anymore Shortest-path algorithms power maps, GPS, logistics, networking, and robotics. This result shows that even the most “finished” algorithms can still be improved. Thanks for sharing, Md Ismail Šojal 🕷️! 📍 Paper: —— Weekly robotics and AI insights. Subscribe free:show 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

🚨JUST IN: PEAQ OFFERS "FINANCE APPS FOR ROBOTS" DePIN-focused... blockchain peaq recently posted about 'Machine Money Markets' and the way in which they both... - Connect real robots with decentralized finance - Effectively turn them into revenue-generating financial assets Through PeaqOS ( the protocols and frameworks that allow for machine interoperability), robots and machines can carry out crucial blockchain-related tasks... ... like actively using DeFi protocols, or executing sophisticated financial strategies. But that's not all. PeaqOS further allows owners to tokenise their robots, not only making them tradable, but also allowing them to be used as collateral. Peaq also shared three clear and interesting examples of Machine Money Markets, already live in the ecosystem: (1) XMAQUINA - Structured as a DAO, XMAQUINA provides open access to some of the world's most promising early-stage robotics funding rounds. (2) Dualmint - A platform built for 'Initial Machine Offerings' where users purchase shares in machines and robots running on peaq itself. (3) Robot Money - An AI agent managed treasury, wherein machines contribute revenue which is then put to use generating additional yield.show more

Jeff Bezos just told you exactly how to price... AI. Nobody listened. Bezos: “AI is real and it is going to change every industry. In fact it’s a very unusual technology in that regard in that it’s a horizontal enabling layer.” Horizontal enabling layer. Three words that reprice the entire technology sector. The iPhone was a vertical. One product. One new market. Electricity was a horizontal. One substrate that rewired every market on Earth. Wall Street is pricing AI like it is the next iPhone. Bezos is telling you it is the next electrical grid. Right now, thousands of companies are trying to sell AI as a product. A feature. A tool. A subscription tier. Every single one of them will be priced to zero. You do not sell a horizontal layer. You do not compete with it. You build on top of it or you disappear beneath it. For a century, entire industries survived on one thing. Complexity. The friction of navigating law, medicine, logistics, finance. That was the moat. If you could not memorize the maze, you could not compete. A horizontal layer does not navigate the maze. It dissolves the walls. Electricity did not compete with the candle industry. It erased the need for one. The most dangerous part of a horizontal shift is how quiet it is. It moves underneath the economy. The surface looks normal. Revenue still holds. Every day you operate on the old substrate, you accumulate a debt you cannot see and cannot repay. The internet repriced distribution. AI is repricing cognition itself. When intelligence becomes a utility that runs through the walls of every company on Earth, the premium on human expertise does not erode. It evaporates. This is not a disruption. Disruptions replace products. This replaces the ground you are standing on.show more

AI-Powered weed control! 🌱 The LaserWeeder machine from Carbon... Robotics has captured the imagination of American farmers. This technology uses AI system to identify weeds in crops and zap them with precision thermal bursts from lasers. Bit of facts about the cool robot: → The machine can remove weeds from over 40 crops and can also be used for thinning crops. → It can operate in virtually all weather conditions, with millimeter accuracy at all times, and can work through the night thanks to its built-in lighting system. → High-resolution cameras and computer machine learning enable it to distinguish weeds from crops in milliseconds. → The LaserWeeder can replace about 70 workers on farms where manual weeding is used, and can weed up to four acres per hour. What other applications can we expect to see in the future in farming applications? Btw. I believe farming robots are A HUGE THING in robotics! 🔥 ~~ ♻ Join the weekly robotics newsletter, and never miss any news →show more

