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These are not CGI. Reinforcement learning is so back. When operating on strings, it gives us o3. When operating on physical motors, it gives us a perfect humanoid backflip and a robot creature that out-maneuvers almost every animal on earth. RL is one of the only learning algorithms that... show more

Jim Fan

437,462 subscribers

356,692 просмотров • 1 год назад •via X (Twitter)

Наука и технологии Здоровье и велнес

Anya Rossi• Live Now

Private livecam show

Комментарии: 11

Фото профиля Aleksa Gordić 🍿🤖

Aleksa Gordić 🍿🤖1 год назад

boston dynamics demo is controlled and we were capable of doing that for years now (e.g. their Atlas robot) but the thing that unitree robot is doing in the natural environment i find it hard to believe this is not cgi? this is a ChatGPT moment for robotics? why isn't this all over the timelines?

Фото профиля Digital Currency

Digital Currency2 лет назад

From 3D modeling to VR/AR development, our MSc in Metaverse program equips you with the technical skills to excel in the rapidly evolving digital world. Don't miss out—enroll today! #UNIC #MScMetaverse

Фото профиля AI Notkilleveryoneism Memes ⏸️

AI Notkilleveryoneism Memes ⏸️1 год назад

the age of the human generated reward function is over. the age of the AI generated reward function has come.

Фото профиля Abe Murray

Abe Murray1 год назад

For folks close to this - how brittle is this? The issue with Boston Dynamics was always the blooper reel and the brittle nature of the reality behind the videos. Is reliability here 95%? 99%? 5x9's? Any insiders have a take on this?

Фото профиля Yuchen Jin

Yuchen Jin1 год назад

Unitree is crazy

Фото профиля Chris Paxton

Chris Paxton1 год назад

Do you have a source on that BD video being RL?

Фото профиля Shiraz Akmal

Shiraz Akmal1 год назад

Reward function

Фото профиля Thanos Variant

Thanos Variant1 год назад

That Unitree is so close to being an Autobot

Фото профиля Tianbao Xie

Tianbao Xie1 год назад

"Give me a reward function, and I shall move the world." Time to scale on it!!!

Фото профиля H

H1 год назад

How often do you have to replace those wheels?

Фото профиля Randall Briggs

Randall Briggs1 год назад

What are the reward functions in these cases, would you say?

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This work makes a humanoid robot do simple parkour moves by looking with a depth camera and choosing the right move on the fly. The big deal is that it turns lots of small human moves into long, real-time robot behavior, without hand-coding every transition or retraining for each new course. A humanoid robot is usually good at steady walking, but it often fails when it has to do fast moves like jumping up, vaulting, or rolling, and then keep going to the next obstacle. The hard part is that you cannot easily collect training data for every possible obstacle shape, distance, and mistake, so robots end up learning a few moves that only work in a narrow setup. This work starts from short clips of real human parkour moves, like stepping over, vaulting, climbing, and rolling. It uses motion matching, which is basically a smart “pick the next clip that fits best right now” search, to stitch those short clips into a long, smooth plan that looks like a human doing a whole course. Then it trains a controller with reinforcement learning (RL), which means the robot learns by trial and error to copy that plan while staying balanced and not falling. After training separate expert controllers for different moves, it compresses them into 1 controller that uses only onboard depth sensing and a simple “go this fast in this direction” command. In real tests on a Unitree G1 humanoid, it can clear multiple obstacles in a row, adapt when obstacles get moved, and climb a wall up to 1.25m.

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We're closer than ever to a future where we remap the earth 24/7 with a plurality of sensors -- phones, drones, cars, planes, satellites, and oh my! This physical 3D model of the world serves as the connective tissue between the world of bits & atoms. It's Tesla cars today, and AR glasses tomorrow. It's social media in our pockets, and ambient computing in our homes. The end result is a 1:1 digital twin of our planet and all activity in it. A perfect fusion of SIGINT + GEOINT to use intelligence parlance.

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Sadhguru

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@levelsio

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When we say that the aggressor must not receive any reward for the war, so that peace can truly last, everyone must understand – these are not just words. Unfortunately, the world already had the chance to verify this twelve years ago. Russia’s war against Ukraine began with the occupation of our Crimea, and the world effectively turned a blind eye to this. The leaders back then showed little interest in the protests and resistance in Crimea and in Ukraine’s overall sentiment. The world advised Ukraine to stay silent. That is exactly why Putin came to believe he could wage a much larger war and confront the West even more aggressively. Now, every year on February 26 – the Day of Resistance to the Occupation of Crimea – we remember this global lesson, honouring those who did not stay silent and did not falter in the face of Russian aggression, and we insist that holding the aggressor accountable for war is one of the strongest security guarantees – one of the strongest prerequisites for lasting peace. I thank everyone around the world who supports us in this, participates in the work of our Crimea Platform and other international formats that remind the world about Crimea and the meaning of its occupation by Russia. I thank everyone who helps Ukraine resist Russian repression in Crimea, assists us in returning people from captivity, and prevents the occupying regime from consolidating its power. Russian presence on our peninsula serves only war, and nothing else. There must be peace, and therefore Crimea is Ukraine, and the world must always recognize this fact. Qırım evine qaytmalıdır! Glory to Ukraine!

