Loading video...

Video Failed to Load

There was a problem loading this video. This could be due to a temporary network issue or the video might be unavailable.

Physical AI shouldn’t just stay in research labs. Last week, MakerMods brought XLeRobot to middle school students in Macau 🇲🇴 (PCMSCO) Students didn’t watch slides. They built a robot arm. Teleoperated it. Recorded clean demonstrations. Saw how VLA systems turn human motion into autonomous behavior. No hype. Just fundamentals.... show more

Ryan Chan

2,718 subscribers

28,535 views • 8 months ago •via X (Twitter)

Anya Rossi• Live Now

Private livecam show

18 Comments

Himanshu Kumar8 months ago

@IsaacSin12 @Ryan_Resolution, bringing physical AI to students is a great way to inspire the next generation of engineers.

Andrew Lyubovsky8 months ago

@IsaacSin12 Great to see kids playing w robots !!

Joshua Poddoku8 months ago

@IsaacSin12 Practical labs beat slides, turning curiosity into capability

Ai Robotics X8 months ago

@IsaacSin12 More innovative ends are the key: better grabbers, claws, fingers, suction, pins, hooks…

Ryan Chan8 months ago

@IsaacSin12 Working on it

Frederick Mannings8 months ago

@IsaacSin12 Beautiful. How can I help at ? Perhaps we could build an off the shelf data connector to XLeRobot.

Ryan Chan8 months ago

@IsaacSin12 Interesting

Reza Sayar8 months ago

@IsaacSin12 👏👏👏👏

Zak8 months ago

@IsaacSin12 Love this! Hands-on experiences like this are the best way to make AI and robotics real for the next generation.

iamvazu8 months ago

@IsaacSin12 Bang on! Kids learn robotics by doing it—hands-on building, tweaking, and failing forward. That's why FIRST (FTC & FRC) is so powerful: real design, code, and competition drive those deep "aha" moments and skills. Love seeing Maker Mods bring that same energy with XLeRobot.

Whitney Xiao8 months ago

@IsaacSin12 I saw the uniform ,I know it’s in China

Shloke Patel8 months ago

@IsaacSin12 Super cool guys!

Ryan Chan8 months ago

@IsaacSin12 Not as cool as what you’re cooking

Prince8 months ago

@IsaacSin12 Beautiful

Maryam8 months ago

@IsaacSin12 Nailed it! Super cool!

Helder Perez8 months ago

@IsaacSin12 That's amazing! How did the students react to building the robot arm?

Ryan Chan8 months ago

@IsaacSin12 They had so much fun and started imagining what they can do with this robot!

Aonbreakin Soft8 months ago

@IsaacSin12 Cool

Related Videos

Most people pay $50,000 for an MBA to learn what Chamath just taught Stanford students for free in one session. No tuition, no application, no waitlist, just Chamath Palihapitiya sitting in a Stanford lecture hall telling students exactly how to win in the AI era. The man who backed Facebook at $500M valuation and built a $1.5B fund just gave away his playbook for free. Watch it, bookmark it, send it to someone who needs it.

Most people pay $50,000 for an MBA to learn what Chamath just taught Stanford students for free in one session. No tuition, no application, no waitlist, just Chamath Palihapitiya sitting in a Stanford lecture hall telling students exactly how to win in the AI era. The man who backed Facebook at $500M valuation and built a $1.5B fund just gave away his playbook for free. Watch it, bookmark it, send it to someone who needs it.

