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Unloading trucks with robots! 📦 Bastian Solutions has developed a mobile robotic system that automates high-volume, floor-level unloading of trailers. The robot seamlessly drives itself in and out of trailers and docks without any fixed infrastructure. This system picks up cases via an extendable conveyor, lifts them using a...

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Lukas Ziegler

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102,013 просмотров • 10 месяцев назад •via X (Twitter)

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Robotics and CV! 👓 Computer vision gives the robots a sense of vision and additional intelligence. Pralines are packed by a delta robot using computer vision. Packing chocolate pralines into a box with the delta robot. Unlike most robots, this one has a fixed TCP, and the base moves in response to vision data. To adjust the base, the vision system determines exactly where the praline is located on the conveyor belt. 🍫 Using this application, the system knows where each praline should be placed based on its orientation. A true engineering showcase!
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Robotics and CV! 👓 Computer vision gives the robots a sense of vision and additional intelligence. Pralines are packed by a delta robot using computer vision. Packing chocolate pralines into a box with the delta robot. Unlike most robots, this one has a fixed TCP, and the base moves in response to vision data. To adjust the base, the vision system determines exactly where the praline is located on the conveyor belt. 🍫 Using this application, the system knows where each praline should be placed based on its orientation. A true engineering showcase!

Lukas Ziegler

78,611 просмотров • 1 год назад

Changing a light bulb with a robot! 💡 Researchers at the Korea Institute of Machinery & Materials developed a gripper that can handle complex manipulation tasks like bulb and bolt installation. It has three fingers with nine degrees of freedom (9 DoF), allowing precise control. Each finger moves using a special linkage system that enables flexible motion. The gripper can grasp objects of different shapes and adjust their positions accurately. Tests showed that it can lift up to 12 kg and apply a fingertip force of 40 N with high precision. Complex manipulation can be handled by robots! 🦾
2:45

Changing a light bulb with a robot! 💡 Researchers at the Korea Institute of Machinery & Materials developed a gripper that can handle complex manipulation tasks like bulb and bolt installation. It has three fingers with nine degrees of freedom (9 DoF), allowing precise control. Each finger moves using a special linkage system that enables flexible motion. The gripper can grasp objects of different shapes and adjust their positions accurately. Tests showed that it can lift up to 12 kg and apply a fingertip force of 40 N with high precision. Complex manipulation can be handled by robots! 🦾

Lukas Ziegler

27,548 просмотров • 1 год назад

India has achieved a major milestone in aviation by successfully demonstrating a precision landing of a passenger aircraft using its indigenous GAGAN satellite-based navigation system. Developed by ISRO and the Airports Authority of India, GAGAN enhances GPS accuracy and could improve flight safety, reduce infrastructure costs, and enable more precise landings at airports across the country. Could satellite-based navigation systems like GAGAN become the future of aviation and reduce the need for traditional landing systems? #ISRO #GPS #navic #indigo #navigation #navigationsystem
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India has achieved a major milestone in aviation by successfully demonstrating a precision landing of a passenger aircraft using its indigenous GAGAN satellite-based navigation system. Developed by ISRO and the Airports Authority of India, GAGAN enhances GPS accuracy and could improve flight safety, reduce infrastructure costs, and enable more precise landings at airports across the country. Could satellite-based navigation systems like GAGAN become the future of aviation and reduce the need for traditional landing systems? #ISRO #GPS #navic #indigo #navigation #navigationsystem

