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⚠️ NO MAGIC INVOLVED. JUST THE SAME ACTUATORS FROM HUMANOID ROBOTS, POINTED IN A DIFFERENT DIRECTION. What looks like sci-fi on an auto show floor runs on the same three technologies now putting robots on their feet. → Electric actuators instead of hydraulics, the same components going into today's... show more

Shredder

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132,818 次观看 • 1 个月前 •via X (Twitter)

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⚠️ THE WEIRDEST PART OF THIS ROBOT DEMO? NOBODY SEEMS SURPRISED ANYMORE! Humanoid robots are moving through a crowded public space while people walk around them like they're just another part of the environment. There’s no empty laboratory, no isolated testing area and no perfect path marked on the floor — just machines and humans sharing the same space. That makes this feel less like a robot demonstration and more like a preview of everyday life. Getting one humanoid to walk is one problem. Getting several machines to move safely around unpredictable people is another, because humans constantly stop, turn, cross paths and change direction without warning. Every movement requires the robots to perceive what is happening around them, maintain balance and continuously adjust their path. That's the shift worth paying attention to. The milestone isn't simply that robots can walk among humans — it's that we're starting to see environments where they can actually belong. Once that becomes reliable enough for shopping centers, airports, factories and offices, the question stops being whether humanoids can enter our world. It becomes what we're going to ask them to do once they're here.

⚠️ THE WEIRDEST PART OF THIS ROBOT DEMO? NOBODY SEEMS SURPRISED ANYMORE! Humanoid robots are moving through a crowded public space while people walk around them like they're just another part of the environment. There’s no empty laboratory, no isolated testing area and no perfect path marked on the floor — just machines and humans sharing the same space. That makes this feel less like a robot demonstration and more like a preview of everyday life. Getting one humanoid to walk is one problem. Getting several machines to move safely around unpredictable people is another, because humans constantly stop, turn, cross paths and change direction without warning. Every movement requires the robots to perceive what is happening around them, maintain balance and continuously adjust their path. That's the shift worth paying attention to. The milestone isn't simply that robots can walk among humans — it's that we're starting to see environments where they can actually belong. Once that becomes reliable enough for shopping centers, airports, factories and offices, the question stops being whether humanoids can enter our world. It becomes what we're going to ask them to do once they're here.

Future Memo

35,742 次观看 • 2 个月前

🇨🇳 CHINA JUST ROLLED OUT A NATIONAL ID SYSTEM FOR HUMANOID ROBOTS. They built the global standard. Every robot now carries a 29-digit ID. Modeled on China's citizen ID, but with cross-border tracking baked into the first 2 digits. This isn't surveillance. It's a passport system. The play: set the framework domestically, scale the install base, export the protocol as the global default. Same playbook that made Huawei the backbone of 5G. While the West argues about whether AI needs rules, China is already writing them.

🇨🇳 CHINA JUST ROLLED OUT A NATIONAL ID SYSTEM FOR HUMANOID ROBOTS. They built the global standard. Every robot now carries a 29-digit ID. Modeled on China's citizen ID, but with cross-border tracking baked into the first 2 digits. This isn't surveillance. It's a passport system. The play: set the framework domestically, scale the install base, export the protocol as the global default. Same playbook that made Huawei the backbone of 5G. While the West argues about whether AI needs rules, China is already writing them.

CryptoGoos

30,851 次观看 • 4 个月前

$BOOM! Humanoid Robots Just Performed Surgery for the First Time! REAL VIDEO! In a groundbreaking preclinical breakthrough, researchers at UC San Diego have achieved what many thought was years away: teleoperated humanoid robots successfully completing live surgeries. Published in Nature, the study marks the world’s first use of humanoid robots for in-vivo laparoscopic procedures on large animals (pigs). Two separate surgeries were completed: Key Details •. Procedure: Laparoscopic gallbladder removal (cholecystectomy) •. Team 1: Human surgeon + one humanoid robot (the robot performed core tasks while the human assisted) •. Team 2: Two humanoid robots working together with no human at the operating table •. Robots: Custom “Surgie” humanoids (~5 ft tall, ~60 lbs) using standard surgical tools •. Control: Fully teleoperated by surgeons (remote human control, not autonomous) •. Significance: First demonstration of humanoid robots handling real surgical workflows in a live setting, proving compatibility with existing OR tools and spaces This proof shows humanoid robots could one day help address surgeon shortages, enable remote procedures in rural areas, battlefields, or even space all at a fraction of the cost and space of traditional surgical robots like da Vinci. Read the full publication here: Project page with video: The future of surgery just got a whole lot more interesting. And medical cost for the first time in decades will be scheduled to go down, much further down.$

