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Introducing Digital Red Queen (DRQ): Adversarial Program Evolution in Core War with LLMs Blog: Core War is a programming game where self-replicating assembly programs, called warriors, compete for control of a virtual machine. In this dynamic environment, where there is no distinction between code and data, warriors must crash...

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Sakana AI

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143,361 次观看 • 4 个月前 •via X (Twitter)

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Survival of the fittest code. Core War (1984) is a game where programs must crash their opponents to survive. Warriors written in an assembly language called Redcode fight for control of a virtual machine. Our new paper: Digital Red Queen: Adversarial Program Evolution in Core War with LLMs, explores what happens when LLMs drive an adversarial evolutionary arms race in this domain. We task LLMs to write Warrior programs in Redcode that must out-compete a virtual world full of such programs. Core War is a Turing-complete environment where code and data share the same address space, which leads to some very chaotic self-modifying code dynamics. This approach is inspired by the Red Queen hypothesis in evolutionary biology: the principle that species must continually adapt and evolve simply to survive against ever changing competitors. In our work, programs continuously adapt to defeat a growing history of opponents rather than a static benchmark. We find that this adversarial process leads to the emergence of increasingly general strategies, including targeted self-replication, data bombing, and massive multithreading. Most intriguingly, it reveals a form of convergent evolution. Different code implementations settle into similar high performing behaviors, mirroring how biological agents independently evolve similar traits to solve the same problems. I think this work positions Core War as a sandbox for studying Red Queen dynamics in artificial systems. It offers a safe controlled environment for analyzing how AI agents might evolve in real world adversarial settings such as cybersecurity. By simulating these adversarial dynamics in an isolated sandbox, we offer a glimpse into the future where deployed LLM systems may start competing against one another for limited resources in the real world.
0:33

Survival of the fittest code. Core War (1984) is a game where programs must crash their opponents to survive. Warriors written in an assembly language called Redcode fight for control of a virtual machine. Our new paper: Digital Red Queen: Adversarial Program Evolution in Core War with LLMs, explores what happens when LLMs drive an adversarial evolutionary arms race in this domain. We task LLMs to write Warrior programs in Redcode that must out-compete a virtual world full of such programs. Core War is a Turing-complete environment where code and data share the same address space, which leads to some very chaotic self-modifying code dynamics. This approach is inspired by the Red Queen hypothesis in evolutionary biology: the principle that species must continually adapt and evolve simply to survive against ever changing competitors. In our work, programs continuously adapt to defeat a growing history of opponents rather than a static benchmark. We find that this adversarial process leads to the emergence of increasingly general strategies, including targeted self-replication, data bombing, and massive multithreading. Most intriguingly, it reveals a form of convergent evolution. Different code implementations settle into similar high performing behaviors, mirroring how biological agents independently evolve similar traits to solve the same problems. I think this work positions Core War as a sandbox for studying Red Queen dynamics in artificial systems. It offers a safe controlled environment for analyzing how AI agents might evolve in real world adversarial settings such as cybersecurity. By simulating these adversarial dynamics in an isolated sandbox, we offer a glimpse into the future where deployed LLM systems may start competing against one another for limited resources in the real world.

hardmaru

173,423 次观看 • 4 个月前

Convergent evolution is when unrelated species evolve similar traits to adapt to similar environments. Dragonflies and birds both developed wings for flight, yet share no close relative and have completely different wing structures.
0:38

Convergent evolution is when unrelated species evolve similar traits to adapt to similar environments. Dragonflies and birds both developed wings for flight, yet share no close relative and have completely different wing structures.