Srijan Pal Singh

11,558 просмотров • 7 дней назад

What happens when mobile manipulators go on a grid❓ This week Brightpick announced Gridpicker, its new robotic system for high-throughput applications. Combining AI-powered mobile manipulation with a high-density grid design, Gridpicker achieves up to 2x the throughput of shuttle systems at 40% lower cost and using 5x less labor. Most fascinating: The cost of Gridpicker DECREASES as automation increases 🤯 Traditional systems separate storage and picking. If you want more robotic picking, you add expensive robotic cells, more infrastructure, and more complexity. Gridpicker was designed differently: Each robot both retrieves items and picks them. The greater the share of robotically pickable items: The more productive each robot becomes The fewer robots are needed The lower the cost per order That means progress in AI and VLAs directly translate into better system economics over time. Hats off to Jan Zizka that! 👏 ~~ ♻️ Join the weekly robotics newsletter, and never miss any news →
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What happens when mobile manipulators go on a grid❓ This week Brightpick announced Gridpicker, its new robotic system for high-throughput applications. Combining AI-powered mobile manipulation with a high-density grid design, Gridpicker achieves up to 2x the throughput of shuttle systems at 40% lower cost and using 5x less labor. Most fascinating: The cost of Gridpicker DECREASES as automation increases 🤯 Traditional systems separate storage and picking. If you want more robotic picking, you add expensive robotic cells, more infrastructure, and more complexity. Gridpicker was designed differently: Each robot both retrieves items and picks them. The greater the share of robotically pickable items: The more productive each robot becomes The fewer robots are needed The lower the cost per order That means progress in AI and VLAs directly translate into better system economics over time. Hats off to Jan Zizka that! 👏 ~~ ♻️ Join the weekly robotics newsletter, and never miss any news →

Lukas Ziegler

29,457 просмотров • 3 месяцев назад

The most practical Boston Dynamics robot right now probably isn’t humanoid. It’s a truck-unloading robot called “Stretch”, which is already operational with DHL (the logistics company has a deal for 1,000 of these to unload trailers). For DHL employees, moving 50lb boxes for hours on end in 100-degree trailers is a huge injury risk. DHL has already trained 100 remote operators and working with more to learn how to operate Stretch, which is made up of three main pieces: ▫️Base: Size of a pallet with wheels. ▫️Arm: For manipulation with a vacuum gripper with suction cups that can carry up to 50lbs. ▫️Perception mast: A visual system that recognizes different box sizes and shapes, which informs the AI algos what objects to grab and move. Can’t dance but still pretty useful.
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The most practical Boston Dynamics robot right now probably isn’t humanoid. It’s a truck-unloading robot called “Stretch”, which is already operational with DHL (the logistics company has a deal for 1,000 of these to unload trailers). For DHL employees, moving 50lb boxes for hours on end in 100-degree trailers is a huge injury risk. DHL has already trained 100 remote operators and working with more to learn how to operate Stretch, which is made up of three main pieces: ▫️Base: Size of a pallet with wheels. ▫️Arm: For manipulation with a vacuum gripper with suction cups that can carry up to 50lbs. ▫️Perception mast: A visual system that recognizes different box sizes and shapes, which informs the AI algos what objects to grab and move. Can’t dance but still pretty useful.

Trung Phan

76,725 просмотров • 6 месяцев назад

A humanoid robot was shown packing clothes using an automatic machine by the company Robros. It picks up folded garments and places them into the machine for sealing and packaging. The robot is remotely controlled by a human, showing how robots can assist in factory packing tasks.
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A humanoid robot was shown packing clothes using an automatic machine by the company Robros. It picks up folded garments and places them into the machine for sealing and packaging. The robot is remotely controlled by a human, showing how robots can assist in factory packing tasks.

Space and Technology

12,352 просмотров • 2 месяцев назад

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.

Space and Technology

21,980 просмотров • 23 дней назад

The Boston Dynamics Atlas demos are always impressive but its current most useful robot isn’t humanoid. It’s prob their truck-unloading robot called “Stretch”, already operational with DHL (the logistics company has a deal for 1,000 of these to unload trailers). For DHL employees, moving 50lb boxes for hours on end in 100-degree trailers is a huge injury risk. DHL has already trained 100 remote operators and working with more to learn how to operate Stretch, which is made up of three main pieces: ▫️Base: Size of a pallet with wheels. ▫️Arm: For manipulation with a vacuum gripper with suction cups that can carry up to 50lbs. ▫️Perception mast: A visual system that recognizes different box sizes and shapes, which informs the AI algos what objects to grab and move. Stretch is ~$120k a pop. Can’t deadlift a fridge, bring it to a desk and deliver a single drink but still pretty useful. *** WSJ: YouTube:
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The Boston Dynamics Atlas demos are always impressive but its current most useful robot isn’t humanoid. It’s prob their truck-unloading robot called “Stretch”, already operational with DHL (the logistics company has a deal for 1,000 of these to unload trailers). For DHL employees, moving 50lb boxes for hours on end in 100-degree trailers is a huge injury risk. DHL has already trained 100 remote operators and working with more to learn how to operate Stretch, which is made up of three main pieces: ▫️Base: Size of a pallet with wheels. ▫️Arm: For manipulation with a vacuum gripper with suction cups that can carry up to 50lbs. ▫️Perception mast: A visual system that recognizes different box sizes and shapes, which informs the AI algos what objects to grab and move. Stretch is ~$120k a pop. Can’t deadlift a fridge, bring it to a desk and deliver a single drink but still pretty useful. *** WSJ: YouTube:

Trung Phan

54,608 просмотров • 1 месяц назад

Robots moving railcars! 🚃 Did you know that KUKA is also in the autonomous mobile robots business? Yes, you heard that right. And not just any robots. Robots that carry up to 56 tons! 🏋🏼 The railcar production process is highly complex, particularly when moving massive cars sideways within a plant. This challenge has been addressed at the Siemens facility in Germany using the OmniMove system from KUKA. The system allows for precise positioning, enabling the units to lift, move, and lower railcars with remarkable accuracy. With Mecanum wheels, the OmniMove units can move seamlessly in any direction, making the process incredibly efficient. Together, these units are capable of lifting up to 56 tons, streamlining heavy railcar production. What a great use case for mobile robots! 😮‍💨
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Robots moving railcars! 🚃 Did you know that KUKA is also in the autonomous mobile robots business? Yes, you heard that right. And not just any robots. Robots that carry up to 56 tons! 🏋🏼 The railcar production process is highly complex, particularly when moving massive cars sideways within a plant. This challenge has been addressed at the Siemens facility in Germany using the OmniMove system from KUKA. The system allows for precise positioning, enabling the units to lift, move, and lower railcars with remarkable accuracy. With Mecanum wheels, the OmniMove units can move seamlessly in any direction, making the process incredibly efficient. Together, these units are capable of lifting up to 56 tons, streamlining heavy railcar production. What a great use case for mobile robots! 😮‍💨

Lukas Ziegler

92,254 просмотров • 10 месяцев назад

MEET TRUCKBOT: THE ROBOT THAT UNLOADS MORE THAN YOU DO IN A WEEK This beast can unload up to 1,000 boxes per hour—from trucks, trailers, or shipping containers. No breaks, no whining, no coffee. It’s called TruckBot, and it was basically built to do the worst warehouse job ever: unloading floor-loaded containers (aka the box version of Tetris). It hooks up to your average conveyor belt, reaches 52 feet into trailers, and lifts boxes up to 50 pounds like it’s nothing. Powered by something called the MujinController (sounds sci-fi, but it works like magic), it figures out what to do, plans every move, and doesn’t stand around pretending to look busy. Basically: it’s the future of warehouse work, and it’s not calling in sick. Source: Mashable, Strictly Robots
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MEET TRUCKBOT: THE ROBOT THAT UNLOADS MORE THAN YOU DO IN A WEEK This beast can unload up to 1,000 boxes per hour—from trucks, trailers, or shipping containers. No breaks, no whining, no coffee. It’s called TruckBot, and it was basically built to do the worst warehouse job ever: unloading floor-loaded containers (aka the box version of Tetris). It hooks up to your average conveyor belt, reaches 52 feet into trailers, and lifts boxes up to 50 pounds like it’s nothing. Powered by something called the MujinController (sounds sci-fi, but it works like magic), it figures out what to do, plans every move, and doesn’t stand around pretending to look busy. Basically: it’s the future of warehouse work, and it’s not calling in sick. Source: Mashable, Strictly Robots

Mario Nawfal

108,586 просмотров • 1 год назад

Sometimes, it's about the gripper! 😮‍💨 A Denso robot with a highly sophisticated gripper (EOAT) for collecting test tubes. When someone says that the view of operating robots is not hypnotizing, tag them here. P.S. Do you have a video of a robotic process that is mesmerizing like this one?
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Sometimes, it's about the gripper! 😮‍💨 A Denso robot with a highly sophisticated gripper (EOAT) for collecting test tubes. When someone says that the view of operating robots is not hypnotizing, tag them here. P.S. Do you have a video of a robotic process that is mesmerizing like this one?

Lukas Ziegler

21,351 просмотров • 1 год назад

Researchers developed a system called LATENT that teaches humanoid robots to play tennis using small pieces of human movement data. It learns basic motion fragments, then corrects and combines them to create natural movements and swings. The system was tested on the Unitree G1 humanoid robot, enabling it to hit balls and rally with human players.
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Researchers developed a system called LATENT that teaches humanoid robots to play tennis using small pieces of human movement data. It learns basic motion fragments, then corrects and combines them to create natural movements and swings. The system was tested on the Unitree G1 humanoid robot, enabling it to hit balls and rally with human players.

