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Cornell engineers have developed a robotic collective that behaves less like a machine and more like a material that flows, reshapes, and adapts to its environment without centralized control. The system, called the Cross-Link Collective, consists of dozens of small robots that have limited mobility individually, but together exhibit... show more

Cornell University

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74,058 views • 3 months ago •via X (Twitter)

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E pluribus unum – “out of many, one” – is not only a motto for the United States. It’s a good credo for microrobots. A research collaboration between Cornell and the Max Planck Institute for Intelligent Systems has shown how a swarm of microrobots spinning on a water surface can together generate the fluidic torque needed to manipulate passive structures without any physical contact. This collective behavior was demonstrated to operate gears and move objects, with the aim of eventually performing microscale tasks and biomedical procedures. “At small scales, contact-based manipulation can be limiting, and flow-based manipulation offers a great alternative,” said Kirstin Petersen, associate professor and an Aref and Manon Lahham Faculty Fellow in the Department of Electrical and Computer Engineering in Cornell Duffield College of Engineering and the paper’s co-senior author. “We’re showing that in spite of their size, adding more microrobots creates stronger flows and greater torque transfer.” The research published Feb. 25 in Science Advances. The lead author is Steven Ceron, Ph.D. ’22, now an assistant professor at the University of Michigan. More:

E pluribus unum – “out of many, one” – is not only a motto for the United States. It’s a good credo for microrobots. A research collaboration between Cornell and the Max Planck Institute for Intelligent Systems has shown how a swarm of microrobots spinning on a water surface can together generate the fluidic torque needed to manipulate passive structures without any physical contact. This collective behavior was demonstrated to operate gears and move objects, with the aim of eventually performing microscale tasks and biomedical procedures. “At small scales, contact-based manipulation can be limiting, and flow-based manipulation offers a great alternative,” said Kirstin Petersen, associate professor and an Aref and Manon Lahham Faculty Fellow in the Department of Electrical and Computer Engineering in Cornell Duffield College of Engineering and the paper’s co-senior author. “We’re showing that in spite of their size, adding more microrobots creates stronger flows and greater torque transfer.” The research published Feb. 25 in Science Advances. The lead author is Steven Ceron, Ph.D. ’22, now an assistant professor at the University of Michigan. More:

Cornell University

52,358 views • 5 months ago

Scientists at Cornell University have developed a “biohybrid” robot that moves in response to signals from the nervous system of fungi. These robots incorporate mycelium, the root system of fungi, which senses and communicates through electrical signals. Researchers grew mycelium directly into the robot's electronics, allowing it to drive the machine by processing these natural signals. The team built two versions: one with wheels and another spider-shaped with soft legs. Both versions respond to light and other stimuli, with the mycelium sending signals to the robot's actuators to initiate movement. Experiments demonstrated the robots' ability to move based on natural mycelium signals, react to ultraviolet light, and even allow manual override. Future developments may include multiple inputs like chemical signatures, enhancing the robot's ability to autonomously interact with its environment. Credit: Cornell University #engineering

Scientists at Cornell University have developed a “biohybrid” robot that moves in response to signals from the nervous system of fungi. These robots incorporate mycelium, the root system of fungi, which senses and communicates through electrical signals. Researchers grew mycelium directly into the robot's electronics, allowing it to drive the machine by processing these natural signals. The team built two versions: one with wheels and another spider-shaped with soft legs. Both versions respond to light and other stimuli, with the mycelium sending signals to the robot's actuators to initiate movement. Experiments demonstrated the robots' ability to move based on natural mycelium signals, react to ultraviolet light, and even allow manual override. Future developments may include multiple inputs like chemical signatures, enhancing the robot's ability to autonomously interact with its environment. Credit: Cornell University #engineering

Wevolver

22,008 views • 1 year ago

Each weaver ant can pull on a leaf much harder when in a group than when it works alone. The ants’ sticky feet and coordinated legwork, researchers believe, improve the ants’ collective efficiency—a finding that may provide insights into how to build and coordinate swarms of robots that work together. Learn more: News from Science

Each weaver ant can pull on a leaf much harder when in a group than when it works alone. The ants’ sticky feet and coordinated legwork, researchers believe, improve the ants’ collective efficiency—a finding that may provide insights into how to build and coordinate swarms of robots that work together. Learn more: News from Science

