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ROBOTS JUST LEVELED UP THEIR VISION WITH 3D PERCEPTION X-Humanoid unveiled HumanoidOccupancy, a system that lets robots "see" the world in layered 3D using cameras, depth sensors, and LiDAR. It’s like giving them X-ray vision plus a GPS brain, so they can move and reason like humans. Multimodal sensing...

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Mario Nawfal

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19,055 görüntüleme • 11 ay önce •via X (Twitter)

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🤖ROBOTS ARE GETTING SMARTER AT TOUCHING THE REAL WORLD Researchers from UC Berkeley, NVIDIA and Stanford introduced T-Rex, a framework that combines vision, language and tactile sensing. Instead of relying on cameras alone, robots can now respond to physical contact in real time. Robots are no longer just seeing objects. They’re learning how to FEEL them.
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🤖ROBOTS ARE GETTING SMARTER AT TOUCHING THE REAL WORLD Researchers from UC Berkeley, NVIDIA and Stanford introduced T-Rex, a framework that combines vision, language and tactile sensing. Instead of relying on cameras alone, robots can now respond to physical contact in real time. Robots are no longer just seeing objects. They’re learning how to FEEL them.

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Researchers at RAI Institute developed the Koala gripper to help robots handle tools and objects more naturally. The system includes a handheld version for humans and a motorized version for robots, both using the same design and sensors. By learning from human demonstrations recorded with cameras and force sensors, robots can repeat the same tasks using the Koala gripper.
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Researchers at RAI Institute developed the Koala gripper to help robots handle tools and objects more naturally. The system includes a handheld version for humans and a motorized version for robots, both using the same design and sensors. By learning from human demonstrations recorded with cameras and force sensors, robots can repeat the same tasks using the Koala gripper.

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World Labs just released Marble, and it’s wild. Their multimodal world model lets you prompt a high fidelity 3D world with text or an image, then explore it on Vision Pro like you’re actually there. We’re stepping into an entirely new era.
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World Labs just released Marble, and it’s wild. Their multimodal world model lets you prompt a high fidelity 3D world with text or an image, then explore it on Vision Pro like you’re actually there. We’re stepping into an entirely new era.

Justin Ryan ᯅ

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Can we bring human-like Touch to robots🤖? Introducing our CoRL work on 3D-ViTac. Humans rely on both vision 👁️ and touch 🫳 for complex tasks. With combined visual-tactile sensing, robots can now tackle challenging tasks, like precise in-hand reorientation, fragile objects grasping. Website: #Robotics #CoRL2024 #Touch #tactile #AI #ML
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Can we bring human-like Touch to robots🤖? Introducing our CoRL work on 3D-ViTac. Humans rely on both vision 👁️ and touch 🫳 for complex tasks. With combined visual-tactile sensing, robots can now tackle challenging tasks, like precise in-hand reorientation, fragile objects grasping. Website: #Robotics #CoRL2024 #Touch #tactile #AI #ML

Binghao Huang

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Introducing Meta Locate 3D: a model for accurate object localization in 3D environments. Learn how Meta Locate 3D can help robots accurately understand their surroundings and interact more naturally with humans. You can download the model and dataset, read our research paper, and even try a demo!
1:02

Introducing Meta Locate 3D: a model for accurate object localization in 3D environments. Learn how Meta Locate 3D can help robots accurately understand their surroundings and interact more naturally with humans. You can download the model and dataset, read our research paper, and even try a demo!

AI at Meta

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$OUST expanded its $NVDA partnership to bring Rev8 digital lidar integrations across the Nvidia Jetson platform. Ouster is giving robots better “eyes” with color-aware 3D sensing helping them see, map and understand the physical world in real time.
2:40

$OUST expanded its $NVDA partnership to bring Rev8 digital lidar integrations across the Nvidia Jetson platform. Ouster is giving robots better “eyes” with color-aware 3D sensing helping them see, map and understand the physical world in real time.

Shay Boloor

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Larry Ellison explains how AI-powered surgical robots now surpass even the most skilled human doctors. Unlike humans, these robots have microscopic vision built into their sensors. They can see individual cells without a microscope. This allows them to cut with extreme precision removing cancer without harming healthy tissue. Their unmatched hand-eye coordination makes surgeries more accurate and less invasive.
1:52

Larry Ellison explains how AI-powered surgical robots now surpass even the most skilled human doctors. Unlike humans, these robots have microscopic vision built into their sensors. They can see individual cells without a microscope. This allows them to cut with extreme precision removing cancer without harming healthy tissue. Their unmatched hand-eye coordination makes surgeries more accurate and less invasive.