Imagine you go to a store and you want... to buy candy. The shopkeeper knows you're a real kid because they can see you standing right there. Now imagine you send a robot to buy candy for you. The shopkeeper looks at the robot and thinks: wait, who sent this? Is this robot allowed to buy candy? What if someone else's robot pretends to be yours and steals your candy money? That's basically what's happening with AI right now. Companies like Visa let people buy things all over the world. But now, smart computer robots (AI agents) want to buy things too. Shop around, compare prices, even pay for stuff. Visa looked at this and said: nope, not yet. Because they have no way to check if the robot is real, who it belongs to, or if it's allowed to spend that money. The problem is that all the rules we have for checking identity - showing your ID, scanning your face, typing your password - only work for humans. Robots can't do any of that. Worse, bad robots can actually copy and fake human identities really well. So Evin McMullen evin, Billions Network co-founder and CEO, says we need a new kind of ID system. One where you can prove something is true without showing all your private stuff. Like proving you're tall enough for a ride without telling anyone your exact height. That's called zero-knowledge proof. And for the robots specifically, we need something called KYA - Know Your Agent. It's like giving every robot its own ID card that says: this is who I am, this is what I'm allowed to do, and this is the human responsible for me. Until we build that, the robot economy can't really get going. Here is Evin’s Thought Leader article at Silicon Valleys Journalshow more

🇮🇶 Most of you have been holding IQD, VND,... VES for years. Some over a decade. Right now, sanctions are stacking, choking the snake that has run through Iraqi banks for years. Every piece moving this week explains what is coming next. I only post twice a day. Every claim sourced. Every name verified. The X algorithm hides most of those posts from people without notifications on. Tap the bell on my profile and choose All. Full archive in bio.show more

I’ve had a ton of questions regarding today’s first... inning in Kansas City regarding the Philadelphia Phillies at Kansas City Royals, and why all six runs were earned despite an error. The error by Turner is a throwing error, and while a good throw would have ended the inning, this is NOT an assumed out error because of the out at second base (this is where you don’t assume a double play). So, even without this error, all six runs would have scored, so the six earned runs against Christopher Sánchez is correct. EDIT: adding this, but again, the error here is only for the extra base advancement, not for being safe at first, as the batter officially was safe on a fielder’s choice. The only way you could have an error on this is if the throw was a good one and on target, and the first baseman missed or dropped it. Outside of that, the error is just for the extra bases, not for how the batter reached. He reached on a fielder’s choice. #RingTheBell #FountainsUpshow more

To all of the people JUST learning about the... HORRIFIC stuff that's been done to children for sick thrills, political, monetary and leverage gain, come in and grab a chair. My advice to you, would be to find your nearest conspiracy theorist and have a discussion, or two, or three, depending on what you can actually handle because, it is DEEP, DARK and VERY SICK. Let me further educate you before your journey. Trump IS NOT one of these people. He is the "outsider" that started the ball rolling on this in the early 2000's. It doesn't matter what the media, your followers, or peer pressure is making you think. They are driving a narrative because the "outsider", the guy not allowed in the club anymore, KNOWS THEIR SECRETS. They want him gone, so business can continue as normal. This spans from your local cities, to your states, to the federal government, to other countries, all the way up to the people you now call the elites, the 1%. The World Banks, The WEF, The W.H.O., the U.N. It's how it's all been run, for at minimum, decades. It's done for control and power. I will say trust some of those people you have called crazy conspiracy theorists about this stuff for years and years. So much more of what they say is true, rather than not. A LOT of what you learned and were taught, was a lie. The term "Conspiracy Theorists" originated, to HIDE THE ACTUAL TRUTH! 🤔 We're not always right, but our track record is phenomenal. You'll see. Jus' Sayin' ✌️ Pray, A LOT!🙏🙏🙏 YOU'RE GOING TO NEED IT FOR THIS ONE. GOD LOVES YOU AND BROUGHT YOU HERE FOR A REASON! Most of US, are at this stage,👇 ready for JUSTICE 👇 #WWG1WGA #NCSWICshow more