Science Magazine

50,680 views • 1 year ago

Making way for the future of health care! With Texas Longhorns having a home at Moody Center, we’re saying goodbye to the Drum. The demolition sets up the expansion of Dell Medical School and the establishment of the University of Texas at Austin Medical Center with MD Anderson News. But we aren’t simply building a traditional academic medical center. We have an opportunity that is unique in Texas and only possible at a few places in the world to build an academic medical center that is linked to a top research university and that is driven by innovations in technology, digital health, data science, artificial intelligence, robotics, material science and more

Making way for the future of health care! With Texas Longhorns having a home at Moody Center, we’re saying goodbye to the Drum. The demolition sets up the expansion of Dell Medical School and the establishment of the University of Texas at Austin Medical Center with MD Anderson News. But we aren’t simply building a traditional academic medical center. We have an opportunity that is unique in Texas and only possible at a few places in the world to build an academic medical center that is linked to a top research university and that is driven by innovations in technology, digital health, data science, artificial intelligence, robotics, material science and more

Jay Hartzell

196,948 views • 2 years ago

Engineers: “This is a breakthrough in soft robotics.” Twitter: “Bro built an AI vibrator.” 🤦‍♂️ Researchers at the University of Southern Denmark created a soft robot that moves by inflating and contracting its body like a worm. Jokes aside… robots like this could actually be useful for rescue missions and environments where traditional robots fail. But let’s be honest: you already know what most comment sections are going to talk about 💀 🎥 Media: SDU Soft Robotics ⚠️ This content is shared for informational purposes only. CTO Robotics Media is a media platform and does not own or develop the technology shown. Credit belongs to the original creators.

Engineers: “This is a breakthrough in soft robotics.” Twitter: “Bro built an AI vibrator.” 🤦‍♂️ Researchers at the University of Southern Denmark created a soft robot that moves by inflating and contracting its body like a worm. Jokes aside… robots like this could actually be useful for rescue missions and environments where traditional robots fail. But let’s be honest: you already know what most comment sections are going to talk about 💀 🎥 Media: SDU Soft Robotics ⚠️ This content is shared for informational purposes only. CTO Robotics Media is a media platform and does not own or develop the technology shown. Credit belongs to the original creators.

CTO ROBOTICS Media

420,453 views • 3 months ago

Researchers from Tel Aviv University and Sheba Medical Center have developed an AI system that detects anemia using a 10-second scan of blood vessels in the eye, without a blood test. The technology could make health screening faster, simpler and more accessible worldwide. 👁️🇮🇱

Researchers from Tel Aviv University and Sheba Medical Center have developed an AI system that detects anemia using a 10-second scan of blood vessels in the eye, without a blood test. The technology could make health screening faster, simpler and more accessible worldwide. 👁️🇮🇱

Israel ישראל

73,369 views • 1 month ago

Mesmerizing 45-degree infinity module of the GA3D project in action. The GA3D Project is a “side-project” driven by a passion for the RepRap 3D printer theme, aiming to extend the RepRap/DIY (Do-It-Yourself) spirit to other processes and fields. The basic machine consists of a frame with a fixed table, and a 3-axis Cartesian robotic arm with CoreXY kinematics crossed in the XY plane. A very simple tool changer is located at both ends of the robotic arm. This makes it a modular machine that can be easily converted into any machine. Video Credit: Alain D. Geiser #3dprinting #3dprinter #additivetechnology #additivemanufacturing #engineering #technology

Mesmerizing 45-degree infinity module of the GA3D project in action. The GA3D Project is a “side-project” driven by a passion for the RepRap 3D printer theme, aiming to extend the RepRap/DIY (Do-It-Yourself) spirit to other processes and fields. The basic machine consists of a frame with a fixed table, and a 3-axis Cartesian robotic arm with CoreXY kinematics crossed in the XY plane. A very simple tool changer is located at both ends of the robotic arm. This makes it a modular machine that can be easily converted into any machine. Video Credit: Alain D. Geiser #3dprinting #3dprinter #additivetechnology #additivemanufacturing #engineering #technology