Colossal Biosciences®

227,570 次观看 • 5 个月前

*New Paper on AI & Democracy* Imagine two approaches to democracy. The one we have today, where citizens choose a professional politician to represent them and others. Or an augmented form of democracy, where each citizen controls a personalized AI that helps them participate in thousands of nuanced decisions. This second approach is the idea of Augmented Democracy I introduced six years ago at TED. In our latest paper we explore a simplified version of Augmented Democracy by combining off-the-shelf LLMs, such as ChatGPT, with data collected using a collaborative government program builder. This was an online game where people build a personalized government program using proposals extracted from the programs of the candidates of the 2022 presidential election in Brazil. So how accurate are these augmented forms of democracy? Imagine a user who gave us 40 answers. We can use the first 20 to fine-tune a model that we can test using the 20 answers the model didn’t see. We can then compare the accuracy of these predictions with the ones obtained by a “bundle” rule, which assumes that users that self-reported to be from the left or right always chose the proposals from the candidate that shares their political identity. This showed us that LLMs were more accurate at predicting policy preferences than the bundle rule, meaning that the preferences captured in the participation data were more nuanced than a left-right axis, and that the LLMs can capture some of that nuance. Also, the LLMs can choose among policies coming from the same candidate, which is something that we cannot do using a bundle rule. But can these LLMs help us complete the aggregate preferences of the population? Direct or unbundled forms of participation can result in incomplete data when people answer only a fraction of all questions. In our paper, we simulate this incompleteness by sampling the full dataset. We ask how close we can get to the full dataset by using a random sample, or a random sample augmented by predictions made by these LLMs. Overall, we find that LLM-augmented data gets much closer to the full dataset than a pure random sample. These results do not mean that augmented democracy technology is ready, but they means we are in a much better place to continue exploring this idea than six years ago. This paper was a collaborative effort with Jairo Gudino, PhD student at CCL at the University of Toulouse Capitole and Umberto Grandi from IRIT also at the University of Toulouse Capitole. We hope you find these results insightful!
2:16

*New Paper on AI & Democracy* Imagine two approaches to democracy. The one we have today, where citizens choose a professional politician to represent them and others. Or an augmented form of democracy, where each citizen controls a personalized AI that helps them participate in thousands of nuanced decisions. This second approach is the idea of Augmented Democracy I introduced six years ago at TED. In our latest paper we explore a simplified version of Augmented Democracy by combining off-the-shelf LLMs, such as ChatGPT, with data collected using a collaborative government program builder. This was an online game where people build a personalized government program using proposals extracted from the programs of the candidates of the 2022 presidential election in Brazil. So how accurate are these augmented forms of democracy? Imagine a user who gave us 40 answers. We can use the first 20 to fine-tune a model that we can test using the 20 answers the model didn’t see. We can then compare the accuracy of these predictions with the ones obtained by a “bundle” rule, which assumes that users that self-reported to be from the left or right always chose the proposals from the candidate that shares their political identity. This showed us that LLMs were more accurate at predicting policy preferences than the bundle rule, meaning that the preferences captured in the participation data were more nuanced than a left-right axis, and that the LLMs can capture some of that nuance. Also, the LLMs can choose among policies coming from the same candidate, which is something that we cannot do using a bundle rule. But can these LLMs help us complete the aggregate preferences of the population? Direct or unbundled forms of participation can result in incomplete data when people answer only a fraction of all questions. In our paper, we simulate this incompleteness by sampling the full dataset. We ask how close we can get to the full dataset by using a random sample, or a random sample augmented by predictions made by these LLMs. Overall, we find that LLM-augmented data gets much closer to the full dataset than a pure random sample. These results do not mean that augmented democracy technology is ready, but they means we are in a much better place to continue exploring this idea than six years ago. This paper was a collaborative effort with Jairo Gudino, PhD student at CCL at the University of Toulouse Capitole and Umberto Grandi from IRIT also at the University of Toulouse Capitole. We hope you find these results insightful!

César A. Hidalgo

26,912 次观看 • 1 年前

ZELENSKYY: Today, on May 8, when most of the world remembers and honors the warriors of World War II — those who defeated Nazis — today’s Russian Nazis continuing their war and still trying to restore the same insane order that was defeated in World War II. It is in forests like these, on lands like these — in Dnipro region, in Donbas, in Kharkiv, Sumy, and Chernihiv regions — that previous generations of Ukrainians fought against occupier in World War II. And now, here, our Ukrainian heroes defending the lives of our people and their right to live — defending from this Russian occupier, who so closely resembles the one from 20th century. We will definitely defend Ukraine’s life and our independence. There is no doubt about that.
1:10

ZELENSKYY: Today, on May 8, when most of the world remembers and honors the warriors of World War II — those who defeated Nazis — today’s Russian Nazis continuing their war and still trying to restore the same insane order that was defeated in World War II. It is in forests like these, on lands like these — in Dnipro region, in Donbas, in Kharkiv, Sumy, and Chernihiv regions — that previous generations of Ukrainians fought against occupier in World War II. And now, here, our Ukrainian heroes defending the lives of our people and their right to live — defending from this Russian occupier, who so closely resembles the one from 20th century. We will definitely defend Ukraine’s life and our independence. There is no doubt about that.

