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Ukraine’s ground robot is now fighting like an infantryman. Droid TW 12.7 held a frontline position for six weeks, writes Militarnyi. Operators sent it to a key crossroads each morning and pulled it back at night. Russians tried to break through — the robot stopped them. 1/

Tymofiy Mylovanov

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238,845 Aufrufe • vor 10 Monaten •via X (Twitter)

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🚨 THIS IS HOW IT STARTS — HUMANOID ROBOT SUDDENLY LUNGES AT A MAN — EXACTLY THE MOMENT PEOPLE FEARED A humanoid robot was casually kicking a soccer ball around during a public demonstration. Then the ball rolled toward a man in the audience. He tried to kick it back. That’s when the robot suddenly charged toward him and raised its arm like it was about to swing. Within seconds, a handler rushed in and grabbed the robot before the moment escalated. People in the room laugh nervously… but the clip is making the rounds online for one reason: The movement looks almost human. The way it runs. The stance. The arm coming up. Even the comments are losing it: • “Tf was it going to HIT for???” • “Why did it need to be held back?” • “DON’T TOUCH MY BALL” • “How do they get pissed off if they supposedly don’t have emotions?” The strangest part? The robot seemed to react the instant the human interfered with the ball. Are we just watching a glitch during a demo… or the exact moment people warned about?

🚨 THIS IS HOW IT STARTS — HUMANOID ROBOT SUDDENLY LUNGES AT A MAN — EXACTLY THE MOMENT PEOPLE FEARED A humanoid robot was casually kicking a soccer ball around during a public demonstration. Then the ball rolled toward a man in the audience. He tried to kick it back. That’s when the robot suddenly charged toward him and raised its arm like it was about to swing. Within seconds, a handler rushed in and grabbed the robot before the moment escalated. People in the room laugh nervously… but the clip is making the rounds online for one reason: The movement looks almost human. The way it runs. The stance. The arm coming up. Even the comments are losing it: • “Tf was it going to HIT for???” • “Why did it need to be held back?” • “DON’T TOUCH MY BALL” • “How do they get pissed off if they supposedly don’t have emotions?” The strangest part? The robot seemed to react the instant the human interfered with the ball. Are we just watching a glitch during a demo… or the exact moment people warned about?

HustleBitch

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A student just sent a humanoid robot to collect his diploma — and I can’t stop thinking about it. In China, a teen built a robot that walked the stage, shook hands, and graduated for him. At first, it seemed funny. Then it felt like a wake-up call. We’re still teaching students to memorize — while they’re out there building the future. If a student can graduate through a robot, maybe it’s time schools start catching up. Innovation or rebellion — what do you think? #AI #Education #Innovation #Robotics #FutureOfWork #Technology

A student just sent a humanoid robot to collect his diploma — and I can’t stop thinking about it. In China, a teen built a robot that walked the stage, shook hands, and graduated for him. At first, it seemed funny. Then it felt like a wake-up call. We’re still teaching students to memorize — while they’re out there building the future. If a student can graduate through a robot, maybe it’s time schools start catching up. Innovation or rebellion — what do you think? #AI #Education #Innovation #Robotics #FutureOfWork #Technology

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Ascento Guard is a two-wheeled, jumping robot designed for security tasks on large properties. It is powered by AI, allowing it to patrol areas, detect threats, and respond autonomously. The robot was developed by the Ascento team at ETH Zurich.

Ascento Guard is a two-wheeled, jumping robot designed for security tasks on large properties. It is powered by AI, allowing it to patrol areas, detect threats, and respond autonomously. The robot was developed by the Ascento team at ETH Zurich.

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📻 “Nationalism have had a jamboree through the courts for two decades, now unionism is fighting back, and they don’t like it one bit” 👇

📻 “Nationalism have had a jamboree through the courts for two decades, now unionism is fighting back, and they don’t like it one bit” 👇

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$A Stanford student put 166,700 fruit fly neurons in a robot that now writes homework for 30 students. Not one of them has picked up a pen since. The robot is a black aluminum rig with a blue ballpoint, writing square roots and fractions line after line in handwriting that doesn't look like a machine's, while the fly's neurons glow in the corner of the screen. Each student gives it a handwriting sample, and the fly learns the slant, the spacing, the size of the loops and where the letters get lazy at the end of a line, then writes as that student. 30 notebooks, 30 different hands and 1 brain. That brain is smaller than a poppy seed, and a human brain has over 500,000 times more neurons, but the fly doesn't get tired, doesn't smudge the ink and never mixes up whose 7s have a line through them. The teacher checks 30 notebooks, and a fly wrote every one.$