Wevolver

69,687 views • 2 months ago

Looking at the new UFO footage from Jeremy Kenyon Lockyer Corbell's Sleeping Dog, I find myself asking: What the hell are these all made out of? It is possible that the word “craft” is already imposing too familiar a category on something far less conventional. What if these objects are not always composed of a material in any sense we would normally recognize? What if the hull is not an assembled exterior, but something closer to a materialized field condition: a stable interface between energy, geometry, and matter? A human aircraft is built from parts. Wings, alloys, rivets, electronics, engines. Its structure is mechanical, sectional, and industrial. But a sufficiently advanced non-human vehicle may not be “built” in that sense at all. What if it is "cohered"? Its surface might function less like armor and more like a programmable boundary layer: a physical skin capable of altering its optical, thermal, electromagnetic, and inertial behavior in real time. In that case, we may be looking at something that only resembles a machine because the human mind has no better category available. Perhaps the craft is not simply an object moving through an environment, but an engineered exception to the environment. #ufox #ufotwitter

Looking at the new UFO footage from Jeremy Kenyon Lockyer Corbell's Sleeping Dog, I find myself asking: What the hell are these all made out of? It is possible that the word “craft” is already imposing too familiar a category on something far less conventional. What if these objects are not always composed of a material in any sense we would normally recognize? What if the hull is not an assembled exterior, but something closer to a materialized field condition: a stable interface between energy, geometry, and matter? A human aircraft is built from parts. Wings, alloys, rivets, electronics, engines. Its structure is mechanical, sectional, and industrial. But a sufficiently advanced non-human vehicle may not be “built” in that sense at all. What if it is "cohered"? Its surface might function less like armor and more like a programmable boundary layer: a physical skin capable of altering its optical, thermal, electromagnetic, and inertial behavior in real time. In that case, we may be looking at something that only resembles a machine because the human mind has no better category available. Perhaps the craft is not simply an object moving through an environment, but an engineered exception to the environment. #ufox #ufotwitter

Tom Thompson🛸 (ＣＯＲＴＥＸＺＥＲＯ)

182,707 views • 3 months ago

Updated the subagents system in my custom Pi extension to include: - Pi subagents - Codex subagents - Claude Code subagents The Pi thread can call and spin up any of them, and instead of just using the "codex exec" or whatever, it'll do a tool call that wraps it up in a first class way. Have a decent UI for them already added in as well. Pi being the main thread then having Codex/Claude Code as tools when needed feels so good. A flow I'm already using a ton is: "Implement feature ___, have a cc fable subagent research and plan out the api design + feature, then have a codex subagent implement it, then have a cc fable subagent do a review/fixes focused on simplicity and correctness" I also have a dynamic workflows extension setup and working, but it's not nearly as polished yet. Probably gonna make the subagent system more robust, then built it around that so u could have a workflow that flows between codex/cc/pi...

Updated the subagents system in my custom Pi extension to include: - Pi subagents - Codex subagents - Claude Code subagents The Pi thread can call and spin up any of them, and instead of just using the "codex exec" or whatever, it'll do a tool call that wraps it up in a first class way. Have a decent UI for them already added in as well. Pi being the main thread then having Codex/Claude Code as tools when needed feels so good. A flow I'm already using a ton is: "Implement feature ___, have a cc fable subagent research and plan out the api design + feature, then have a codex subagent implement it, then have a cc fable subagent do a review/fixes focused on simplicity and correctness" I also have a dynamic workflows extension setup and working, but it's not nearly as polished yet. Probably gonna make the subagent system more robust, then built it around that so u could have a workflow that flows between codex/cc/pi...

Ben Davis

24,827 views • 1 month ago

🚨 SCIENTISTS DISCOVERED HUMAN CELLS CAN RESPOND TO SOUND BY SWITCHING GENES ON AND OFF. Researchers found certain human cells especially fat cells react to mechanical sound vibrations by changing genetic activity. That means sound may influence biology far deeper than we realized. Why this matters: Your cells are not passive. They constantly sense: • pressure • vibration • movement • mechanical stress And now scientists are discovering those signals can directly affect gene behavior itself. In simple terms: Sound may act almost like a biological instruction signal. The implications are enormous: • regenerative medicine • targeted therapies • metabolic control • tissue engineering • non-invasive treatments • future bioelectric technologies The deeper science goes… …the more the human body starts looking less like a machine… …and more like a responsive living frequency system. What happens if biology is listening more than we ever imagined?