Kate from Kharkiv

50,776 次观看 • 27 天前

.David Deutsch: "Conventional pessimism is right that civilization has no guaranteed future, nor does our species. The overwhelming majority of civilizations and species that have ever existed are now extinct, including significantly every one of our cousin species, every species that has ever tried to survive by creating knowledge that was not in their genome. New explanatory knowledge, how to make clothes and fire and farming and to live the new ways of life that that enabled. That is our biological niche to survive through the exercise of creativity and we are the last species left in that niche. For such species, stasis is not available. We conquer problems by creating knowledge or they conquer us."
1:03

.David Deutsch: "Conventional pessimism is right that civilization has no guaranteed future, nor does our species. The overwhelming majority of civilizations and species that have ever existed are now extinct, including significantly every one of our cousin species, every species that has ever tried to survive by creating knowledge that was not in their genome. New explanatory knowledge, how to make clothes and fire and farming and to live the new ways of life that that enabled. That is our biological niche to survive through the exercise of creativity and we are the last species left in that niche. For such species, stasis is not available. We conquer problems by creating knowledge or they conquer us."

Deutsch Explains

14,422 次观看 • 7 个月前

3D Object Tracking without Training Data? In our nature Machine Intelligence paper ( we recast 3D tracking as an inverse neural rendering task where we fit a scene graph to an image that best explains this image. The method generalizes to completely unseen datasets and is explainable. Project and Code: Fun collaboration between Princeton Computer Science and Torc Robotics, with Julian Ost and Tanushree Banerjee leading this project.
0:35

3D Object Tracking without Training Data? In our nature Machine Intelligence paper ( we recast 3D tracking as an inverse neural rendering task where we fit a scene graph to an image that best explains this image. The method generalizes to completely unseen datasets and is explainable. Project and Code: Fun collaboration between Princeton Computer Science and Torc Robotics, with Julian Ost and Tanushree Banerjee leading this project.

Felix Heide

27,858 次观看 • 9 个月前

Today, war has become an unfortunate necessity for us in response to a certain situation. However, as a Nation and as a People we must always keep this quality about us that we are not ruled by hatred and we never take pleasure in violence towards anyone for any reason. At the same time, we have a duty and a Responsibility toward our own people to address certain situations and that is what the Nation is doing. This is not a war of hate but one of necessity. Let it remain so. -Sg
2:22

Today, war has become an unfortunate necessity for us in response to a certain situation. However, as a Nation and as a People we must always keep this quality about us that we are not ruled by hatred and we never take pleasure in violence towards anyone for any reason. At the same time, we have a duty and a Responsibility toward our own people to address certain situations and that is what the Nation is doing. This is not a war of hate but one of necessity. Let it remain so. -Sg

Sadhguru

76,214 次观看 • 1 年前

Today is the day of many talks and consultations with our partners. Everyone understands who must take steps to end this war. This is Russia's war, Russia's aggression, and it is Russia that must agree to a ceasefire and engage in real diplomacy that can guarantee peace. Ukraine has unequivocal support, and I am grateful to all partners for that. Everyone agrees that Russia's war against Ukraine is a war in Europe and against Europe. That's why Europe's voice must carry weight in the processes. We are planning certain meetings on the continent. Everyone knows for sure that in Russia, all key decisions are made by one person. And that this person fears U.S. sanctions. And that it is just that Ukraine be a participant in the negotiations. So the format of leaders’ meetings is, in particular, a trilateral format. We discussed this in detail yesterday: several bilateral formats and a trilateral one. I’m grateful to President Trump for his openness to seeking truly effective solutions. Here in Ukraine, we are confident that this war can be ended with a lasting peace. But every step must be carefully considered to hit the mark.
3:39

Today is the day of many talks and consultations with our partners. Everyone understands who must take steps to end this war. This is Russia's war, Russia's aggression, and it is Russia that must agree to a ceasefire and engage in real diplomacy that can guarantee peace. Ukraine has unequivocal support, and I am grateful to all partners for that. Everyone agrees that Russia's war against Ukraine is a war in Europe and against Europe. That's why Europe's voice must carry weight in the processes. We are planning certain meetings on the continent. Everyone knows for sure that in Russia, all key decisions are made by one person. And that this person fears U.S. sanctions. And that it is just that Ukraine be a participant in the negotiations. So the format of leaders’ meetings is, in particular, a trilateral format. We discussed this in detail yesterday: several bilateral formats and a trilateral one. I’m grateful to President Trump for his openness to seeking truly effective solutions. Here in Ukraine, we are confident that this war can be ended with a lasting peace. But every step must be carefully considered to hit the mark.