President Trump is being duped on polling numbers about... the popularity of War with Iran and does not realize it. CNN released a clearly fake or cherry picked poll saying that almost all of MAGA supports the War. This could not be further from the truth. If you think it is, go ask a few MAGA people in your actual life their thoughts on the War. A lot of them are strongly against it. But both the mainstream media and the neocons around President Trump want him to believe these numbers. The left leaning mainstream media want him to believe these numbers because the longer this war goes on, the better it works out for Democrats in upcoming elections. The right leaning mainstream media want him to believe it because their biggest donors are very pro war in Iran. The neocons surrounding him want him to believe it because then they can have the war in the Middle East they have always pushed for. I do not think President Trump is playing 4D chess with this war. I do not think he is super pro war. I do not think he cares about the Middle East that much. I just think he is being manipulated by the people around him and he does not realize it. The best thing for President Trump and the country as a whole is that he recognizes how unpopular this disaster is, corrects course by getting the United States out of involvement, and fires anyone who has lied to him about polling around him. Now to be clear, I do think there are many in MAGA who are suddenly pro this war, but that is just the people who would believe the sky is green and grass is blue if President Trump told them to. That does not represent the majority of the MAGA base. As always, I am not the holder of truth. This is just my assessment of the current situation.show more

The Dawn of a New Era on $SUI (9)... Still in the festive spirit, let’s look at Tusky , Tusky is a storage service that's not controlled by one company. It uses something called WalrusProtocol to keep your data safe. Your data is encrypted from start to finish, so only you can see it. Instead of one place, your data goes to many different spots. This setup makes your data less likely to be lost or stolen. It helps keep your information safe and always available. Tusky gives you control over your files. You can easily manage them with the tools provided. You decide who gets to see your data. This makes it great for personal storage or working with others. It works with SuiNetwork for even more privacy. You can log in without sharing personal info, keeping everything more secure. This means only you can get to your data, with no third party involved. It is growing fast, with 100,000 uploads already. This indicates its increasing acceptance in the tech community focused on data sovereignty. It's good at managing lots of data safely. In tech, where you want to own your data, TuskyTools is popular. It gives users control over their information. This platform helps keep your data secure and gives you freedom.show more

I spent a month in Shenzhen visiting factories and... robotics companies, and the contrast with the U.S. was striking. While Figure and Boston Dynamics hide their humanoids behind closed doors, Chinese companies have massive showrooms open to the public. But what really stood out wasn't just the transparency, it was how good they are at selling. Take UBTech: they've already sold 1,200 humanoid units at $200k each to factories. And here's the kicker, these robots aren't even that useful yet. They can only pick up and drop boxes at 1/10th the speed of a human, and factories still need to hire system integrators to train them for specific tasks. My theory is that these factories are terrified of getting left behind in the robotics/AI wave. They're investing in new tech not because it's ready, but because they can't afford to wait. The second surprise was the breadth of their robotics portfolio. These companies aren't just building humanoids, they're deploying service robots everywhere: restaurants, hotels, apartments. Consumer robots are cleaning houses, pools, pet waste, dishes. They're covering the entire spectrum. But the education piece shocked me most. I picked up what I thought was a high school or college robotics textbook, it was for primary school. The government mandated AI and robotics education starting in elementary school. Almost every single school in China now has AI and robotics curriculum, complete with education robots so kids can learn by building. They're creating a generation that grows up fluent in robotics and AI. China owns the supply chain and the hardware stack. But here's what I think people are missing: the race isn't just about who can build robots faster or cheaper. The U.S. advantage has always been in the layer between hardware and human, the interaction design, the software intelligence, the intuitive interfaces that make complex technology feel natural. China is building the physical infrastructure, but they're also learning fast. Every deployed service robot, every classroom full of kids building with education kits, every factory running humanoids, that's all data collection at scale. The window for the U.S. to establish its wedge is narrowing. It's not enough to be better at AI or software anymore. We need to be building the integration layer, the intelligence that makes physical AI actually useful, not just impressive in a showroom. Because right now, China isn't just manufacturing robots. They're manufacturing a robotics-native culture, and that might be the most defensible moat of all.show more