Defileo🔮

19,004 views • 4 months ago

This is the part of AI that doesn’t get talked about enough. LLMs had the entire internet to learn from. Robotics doesn’t have that luxury. A robot can’t learn what it feels like to iron clothes while a toddler is running around, restock a shelf in a crowded store, or assemble something on a messy factory floor just by reading about it. It has to experience the physical world. And that’s why what Humyn Labs is building is so important. They’re turning real human experiences into model-ready data across sound, sight, motion and touch, so Physical AI can learn from the world as it actually exists, not some perfectly controlled laboratory. The next breakthrough in robotics may not come from making the model bigger. It may come from giving the model better experiences to learn from. That’s the human layer Physical AI has been missing. 🟧

This is the part of AI that doesn’t get talked about enough. LLMs had the entire internet to learn from. Robotics doesn’t have that luxury. A robot can’t learn what it feels like to iron clothes while a toddler is running around, restock a shelf in a crowded store, or assemble something on a messy factory floor just by reading about it. It has to experience the physical world. And that’s why what Humyn Labs is building is so important. They’re turning real human experiences into model-ready data across sound, sight, motion and touch, so Physical AI can learn from the world as it actually exists, not some perfectly controlled laboratory. The next breakthrough in robotics may not come from making the model bigger. It may come from giving the model better experiences to learn from. That’s the human layer Physical AI has been missing. 🟧

Bahdfella™ ❤️‍🔥

24,709 views • 1 month ago

OMG Students at Free State High School in Kansas say the school advertised the anti-ICE student protest and assured students they wouldn’t face any consequences for staging a walkout in middle of school to scream about ICE. The school eve gave out hand warmers so they can comfortably hold their anti-ICE and anti-Trump signs and teachers even joined them in the walk-out. This school is clearly just a left-wing indoctrination camp which will turn your kid into a left-wing activist. Parents, BEWARE

OMG Students at Free State High School in Kansas say the school advertised the anti-ICE student protest and assured students they wouldn’t face any consequences for staging a walkout in middle of school to scream about ICE. The school eve gave out hand warmers so they can comfortably hold their anti-ICE and anti-Trump signs and teachers even joined them in the walk-out. This school is clearly just a left-wing indoctrination camp which will turn your kid into a left-wing activist. Parents, BEWARE

Libs of TikTok

678,708 views • 8 months ago

We’ve just stepped into the future. Our AI, CERE, no longer just talks… It walks, moves, and interacts with you in real time! Cere Thanks to our integration with Robot TEMI, CERE is now embodied as a physical being: Meet Robot CERE! And with its GenAI integration, it can now talk to you on the spot. We’ve brought artificial intelligence into the physical world. Unveiled today at the expo — Tomorrow, it might be in your home, your office, or even on the street. Get ready: Technology is no longer just code — Cerebrum Tech #CERE #RobotCERE #ArtificialIntelligence #Robotics #CerebrumTech #AI #FutureTech

We’ve just stepped into the future. Our AI, CERE, no longer just talks… It walks, moves, and interacts with you in real time! Cere Thanks to our integration with Robot TEMI, CERE is now embodied as a physical being: Meet Robot CERE! And with its GenAI integration, it can now talk to you on the spot. We’ve brought artificial intelligence into the physical world. Unveiled today at the expo — Tomorrow, it might be in your home, your office, or even on the street. Get ready: Technology is no longer just code — Cerebrum Tech #CERE #RobotCERE #ArtificialIntelligence #Robotics #CerebrumTech #AI #FutureTech

Dr. R.Erdem ERKUL

367,264 views • 1 year ago

Jensen Huang says agentic AI is not a chatbot. It is a "digital robot" -- and the next bottleneck is not the model. It is first-person data. "Agentic AI is just a digital robot. It understands, it reasons, it plans, and it acts and uses tools." Then he makes the bigger jump: "The world's video data is from a third person, not first person. And so agentic systems, robotic systems, physical AI -- the data is the hardest problem." That is the hidden constraint in robotics. LLMs got the internet. Physical AI needs demonstrations, synthetic worlds, reinforcement learning, and first-person experience. This is why Jensen keeps calling it a stack: robots are not waiting for one magical model. They need the data engine, the simulator, the reward system, the runtime, and the computer. The next wave of AI is not just software that talks. It is software that sees, plans, acts, and eventually moves through the world.