BOOM! Humanoid Robots Just Performed Surgery for the First Time! REAL VIDEO! In a groundbreaking preclinical breakthrough, researchers at UC San Diego have achieved what many thought was years away: teleoperated humanoid robots successfully completing live surgeries. Published in Nature, the study marks the world’s first use of humanoid robots for in-vivo laparoscopic procedures on large animals (pigs). Two separate surgeries were completed: Key Details •. Procedure: Laparoscopic gallbladder removal (cholecystectomy) •. Team 1: Human surgeon + one humanoid robot (the robot performed core tasks while the human assisted) •. Team 2: Two humanoid robots working together with no human at the operating table •. Robots: Custom “Surgie” humanoids (~5 ft tall, ~60 lbs) using standard surgical tools •. Control: Fully teleoperated by surgeons (remote human control, not autonomous) •. Significance: First demonstration of humanoid robots handling real surgical workflows in a live setting, proving compatibility with existing OR tools and spaces This proof shows humanoid robots could one day help address surgeon shortages, enable remote procedures in rural areas, battlefields, or even space all at a fraction of the cost and space of traditional surgical robots like da Vinci. Read the full publication here: Project page with video: The future of surgery just got a whole lot more interesting. And medical cost for the first time in decades will be scheduled to go down, much further down.

Brian Roemmele

107,977 次观看 • 3 个月前

BEAR SWIPE ENDED YEARS OF DEVELOPMENT IN SECONDS A grizzly weighs up to 300 kilograms and swings a paw with enough force to break a moose’s spine, so this clip doesn’t show the robot’s endurance, it shows the actual limit of what counts as field readiness. The humanoid runs on balance algorithms built for flat lab floors, wild grass and a sudden strike from a living animal are an entirely different class of problem. ▹ balance systems are optimized for predictable scenarios, not a chaotic hit ▹ the fall here isn’t a software glitch, it’s physical proof the actuators can’t react fast enough to force at that level ▹ companies test robots against people and objects on flat floors, almost nobody tests against actual wildlife, and this clip explains why Every new meter of demo-floor walking costs millions. One wild bear proved that for free in three seconds.

BEAR SWIPE ENDED YEARS OF DEVELOPMENT IN SECONDS A grizzly weighs up to 300 kilograms and swings a paw with enough force to break a moose’s spine, so this clip doesn’t show the robot’s endurance, it shows the actual limit of what counts as field readiness. The humanoid runs on balance algorithms built for flat lab floors, wild grass and a sudden strike from a living animal are an entirely different class of problem. ▹ balance systems are optimized for predictable scenarios, not a chaotic hit ▹ the fall here isn’t a software glitch, it’s physical proof the actuators can’t react fast enough to force at that level ▹ companies test robots against people and objects on flat floors, almost nobody tests against actual wildlife, and this clip explains why Every new meter of demo-floor walking costs millions. One wild bear proved that for free in three seconds.

Shredder

175,923 次观看 • 1 个月前

A ROBOT WALKS A WIRE OVER A 1200 M DROP, AND WHEN AN EAGLE FLIES PAST, NOTHING BREAKS ITS FOCUS The cable is a couple centimeters wide. Below the feet, nothing but air down to the valley floor. ▸ every step on the wire is constant ankle correction, since the support rotates and flexes at the same time ▸ the eagle passes inches from its head, a sudden rush of air and visual contrast, and the system just reads it as noise ▸ full attention stays locked on the wire, no stray head or torso movement to break concentration A human tightrope walker spends years training to not react to sudden stimuli so focus never slips mid-crossing. A robot gets that same discipline from an attention-control model that can be dropped onto a different body the same day. When something alive flies inches from your head mid-crossing over a drop like that and the reaction is zero, that's not about balance anymore. That's a system telling real threats to stability apart from plain background noise.

