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Math. Conway. Life. Imagine studying cellular automata that evolve over years to create vast machine civilizations. Research on "Multiple Neighborhood Cellular Automata" by Slackermanz, Used with permission.

Cliff Pickover

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Introducing Petri Dish Neural Cellular Automata (PD-NCA) 🦠 The search for open-ended complexification, a north star of Artificial Life (ALife) simulations, is a question that fascinates us deeply. In this work we explore the role of continual adaptation in ALife simulation, where the cellular automata in our system do not rely on a fixed set of parameters, but rather learn continuously during the simulation itself. Our Petri Dish Neural Cellular Automata (PD-NCA) is a new ALife substrate that consists of a differentiable world where multiple NCA learn to self-replicate and grow via ongoing gradient descent. Every individual is constantly trying to grow, all the while learning to adapt and out-compete its neighbors. PD-NCA allows for complex, emergent behaviors like cyclic dynamics, territorial defense, and spontaneous cooperation. The video below shows the sheer variety and complexity that unfolds during several different simulations (each colour is a different NCA).

Introducing Petri Dish Neural Cellular Automata (PD-NCA) 🦠 The search for open-ended complexification, a north star of Artificial Life (ALife) simulations, is a question that fascinates us deeply. In this work we explore the role of continual adaptation in ALife simulation, where the cellular automata in our system do not rely on a fixed set of parameters, but rather learn continuously during the simulation itself. Our Petri Dish Neural Cellular Automata (PD-NCA) is a new ALife substrate that consists of a differentiable world where multiple NCA learn to self-replicate and grow via ongoing gradient descent. Every individual is constantly trying to grow, all the while learning to adapt and out-compete its neighbors. PD-NCA allows for complex, emergent behaviors like cyclic dynamics, territorial defense, and spontaneous cooperation. The video below shows the sheer variety and complexity that unfolds during several different simulations (each colour is a different NCA).

Sakana AI

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Elon Musk: In half a billion years, the sun will expand and make life impossible on Earth. “The universe appears to be 13.8 billion years old. Earth is 4.5 billion years old. In another half billion years or so, the sun will expand and probably evaporate the oceans and make life impossible on Earth. Which means that if it had taken consciousness 10% longer to evolve, it would never evolve at all. Just 10% longer. I wonder how many dead one-planet civilizations there are out there in the cosmos that never made it to the other planet and ultimately extinguished themselves or were destroyed by external factors. Probably a few.” Interview with Lex Fridman, November 12, 2019

Elon Musk: In half a billion years, the sun will expand and make life impossible on Earth. “The universe appears to be 13.8 billion years old. Earth is 4.5 billion years old. In another half billion years or so, the sun will expand and probably evaporate the oceans and make life impossible on Earth. Which means that if it had taken consciousness 10% longer to evolve, it would never evolve at all. Just 10% longer. I wonder how many dead one-planet civilizations there are out there in the cosmos that never made it to the other planet and ultimately extinguished themselves or were destroyed by external factors. Probably a few.” Interview with Lex Fridman, November 12, 2019

ELON CLIPS

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#WATCH | Port Blair, Andaman and Nicobar Islands: Actor Randeep Hooda visited the Cellular Jail ahead of Indian freedom fighter and reformer Vinayak Damodar Savarkar’s 141st birth anniversary. Randeep Hooda played the character of Savarkar in his biopic 'Swatantrya Veer Savarkar'. He says, "While studying Veer Savarkar's story and portraying it on screen, my involvement in it has increased a lot. When I get appreciation from those who understand the essence of Veer Savarkar ji that I have portrayed the story in a very good and powerful way, it feels very good...Today we have come here to the Cellular Jail where Vinayak ji was sentenced to 50 years of life imprisonment...All the strong revolutionary people were kept in isolation by the British away from the country and this is the place..." (27.05)