Volodymyr Zelenskyy / Володимир Зеленський

244,456 次观看 • 10 个月前

Can LLMs invent better ways to train LLMs? At Sakana AI, we’re pioneering AI-driven methods to automate AI research and discovery. We’re excited to release DiscoPOP: a new SOTA preference optimization algorithm that was discovered and written by an LLM! Our method leverages LLMs to propose and implement new preference optimization algorithms. We then train models with those algorithms and evaluate their performance, providing feedback to the LLM. By repeating this process for multiple generations in an evolutionary loop, the LLM discovers many highly-performant and novel preference optimization objectives! Paper: GitHub: Model: We proudly collaborated with the University of Oxford (Foerster Lab for AI Research) and Cambridge University (Mihaela van der Schaar) on this groundbreaking project. Looking ahead, we envision a future where AI-driven research reduces the need for extensive human intervention and computational resources. This will accelerate scientific discoveries and innovation, pushing the boundaries of what AI can achieve.
0:22

Can LLMs invent better ways to train LLMs? At Sakana AI, we’re pioneering AI-driven methods to automate AI research and discovery. We’re excited to release DiscoPOP: a new SOTA preference optimization algorithm that was discovered and written by an LLM! Our method leverages LLMs to propose and implement new preference optimization algorithms. We then train models with those algorithms and evaluate their performance, providing feedback to the LLM. By repeating this process for multiple generations in an evolutionary loop, the LLM discovers many highly-performant and novel preference optimization objectives! Paper: GitHub: Model: We proudly collaborated with the University of Oxford (Foerster Lab for AI Research) and Cambridge University (Mihaela van der Schaar) on this groundbreaking project. Looking ahead, we envision a future where AI-driven research reduces the need for extensive human intervention and computational resources. This will accelerate scientific discoveries and innovation, pushing the boundaries of what AI can achieve.

Sakana AI

555,782 次观看 • 2 年前

I have signed another Ukrainian sanctions package, targeting in particular entities in Belarus. This is a signal to many of our partners about where pressure should be applied to reduce the scale and intensity of this war. Belarus must not be drawn into this war. There must be no operations against other European countries. And Russia’s war against Ukraine must end in a dignified peace.
5:20

I have signed another Ukrainian sanctions package, targeting in particular entities in Belarus. This is a signal to many of our partners about where pressure should be applied to reduce the scale and intensity of this war. Belarus must not be drawn into this war. There must be no operations against other European countries. And Russia’s war against Ukraine must end in a dignified peace.

Volodymyr Zelenskyy / Володимир Зеленський

258,860 次观看 • 1 个月前

“Today’s LLMs are the ‘Mainframe Computers’ of our generation” I was on Bloomberg TV today discussing Sakana AI, and to share my view that today’s LLMs are our generation’s “Mainframe Computers”. We are still in the very early stages of AI, and it is inevitable, due to market competition and global innovation (especially from those innovating with resource constraints), that this technology will become a million times more efficient. There is a narrative established in Silicon Valley that AI is a “Winner Takes All” technology, and that scaling up existing models and consuming ever greater resources will require (and even justify) the largest investments of our generation, in order to “win” the AI race. In contrast, I believe that AI is not a “winner takes all” technology. LLMs will be commoditized, become vastly more efficient, and made widely available in all countries. Ultimately, there will be thousands, if not millions, of AI models used by everyone. Just like with the evolution of early clunky mainframe computers to modern computing, how we use AI today will look very different in a few years (or even a year from now), compared to today’s ‘clunky’ LLMs.
7:17