A ROBOT WALKS A WIRE OVER A 1200 M DROP, AND WHEN AN EAGLE FLIES PAST, NOTHING BREAKS ITS FOCUS The cable is a couple centimeters wide. Below the feet, nothing but air down to the valley floor. ▸ every step on the wire is constant ankle correction, since the support rotates and flexes at the same time ▸ the eagle passes inches from its head, a sudden rush of air and visual contrast, and the system just reads it as noise ▸ full attention stays locked on the wire, no stray head or torso movement to break concentration A human tightrope walker spends years training to not react to sudden stimuli so focus never slips mid-crossing. A robot gets that same discipline from an attention-control model that can be dropped onto a different body the same day. When something alive flies inches from your head mid-crossing over a drop like that and the reaction is zero, that's not about balance anymore. That's a system telling real threats to stability apart from plain background noise.

Shredder

16,082 次观看 • 11 天前

HUMANOID ROBOTS ARE STARTING TO WALK AMONG US At first, this looks like a completely normal street video. A woman is walking down the sidewalk on a sunny day, with people, stores and traffic around her. Then you notice who’s walking beside her. A humanoid robot. There’s no robotics conference, no laboratory and no team of engineers around it. The robot is simply walking through the city next to her as if this is already part of everyday life. Until recently, humanoid robots were mostly something we saw in controlled demonstrations, factories and tech presentations. Now they’re beginning to appear in ordinary public spaces, walking alongside people without looking completely out of place. The biggest shift isn’t just how advanced these machines are becoming. It’s how quickly they’re starting to blend into the real world. At this pace, seeing a humanoid robot walking next to you in public might soon stop feeling unusual at all

HUMANOID ROBOTS ARE STARTING TO WALK AMONG US At first, this looks like a completely normal street video. A woman is walking down the sidewalk on a sunny day, with people, stores and traffic around her. Then you notice who’s walking beside her. A humanoid robot. There’s no robotics conference, no laboratory and no team of engineers around it. The robot is simply walking through the city next to her as if this is already part of everyday life. Until recently, humanoid robots were mostly something we saw in controlled demonstrations, factories and tech presentations. Now they’re beginning to appear in ordinary public spaces, walking alongside people without looking completely out of place. The biggest shift isn’t just how advanced these machines are becoming. It’s how quickly they’re starting to blend into the real world. At this pace, seeing a humanoid robot walking next to you in public might soon stop feeling unusual at all

Inspector

73,410 次观看 • 1 个月前

Nobody shows you this part of a companion robot. Now you can't unsee it. A bare lattice skeleton, actuators at every joint, engineers hand fitting the frame before any skin goes on. No face. No personality. Just the mechanical body that has to move like a person before it's allowed to look like one.

Nobody shows you this part of a companion robot. Now you can't unsee it. A bare lattice skeleton, actuators at every joint, engineers hand fitting the frame before any skin goes on. No face. No personality. Just the mechanical body that has to move like a person before it's allowed to look like one.

sasheoka

80,875 次观看 • 1 个月前

What does a real humanoid robotics dataset actually look like? Humanoid robots are expensive and complex, which makes their data unusually difficult to collect - and difficult for most people to get hands-on experience with. We previously shared a post on conversion code for the new Human in the Wild dataset by BitRobot 🦾, Hugging Face, and Unitree. Now we’re publishing the full HIW-500 data converted to RRD, so you can explore that data directly with Rerun. Watch the robot move. Inspect cameras and robot states together. Zoom in on a moment and query episodes through Rerun catalog! If you’re curious about a real-world humanoid dataset, HIW-500 is now a lot easier to explore. We share the conversion code along with our previous abc-130k dataset conversion example.