Space and Technology

45,667 просмотров • 2 месяцев назад

🚀 Exciting milestone in lunar exploration! Redwire, in collaboration with Added Value Solutions has successfully developed, tested and delivered its prototype lunar robotic arm: the Manipulator for Argonaut Payload Needs and Unloading Support (MANUS) to European Space Agency. Led by Redwire’s team in Luxembourg, this achievement marks significant progress for MANUS, as the team completed key milestones, including preliminary design and performance assessments before delivery. MANUS could play a critical role in handling payloads and enabling efficient unloading on the Moon, contributing to the next generation of sustainable exploration. Read more:
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🚀 Exciting milestone in lunar exploration! Redwire, in collaboration with Added Value Solutions has successfully developed, tested and delivered its prototype lunar robotic arm: the Manipulator for Argonaut Payload Needs and Unloading Support (MANUS) to European Space Agency. Led by Redwire’s team in Luxembourg, this achievement marks significant progress for MANUS, as the team completed key milestones, including preliminary design and performance assessments before delivery. MANUS could play a critical role in handling payloads and enabling efficient unloading on the Moon, contributing to the next generation of sustainable exploration. Read more:

Redwire

21,209 просмотров • 1 месяц назад

China unveils humanoid robot with lifelike skin and blinking eyes built for daily life | Prabhat Ranjan Mishra, Interesting Engineering Large Language Models (LLMs) and Vision-Language Models (VLMs) help process and interpret complex data from human interactions. A Shanghai-based company has developed humanoid robots that appear as real as humans. The advanced bionic humanoid robot is integrated with self-supervised AI algorithms. Named Elf V1, the robot can perceive the world, communicate, learn, and interact intelligently with its surroundings. Developed by AheadForm Technology, the robot offers up to 30 degrees of freedom, powered by a precise control system and an advanced AI learning algorithm. Robot offers expressive facial features The robot offers expressive facial features, moving eyes, and synchronized speech. It can also convey emotions and understand human non-verbal cues, making interactions more natural and engaging. The robot has highly interactive capabilities and lifelike appearances. AheadForm expects that its robots could soon seamlessly integrate into daily life, providing assistance, companionship, and support across various industries. “We believe that by developing realistic and expressive robot heads, we can bridge the gap between humans and machines, fostering a new era of interactive and intelligent robotics,” said the company in a statement. Reports revealed that to avoid the “uncanny valley” effect and be able to interact with us, they are given lifelike skin and capabilities to read our emotions and respond appropriately using dynamic expression simulation and emotion generation tech. Bionic skin and high-precision control system The Elf V1 series of humanoids features 30 facial muscles animated by brushless micro-motors and managed by a high-precision control system. Paired with an ability to detect their users’ emotions with low latency and bionic skin, their facial expressions are nearly identical to those of humans, reported CGTN. The company claims it’s pioneering the development of realistic humanoid robots designed to revolutionize human-robot interaction. It’s enhancing sophisticated humanoid robot heads that can express emotions, perceive their environment, and interact seamlessly with humans. By combining cutting-edge AI and advanced robotics, AheadForm aims to bring life to machines and transform how humans engage with technology. AI models boost robots’ responsiveness Seamless integration of Large Language Models (LLMs) and Vision-Language Models (VLMs) into the humanoid robots can help them process and interpret complex data from human interactions, enabling the robot to learn and adapt in real-time, achieving human-level understanding and responsiveness. AheadForm uses Brushless Motors that deliver ultra-quiet operation and high responsiveness, specifically designed for precision facial movements in humanoid robots. With its compact size, lightweight design, and energy efficiency, this motor is the ideal choice for next-generation robots that require precise, subtle facial control to create a truly human-like experience. Previously, the company unveiled the Lan Series that features realistic humanoid robots with soft skin and 10 degrees of freedom, offering a lifelike appearance and intuitive movements. This series is designed for cost-efficiency, for applications prioritizing mobility and manipulation.
1:06