A Stanford student put 166,700 fruit fly neurons in a robot that now writes homework for 30 students. Not one of them has picked up a pen since. The robot is a black aluminum rig with a blue ballpoint, writing square roots and fractions line after line in handwriting that doesn't look like a machine's, while the fly's neurons glow in the corner of the screen. Each student gives it a handwriting sample, and the fly learns the slant, the spacing, the size of the loops and where the letters get lazy at the end of a line, then writes as that student. 30 notebooks, 30 different hands and 1 brain. That brain is smaller than a poppy seed, and a human brain has over 500,000 times more neurons, but the fly doesn't get tired, doesn't smudge the ink and never mixes up whose 7s have a line through them. The teacher checks 30 notebooks, and a fly wrote every one.

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Check out the new interactive humanoid robot, Yogi, introduced by Cartwheel Robotics. Yogi is designed as a companion for everyday life, offering help and companionship in settings from hospitals to living rooms. It features soft silicone skin for safe touch, precision actuators for predictable movement, and simple, natural interaction. The robot continuously learns new abilities for greater utility. Cartwheel's founder, Scott LaValley, has a deep background, having developed over four humanoid systems. His expertise includes nearly a decade developing the Atlas robot at Boston Dynamics, followed by five years at Disney leading the team that created the Groot robot. This extensive, hands-on experience is key to Cartwheel Robotics' innovations.

Check out the new interactive humanoid robot, Yogi, introduced by Cartwheel Robotics. Yogi is designed as a companion for everyday life, offering help and companionship in settings from hospitals to living rooms. It features soft silicone skin for safe touch, precision actuators for predictable movement, and simple, natural interaction. The robot continuously learns new abilities for greater utility. Cartwheel's founder, Scott LaValley, has a deep background, having developed over four humanoid systems. His expertise includes nearly a decade developing the Atlas robot at Boston Dynamics, followed by five years at Disney leading the team that created the Groot robot. This extensive, hands-on experience is key to Cartwheel Robotics' innovations.

RoboHub🤖

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I tried our own BMI + Mixed Reality robot control at Araya for the first time today. This system was built by Kai Arulkumaran , RousslanDossa and the team. It was an amazing experience. I could intuitively pick up a mug just by imagining the action. Still some rough edges, but seeing EEG + gaze seamlessly drive a robot end-to-end was a powerful experience. Even with non-invasive EEG, it truly felt like experiencing a BMI.

I tried our own BMI + Mixed Reality robot control at Araya for the first time today. This system was built by Kai Arulkumaran , RousslanDossa and the team. It was an amazing experience. I could intuitively pick up a mug just by imagining the action. Still some rough edges, but seeing EEG + gaze seamlessly drive a robot end-to-end was a powerful experience. Even with non-invasive EEG, it truly felt like experiencing a BMI.

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Teaching robots how to paint! 💅🏼 This painting robot, for example, mimics human movements with precision to handle repetitive, and tiring tasks. A special device memorizes points in 3D space, which are then sent to the robot's control. The result? A robot that, after a single demonstration, can perform a given action. Keep in mind that it's taught as 'fixed'. 👨🏻‍🔧 That is, it will not be able to react to an anomaly or changing environment. But ultimately, with fewer workers available and many avoiding tough, dirty jobs, robots are helping industries stay efficient and safe. ♻️ RT to help 1 robot find a new workplace!

Teaching robots how to paint! 💅🏼 This painting robot, for example, mimics human movements with precision to handle repetitive, and tiring tasks. A special device memorizes points in 3D space, which are then sent to the robot's control. The result? A robot that, after a single demonstration, can perform a given action. Keep in mind that it's taught as 'fixed'. 👨🏻‍🔧 That is, it will not be able to react to an anomaly or changing environment. But ultimately, with fewer workers available and many avoiding tough, dirty jobs, robots are helping industries stay efficient and safe. ♻️ RT to help 1 robot find a new workplace!

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🇺🇦🇷🇺 UKRAINE DEPLOYS ROBOTS TO SURVIVE RUSSIAN “KILL-ZONE” In the hellscape of Pokrovsk, Ukraine is now fighting for survival with ground robots - not just soldiers. Unmanned ground vehicles (UGVs), or “land drones,” are delivering 90% of supplies to frontline troops, dodging Russian drones, artillery, and landmines in a zone so deadly it’s known as “the kill-zone.” Too dangerous for trucks. Too slow on foot. The robots go where humans can’t. Each mission starts in a garage. Ends in life-or-death. One out of three makes it. Welcome to the world’s first robot-supplied battlefield - where survival depends on battery life and signal strength. Source: BBC