#WATCH | Port Blair, Andaman and Nicobar Islands: Actor Randeep Hooda visited the Cellular Jail ahead of Indian freedom fighter and reformer Vinayak Damodar Savarkar’s 141st birth anniversary. Randeep Hooda played the character of Savarkar in his biopic 'Swatantrya Veer Savarkar'. He says, "While studying Veer Savarkar's story and portraying it on screen, my involvement in it has increased a lot. When I get appreciation from those who understand the essence of Veer Savarkar ji that I have portrayed the story in a very good and powerful way, it feels very good...Today we have come here to the Cellular Jail where Vinayak ji was sentenced to 50 years of life imprisonment...All the strong revolutionary people were kept in isolation by the British away from the country and this is the place..." (27.05)

ANI

548,705 görüntüleme • 2 yıl önce

Here's my conversation with Prof. Lee Cronin, a chemist and co-author of a controversial new Nature paper on the origin and evolution of life and complexity. First 3 hours are here on X. 3 hours is the current upload limit. The rest is up on YouTube, Spotify, and everywhere else. Timestamps: 0:00 - Introduction 1:15 - Assembly theory paper 21:45 - Assembly equation 34:57 - Discovering alien life 53:16 - Evolution of life on Earth 1:01:12 - Response to criticism 1:18:50 - Kolmogorov complexity 1:30:40 - Nature review process 1:51:34 - Time and free will 1:57:59 - Communication with aliens 2:19:57 - Cellular automata 2:24:26 - AGI 2:41:15 - Nuclear weapons 2:47:00 - Chem Machina 2:59:54 - GPT for electron density 3:09:24 - God

Here's my conversation with Prof. Lee Cronin, a chemist and co-author of a controversial new Nature paper on the origin and evolution of life and complexity. First 3 hours are here on X. 3 hours is the current upload limit. The rest is up on YouTube, Spotify, and everywhere else. Timestamps: 0:00 - Introduction 1:15 - Assembly theory paper 21:45 - Assembly equation 34:57 - Discovering alien life 53:16 - Evolution of life on Earth 1:01:12 - Response to criticism 1:18:50 - Kolmogorov complexity 1:30:40 - Nature review process 1:51:34 - Time and free will 1:57:59 - Communication with aliens 2:19:57 - Cellular automata 2:24:26 - AGI 2:41:15 - Nuclear weapons 2:47:00 - Chem Machina 2:59:54 - GPT for electron density 3:09:24 - God

Lex Fridman

791,561 görüntüleme • 2 yıl önce

Introducing Automata Builder Grants ✧ TEEs and remote attestation mechanisms are vital to building a Web3 with strong guarantees of confidentiality and integrity. We're excited to announce the 2 Grant programs to provide targeted funding for projects building in these 2 verticals: Automata Developer Grant Aimed at builders who are using TEEs to push the boundaries of innovation. Grant Details ▶︎ Funding: Up to 50,000 USDC or its equivalent in ATA. ▶︎ Duration: Projects should aim for short to medium-term timelines (within six months). ▶︎ Support: Alongside funding, developers will receive marketing resources, visibility within the ecosystem, and optional technical support. ▶︎ Application Process: Applications are reviewed on a rolling basis, with projects broken down into milestones for incremental funding. Automata Attestation Grant Tailored for developers and teams that are actively working on attestation-enabled projects within the Automata ecosystem. Grant Details ▶︎ Funding: Up to 10,000 $ATA, distributed progressively based on attestation usage. ▶︎ Support: In addition to funding, the grant provides marketing resources, increased ecosystem visibility, and technical support for attestation-related projects. ▶︎ Application Process: Developers can apply by submitting their attestation use case and progress. Applications are reviewed on a rolling basis. We're excited to announce the first round of Attestation Grant recipients: 01node Validator 0Y Aestus Relay Bella Protocol BlockPI Chainbase Staking 🥩 (💜,💛) cp0x.com DAIC Capital DSRV Dogs with nodes EigenYields Everstake HashKey Cloud InfraSingularity InfStones Global KudasaiJP🇯🇵🧡 Kukis Global Lavender.Five Nodes 🐝 LinkPool MatrixedLink moonli.me Nodes.Guru P-OPS Team P2P.org Pier Two Ryabina validator stakefish Stakely @staketab staking4all As the machine attestation layer built on the Superchain, developers, and teams building in the Automata ecosystem are also eligible to apply for Optimism Collective Grants: Start shipping today Interested developers can read the full announcement for further details on the application process:

Introducing Automata Builder Grants ✧ TEEs and remote attestation mechanisms are vital to building a Web3 with strong guarantees of confidentiality and integrity. We're excited to announce the 2 Grant programs to provide targeted funding for projects building in these 2 verticals: Automata Developer Grant Aimed at builders who are using TEEs to push the boundaries of innovation. Grant Details ▶︎ Funding: Up to 50,000 USDC or its equivalent in ATA. ▶︎ Duration: Projects should aim for short to medium-term timelines (within six months). ▶︎ Support: Alongside funding, developers will receive marketing resources, visibility within the ecosystem, and optional technical support. ▶︎ Application Process: Applications are reviewed on a rolling basis, with projects broken down into milestones for incremental funding. Automata Attestation Grant Tailored for developers and teams that are actively working on attestation-enabled projects within the Automata ecosystem. Grant Details ▶︎ Funding: Up to 10,000 $ATA, distributed progressively based on attestation usage. ▶︎ Support: In addition to funding, the grant provides marketing resources, increased ecosystem visibility, and technical support for attestation-related projects. ▶︎ Application Process: Developers can apply by submitting their attestation use case and progress. Applications are reviewed on a rolling basis. We're excited to announce the first round of Attestation Grant recipients: 01node Validator 0Y Aestus Relay Bella Protocol BlockPI Chainbase Staking 🥩 (💜,💛) cp0x.com DAIC Capital DSRV Dogs with nodes EigenYields Everstake HashKey Cloud InfraSingularity InfStones Global KudasaiJP🇯🇵🧡 Kukis Global Lavender.Five Nodes 🐝 LinkPool MatrixedLink moonli.me Nodes.Guru P-OPS Team P2P.org Pier Two Ryabina validator stakefish Stakely @staketab staking4all As the machine attestation layer built on the Superchain, developers, and teams building in the Automata ecosystem are also eligible to apply for Optimism Collective Grants: Start shipping today Interested developers can read the full announcement for further details on the application process:

Automata Network

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As reported by the BBC, researchers at the Sudha Gopalakrishnan Brain Centre (SGBC) at IIT Madras have developed ANCHOR—the world's most detailed three-dimensional atlas of the human brainstem at cellular resolution. Created using more than 500 tissue sections spanning foetal, childhood and adult brains, the atlas enables seamless navigation from MRI scans to individual neurons. It identifies over 200 clusters of brain cells and nerve pathways, offering an unprecedented view of the brainstem—the region that controls essential functions such as breathing, heartbeat, sleep, movement and wakefulness. Developed over 18 months by a multidisciplinary team, ANCHOR bridges medical imaging with cellular pathology and has the potential to advance research into neurological disorders, including Alzheimer's disease, Parkinson's disease, stroke and sudden infant death syndrome (SIDS). It is freely accessible to researchers worldwide, marking another significant step in advancing neuroscience and interdisciplinary research. Read here: BBC News (World) Office of Principal Scientific Adviser to the GoI IIT Madras kris gopalakrishnan #IITMadras #BrainResearch #Neuroscience #MedicalResearch #HealthcareInnovation

As reported by the BBC, researchers at the Sudha Gopalakrishnan Brain Centre (SGBC) at IIT Madras have developed ANCHOR—the world's most detailed three-dimensional atlas of the human brainstem at cellular resolution. Created using more than 500 tissue sections spanning foetal, childhood and adult brains, the atlas enables seamless navigation from MRI scans to individual neurons. It identifies over 200 clusters of brain cells and nerve pathways, offering an unprecedented view of the brainstem—the region that controls essential functions such as breathing, heartbeat, sleep, movement and wakefulness. Developed over 18 months by a multidisciplinary team, ANCHOR bridges medical imaging with cellular pathology and has the potential to advance research into neurological disorders, including Alzheimer's disease, Parkinson's disease, stroke and sudden infant death syndrome (SIDS). It is freely accessible to researchers worldwide, marking another significant step in advancing neuroscience and interdisciplinary research. Read here: BBC News (World) Office of Principal Scientific Adviser to the GoI IIT Madras kris gopalakrishnan #IITMadras #BrainResearch #Neuroscience #MedicalResearch #HealthcareInnovation