China unveils humanoid robot with lifelike skin and blinking eyes built for daily life | Prabhat Ranjan Mishra, Interesting Engineering Large Language Models (LLMs) and Vision-Language Models (VLMs) help process and interpret complex data from human interactions. A Shanghai-based company has developed humanoid robots that appear as real as humans. The advanced bionic humanoid robot is integrated with self-supervised AI algorithms. Named Elf V1, the robot can perceive the world, communicate, learn, and interact intelligently with its surroundings. Developed by AheadForm Technology, the robot offers up to 30 degrees of freedom, powered by a precise control system and an advanced AI learning algorithm. Robot offers expressive facial features The robot offers expressive facial features, moving eyes, and synchronized speech. It can also convey emotions and understand human non-verbal cues, making interactions more natural and engaging. The robot has highly interactive capabilities and lifelike appearances. AheadForm expects that its robots could soon seamlessly integrate into daily life, providing assistance, companionship, and support across various industries. “We believe that by developing realistic and expressive robot heads, we can bridge the gap between humans and machines, fostering a new era of interactive and intelligent robotics,” said the company in a statement. Reports revealed that to avoid the “uncanny valley” effect and be able to interact with us, they are given lifelike skin and capabilities to read our emotions and respond appropriately using dynamic expression simulation and emotion generation tech. Bionic skin and high-precision control system The Elf V1 series of humanoids features 30 facial muscles animated by brushless micro-motors and managed by a high-precision control system. Paired with an ability to detect their users’ emotions with low latency and bionic skin, their facial expressions are nearly identical to those of humans, reported CGTN. The company claims it’s pioneering the development of realistic humanoid robots designed to revolutionize human-robot interaction. It’s enhancing sophisticated humanoid robot heads that can express emotions, perceive their environment, and interact seamlessly with humans. By combining cutting-edge AI and advanced robotics, AheadForm aims to bring life to machines and transform how humans engage with technology. AI models boost robots’ responsiveness Seamless integration of Large Language Models (LLMs) and Vision-Language Models (VLMs) into the humanoid robots can help them process and interpret complex data from human interactions, enabling the robot to learn and adapt in real-time, achieving human-level understanding and responsiveness. AheadForm uses Brushless Motors that deliver ultra-quiet operation and high responsiveness, specifically designed for precision facial movements in humanoid robots. With its compact size, lightweight design, and energy efficiency, this motor is the ideal choice for next-generation robots that require precise, subtle facial control to create a truly human-like experience. Previously, the company unveiled the Lan Series that features realistic humanoid robots with soft skin and 10 degrees of freedom, offering a lifelike appearance and intuitive movements. This series is designed for cost-efficiency, for applications prioritizing mobility and manipulation.

Owen Gregorian

179,005 просмотров • 8 месяцев назад

1/N 🎨🤖Given only a static image of an oil painting by an expert artist, can a robot infer the corresponding control actions, such as trajectory, orientation, and applied force, to accurately reproduce the painting? 🖌️Introducing IMPASTO: a robotic oil-painting system that integrates learned pixel dynamics with model-based planning to reproduce paintings from target images. This project is led by Yingke Wang ( – a roboticist and an artist. Project website:
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1/N 🎨🤖Given only a static image of an oil painting by an expert artist, can a robot infer the corresponding control actions, such as trajectory, orientation, and applied force, to accurately reproduce the painting? 🖌️Introducing IMPASTO: a robotic oil-painting system that integrates learned pixel dynamics with model-based planning to reproduce paintings from target images. This project is led by Yingke Wang ( – a roboticist and an artist. Project website:

Ruohan Zhang

51,032 просмотров • 7 месяцев назад

About a robot that became a 3D printer! 🖨️ A team of designers in Shanghai developed a groundbreaking 6-axis robotic 3D printer inspired by spiderwebs during a three-week summer workshop at Tongji University. The project sought to merge design and fabrication processes, drawing from spider threads' biomimetic strength and structure. 🕸️ The printer utilizes a unique spindle-knot extrusion technique, enabling self-supporting structures and greater spatial flexibility than traditional layer-based 3D printing. The device features a robot from KUKA and a robotic end-effector with movable printheads, controlled by an Arduino-based system with precise temperature and extrusion controls. Despite being a work in progress, the project exemplifies the potential of combining robotics and 3D printing for advanced manufacturing applications.
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About a robot that became a 3D printer! 🖨️ A team of designers in Shanghai developed a groundbreaking 6-axis robotic 3D printer inspired by spiderwebs during a three-week summer workshop at Tongji University. The project sought to merge design and fabrication processes, drawing from spider threads' biomimetic strength and structure. 🕸️ The printer utilizes a unique spindle-knot extrusion technique, enabling self-supporting structures and greater spatial flexibility than traditional layer-based 3D printing. The device features a robot from KUKA and a robotic end-effector with movable printheads, controlled by an Arduino-based system with precise temperature and extrusion controls. Despite being a work in progress, the project exemplifies the potential of combining robotics and 3D printing for advanced manufacturing applications.