🇺🇦🇷🇺 UKRAINE DEPLOYS ROBOTS TO SURVIVE RUSSIAN “KILL-ZONE” In the hellscape of Pokrovsk, Ukraine is now fighting for survival with ground robots - not just soldiers. Unmanned ground vehicles (UGVs), or “land drones,” are delivering 90% of supplies to frontline troops, dodging Russian drones, artillery, and landmines in a zone so deadly it’s known as “the kill-zone.” Too dangerous for trucks. Too slow on foot. The robots go where humans can’t. Each mission starts in a garage. Ends in life-or-death. One out of three makes it. Welcome to the world’s first robot-supplied battlefield - where survival depends on battery life and signal strength. Source: BBC

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the most beautiful DIY robot build i've ever seen: this guy turned a robot dog into an off-road wheelchair so his dad could go hiking again his dad used to run marathons, but 20 years ago multiple sclerosis put him in a wheelchair. so his son Jake took a Unitree B2-W (an industrial robot with 4 legs and a wheel on each foot) and built a custom seat on top. on flat ground it rolls just like a normal wheelchair. but when it reaches rocks, water, or stairs, each leg can lift and adjust on its own, allowing it to step right over them. getting this to work safely took a while. > the robot was never designed to carry a person (it tipped over many times during testing) > so Jake spent 3 years recalibrating it. he tested it on his friends first, then once it was stable enough his dad finally got to try it. > and after 20 years in a wheelchair, he climbed a hiking trail again. a chair like this could eventually give wheelchair users access to trails, beaches, broken sidewalks, all the places that are still out of reach today. and one dude built it in his garage lol we truly live in a golden age where a single person can create world-changing tech

the most beautiful DIY robot build i've ever seen: this guy turned a robot dog into an off-road wheelchair so his dad could go hiking again his dad used to run marathons, but 20 years ago multiple sclerosis put him in a wheelchair. so his son Jake took a Unitree B2-W (an industrial robot with 4 legs and a wheel on each foot) and built a custom seat on top. on flat ground it rolls just like a normal wheelchair. but when it reaches rocks, water, or stairs, each leg can lift and adjust on its own, allowing it to step right over them. getting this to work safely took a while. > the robot was never designed to carry a person (it tipped over many times during testing) > so Jake spent 3 years recalibrating it. he tested it on his friends first, then once it was stable enough his dad finally got to try it. > and after 20 years in a wheelchair, he climbed a hiking trail again. a chair like this could eventually give wheelchair users access to trails, beaches, broken sidewalks, all the places that are still out of reach today. and one dude built it in his garage lol we truly live in a golden age where a single person can create world-changing tech

Ole Lehmann

15,697 Aufrufe • vor 2 Monaten

System ID for legged robots is hard: (1) Discontinuous dynamics and (2) many parameters to identify and hard to "excite" them. SPI-Active is a general tool for legged robot system ID. Key ideas: (1) massively parallel sampling-based optimization, (2) structured parameter space, and (3) active exploration based on Fisher Information to collect the most informative data in real. SPI-Active provides an accurate robot model and effectively reduces the sim2real gap. In sim2real policy learning setting, it outperforms baselines by 42-63% in various quadruped & humanoid tasks. Led by Nikhil Sobanbabu Guanqi He

System ID for legged robots is hard: (1) Discontinuous dynamics and (2) many parameters to identify and hard to "excite" them. SPI-Active is a general tool for legged robot system ID. Key ideas: (1) massively parallel sampling-based optimization, (2) structured parameter space, and (3) active exploration based on Fisher Information to collect the most informative data in real. SPI-Active provides an accurate robot model and effectively reduces the sim2real gap. In sim2real policy learning setting, it outperforms baselines by 42-63% in various quadruped & humanoid tasks. Led by Nikhil Sobanbabu Guanqi He

Guanya Shi

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A PACK OF ROBOT DOGS JUST RAN A GROUP MOBILITY TEST THROUGH MUD AND STANDING WATER. Black quadrupeds, marked G01, tactical operators in black gear crouched around one on a wet, overcast field before the run starts. Then the label hits: RECON UNIT MOBILITY TEST — GROUP RUN. Several units take off together across churned mud and puddles. They don’t break formation. No slipping, no falling behind, no unit losing its footing on the uneven ground. This isn’t a single robot proving it can walk. It’s a coordinated group run — the kind of test that matters for scouting terrain a human patrol would move through slower and louder. The honest catch: bulkier, more armored builds than consumer platforms like Unitree’s Go1 usually mean less speed and battery life traded for durability. This isn’t a sprinting demo, it’s a ruggedness one. Ten years ago “robot dog” meant a single unit trotting across a clean lab floor. This is a pack of them holding formation through mud a human squad would curse at. Would a mud field even slow one of these down?