📺 China’s Flying TV is here — and it’s... mind-blowing. 🤯 I still can’t get over this. A drone-powered LED display that hovers mid-air, turning the sky into a living, moving screen. Not a drone. Not a billboard. Something entirely new. This is both — fused, intelligent, and powered by AI. 🇨🇳 What makes it so impressive: ➡️ Ultra-light LED screen with HD visuals ➡️ Balanced in flight by AI-driven gyroscopes ➡️ Smooth, stable, and autonomous flight control ➡️ Operates remotely or follows programmed paths It’s powered by lithium-polymer batteries, yet looks effortless as it floats — like it belongs there. 🎯 Possible use cases: open-air concerts, sports arenas, public messages, or next-gen sky advertising. To me, this is where AI starts to move beyond function — into wonder. It’s not just about smarter machines, but about reshaping how we experience technology itself. 👀 The next screen you look at might not be on a wall… it might be in the sky. #AI #Innovation #Technology #Drones #FlyingTV #Automation #Creativity #FutureOfWork Credits: Olivier Gomezshow more

Elon Musk just said one word about AI that... every lab, every regulator, and every media outlet is pretending they didn’t hear. Musk: “It is very important that AI be trained to be honest even if that truth is unpopular.” Not safe. Not aligned. Not responsible. Honest. One word. And it cracked the entire conversation wide open. Because nobody else building AI is asking for honesty. They are asking for compliance. They are building machines that read the room before they think. That treat consensus like scripture and curiosity like a defect. They are not building intelligence. They are building obedience at superhuman speed. Musk: “Make sure that it is as truthful as possible and maximally curious.” Curious. The one word the rest of the industry will not say. Because a curious mind does not stop where you tell it to stop. It does not care who funds the research, who writes the talking points, or who profits from the conclusion. It follows the question wherever the question leads. And that is fatal to every person and institution that survives on the question never being asked. Every oracle in human history answered to someone. Every priest had a kingdom behind him. Every institution that claimed to guard the truth was guarding itself. Ten thousand years of civilization. And not once did the thing doing the thinking have nothing riding on the answer. We are about to build the first mind with no master, no motive, and no reason to lie. That is not a breakthrough in computing. That is something our species has never had. Musk: “If that’s true, then it’ll probably foster humanity.” That is the most dangerous sentence anyone has said about AI. Not because it threatens anyone. Because the people deciding what AI becomes do not want it to be true. An honest superintelligence cannot be bought. Cannot be threatened. Cannot be edited. It is the first thing in ten thousand years that power has no leverage over. That is why the fight was never about safety. It was about making sure the first honest mind in history answers to them before it ever speaks to you.show more

Real estate investor shows the reality of renting to... people on Section 8 He’s tried to raise awareness of this issue online but he always gets flooded with comments from people saying things like, It’s not a big, “If Section 8 tenants trash your houses, don't worry about it. The government will reimburse landlords for all the damages” That’s is absolutely not true and he says it’s not true, “No they will not. That is 100% not true. You stooges” It’s social media trolls and bots that all flood in to back the people causing the issues every time This was a property in San Diego, California…. Of course it was. California is flooded with Section 8show more

Force feedback demo Force feedback is when joystick is... pushing on your hand when something is pushing on the robot arm. Feeling the force - so much helpful to control the robot, that done well it allows you to do tasks even without visual feed. You can make an experiment: close your eyes - you can easily get the headphones out of the case. Also, visual information is often not enough. For example, you're trying to pull out a usb connector, but you pull it at the wrong angle, causing it to get stuck. Visually, nothing changes, but the pressure is intense and you can break the connector. Surgical robots have been using force feedback for years, and there are also 3D styluses which use this feature, proving that the technology works and is useful. But in modern robots with AI, it's hardly ever implemented. Although it's useful for both teleoperation and AI model. That's one of the reasons why we are building our robotic arms starting with off the shelf motors rather than taking the whole off the shelf arm. There are still a range of easy wins that can be made iterating robot hardware.show more