When we say that the aggressor must not receive any reward for the war, so that peace can truly last, everyone must understand – these are not just words. Unfortunately, the world already had the chance to verify this twelve years ago. Russia’s war against Ukraine began with the occupation of our Crimea, and the world effectively turned a blind eye to this. The leaders back then showed little interest in the protests and resistance in Crimea and in Ukraine’s overall sentiment. The world advised Ukraine to stay silent. That is exactly why Putin came to believe he could wage a much larger war and confront the West even more aggressively. Now, every year on February 26 – the Day of Resistance to the Occupation of Crimea – we remember this global lesson, honouring those who did not stay silent and did not falter in the face of Russian aggression, and we insist that holding the aggressor accountable for war is one of the strongest security guarantees – one of the strongest prerequisites for lasting peace. I thank everyone around the world who supports us in this, participates in the work of our Crimea Platform and other international formats that remind the world about Crimea and the meaning of its occupation by Russia. I thank everyone who helps Ukraine resist Russian repression in Crimea, assists us in returning people from captivity, and prevents the occupying regime from consolidating its power. Russian presence on our peninsula serves only war, and nothing else. There must be peace, and therefore Crimea is Ukraine, and the world must always recognize this fact. Qırım evine qaytmalıdır! Glory to Ukraine!

Volodymyr Zelenskyy / Володимир Зеленський

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#Islam is not a religion, but rather a terrorist ideology whose goal is to occupy the world and impose Islamic law on it, and I believe that #Israel alone is confronting the followers of this terrorist ideology.

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Salwan Momika

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SECRETARY RUBIO on help from the G7: It’s not help for us. Like I said, very little of U.S. energy comes through the Strait of Hormuz. It's the world that has a great interest in that. So they should step up and deal with it.

SECRETARY RUBIO on help from the G7: It’s not help for us. Like I said, very little of U.S. energy comes through the Strait of Hormuz. It's the world that has a great interest in that. So they should step up and deal with it.

Department of State

100,296 просмотров • 2 месяцев назад

PRESIDENT TRUMP on the US: “Without this economy, there's no world.” "You can go to some of these wonderful countries that you think are so great — well one of the reasons they're great is because we allowed them to get rich off of us."

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Trump on Iran: In that part of the world, a ceasefire is when you are shooting in a more moderate manner.

Trump on Iran: In that part of the world, a ceasefire is when you are shooting in a more moderate manner.

Clash Report

39,112 просмотров • 3 дней назад

ahh so cool 🔥 highly recommend trying out Jakub's /oklch-skill, perfect match for Paper generating, reworking and actually learning about this is so easy on a canvas... and pretty close to code with the MCP P3 gives us richer colors. OKLCH gives us more control over them, so we can build more consistent color systems. Paper supports both, and you can also bring agents to the party btw, tokens in Paper are just around the corner 👀 this is getting more fun every day!

ahh so cool 🔥 highly recommend trying out Jakub's /oklch-skill, perfect match for Paper generating, reworking and actually learning about this is so easy on a canvas... and pretty close to code with the MCP P3 gives us richer colors. OKLCH gives us more control over them, so we can build more consistent color systems. Paper supports both, and you can also bring agents to the party btw, tokens in Paper are just around the corner 👀 this is getting more fun every day!