Jensen Huang says agentic AI is not a chatbot. It is a "digital robot" -- and the next bottleneck is not the model. It is first-person data. "Agentic AI is just a digital robot. It understands, it reasons, it plans, and it acts and uses tools." Then he makes the bigger jump: "The world's video data is from a third person, not first person. And so agentic systems, robotic systems, physical AI -- the data is the hardest problem." That is the hidden constraint in robotics. LLMs got the internet. Physical AI needs demonstrations, synthetic worlds, reinforcement learning, and first-person experience. This is why Jensen keeps calling it a stack: robots are not waiting for one magical model. They need the data engine, the simulator, the reward system, the runtime, and the computer. The next wave of AI is not just software that talks. It is software that sees, plans, acts, and eventually moves through the world.

Karl Mehta

14,140 views • 3 months ago

When Nathan and his friends at The Mann School saw Delhi’s streets littered with trash, they didn’t just complain—they engineered a solution. Meet the leak-proof, space-saving car dustbin designed by students to keep our "motherland" as clean as our homes. They’ve already distributed 500 bins for free! If these students can redesign our habits, can we? Would you use one in your car? Tell us in the comments below. #CleanIndia #InnovationIndia #EcoFriendly #Solutionaries #ZeroWaste [Student Made Car Dustbin In India, Leak Proof Car Dustbin Designed By Students, The Mann School Student Innovation, Innovative Solutions For Cleaner India, Students Promoting Cleanliness In Delhi]

When Nathan and his friends at The Mann School saw Delhi’s streets littered with trash, they didn’t just complain—they engineered a solution. Meet the leak-proof, space-saving car dustbin designed by students to keep our "motherland" as clean as our homes. They’ve already distributed 500 bins for free! If these students can redesign our habits, can we? Would you use one in your car? Tell us in the comments below. #CleanIndia #InnovationIndia #EcoFriendly #Solutionaries #ZeroWaste [Student Made Car Dustbin In India, Leak Proof Car Dustbin Designed By Students, The Mann School Student Innovation, Innovative Solutions For Cleaner India, Students Promoting Cleanliness In Delhi]

The Better India

17,301 views • 19 days ago

Today I assembled the first batch of reBot DevArm in the U.S! First one on the planet! 🇺🇸⚙️ But this isn’t about a robot arm. This is about what happens when open source hits robotics. For years: •Hardware was locked •Robotics was expensive •Embodied AI was out of reach Now? Anyone can get their hands on: •6 DOF manipulation •Real precision (<0.2 mm repeatability) •Full stack access (ROS, Isaac Sim, LeRobot) This is how movements start. Not in labs. Not behind paywalls. But in the hands of builders. Massive respect to Seeed Studio for pushing true open-source robotics forward! We’re about to see: → Thousands of robot arms trained like athletes → Real-world datasets explode → Physical AI built in garages, not just research labs At SoloTech , this is the unlock we’ve been waiting for, training and deploying Physical AI skill models on real hardware, anywhere. No sims. No vaporware. No excuses. Production Grade Physical AI. Want to get access? Check out the Physical AI Gym in San Francisco or DM me.

Today I assembled the first batch of reBot DevArm in the U.S! First one on the planet! 🇺🇸⚙️ But this isn’t about a robot arm. This is about what happens when open source hits robotics. For years: •Hardware was locked •Robotics was expensive •Embodied AI was out of reach Now? Anyone can get their hands on: •6 DOF manipulation •Real precision (<0.2 mm repeatability) •Full stack access (ROS, Isaac Sim, LeRobot) This is how movements start. Not in labs. Not behind paywalls. But in the hands of builders. Massive respect to Seeed Studio for pushing true open-source robotics forward! We’re about to see: → Thousands of robot arms trained like athletes → Real-world datasets explode → Physical AI built in garages, not just research labs At SoloTech , this is the unlock we’ve been waiting for, training and deploying Physical AI skill models on real hardware, anywhere. No sims. No vaporware. No excuses. Production Grade Physical AI. Want to get access? Check out the Physical AI Gym in San Francisco or DM me.