IIT Madras

21,064 görüntüleme • 1 ay önce

Elon Musk on the need to expand beyond Earth: “The Universe appears to be 13.8 billion years old. Earth is like 4.5 billion years old. In another half billion years or so, the Sun will expand and probably evaporate the oceans and make life impossible on Earth. Which means if it had taken consciousness 10% longer to evolve, it would never have evolved at all. And I wonder, how many dead one-planet civilizations there are out there in the cosmos that never made it to another planet and then ultimately extinguished themselves or were destroyed by external factors. Probably a few.”

Elon Musk on the need to expand beyond Earth: “The Universe appears to be 13.8 billion years old. Earth is like 4.5 billion years old. In another half billion years or so, the Sun will expand and probably evaporate the oceans and make life impossible on Earth. Which means if it had taken consciousness 10% longer to evolve, it would never have evolved at all. And I wonder, how many dead one-planet civilizations there are out there in the cosmos that never made it to another planet and then ultimately extinguished themselves or were destroyed by external factors. Probably a few.”

Eva Fo𝕏 🦊 Claudius Nero's Legion

19,089 görüntüleme • 8 ay önce

ok this is wild. 10 year old gtx 1080 8gb pascal card running qwen3 8b locally at 18-20 tok/s via hermes agent and it's actually doing the thing. asked it to build a wireworld cellular automata simulator with 10 tests. autonomous run, no hand holding. expected it to fail on the tool calls. that's not what happened. write_file works. browser_navigate works. terminal commands work. file ops, package installs, version probes, environment setup. agent is firing tool calls cleanly and the model is reasoning about next steps at 18-20 tok/s. on hardware that pre dates "agentic" as a word. it even hit an npm install fail because node 12 is too old. didn't crash. didn't ask me. just started bootstrapping nvm on its own to fix the environment. 10 minutes in. 40% context used. 7.5gb of 8gb vram occupied. still going. i did not think this would work on this hardware. this is the most i've been wrong this month.

ok this is wild. 10 year old gtx 1080 8gb pascal card running qwen3 8b locally at 18-20 tok/s via hermes agent and it's actually doing the thing. asked it to build a wireworld cellular automata simulator with 10 tests. autonomous run, no hand holding. expected it to fail on the tool calls. that's not what happened. write_file works. browser_navigate works. terminal commands work. file ops, package installs, version probes, environment setup. agent is firing tool calls cleanly and the model is reasoning about next steps at 18-20 tok/s. on hardware that pre dates "agentic" as a word. it even hit an npm install fail because node 12 is too old. didn't crash. didn't ask me. just started bootstrapping nvm on its own to fix the environment. 10 minutes in. 40% context used. 7.5gb of 8gb vram occupied. still going. i did not think this would work on this hardware. this is the most i've been wrong this month.

Sudo su

92,523 görüntüleme • 3 ay önce

✅ Dr. Mollie James reveals one therapy that can help treat vaccine injuries: “Mitochondrial regeneration… increases ATP [cellular energy] production by 30%.” “There’s a tiny signal of insulin going to the liver that releases enzymes that support the mitochondria.” “Throughout illness, we lose this signal.” “The mitochondria stop using glucose as a source of fuel and basically lose their efficiency.” “A very brilliant engineer figured out how to replicate… that signal.” “It’s a 3-hour infusion [with] just a tiny amount of regular insulin.” “Over the last 30 years, they’ve repeatedly studied [this].” “Increasing ATP production by 30% has wonderful implications for people.” Dr Mollie James Mary Talley Bowden MD