Wes Roth

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Who can say no to a humanoid robot that can actually feel a hug? 🤖 JQ Industries just built a fabric-based electronic skin for Unitree G1 — covering the torso, hands, and feet. This is not about appearance. It’s about giving robots real tactile sensing and pressure feedback. According to the company, the system includes tactile gloves, upper-body skin, and foot sensors. That means the robot can feel contact through its hands, detect pressure across its body, and use foot feedback to adjust balance. This is the missing layer in most humanoids. Vision alone can’t handle physical interaction. Robots need touch to grip safely, react to humans, and stay stable in real-world environments. JQ says its fiber sensors can detect forces as low as 0.01N, handle up to 3500kPa, and bend below 0.1mm radius. The system can also integrate with Isaac Sim, making tactile data usable for training and deployment. Unitree G1 is already built for manipulation and control — this adds the sensing layer it lacked. JQ says it’s now working with multiple humanoid companies, with some systems already shipping at scale. This is what happens when robots stop just seeing the world — and start physically feeling it.
1:56

Who can say no to a humanoid robot that can actually feel a hug? 🤖 JQ Industries just built a fabric-based electronic skin for Unitree G1 — covering the torso, hands, and feet. This is not about appearance. It’s about giving robots real tactile sensing and pressure feedback. According to the company, the system includes tactile gloves, upper-body skin, and foot sensors. That means the robot can feel contact through its hands, detect pressure across its body, and use foot feedback to adjust balance. This is the missing layer in most humanoids. Vision alone can’t handle physical interaction. Robots need touch to grip safely, react to humans, and stay stable in real-world environments. JQ says its fiber sensors can detect forces as low as 0.01N, handle up to 3500kPa, and bend below 0.1mm radius. The system can also integrate with Isaac Sim, making tactile data usable for training and deployment. Unitree G1 is already built for manipulation and control — this adds the sensing layer it lacked. JQ says it’s now working with multiple humanoid companies, with some systems already shipping at scale. This is what happens when robots stop just seeing the world — and start physically feeling it.

RoboHub🤖

10,952 görüntüleme • 3 ay önce

🤖ROBOTS MAY HAVE THEIR OWN WORLD CUP BREWING China just launched its FIRST humanoid robot football league in Beijing in 2025. Booster Robotics CEO Cheng Hao said, “In the future, we may arrange for robots to play football with humans. That means we must ensure the robots are completely safe.”
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🤖ROBOTS MAY HAVE THEIR OWN WORLD CUP BREWING China just launched its FIRST humanoid robot football league in Beijing in 2025. Booster Robotics CEO Cheng Hao said, “In the future, we may arrange for robots to play football with humans. That means we must ensure the robots are completely safe.”

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LimX Dynamics unveiled COSA, a unified brain and body OS for humanoid robots. It lets their OLI robot think and act in real time from walking to manipulating objects using natural language. Cognition and control, fused.
1:18

LimX Dynamics unveiled COSA, a unified brain and body OS for humanoid robots. It lets their OLI robot think and act in real time from walking to manipulating objects using natural language. Cognition and control, fused.

XMAQUINA

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We visited Paxini in Shenzhen, a company focused on the sense of touch for robots. We got hands-on with their dual-modal Dexter Hands (cameras + tactile sensors) and their Tora Double One humanoid. Humanoid robots will need this touch layer to get truly dexterous. Lena RoboHub🤖
6:50

We visited Paxini in Shenzhen, a company focused on the sense of touch for robots. We got hands-on with their dual-modal Dexter Hands (cameras + tactile sensors) and their Tora Double One humanoid. Humanoid robots will need this touch layer to get truly dexterous. Lena RoboHub🤖

The Humanoid Hub

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Can robots leverage their entire body to sense and interact with their environment, rather than just relying on a centralized camera and end-effector? Introducing RoboPanoptes, a robot system that achieves whole-body dexterity through whole-body vision.
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Can robots leverage their entire body to sense and interact with their environment, rather than just relying on a centralized camera and end-effector? Introducing RoboPanoptes, a robot system that achieves whole-body dexterity through whole-body vision.

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OPTIMUS CAN NOW COPY YOU IN REAL TIME (AND IT’S KINDA AWESOME) Tesla's robot Optimus just leveled up: it can now mirror your every move using motion-capture sensors. No code, no programming - just strap on the sensors and teach it anything with your own body. Tesla says this will make training robots way faster. Optimus says: bring it on. Source: SoKrispyMedia
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OPTIMUS CAN NOW COPY YOU IN REAL TIME (AND IT’S KINDA AWESOME) Tesla's robot Optimus just leveled up: it can now mirror your every move using motion-capture sensors. No code, no programming - just strap on the sensors and teach it anything with your own body. Tesla says this will make training robots way faster. Optimus says: bring it on. Source: SoKrispyMedia