Dhruv Diddi

32,219 views • 5 months ago

The push for transhumanism is gaining a lot of momentum in these last few years. They are experimenting in labs, doing things they shouldn’t, and playing God with creation. They want to merge you with Ai, which is demonically driven, so eventually everyone will be a demonic hybrid. Just as it was in the days of Noah.

The push for transhumanism is gaining a lot of momentum in these last few years. They are experimenting in labs, doing things they shouldn’t, and playing God with creation. They want to merge you with Ai, which is demonically driven, so eventually everyone will be a demonic hybrid. Just as it was in the days of Noah.

Ashley Hays

95,406 views • 1 year ago

The next AI revolution is not just happening on screens. It is happening in the physical world. Robots, drones, autonomous vehicles, and smart machines all need one thing before they can operate safely: Precise location. Traditional GPS can be off by several meters. For humans, that may be fine. For autonomous machines, it can be dangerous. GEODNET is building the spatial intelligence layer for Physical AI, using RTK positioning to improve accuracy from meters to within one centimeter. Over 20,000 base stations. 170+ countries. 11,000+ cities. 130+ enterprise customers. Physical AI needs real-world infrastructure. That infrastructure is being built now.

The next AI revolution is not just happening on screens. It is happening in the physical world. Robots, drones, autonomous vehicles, and smart machines all need one thing before they can operate safely: Precise location. Traditional GPS can be off by several meters. For humans, that may be fine. For autonomous machines, it can be dangerous. GEODNET is building the spatial intelligence layer for Physical AI, using RTK positioning to improve accuracy from meters to within one centimeter. Over 20,000 base stations. 170+ countries. 11,000+ cities. 130+ enterprise customers. Physical AI needs real-world infrastructure. That infrastructure is being built now.

GEODNET

177,650 views • 3 months ago

Most AI is built to replace humans. We're building AI to understand them. Introducing Atypica's Subjective World Model. A foundation for understanding how people express themselves, tell their stories, make decisions, and behave under real-world constraints. Not just what users say — but why they choose, hesitate, and act. It powers AI Research, AI Personas, AI Panels, and AI Interviews, helping teams turn user research from a quarterly project into a permanent capability. Watch the video to see how it works and what teams are already building with Atypica. Start to explore this AI-native consumer research platform from here:

Most AI is built to replace humans. We're building AI to understand them. Introducing Atypica's Subjective World Model. A foundation for understanding how people express themselves, tell their stories, make decisions, and behave under real-world constraints. Not just what users say — but why they choose, hesitate, and act. It powers AI Research, AI Personas, AI Panels, and AI Interviews, helping teams turn user research from a quarterly project into a permanent capability. Watch the video to see how it works and what teams are already building with Atypica. Start to explore this AI-native consumer research platform from here:

atypica.AI

28,221 views • 2 months ago

A humanoid robot playing a Yamaha drum kit is one of the cleanest ways to test rhythm control in public. Drumming exposes timing, wrist motion, impact force, arm recovery, and coordination between both hands. Even if the routine is pre-programmed or assisted, the useful part is visible: the robot has to strike, reset, and stay in rhythm without turning into random arm movement. Robot musicians may look funny today. They are quietly testing the same control problems needed for household robots, factory arms, and physical AI systems that work around humans. Would you call this entertainment, robotics research, or the early market for robot performers?

A humanoid robot playing a Yamaha drum kit is one of the cleanest ways to test rhythm control in public. Drumming exposes timing, wrist motion, impact force, arm recovery, and coordination between both hands. Even if the routine is pre-programmed or assisted, the useful part is visible: the robot has to strike, reset, and stay in rhythm without turning into random arm movement. Robot musicians may look funny today. They are quietly testing the same control problems needed for household robots, factory arms, and physical AI systems that work around humans. Would you call this entertainment, robotics research, or the early market for robot performers?