🚨 SCIENTISTS DISCOVERED HUMAN CELLS CAN RESPOND TO SOUND BY SWITCHING GENES ON AND OFF. Researchers found certain human cells especially fat cells react to mechanical sound vibrations by changing genetic activity. That means sound may influence biology far deeper than we realized. Why this matters: Your cells are not passive. They constantly sense: • pressure • vibration • movement • mechanical stress And now scientists are discovering those signals can directly affect gene behavior itself. In simple terms: Sound may act almost like a biological instruction signal. The implications are enormous: • regenerative medicine • targeted therapies • metabolic control • tissue engineering • non-invasive treatments • future bioelectric technologies The deeper science goes… …the more the human body starts looking less like a machine… …and more like a responsive living frequency system. What happens if biology is listening more than we ever imagined?

TheNewPhysics

27,753 views • 3 months ago

Researchers at Columbia University have developed modular robots that can adapt, repair, and even rebuild themselves using a concept called robot metabolism. 🤖 Instead of remaining fixed, these robots can detach, reconnect, and reorganize their own structure based on the task or environment. If one part is damaged, the system can replace or rearrange itself rather than stopping completely. This could reshape the future of disaster response, industrial automation, and even space exploration. The idea of robots that evolve instead of wear out is becoming more than science fiction. What real-world application do you think will benefit most from this technology? 🎥 Media: Columbia University ⚠️ This content is shared for informational purposes only. CTO Robotics Media is a media platform and does not own or develop the technology shown. Credit belongs to the original creators.

Researchers at Columbia University have developed modular robots that can adapt, repair, and even rebuild themselves using a concept called robot metabolism. 🤖 Instead of remaining fixed, these robots can detach, reconnect, and reorganize their own structure based on the task or environment. If one part is damaged, the system can replace or rearrange itself rather than stopping completely. This could reshape the future of disaster response, industrial automation, and even space exploration. The idea of robots that evolve instead of wear out is becoming more than science fiction. What real-world application do you think will benefit most from this technology? 🎥 Media: Columbia University ⚠️ This content is shared for informational purposes only. CTO Robotics Media is a media platform and does not own or develop the technology shown. Credit belongs to the original creators.

CTO ROBOTICS Media

3,692,074 views • 2 months ago

The most interesting part of this robot is not the arm. It is the gripper. Instead of pushing the whole robot faster, this setup adds speed at the end effector. The gripper itself becomes a moving axis that can accelerate independently of the arm. That changes the physics of the system. • Faster cycle times without stressing the robot structure • Less inertia to fight against • Motion where it actually matters, at the tool center point It is a reminder that many performance limits in robotics are not solved by bigger motors, but by smarter mechanics. ——- Weekly robotics and AI insights. Subscribe free:

The most interesting part of this robot is not the arm. It is the gripper. Instead of pushing the whole robot faster, this setup adds speed at the end effector. The gripper itself becomes a moving axis that can accelerate independently of the arm. That changes the physics of the system. • Faster cycle times without stressing the robot structure • Less inertia to fight against • Motion where it actually matters, at the tool center point It is a reminder that many performance limits in robotics are not solved by bigger motors, but by smarter mechanics. ——- Weekly robotics and AI insights. Subscribe free:

Ilir Aliu

46,721 views • 16 days ago

#Somalia is a country full of exceptionally talented people who are denied the chance to shine on the global stage, all because of the incompetence and corruption of its so-called leaders. Three weeks ago, I met five Somali civil engineers and architects at an airport in Asia—heading to Saudi Arabia to help build the Line megacity, a project that should have been possible in their own country. A year before that, I spoke with a Somali professor of civil engineering who contributed to the Denmark bridge linking Copenhagen and Malmö. In Qatar’s Ministry of Health, a Swiss-trained Somali neurosurgeon named Leila was recruited to reform and modernize their healthcare system. Meanwhile, in Somalia, the so-called leaders do nothing but exploit, steal, and sabotage any progress. Our people have the talent, but our country is crippled by a leadership that is nothing short of disgraceful.

#Somalia is a country full of exceptionally talented people who are denied the chance to shine on the global stage, all because of the incompetence and corruption of its so-called leaders. Three weeks ago, I met five Somali civil engineers and architects at an airport in Asia—heading to Saudi Arabia to help build the Line megacity, a project that should have been possible in their own country. A year before that, I spoke with a Somali professor of civil engineering who contributed to the Denmark bridge linking Copenhagen and Malmö. In Qatar’s Ministry of Health, a Swiss-trained Somali neurosurgeon named Leila was recruited to reform and modernize their healthcare system. Meanwhile, in Somalia, the so-called leaders do nothing but exploit, steal, and sabotage any progress. Our people have the talent, but our country is crippled by a leadership that is nothing short of disgraceful.