“Today’s LLMs are the ‘Mainframe Computers’ of our generation” I was on Bloomberg TV today discussing Sakana AI, and to share my view that today’s LLMs are our generation’s “Mainframe Computers”. We are still in the very early stages of AI, and it is inevitable, due to market competition and global innovation (especially from those innovating with resource constraints), that this technology will become a million times more efficient. There is a narrative established in Silicon Valley that AI is a “Winner Takes All” technology, and that scaling up existing models and consuming ever greater resources will require (and even justify) the largest investments of our generation, in order to “win” the AI race. In contrast, I believe that AI is not a “winner takes all” technology. LLMs will be commoditized, become vastly more efficient, and made widely available in all countries. Ultimately, there will be thousands, if not millions, of AI models used by everyone. Just like with the evolution of early clunky mainframe computers to modern computing, how we use AI today will look very different in a few years (or even a year from now), compared to today’s ‘clunky’ LLMs.

hardmaru

165,273 次观看 • 1 年前

I wish the church was taught more about the spiritual reality of our world, and the spiritual war that we are in. This world is in control of the evil one and there is evidence of our biblical history everywhere we look. It’s always fascinating to me getting a glimpse into that world by seeing the remnant of it.
4:05

I wish the church was taught more about the spiritual reality of our world, and the spiritual war that we are in. This world is in control of the evil one and there is evidence of our biblical history everywhere we look. It’s always fascinating to me getting a glimpse into that world by seeing the remnant of it.

Ashley Hays

38,263 次观看 • 8 个月前

Prime Minister Tusk at the Warsaw Security Forum: This [Russia-Ukraine] war is also our war. It is not a question of simple, obvious, and necessary solidarity with a country that has been attacked by an aggressor. This is a question of the security and the survival of the entire Western civilization. This is our war, because the war in Ukraine is only part of that ghastly project that reappears in the world from time to time. And the goal of that political project is always the same: how to enslave nations, how to take away the freedom of individual people, and what to do so that authoritarianism, despotism, cruelty, and the absence of human rights triumph. If we lose this war, the consequences will affect not only our generation but also future generations in Poland, throughout Europe, in the United States, everywhere in the world.
2:12

Prime Minister Tusk at the Warsaw Security Forum: This [Russia-Ukraine] war is also our war. It is not a question of simple, obvious, and necessary solidarity with a country that has been attacked by an aggressor. This is a question of the security and the survival of the entire Western civilization. This is our war, because the war in Ukraine is only part of that ghastly project that reappears in the world from time to time. And the goal of that political project is always the same: how to enslave nations, how to take away the freedom of individual people, and what to do so that authoritarianism, despotism, cruelty, and the absence of human rights triumph. If we lose this war, the consequences will affect not only our generation but also future generations in Poland, throughout Europe, in the United States, everywhere in the world.

Anton Gerashchenko

31,842 次观看 • 8 个月前

"This war must be ended, and russia must end it. russia started it and is dragging it out, ignoring any deadlines, and that is the problem, not anything else. The answer to the Ukrainian territorial issue is already in the Constitution of Ukraine. No one will retreat from this and no one can. Ukrainians will not give their land to the occupier. Ukraine is ready for real solutions that can bring peace. Any decisions against us, any decisions made without Ukraine, are simultaneously decisions against peace. They will bring nothing. These are dead decisions; they will never work. And we all need a real, living peace that people will respect. We are ready, together with President Trump, together with all partners, to work for a real and, most importantly, lasting peace—a peace that will not collapse because of Moscow's desires. I thank all our people for being together. Ukraine exists. I thank all our warriors for preserving independence. Stand firm. This is our land, we are Ukraine." Address by Volodymyr Zelensky on the morning of the 1263rd day of the war.
2:27

"This war must be ended, and russia must end it. russia started it and is dragging it out, ignoring any deadlines, and that is the problem, not anything else. The answer to the Ukrainian territorial issue is already in the Constitution of Ukraine. No one will retreat from this and no one can. Ukrainians will not give their land to the occupier. Ukraine is ready for real solutions that can bring peace. Any decisions against us, any decisions made without Ukraine, are simultaneously decisions against peace. They will bring nothing. These are dead decisions; they will never work. And we all need a real, living peace that people will respect. We are ready, together with President Trump, together with all partners, to work for a real and, most importantly, lasting peace—a peace that will not collapse because of Moscow's desires. I thank all our people for being together. Ukraine exists. I thank all our warriors for preserving independence. Stand firm. This is our land, we are Ukraine." Address by Volodymyr Zelensky on the morning of the 1263rd day of the war.