TechniaHQ | humanoid robots

208,048 views • 4 months ago

Many students from across the country missed their NEET exams yesterday as the NTA under Dharmendra Pradhan didn’t allow students even if they were just 5-10 min late. 2-3 students missed in Karnataka also missed their exam and Congress govt has formed a panel to look into it and assist them. But, No accountability from BJP and Dharmendra Pradhan for paper leak, for students suicide, for students being allotted centres far away and not being allowed to take exam. This is the difference between Congress and BJP — accountability

Many students from across the country missed their NEET exams yesterday as the NTA under Dharmendra Pradhan didn’t allow students even if they were just 5-10 min late. 2-3 students missed in Karnataka also missed their exam and Congress govt has formed a panel to look into it and assist them. But, No accountability from BJP and Dharmendra Pradhan for paper leak, for students suicide, for students being allotted centres far away and not being allowed to take exam. This is the difference between Congress and BJP — accountability

Shantanu

12,326 views • 3 months ago

A school fires a guy… then turns around and asks him for a favor. After he’s gone, a large number of students stop showing up, saying they won’t attend if he isn’t there. Suddenly the school wants him to post a TikTok encouraging students to come back. He agrees and does it. Attendance rebounds. Then 85% of the students start wearing T-shirts with his face on them in solidarity. And now the school has the audacity to ask him—again—to make another video telling students they can’t wear the shirts. At what point does “we let you go” stop and “we still want to control you” begin? Is the school completely out of bounds here, or just wildly out of touch? Whomp Whomp

A school fires a guy… then turns around and asks him for a favor. After he’s gone, a large number of students stop showing up, saying they won’t attend if he isn’t there. Suddenly the school wants him to post a TikTok encouraging students to come back. He agrees and does it. Attendance rebounds. Then 85% of the students start wearing T-shirts with his face on them in solidarity. And now the school has the audacity to ask him—again—to make another video telling students they can’t wear the shirts. At what point does “we let you go” stop and “we still want to control you” begin? Is the school completely out of bounds here, or just wildly out of touch? Whomp Whomp

TheRealCherokeeOwl 🦉

464,003 views • 8 months ago

We are in big trouble This is a high school teacher, she explains that her 15 year old students are completely lost. She says they don’t even know how to use a highlighter She’s teaching American history and the principals of our country being established during our founding. She put the information into very easy to follow sections, because the students would understand if if she didn’t She gave each a highlighter and said let’s highlight the important parts. The students couldn’t do it. They don’t even know how to put the cap of the highlighter on the back so it wouldn’t get lost She says it’s so bad, if there is a picture in the book “you’ve already lost the student” they’ll just color the picture. She says one kid colored his desk orange She says it took her at least 17 different times giving instructions on just how to use the highlighter….. these are 15 year old high school students What is happening in America??

We are in big trouble This is a high school teacher, she explains that her 15 year old students are completely lost. She says they don’t even know how to use a highlighter She’s teaching American history and the principals of our country being established during our founding. She put the information into very easy to follow sections, because the students would understand if if she didn’t She gave each a highlighter and said let’s highlight the important parts. The students couldn’t do it. They don’t even know how to put the cap of the highlighter on the back so it wouldn’t get lost She says it’s so bad, if there is a picture in the book “you’ve already lost the student” they’ll just color the picture. She says one kid colored his desk orange She says it took her at least 17 different times giving instructions on just how to use the highlighter….. these are 15 year old high school students What is happening in America??