A PACK OF ROBOT DOGS JUST RAN A GROUP MOBILITY TEST THROUGH MUD AND STANDING WATER. Black quadrupeds, marked G01, tactical operators in black gear crouched around one on a wet, overcast field before the run starts. Then the label hits: RECON UNIT MOBILITY TEST — GROUP RUN. Several units take off together across churned mud and puddles. They don’t break formation. No slipping, no falling behind, no unit losing its footing on the uneven ground. This isn’t a single robot proving it can walk. It’s a coordinated group run — the kind of test that matters for scouting terrain a human patrol would move through slower and louder. The honest catch: bulkier, more armored builds than consumer platforms like Unitree’s Go1 usually mean less speed and battery life traded for durability. This isn’t a sprinting demo, it’s a ruggedness one. Ten years ago “robot dog” meant a single unit trotting across a clean lab floor. This is a pack of them holding formation through mud a human squad would curse at. Would a mud field even slow one of these down?

DN_DEGEN

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Keeping up with AI is a full-time job now. Unless someone does it for you. Every major AI move, curated and sent to your WhatsApp each morning. Read it over chai in 2 minutes. Free.

Keeping up with AI is a full-time job now. Unless someone does it for you. Every major AI move, curated and sent to your WhatsApp each morning. Read it over chai in 2 minutes. Free.

Vaibhav Sisinty

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TESLA’S NEXT-GEN OPTIMUS V3 HAND IS GETTING CLOSE TO HUMAN-LEVEL Tesla engineers just shared new details on the Optimus V3 hand — and the progress is striking. They’re now saying that as they move into Gen-3 and mass production, the hand is getting very close to human functionality and form factor. One engineer described it clearly: “It won’t even look like a robot. It will look like a human in a superhero suit. It will be something revolutionary.” This level of dexterity and human-like design is a critical milestone. The hand is one of the hardest parts of building a truly useful humanoid robot — and Tesla is iterating extremely fast.

TESLA’S NEXT-GEN OPTIMUS V3 HAND IS GETTING CLOSE TO HUMAN-LEVEL Tesla engineers just shared new details on the Optimus V3 hand — and the progress is striking. They’re now saying that as they move into Gen-3 and mass production, the hand is getting very close to human functionality and form factor. One engineer described it clearly: “It won’t even look like a robot. It will look like a human in a superhero suit. It will be something revolutionary.” This level of dexterity and human-like design is a critical milestone. The hand is one of the hardest parts of building a truly useful humanoid robot — and Tesla is iterating extremely fast.

Tesla Owners Silicon Valley

251,147 Aufrufe • vor 2 Monaten

honestly no surprise why Silicon Valley is so obsessed with Matic robots right now > basically a Roomba on steroids > vacuums first, then mops > uses five cameras to build a live 3D map of your home > recognizes rugs, wires, furniture, pets, and people, then changes how it cleans > point at a mess and say “hey Matic, clean this” and it does > an NVIDIA Jetson inside the robot handles all the vision, mapping, and navigation > raw footage is discarded in real time and your 3D map never leaves the device btw that last privacy part is extremely underrated IMO my biggest fear with robotics is putting moving cameras and microphones inside our most private spaces without knowing where the data goes. > this week, camera components on Royal Navy drones were caught phoning home to China > Chinese Unitree robot dogs were found with a backdoor that let anyone with the key remotely control them and watch through their cameras > Roombas sent images from inside homes to overseas labelers, including a woman on the toilet and a child your home is your most sacred private space. if you're gonna buy a robot that can physically record, map, and move through it, make sure it's secure!

honestly no surprise why Silicon Valley is so obsessed with Matic robots right now > basically a Roomba on steroids > vacuums first, then mops > uses five cameras to build a live 3D map of your home > recognizes rugs, wires, furniture, pets, and people, then changes how it cleans > point at a mess and say “hey Matic, clean this” and it does > an NVIDIA Jetson inside the robot handles all the vision, mapping, and navigation > raw footage is discarded in real time and your 3D map never leaves the device btw that last privacy part is extremely underrated IMO my biggest fear with robotics is putting moving cameras and microphones inside our most private spaces without knowing where the data goes. > this week, camera components on Royal Navy drones were caught phoning home to China > Chinese Unitree robot dogs were found with a backdoor that let anyone with the key remotely control them and watch through their cameras > Roombas sent images from inside homes to overseas labelers, including a woman on the toilet and a child your home is your most sacred private space. if you're gonna buy a robot that can physically record, map, and move through it, make sure it's secure!

Ole Lehmann

45,092 Aufrufe • vor 1 Monat