Elham Ishmael ✍︎

32,523 views • 1 year ago

🚨 SCIENTISTS ARE USING AI TO MAP A HIDDEN “CLEANING SYSTEM” INSIDE THE HUMAN BRAIN AND IT COULD CHANGE HOW WE UNDERSTAND SLEEP, AGING, AND NEURODEGENERATIVE DISEASE. It’s called the glymphatic system a vast network of fluid channels that flushes toxic waste from the brain while you sleep. For years it was almost impossible to observe in detail. Now AI-powered imaging is revealing it like a living galaxy of microscopic rivers and pathways inside neural tissue. Why this matters: Your brain produces toxic proteins constantly. The glymphatic system is one of its primary waste-clearance mechanisms clearing the very proteins linked to Alzheimer’s, Parkinson’s, and other neurodegenerative diseases. But here’s the unsettling part: This cleaning system becomes dramatically less efficient with age, poor sleep, stress, and brain injury. Sleep may not just “rest” your mind it may literally wash your brain. The deeper implication is staggering: The brain isn’t just a computer. It’s a dynamic, living network that constantly rebuilds and cleanses itself in real time. The more we map it, the more it looks like an entire universe of connected energy flows inside our skulls. What if some neurological diseases begin when the brain can no longer properly “wash” itself at night? Follow for more frontier neuroscience and future technology.

🚨 SCIENTISTS ARE USING AI TO MAP A HIDDEN “CLEANING SYSTEM” INSIDE THE HUMAN BRAIN AND IT COULD CHANGE HOW WE UNDERSTAND SLEEP, AGING, AND NEURODEGENERATIVE DISEASE. It’s called the glymphatic system a vast network of fluid channels that flushes toxic waste from the brain while you sleep. For years it was almost impossible to observe in detail. Now AI-powered imaging is revealing it like a living galaxy of microscopic rivers and pathways inside neural tissue. Why this matters: Your brain produces toxic proteins constantly. The glymphatic system is one of its primary waste-clearance mechanisms clearing the very proteins linked to Alzheimer’s, Parkinson’s, and other neurodegenerative diseases. But here’s the unsettling part: This cleaning system becomes dramatically less efficient with age, poor sleep, stress, and brain injury. Sleep may not just “rest” your mind it may literally wash your brain. The deeper implication is staggering: The brain isn’t just a computer. It’s a dynamic, living network that constantly rebuilds and cleanses itself in real time. The more we map it, the more it looks like an entire universe of connected energy flows inside our skulls. What if some neurological diseases begin when the brain can no longer properly “wash” itself at night? Follow for more frontier neuroscience and future technology.

TheNewPhysics

15,641 views • 2 months ago

🚨 SCIENTISTS JUST SHOWED THAT LIGHT CAN TWIST MATTER USING ITS MAGNETIC FIELD. For a long time, physicists assumed the magnetic component of light was far too weak to have any meaningful effect on matter compared to its electric field. New experiments are challenging that view. Researchers have demonstrated that intense, properly structured light can induce magnetization and even mechanical twisting in materials through its magnetic field alone. This is an extension of the inverse Faraday effect, but observed with greater strength and control than many expected. Why this matters: • It opens new ways to control magnetism and material properties using only light • Could lead to faster, more energy-efficient magnetic memory and spintronic devices • Offers a new tool for manipulating matter at the nanoscale without physical contact • Bridges optics and magnetism in ways that were previously difficult to achieve The deeper implication: Light is not just an information carrier under the right conditions, its magnetic field can directly reshape the magnetic and mechanical state of matter. This blurs the line between electromagnetic waves and material control. If these effects can be scaled and made practical, we may eventually use light itself as a precise tool to write magnetic information or mechanically actuate tiny structures, rather than relying solely on electric currents or physical forces. We’re discovering that light still has hidden capabilities we haven’t fully exploited. How do you think being able to control matter with light’s magnetic field could change technology in the next decade? Follow for more frontier optics, quantum materials, and light-matter physics.