Wall Street Apes

1,594,402 views • 1 month ago

WELCOME TO THE NEW ISLAMIZED TEXAS... CHRISTIANITY OUT, ISLAM IN AMERICA, LOOK AT THE TIMELINE - AND TELL ME THIS ISN’T A CONQUEST. (TURN THE VOLUME UP - I WANT AMERICA BACK) 1963: The Muslim Students Association is founded by Muslim students, with Muslim Brotherhood members and sympathizers playing a crucial role in its creation. In that same era, American public-school children could still be seen beginning their day with the Lord’s Prayer. Now look at Texas. What began with a small network of Muslim students/Brotherhood operatives grew into MSAs, mosques, Islamic schools, political organizations, and massive Islamic developments. Now the MSA has reached Texas public high schools. THEY ARRIVED AS STUDENTS - BUT THE MOVEMENT WAS NEVER JUST ABOUT STUDENTS. They organized. They expanded. They raised another generation to continue the work. THEY BUILT FOR ISLAM. THEY BUILT FOR THE UMMAH. THEY BUILT POWER. And the Left helped clear the path- fighting Christianity in the public square under “separation of church and state” while increasingly defending and accommodating Islamic organizations. CHRISTIAN TRADITIONS PUSHED OUT. ISLAMIC POWER BUILT UP. Now these organizations are reaching YOUR children in YOUR public schools. Never underestimate what Islam, aided by their left-wing political allies unwilling to confront it, can accomplish. THEY PLAYED THE LONG GAME. LOOK WHAT 63 YEARS CAN DO - SEE ATTACHED VIDEO BELOW!

WELCOME TO THE NEW ISLAMIZED TEXAS... CHRISTIANITY OUT, ISLAM IN AMERICA, LOOK AT THE TIMELINE - AND TELL ME THIS ISN’T A CONQUEST. (TURN THE VOLUME UP - I WANT AMERICA BACK) 1963: The Muslim Students Association is founded by Muslim students, with Muslim Brotherhood members and sympathizers playing a crucial role in its creation. In that same era, American public-school children could still be seen beginning their day with the Lord’s Prayer. Now look at Texas. What began with a small network of Muslim students/Brotherhood operatives grew into MSAs, mosques, Islamic schools, political organizations, and massive Islamic developments. Now the MSA has reached Texas public high schools. THEY ARRIVED AS STUDENTS - BUT THE MOVEMENT WAS NEVER JUST ABOUT STUDENTS. They organized. They expanded. They raised another generation to continue the work. THEY BUILT FOR ISLAM. THEY BUILT FOR THE UMMAH. THEY BUILT POWER. And the Left helped clear the path- fighting Christianity in the public square under “separation of church and state” while increasingly defending and accommodating Islamic organizations. CHRISTIAN TRADITIONS PUSHED OUT. ISLAMIC POWER BUILT UP. Now these organizations are reaching YOUR children in YOUR public schools. Never underestimate what Islam, aided by their left-wing political allies unwilling to confront it, can accomplish. THEY PLAYED THE LONG GAME. LOOK WHAT 63 YEARS CAN DO - SEE ATTACHED VIDEO BELOW!

Amy Mek

74,353 views • 7 days ago

Two students built this robot. 🤖🔥 No billion-dollar robotics lab. No massive engineering team. Just two students turning an idea into a working machine. This is what the next generation of engineers looks like. The future of robotics might already be sitting in a classroom. Would you have tried building something like this as a student? 🎥 Media: Meng Houy / jeskoo_0 ( Instagram ) ⚠️ 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. #Robotics #Engineering #Students #Innovation #Mechatronics #FutureTech

Two students built this robot. 🤖🔥 No billion-dollar robotics lab. No massive engineering team. Just two students turning an idea into a working machine. This is what the next generation of engineers looks like. The future of robotics might already be sitting in a classroom. Would you have tried building something like this as a student? 🎥 Media: Meng Houy / jeskoo_0 ( Instagram ) ⚠️ 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. #Robotics #Engineering #Students #Innovation #Mechatronics #FutureTech

CTO ROBOTICS Media

16,630 views • 2 months ago