What does a real humanoid robotics dataset actually look like? Humanoid robots are expensive and complex, which makes their data unusually difficult to collect - and difficult for most people to get hands-on experience with. We previously shared a post on conversion code for the new Human in the Wild dataset by BitRobot 🦾, Hugging Face, and Unitree. Now we’re publishing the full HIW-500 data converted to RRD, so you can explore that data directly with Rerun. Watch the robot move. Inspect cameras and robot states together. Zoom in on a moment and query episodes through Rerun catalog! If you’re curious about a real-world humanoid dataset, HIW-500 is now a lot easier to explore. We share the conversion code along with our previous abc-130k dataset conversion example.

Rerun

11,355 次观看 • 1 个月前

A FLEET OF DELIVERY ROBOTS JUST ROLLED THROUGH MANHATTAN ON SCOOTERS AND NOBODY ON THAT SIDEWALK HAS A JOB DELIVERING FOOD ANYMORE. Broadway and Prince St. New York City. a line of humanoid robots on electric scooters crosses the intersection like a morning commute from hell. DoorDash bag on one. Uber Eats on another. Domino's on the next. UPS. DHL. every delivery brand you've ever used. all on robots. all on scooters. all at the same time. the people on the sidewalk are filming and smiling. like it's a parade. like it's CUTE. nobody's thinking about the 2.1 MILLION delivery drivers in the US watching their job ride past them on two wheels. a DoorDash driver makes $15-25 an hour. works in rain. works in snow. dodges cabs. gets no benefits. no insurance. no retirement. eats a cold burrito in their car between drops and hopes the next tip covers gas. every single one of those robots costs $16,000. doesn't need tips. doesn't need gas. doesn't eat the fries. doesn't crash into a taxi and file a $50,000 insurance claim. it just delivers. all day. all night. rain or shine. forever. and there's not ONE of them. there's a FLEET. rolling through Manhattan like they own the street. Domino's next to DHL next to Uber Eats. the brands already picked their side. and it's not the guy on the bike. 4.4 MILLION Americans work in delivery. FOUR POINT FOUR MILLION. and every single one of them just watched their replacement roll through SoHo in a line while tourists clapped. the people filming think this is content. the people delivering think this is a warning. which side of the sidewalk are you on?

Cybronix

402,254 次观看 • 28 天前

EngineAI burned $15,000,000 in R&D to build this humanoid, and it just deadlifted live on stage Seeing EngineAI's SE01 humanoid clean and press a barbell at the World Humanoid Robot Games is insane. Behind this viral lift lies a massive engineering breakthrough. 3 truths behind this flex: End-to-End Neural Control: Unlike jerky hydraulic predecessors, SE01 uses end-to-end neural networks to master human-like joint coordination. Harmonic Drive Actuators: Lifting heavy iron requires custom high-torque joint motors, preventing catastrophic gear teeth stripping under load. Dynamic Center of Mass: Recalculating balance millions of times per second keeps the biped stable as load physics shift overhead.

EngineAI burned $15,000,000 in R&D to build this humanoid, and it just deadlifted live on stage Seeing EngineAI's SE01 humanoid clean and press a barbell at the World Humanoid Robot Games is insane. Behind this viral lift lies a massive engineering breakthrough. 3 truths behind this flex: End-to-End Neural Control: Unlike jerky hydraulic predecessors, SE01 uses end-to-end neural networks to master human-like joint coordination. Harmonic Drive Actuators: Lifting heavy iron requires custom high-torque joint motors, preventing catastrophic gear teeth stripping under load. Dynamic Center of Mass: Recalculating balance millions of times per second keeps the biped stable as load physics shift overhead.

Rich Odin

11,263 次观看 • 1 个月前

China now has its own “Bolt” — a robot named after sprint legend Usain Bolt. A Chinese research team has unveiled the world’s first full-size humanoid robot to reach a peak speed of 10 meters per second, setting a new global benchmark for humanoid running. Bolt runs like a body pushed to the limit. Its joints and power systems work in tight coordination, keeping it balanced even at sprint speed. Built to match the build of an adult man—1.75 meters tall and 75 kilograms—it is a life-sized system operating at the edge of physics. Compared with Usain Bolt’s iconic 9.58-second 100-meter world record, which many experts believe may stand for decades, the gap between humans and machines is narrowing fast. Chinese robots are now challenging the ceiling of human performance—much as AlphaGo once challenged Go champion Ke Jie. The breakthrough builds on earlier world-record achievements in high-speed robotic running and marks a giant leap for China in humanoid motion and control. Beyond records, Bolt also carries practical value: robots are leaving the lab and stepping into real-world settings—sports training, emergency response, and demanding industrial tasks where speed, balance and control truly matter.