🚨 SCIENTISTS JUST SHOWED THAT LIGHT CAN TWIST MATTER USING ITS MAGNETIC FIELD. For a long time, physicists assumed the magnetic component of light was far too weak to have any meaningful effect on matter compared to its electric field. New experiments are challenging that view. Researchers have demonstrated that intense, properly structured light can induce magnetization and even mechanical twisting in materials through its magnetic field alone. This is an extension of the inverse Faraday effect, but observed with greater strength and control than many expected. Why this matters: • It opens new ways to control magnetism and material properties using only light • Could lead to faster, more energy-efficient magnetic memory and spintronic devices • Offers a new tool for manipulating matter at the nanoscale without physical contact • Bridges optics and magnetism in ways that were previously difficult to achieve The deeper implication: Light is not just an information carrier under the right conditions, its magnetic field can directly reshape the magnetic and mechanical state of matter. This blurs the line between electromagnetic waves and material control. If these effects can be scaled and made practical, we may eventually use light itself as a precise tool to write magnetic information or mechanically actuate tiny structures, rather than relying solely on electric currents or physical forces. We’re discovering that light still has hidden capabilities we haven’t fully exploited. How do you think being able to control matter with light’s magnetic field could change technology in the next decade? Follow for more frontier optics, quantum materials, and light-matter physics.

TheNewPhysics

34,654 views • 2 months ago

Inside every cell, there is a transport system that determines how materials move, signals propagate, and structure is maintained. This video captures that system in motion. The glowing streaks mark the growing ends of microtubules (protein polymers that constantly assemble and disassemble through a process called dynamic instability). Rather than forming permanent tracks, microtubules are rebuilt continuously, allowing cells to reorganize their internal layout in real time. This behavior is essential for life. Cells rely on microtubule dynamics to divide accurately, migrate during development and repair, and maintain long-distance transport in neurons that may span over a meter in length. When this system is altered, the consequences are significant. Certain cancer therapies work by locking microtubules in place, preventing cell division. In contrast, failures in microtubule transport are linked to neurodegenerative conditions (like Alzheimer's) where intracellular delivery breaks down. What appears as abstract motion under a microscope is actually one of the core systems that keeps cells functional, adaptable, and alive. Video Credit: Andy Moore

Inside every cell, there is a transport system that determines how materials move, signals propagate, and structure is maintained. This video captures that system in motion. The glowing streaks mark the growing ends of microtubules (protein polymers that constantly assemble and disassemble through a process called dynamic instability). Rather than forming permanent tracks, microtubules are rebuilt continuously, allowing cells to reorganize their internal layout in real time. This behavior is essential for life. Cells rely on microtubule dynamics to divide accurately, migrate during development and repair, and maintain long-distance transport in neurons that may span over a meter in length. When this system is altered, the consequences are significant. Certain cancer therapies work by locking microtubules in place, preventing cell division. In contrast, failures in microtubule transport are linked to neurodegenerative conditions (like Alzheimer's) where intracellular delivery breaks down. What appears as abstract motion under a microscope is actually one of the core systems that keeps cells functional, adaptable, and alive. Video Credit: Andy Moore

William A. Wallace, Ph.D.

18,469 views • 6 months ago

Memo is a robot that uses AI to perform household tasks effectively. Today Sunday announced its Series B, and we’re proud to be investors. Training robots for the home is hard — the environment is messy, dynamic, and full of edge cases. So Sunday is training robots directly on real households. Founders Tony Zhao and Cheng Chi built a glove-based system that lets hundreds of contributors record everyday tasks in their own homes, creating high-fidelity demonstrations that feed directly into robot learning. Home robotics will be defined by the companies that learn fastest from real homes. Sunday is building that loop. More here: Aaref Hilaly Amanda Huang

Memo is a robot that uses AI to perform household tasks effectively. Today Sunday announced its Series B, and we’re proud to be investors. Training robots for the home is hard — the environment is messy, dynamic, and full of edge cases. So Sunday is training robots directly on real households. Founders Tony Zhao and Cheng Chi built a glove-based system that lets hundreds of contributors record everyday tasks in their own homes, creating high-fidelity demonstrations that feed directly into robot learning. Home robotics will be defined by the companies that learn fastest from real homes. Sunday is building that loop. More here: Aaref Hilaly Amanda Huang

Bain Capital Ventures

21,996 views • 5 months ago