Jürgen Nauditt 🇩🇪🇺🇦

22,919 次观看 • 9 个月前

Newsom: "I fear that we will not have an election in 2028 -- I really mean that in the core of my soul -- unless we wake up to the code red, what's happening in this country, and we wake up soberly to how serious this moment is."
0:36

Newsom: "I fear that we will not have an election in 2028 -- I really mean that in the core of my soul -- unless we wake up to the code red, what's happening in this country, and we wake up soberly to how serious this moment is."

Aaron Rupar

783,748 次观看 • 8 个月前

This is a war of global significance. This is a war for our state's right to exist, as well as for everyone's right to life. This is a war for the dignity of our people and every nation seeking its own destiny. This is a war to prevent anyone from daring to become a beast toward others. And the bodies of our people, which were found on the streets of Bucha, demonstrated that no one in the world can stay away from this battle. Because it is here, in Ukraine, through the defense our people, our lives, and our state, that humanity is prevailing. To unleash such aggressions against others, Russia first destroyed its own morality and turned violence and hatred into its ideology. Such systems do not simply stop. They are brought to a stop by force. Unity stops them. Determination and an understanding of what they want to destroy is what stops them. I thank everyone in the world who really helps us. Glory to our strong people, our warriors! Glory to all those who defend humanity and life! Glory to Ukraine!
4:04

This is a war of global significance. This is a war for our state's right to exist, as well as for everyone's right to life. This is a war for the dignity of our people and every nation seeking its own destiny. This is a war to prevent anyone from daring to become a beast toward others. And the bodies of our people, which were found on the streets of Bucha, demonstrated that no one in the world can stay away from this battle. Because it is here, in Ukraine, through the defense our people, our lives, and our state, that humanity is prevailing. To unleash such aggressions against others, Russia first destroyed its own morality and turned violence and hatred into its ideology. Such systems do not simply stop. They are brought to a stop by force. Unity stops them. Determination and an understanding of what they want to destroy is what stops them. I thank everyone in the world who really helps us. Glory to our strong people, our warriors! Glory to all those who defend humanity and life! Glory to Ukraine!

Volodymyr Zelenskyy / Володимир Зеленський

463,120 次观看 • 2 年前

World Simulator, reimagined — now alive with humans, robots, and their vibrant society unfolding in 3D real-world geospatial scenes across the globe! 🚀 One day soon, humans and robots will co-exist in the same world. To prepare, we must address: 1️⃣ How can robots cooperate or compete intelligently? 2️⃣ How do humans build social bonds and communities? 3️⃣ How can both co-exist in an open, dynamic world? Announcing Virtual Community Project — a social-physical world simulator, where human characters and robotic agents can interact, grow, and co-evolve within open-world societies, stretching from London to New York, and beyond! Key features include: ✅ Unified multi-agent physics simulations for rich social + physical interactions of humans and robots ✅ Massive auto-generated 3D scenes grounded with the rea-world geospatial data ✅ Agent communities populated by robots and LLM-driven human characters with rich appearances, personalities, and social ties. 🌍 Enter our Virtual Community, an open world to study embodied AI at scale— one social-physical world model at a time! 🔗 Project: 💻 Code: Paper: 1/n
0:53

World Simulator, reimagined — now alive with humans, robots, and their vibrant society unfolding in 3D real-world geospatial scenes across the globe! 🚀 One day soon, humans and robots will co-exist in the same world. To prepare, we must address: 1️⃣ How can robots cooperate or compete intelligently? 2️⃣ How do humans build social bonds and communities? 3️⃣ How can both co-exist in an open, dynamic world? Announcing Virtual Community Project — a social-physical world simulator, where human characters and robotic agents can interact, grow, and co-evolve within open-world societies, stretching from London to New York, and beyond! Key features include: ✅ Unified multi-agent physics simulations for rich social + physical interactions of humans and robots ✅ Massive auto-generated 3D scenes grounded with the rea-world geospatial data ✅ Agent communities populated by robots and LLM-driven human characters with rich appearances, personalities, and social ties. 🌍 Enter our Virtual Community, an open world to study embodied AI at scale— one social-physical world model at a time! 🔗 Project: 💻 Code: Paper: 1/n

Chuang Gan

89,505 次观看 • 11 个月前

The Craziest Thing In The World Is That We Could End Poverty, But We Don’t Every species eventually hits an adapt-or-die juncture in its existence. This is ours. We must become a compassionate animal, or we will go the way of the dinosaur. Reading by Tim Foley.
4:54

The Craziest Thing In The World Is That We Could End Poverty, But We Don’t Every species eventually hits an adapt-or-die juncture in its existence. This is ours. We must become a compassionate animal, or we will go the way of the dinosaur. Reading by Tim Foley.