China now has its own “Bolt” — a robot named after sprint legend Usain Bolt. A Chinese research team has unveiled the world’s first full-size humanoid robot to reach a peak speed of 10 meters per second, setting a new global benchmark for humanoid running. Bolt runs like a body pushed to the limit. Its joints and power systems work in tight coordination, keeping it balanced even at sprint speed. Built to match the build of an adult man—1.75 meters tall and 75 kilograms—it is a life-sized system operating at the edge of physics. Compared with Usain Bolt’s iconic 9.58-second 100-meter world record, which many experts believe may stand for decades, the gap between humans and machines is narrowing fast. Chinese robots are now challenging the ceiling of human performance—much as AlphaGo once challenged Go champion Ke Jie. The breakthrough builds on earlier world-record achievements in high-speed robotic running and marks a giant leap for China in humanoid motion and control. Beyond records, Bolt also carries practical value: robots are leaving the lab and stepping into real-world settings—sports training, emergency response, and demanding industrial tasks where speed, balance and control truly matter.

Sinical

111,438 次观看 • 8 个月前

Model S and Model X just created room for Tesla's next obsession. And what gets the floor space? Optimus. Think about that for a second. The company that built its name on cars is now prepping production lines capable of building millions of humanoid robots. When Tesla starts rearranging factories around a product, pay attention. Optimus at scale is coming. Clear the way. Tesla

Model S and Model X just created room for Tesla's next obsession. And what gets the floor space? Optimus. Think about that for a second. The company that built its name on cars is now prepping production lines capable of building millions of humanoid robots. When Tesla starts rearranging factories around a product, pay attention. Optimus at scale is coming. Clear the way. Tesla

Mario Nawfal

72,755 次观看 • 4 个月前

We've seen humanoid robots doing kung fu, backflips and going viral. But this might be a much bigger milestone A humanoid robot just completed almost 2 HOURS of real factory work. No cuts. No hiding the mistakes. And the company says it's already running 4–6 hour shifts. It's not fully autonomous yet, but that's exactly what makes this interesting. The next big AI breakthrough might not look impressive on camera. It might look like a robot showing up to work every day and never needing a day off. Are we closer to this future than we think?

We've seen humanoid robots doing kung fu, backflips and going viral. But this might be a much bigger milestone A humanoid robot just completed almost 2 HOURS of real factory work. No cuts. No hiding the mistakes. And the company says it's already running 4–6 hour shifts. It's not fully autonomous yet, but that's exactly what makes this interesting. The next big AI breakthrough might not look impressive on camera. It might look like a robot showing up to work every day and never needing a day off. Are we closer to this future than we think?

Alba

49,379 次观看 • 2 天前

WATCH THE TONGUE, NOT THE SKIN 2026 AI Robot Exhibition floor. Guy peels protective wrap off a female humanoid - realistic skin, styled hair, standing still. He touches her chin. Her mouth opens. Her tongue extends, slightly. He turns to the camera and tells you the skin texture is indistinguishable from human. He's pointing at the wrong part. - Every previous humanoid demo hides the mouth Closed lips. Controlled smiles. Interview shots that cut before the mouth has to do anything complicated. There's a reason. Mouth interior is where the uncanny valley kills the illusion faster than anywhere else on a humanoid - wet surfaces, muscle deformation, teeth showing at wrong angles, a tongue that reads as rubber. The safe move for every manufacturer up to now has been to keep it shut. - Extending a tongue means the interior is solved What this demo is actually flexing: jaw and tongue actuators independent of the smile mechanism. A soft-tissue tongue with texture that reads correctly at close range. Cheek deformation responding to his chin-touch as a tactile input - that's a sensor layer under the silicone, not just a scripted animation. This is three separate hardware systems working together on a live floor with cameras inches away. - Skin texture is a commodity now. Mouth mechanics aren't. Every manufacturer shipping humanoids in 2026 has convincing skin - platinum-cure silicone with subcutaneous tinting is a known process at this point. That's not the differentiator anymore. The differentiator is what happens when you touch the unit. The one that opens its mouth on demand, on a public floor, in front of cameras, is the one that isn't hiding from close inspection. - Why the trade show matters The 2026 AI Robot Exhibition is China's biggest humanoid showcase - where enterprise buyers from hospitality, retail, healthcare and elder-care come to sign purchase orders. Willingness to demo interior mouth mechanics in that room is a confidence signal directly aimed at those buyers. "Our unit can talk to your customers with visible tongue and teeth motion and not look wrong doing it." - What this actually unlocks Humanoid receptionists that hold a conversation without the customer noticing something's off around the mouth. Retail units that can smile with teeth showing. Healthcare aides that speak to patients at bedside range. The close-inspection barrier - the two-foot distance where the illusion has always broken - just dropped a floor. Which is the distance almost every commercial humanoid deployment actually operates at.