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Michael Garrett - NC Senate's Viral Statement on the Bad Bunny Halftime Show “I watched #BadBunny deliver the most American halftime show I have ever seen. Then I came home and watched it again. And I am not okay. In the best possible way. He sang every single word in Spanish. Every. Single. Word. He danced through sugarcane fields built on a football field in California while the President of the United States sat somewhere calling it “disgusting.” Lady Gaga came out and did the salsa. Ricky Martin lit up the night. A couple got married on the field. He handed his Grammy, the one he won eight days ago for Album of the Year, to a little boy who looked up at him the way every child looks up when they dare to believe the world has a place for them. And then this man, this son of a truck driver and a schoolteacher from Vega Baja, Puerto Rico, stood on the biggest stage on the planet and said “God bless America.” And then he started naming them. Chile. Argentina. Uruguay. Paraguay. Bolivia. Peru. Ecuador. Brazil. Colombia. Venezuela. Panama. Costa Rica. Nicaragua. Honduras. El Salvador. Guatemala. Mexico. Cuba. Dominican Republic. Jamaica. The United States. Canada. And then, his voice breaking with everything he carries, “Mi patria, Puerto Rico. Seguimos aquí.” My homeland, Puerto Rico. We are still here. The flags came. Every single one of them. Carried across that field by dancers and musicians while the jumbotron lit up with the only words that mattered: “THE ONLY THING MORE POWERFUL THAN HATE IS LOVE.” I teared up. I’m not ashamed to say it. I sat on my couch and I wept because THAT is the America I believe in. That is the American story, not the sanitized, gated, English-only version that small and frightened people try to sell us. The REAL one. The messy, beautiful, multilingual, multicolored, courageous one. The one that has always been built by hands that speak every language and pray in every tongue and come from every corner of this hemisphere. That is the America I want Jack and Charlotte to know. That when the moment came, when the whole world was watching, a Puerto Rican kid who grew up to become the most-streamed artist on Earth stood in front of 100 million people, sang in his mother’s language, blessed every nation in the Americas, and spiked a football that read “Together, we are America” into the ground. Not with anger. With joy. With love so big it made hate look exactly as small as it is. And what did the President do? He called it “absolutely terrible.” He said “nobody understands a word this guy is saying.” He called it “a slap in the face to our Country.” The leader of the free world watched a celebration of love, culture, and everything this hemisphere has given to the world, and all he could see was something foreign. Something threatening. Something disgusting. Let that sink into your bones. The man who is supposed to represent all of us looked at the flags of our neighbors, heard the language of 500 million #Americans across this hemisphere, and felt attacked. That’s not strength. That’s not patriotism. That is poverty of the soul. Here’s what I want to say to everyone who posted about that show tonight, who shared it proudly, who turned away from Bad Bunny’s celebration because it was in Spanish and the flags weren’t only red, white, and blue: Your children will see those posts. Your grandchildren will find them. The internet doesn’t forget. And one day, when the history of this moment is written, when our kids and their kids look back at 2026 the way we look back at the people who stood on the wrong side of every bridge and every march and every moment that mattered, they will know exactly where you stood. They will see who chose Kid Rock over a hemisphere of flags. They will see who called love “disgusting.” And they will carry that knowledge the way all of us carry the knowledge of what our ancestors did when they were tested. The only thing more powerful than hate is love”

Michael Garrett - NC Senate's Viral Statement on the Bad Bunny Halftime Show “I watched #BadBunny deliver the most American halftime show I have ever seen. Then I came home and watched it again. And I am not okay. In the best possible way. He sang every single word in Spanish. Every. Single. Word. He danced through sugarcane fields built on a football field in California while the President of the United States sat somewhere calling it “disgusting.” Lady Gaga came out and did the salsa. Ricky Martin lit up the night. A couple got married on the field. He handed his Grammy, the one he won eight days ago for Album of the Year, to a little boy who looked up at him the way every child looks up when they dare to believe the world has a place for them. And then this man, this son of a truck driver and a schoolteacher from Vega Baja, Puerto Rico, stood on the biggest stage on the planet and said “God bless America.” And then he started naming them. Chile. Argentina. Uruguay. Paraguay. Bolivia. Peru. Ecuador. Brazil. Colombia. Venezuela. Panama. Costa Rica. Nicaragua. Honduras. El Salvador. Guatemala. Mexico. Cuba. Dominican Republic. Jamaica. The United States. Canada. And then, his voice breaking with everything he carries, “Mi patria, Puerto Rico. Seguimos aquí.” My homeland, Puerto Rico. We are still here. The flags came. Every single one of them. Carried across that field by dancers and musicians while the jumbotron lit up with the only words that mattered: “THE ONLY THING MORE POWERFUL THAN HATE IS LOVE.” I teared up. I’m not ashamed to say it. I sat on my couch and I wept because THAT is the America I believe in. That is the American story, not the sanitized, gated, English-only version that small and frightened people try to sell us. The REAL one. The messy, beautiful, multilingual, multicolored, courageous one. The one that has always been built by hands that speak every language and pray in every tongue and come from every corner of this hemisphere. That is the America I want Jack and Charlotte to know. That when the moment came, when the whole world was watching, a Puerto Rican kid who grew up to become the most-streamed artist on Earth stood in front of 100 million people, sang in his mother’s language, blessed every nation in the Americas, and spiked a football that read “Together, we are America” into the ground. Not with anger. With joy. With love so big it made hate look exactly as small as it is. And what did the President do? He called it “absolutely terrible.” He said “nobody understands a word this guy is saying.” He called it “a slap in the face to our Country.” The leader of the free world watched a celebration of love, culture, and everything this hemisphere has given to the world, and all he could see was something foreign. Something threatening. Something disgusting. Let that sink into your bones. The man who is supposed to represent all of us looked at the flags of our neighbors, heard the language of 500 million #Americans across this hemisphere, and felt attacked. That’s not strength. That’s not patriotism. That is poverty of the soul. Here’s what I want to say to everyone who posted about that show tonight, who shared it proudly, who turned away from Bad Bunny’s celebration because it was in Spanish and the flags weren’t only red, white, and blue: Your children will see those posts. Your grandchildren will find them. The internet doesn’t forget. And one day, when the history of this moment is written, when our kids and their kids look back at 2026 the way we look back at the people who stood on the wrong side of every bridge and every march and every moment that mattered, they will know exactly where you stood. They will see who chose Kid Rock over a hemisphere of flags. They will see who called love “disgusting.” And they will carry that knowledge the way all of us carry the knowledge of what our ancestors did when they were tested. The only thing more powerful than hate is love”

Ethical American

251,640 просмотров • 3 месяцев назад