Mario Nawfal

161,522 görüntüleme • 11 ay önce

🚨 Apple joins the robotics race! Researchers from Carnegie Mellon University and Apple have developed a robot collision avoidance system. They called it ARMOR and they implemented it on the Fourier GR-1 robot. What is ARMOR? 👘 ARMOR is a system that helps humanoid robots "see" their surroundings better by using small, smart depth sensors placed on their arms. It solves the problem of blind spots and occlusions in traditional robot perception, making robots much safer and more efficient. It uses Time-of-Flight (ToF) sensors to detect obstacles, providing a near-complete view of the robot’s environment. 🔭 A smart software powered by transformer-based AI learns from human movements to help robots plan their actions dynamically. ARMOR reduces collisions by an impressive 63.7%, making robots significantly better at navigating crowded or complex spaces. The system is fast as well! 💨 ARMOR-Policy cuts computational time by 26× compared to traditional planning methods, ensuring robots can act quickly. P.S. Thoughts on this? The research paper is in the comments! ~~~ ♻️ RT to help 1 robot find a new workplace.
1:31

🚨 Apple joins the robotics race! Researchers from Carnegie Mellon University and Apple have developed a robot collision avoidance system. They called it ARMOR and they implemented it on the Fourier GR-1 robot. What is ARMOR? 👘 ARMOR is a system that helps humanoid robots "see" their surroundings better by using small, smart depth sensors placed on their arms. It solves the problem of blind spots and occlusions in traditional robot perception, making robots much safer and more efficient. It uses Time-of-Flight (ToF) sensors to detect obstacles, providing a near-complete view of the robot’s environment. 🔭 A smart software powered by transformer-based AI learns from human movements to help robots plan their actions dynamically. ARMOR reduces collisions by an impressive 63.7%, making robots significantly better at navigating crowded or complex spaces. The system is fast as well! 💨 ARMOR-Policy cuts computational time by 26× compared to traditional planning methods, ensuring robots can act quickly. P.S. Thoughts on this? The research paper is in the comments! ~~~ ♻️ RT to help 1 robot find a new workplace.

Lukas Ziegler

169,366 görüntüleme • 1 yıl önce

Precious video of humanoid robots helping humans in their daily lives (Genius, G1 can be used like this 😆)
0:25

Precious video of humanoid robots helping humans in their daily lives (Genius, G1 can be used like this 😆)

CyberRobo

24,557 görüntüleme • 1 yıl önce

Introducing Neural Jacobian Fields, robot 3D kinematic models learned only from vision! They can model & control robots from just a single RGB camera, even those w/ intractable kinematics & no embedded sensors such as soft, 3D-printed pneumatic hands! 1/n
0:55

Introducing Neural Jacobian Fields, robot 3D kinematic models learned only from vision! They can model & control robots from just a single RGB camera, even those w/ intractable kinematics & no embedded sensors such as soft, 3D-printed pneumatic hands! 1/n

Vincent Sitzmann

54,204 görüntüleme • 1 yıl önce

No uncanny valley,just ultra-humanlike robots that feel natural. Hangzhou-based AheafFrom isn’t just building emotional humanoid robots, but replicas of future humans. They collaborate with artists to craft beautiful appearances, powered by CharacterMind, a system that gives robots “emotions.” It understands tone, expressions, and gestures, then responds with voice, facial expressions, eye contact, and body language,making interactions feel like talking to a real person.
1:21

No uncanny valley,just ultra-humanlike robots that feel natural. Hangzhou-based AheafFrom isn’t just building emotional humanoid robots, but replicas of future humans. They collaborate with artists to craft beautiful appearances, powered by CharacterMind, a system that gives robots “emotions.” It understands tone, expressions, and gestures, then responds with voice, facial expressions, eye contact, and body language,making interactions feel like talking to a real person.

CyberRobo

254,037 görüntüleme • 9 ay önce

Unitree G1 now has a cluster control system that lets many robots work together with precise coordination. It connects multiple robots on one network, even across different systems and hardware. AI plans and executes actions in real time, making all robots move in sync like one system.
0:34

Unitree G1 now has a cluster control system that lets many robots work together with precise coordination. It connects multiple robots on one network, even across different systems and hardware. AI plans and executes actions in real time, making all robots move in sync like one system.

Space and Technology

23,834 görüntüleme • 2 ay önce

Scientists have unveiled two humanoid robots that can greet each other, share a hug, and walk side by side like close friends. The robots use a new framework called Rhythm, which helps them move and balance together naturally. During tests, they successfully performed greetings, hugs, dancing, and coordinated walking while maintaining stable contact.
0:26

Scientists have unveiled two humanoid robots that can greet each other, share a hug, and walk side by side like close friends. The robots use a new framework called Rhythm, which helps them move and balance together naturally. During tests, they successfully performed greetings, hugs, dancing, and coordinated walking while maintaining stable contact.

Space and Technology

14,030 görüntüleme • 14 gün önce