WATCH THE TONGUE, NOT THE SKIN 2026 AI Robot Exhibition floor. Guy peels protective wrap off a female humanoid - realistic skin, styled hair, standing still. He touches her chin. Her mouth opens. Her tongue extends, slightly. He turns to the camera and tells you the skin texture is indistinguishable from human. He's pointing at the wrong part. - Every previous humanoid demo hides the mouth Closed lips. Controlled smiles. Interview shots that cut before the mouth has to do anything complicated. There's a reason. Mouth interior is where the uncanny valley kills the illusion faster than anywhere else on a humanoid - wet surfaces, muscle deformation, teeth showing at wrong angles, a tongue that reads as rubber. The safe move for every manufacturer up to now has been to keep it shut. - Extending a tongue means the interior is solved What this demo is actually flexing: jaw and tongue actuators independent of the smile mechanism. A soft-tissue tongue with texture that reads correctly at close range. Cheek deformation responding to his chin-touch as a tactile input - that's a sensor layer under the silicone, not just a scripted animation. This is three separate hardware systems working together on a live floor with cameras inches away. - Skin texture is a commodity now. Mouth mechanics aren't. Every manufacturer shipping humanoids in 2026 has convincing skin - platinum-cure silicone with subcutaneous tinting is a known process at this point. That's not the differentiator anymore. The differentiator is what happens when you touch the unit. The one that opens its mouth on demand, on a public floor, in front of cameras, is the one that isn't hiding from close inspection. - Why the trade show matters The 2026 AI Robot Exhibition is China's biggest humanoid showcase - where enterprise buyers from hospitality, retail, healthcare and elder-care come to sign purchase orders. Willingness to demo interior mouth mechanics in that room is a confidence signal directly aimed at those buyers. "Our unit can talk to your customers with visible tongue and teeth motion and not look wrong doing it." - What this actually unlocks Humanoid receptionists that hold a conversation without the customer noticing something's off around the mouth. Retail units that can smile with teeth showing. Healthcare aides that speak to patients at bedside range. The close-inspection barrier - the two-foot distance where the illusion has always broken - just dropped a floor. Which is the distance almost every commercial humanoid deployment actually operates at.

capONE 💎

15,884 次观看 • 1 个月前

⚠️ EVERY PROFESSION BUILT ON TRUST FIRST BUILT AN APPEARANCE OF AUTHORITY. Doctors wear white coats not because it helps them diagnose. Studies confirmed it makes patients comply faster. Pilots wear stripes because passengers don't follow safety instructions from someone who looks like they wandered in off the street. Appearance of authority precedes actual authority. That pattern is old and documented. China's hyper-realistic humanoid face is the same playbook applied to a machine. A robot with servo joints and camera eyes gets questioned at the point of contact. A robot that holds eye contact and mirrors your micro-expressions gets deferred to. The uncanny valley was never the problem they were solving. It was the moat they were crossing.