Lukas Ziegler

276,123 просмотров • 9 месяцев назад

A mysterious truck arrived in downtown Los Angeles and began unloading boxes of Face Shields directly into the hands of waiting protestors. Reports are stating that multiple trucks filled with these high-priced face shields are showing up at protest hotspots across the city.
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A mysterious truck arrived in downtown Los Angeles and began unloading boxes of Face Shields directly into the hands of waiting protestors. Reports are stating that multiple trucks filled with these high-priced face shields are showing up at protest hotspots across the city.

Shadow of Ezra

425,409 просмотров • 1 год назад

BIGAI’s Model-Enabled Embodied Robot Hits 99% Success in SMT Factories The Beijing Institute for General Artificial Intelligence (BIGAI) just deployed its first large-model-enabled Embodied AI Robot for SMT material picking, achieving unmanned, multi-machine collaborative operation in real factory environments. This system utilizes mobile visual servo grasping and a predefined model to deliver millimeter-level stable operations with a 99% success rate. Crucially, the robot integrates seamlessly with factory MES systems via full-link coordination and employs autonomous semantic path planning for high-precision navigation and industrial-grade stability.
1:51

BIGAI’s Model-Enabled Embodied Robot Hits 99% Success in SMT Factories The Beijing Institute for General Artificial Intelligence (BIGAI) just deployed its first large-model-enabled Embodied AI Robot for SMT material picking, achieving unmanned, multi-machine collaborative operation in real factory environments. This system utilizes mobile visual servo grasping and a predefined model to deliver millimeter-level stable operations with a 99% success rate. Crucially, the robot integrates seamlessly with factory MES systems via full-link coordination and employs autonomous semantic path planning for high-precision navigation and industrial-grade stability.

RoboHub🤖

27,794 просмотров • 9 месяцев назад

Sinopec Deploys Semi-Humanoid Refueling Robot TP1 in Zhengzhou⛽️ The TP1 autonomously opens the fuel cap, inserts the nozzle, and completes refueling ,finishing an entire vehicle in just 2 minutes. Drivers don’t need to get out of their cars and can drive away immediately after. The robot features a specialized hybrid semi-humanoid design that integrates dedicated refueling hardware with humanoid capabilities. It requires some site modifications and dedicated space for deployment. Sinopec is also introducing wheeled humanoid robots, which can be seamlessly integrated into traditional gas station roles without major changes to existing infrastructure. China is upgrading its infrastructure for intelligent automation.
0:49

Sinopec Deploys Semi-Humanoid Refueling Robot TP1 in Zhengzhou⛽️ The TP1 autonomously opens the fuel cap, inserts the nozzle, and completes refueling ,finishing an entire vehicle in just 2 minutes. Drivers don’t need to get out of their cars and can drive away immediately after. The robot features a specialized hybrid semi-humanoid design that integrates dedicated refueling hardware with humanoid capabilities. It requires some site modifications and dedicated space for deployment. Sinopec is also introducing wheeled humanoid robots, which can be seamlessly integrated into traditional gas station roles without major changes to existing infrastructure. China is upgrading its infrastructure for intelligent automation.

CyberRobo

25,135 просмотров • 2 месяцев назад

This is what you can achieve with 5-6 hours of Self-Play RL training by the way Actors view the projectiles with lidar scans, picks an action using PPO policy, and competes against past versions of itself in a iterative self-improvement loop. Made in Unity with MLAgents.
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This is what you can achieve with 5-6 hours of Self-Play RL training by the way Actors view the projectiles with lidar scans, picks an action using PPO policy, and competes against past versions of itself in a iterative self-improvement loop. Made in Unity with MLAgents.

AVB

97,865 просмотров • 1 месяц назад