Caitlin Johnstone

20,703 次观看 • 6 个月前

🇺🇦 Zelensky: Today we celebrate the Day of the Armed Forces of Ukraine – an independent Ukraine, a Ukraine that knows how to defend itself, a Ukraine that stands in such a way that there is simply no one in the world who could afford to ignore us, our state. And even those in the world who still do not believe in Ukraine or simply do not know enough about Ukraine, are still forced to reckon with how Ukraine will react. Few states in the world have such weight. Even fewer could really stand against such Russian strikes, assaults, and meanness, from which Ukraine is actually defending itself every day and every night. We are deterring a full-scale Russian invasion. We have been holding back Russian murderers for almost four years of full-scale war – after years of hybrid war – we are keeping them behind the front line. Ukraine exists, and the fate of Ukraine really matters, and the world must reckon with this. And this is solely because we have you, Ukrainian warriors, Ukrainian soldiers, Ukrainian sergeants, Ukrainian officers, and everyone who works for our defense, everyone who provides the Armed Forces of Ukraine and all our Defense and Security Forces of Ukraine. I congratulate all of you, Ukrainian warriors, on the Day of the Armed Forces of Ukraine. I am proud of you, Ukrainian defenders, Ukrainian defenders. Glory to the Ukrainian warriors! Glory to the Armed Forces of Ukraine! Glory to Ukraine!
5:45

🇺🇦 Zelensky: Today we celebrate the Day of the Armed Forces of Ukraine – an independent Ukraine, a Ukraine that knows how to defend itself, a Ukraine that stands in such a way that there is simply no one in the world who could afford to ignore us, our state. And even those in the world who still do not believe in Ukraine or simply do not know enough about Ukraine, are still forced to reckon with how Ukraine will react. Few states in the world have such weight. Even fewer could really stand against such Russian strikes, assaults, and meanness, from which Ukraine is actually defending itself every day and every night. We are deterring a full-scale Russian invasion. We have been holding back Russian murderers for almost four years of full-scale war – after years of hybrid war – we are keeping them behind the front line. Ukraine exists, and the fate of Ukraine really matters, and the world must reckon with this. And this is solely because we have you, Ukrainian warriors, Ukrainian soldiers, Ukrainian sergeants, Ukrainian officers, and everyone who works for our defense, everyone who provides the Armed Forces of Ukraine and all our Defense and Security Forces of Ukraine. I congratulate all of you, Ukrainian warriors, on the Day of the Armed Forces of Ukraine. I am proud of you, Ukrainian defenders, Ukrainian defenders. Glory to the Ukrainian warriors! Glory to the Armed Forces of Ukraine! Glory to Ukraine!

MAKS 25 🇺🇦👀

62,134 次观看 • 6 个月前

Four years ago, Polymer began to solve the scalability challenges developers face when building across chains. These problems have evolved, and so have we. We’ve explored different paths, learned from every iteration, and today, we have the tools to do it right and pave a new path for interoperability. This is an inflection point of who we are and where we’re going. Our new logo and website are a return to first principles, a tribute to why we came here in the first place: to solve real problems, build openly, and empower growth without limits. To fortify the foundations, we must evolve—together. Let’s keep building a world where apps can scale freely and meaningfully.
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Four years ago, Polymer began to solve the scalability challenges developers face when building across chains. These problems have evolved, and so have we. We’ve explored different paths, learned from every iteration, and today, we have the tools to do it right and pave a new path for interoperability. This is an inflection point of who we are and where we’re going. Our new logo and website are a return to first principles, a tribute to why we came here in the first place: to solve real problems, build openly, and empower growth without limits. To fortify the foundations, we must evolve—together. Let’s keep building a world where apps can scale freely and meaningfully.

Polymer Labs 🛜

16,692 次观看 • 11 个月前