⚠️ EVERY PROFESSION BUILT ON TRUST FIRST BUILT AN APPEARANCE OF AUTHORITY. Doctors wear white coats not because it helps them diagnose. Studies confirmed it makes patients comply faster. Pilots wear stripes because passengers don't follow safety instructions from someone who looks like they wandered in off the street. Appearance of authority precedes actual authority. That pattern is old and documented. China's hyper-realistic humanoid face is the same playbook applied to a machine. A robot with servo joints and camera eyes gets questioned at the point of contact. A robot that holds eye contact and mirrors your micro-expressions gets deferred to. The uncanny valley was never the problem they were solving. It was the moat they were crossing.

Shredder

64,674 次观看 • 2 个月前

TESLA HALTED MODEL S AND MODEL X PRODUCTION TO BUILD AN ARMY OF OPTIMUS ROBOTS The Fremont assembly line was torn down in 46 days. In its place, Tesla is building a line for humanoid production, aiming for a million units a year A humanoid robot is a body shaped like a human. Physical AI is the intelligence that controls that body Walking and making coffee is often just imitation learning from a scripted routine. But once the environment shifts, the learned trick stops working Language models had the entire internet to train on. Robotics has nothing close to that scale of data, which is why one giant brain hasn't worked for anyone yet The industry is moving toward modularity instead - separate models for vision, movement, and planning, each improved on its own The real question is no longer whether a robot can move impressively. It's whether it can pull its sensors into one picture of the world and adapt to whatever wasn't scripted for it

TESLA HALTED MODEL S AND MODEL X PRODUCTION TO BUILD AN ARMY OF OPTIMUS ROBOTS The Fremont assembly line was torn down in 46 days. In its place, Tesla is building a line for humanoid production, aiming for a million units a year A humanoid robot is a body shaped like a human. Physical AI is the intelligence that controls that body Walking and making coffee is often just imitation learning from a scripted routine. But once the environment shifts, the learned trick stops working Language models had the entire internet to train on. Robotics has nothing close to that scale of data, which is why one giant brain hasn't worked for anyone yet The industry is moving toward modularity instead - separate models for vision, movement, and planning, each improved on its own The real question is no longer whether a robot can move impressively. It's whether it can pull its sensors into one picture of the world and adapt to whatever wasn't scripted for it

iamigorekk

22,205 次观看 • 1 个月前

MEDICAL ROBOT RUNS FROM POLICE RIGHT IN THE CITY CENTER Robots are built to follow commands. This one turned and ran on its own. This isn't staged. This isn't a demo. Cameras caught it live. A police car and an ambulance were already on scene. The robot in a blue medical gown bolted through the pedestrian zone, weaving straight through café tables. It dodged between chairs. It moved around people without slowing down. It never lost its balance. Officers on foot couldn't keep pace. Step speed, balance, obstacle response, all running in real time. Nobody scripted this scenario in advance. Autonomy isn't a glitch in the code. It's the basic wiring of a body that finally learned to move on its own.

MEDICAL ROBOT RUNS FROM POLICE RIGHT IN THE CITY CENTER Robots are built to follow commands. This one turned and ran on its own. This isn't staged. This isn't a demo. Cameras caught it live. A police car and an ambulance were already on scene. The robot in a blue medical gown bolted through the pedestrian zone, weaving straight through café tables. It dodged between chairs. It moved around people without slowing down. It never lost its balance. Officers on foot couldn't keep pace. Step speed, balance, obstacle response, all running in real time. Nobody scripted this scenario in advance. Autonomy isn't a glitch in the code. It's the basic wiring of a body that finally learned to move on its own.

VynqorxeAI

5,699,935 次观看 • 29 天前

If you watch the latest Optimus dancing video in slow motion, you’ll notice that it’s not just dancing, but it’s hopping and balancing on one foot. Also, the string in the back isn’t even holding Tesla Bot up! This level of dynamic balance and control is EXTREMELY difficult to achieve for a humanoid robot. What Tesla is doing right now with Optimus is years ahead of what people realize.

If you watch the latest Optimus dancing video in slow motion, you’ll notice that it’s not just dancing, but it’s hopping and balancing on one foot. Also, the string in the back isn’t even holding Tesla Bot up! This level of dynamic balance and control is EXTREMELY difficult to achieve for a humanoid robot. What Tesla is doing right now with Optimus is years ahead of what people realize.

Teslaconomics

117,068 次观看 • 1 年前