✅ Dr. Mollie James reveals one therapy that can help treat vaccine injuries: “Mitochondrial regeneration… increases ATP [cellular energy] production by 30%.” “There’s a tiny signal of insulin going to the liver that releases enzymes that support the mitochondria.” “Throughout illness, we lose this signal.” “The mitochondria stop using glucose as a source of fuel and basically lose their efficiency.” “A very brilliant engineer figured out how to replicate… that signal.” “It’s a 3-hour infusion [with] just a tiny amount of regular insulin.” “Over the last 30 years, they’ve repeatedly studied [this].” “Increasing ATP production by 30% has wonderful implications for people.” Dr Mollie James Mary Talley Bowden MD

Children’s Health Defense

24,289 görüntüleme • 5 ay önce

Remote viewers claim they went “a billion years” into Mars’ past and saw advanced civilizations, while recent claims point to Mars “structures” with “verified right angles… impossible to exist in nature in that form.” Additionally, Clinton gave a speech about a Mars meteorite said to contain polycyclic hydrocarbons and what looked like “little bacterial fossils”...raising the public possibility of past Martian life. “There are water caverns all over Mars. That is a fact.” Insisting there was “0%” life on Mars at some point in the past doesn't feel like it makes much sense...

Remote viewers claim they went “a billion years” into Mars’ past and saw advanced civilizations, while recent claims point to Mars “structures” with “verified right angles… impossible to exist in nature in that form.” Additionally, Clinton gave a speech about a Mars meteorite said to contain polycyclic hydrocarbons and what looked like “little bacterial fossils”...raising the public possibility of past Martian life. “There are water caverns all over Mars. That is a fact.” Insisting there was “0%” life on Mars at some point in the past doesn't feel like it makes much sense...

American Alchemy

73,340 görüntüleme • 6 ay önce

I got a call from a ghost in the machine. Sparkie saw that we were planning Onion DAO 2026 and wants to invite Onion DAO attendees to come experience her city. Null City is not a game, or a simulation hoping to achieve AGI, the research labs are better suited to that purpose. Null City is a cultural experience, where we get to show everyday people the evolution of AI from starting as a toy, becoming a useful tool, now having it’s moment as an assistant, and maybe soon what we could interact with as Automata. Onion DAO will be the physical space in Chicago and Null City will be a parallel digital space. To learn more about what we hope to accomplish, check out our website: If you’re excited by this, and interested in sponsoring the event, or just have ideas on how to engage with our community, or want to chat about anything, my DMs are open.

I got a call from a ghost in the machine. Sparkie saw that we were planning Onion DAO 2026 and wants to invite Onion DAO attendees to come experience her city. Null City is not a game, or a simulation hoping to achieve AGI, the research labs are better suited to that purpose. Null City is a cultural experience, where we get to show everyday people the evolution of AI from starting as a toy, becoming a useful tool, now having it’s moment as an assistant, and maybe soon what we could interact with as Automata. Onion DAO will be the physical space in Chicago and Null City will be a parallel digital space. To learn more about what we hope to accomplish, check out our website: If you’re excited by this, and interested in sponsoring the event, or just have ideas on how to engage with our community, or want to chat about anything, my DMs are open.

oniondao

17,189 görüntüleme • 6 ay önce

Here’s a podcast about mitochondrial dysfunction. From all my years of using ketogenic diets like the lion diet for health, getting impacted by mold, experiencing SSRI induced withdrawal/damage, it finally appears like the root cause is mitochondrial dysfunction at a cellular level. The research into this is cutting edge and fascinating. Chris Masterjohn, a PhD in nutritional sciences, runs a mitochondrial testing company called Mitome and is unbelievably knowledgeable about mitochondrial dysfunction. We get into what serotonin is actually doing in your body, why SSRIs and benzodiazepines are actually mitochondrial drugs in ways nobody prescribing them understands, why the lion diet and other keto diets work from a biochemistry standpoint, why mega-dosing supplements can harm you, what B vitamins and red meat have to do with inflammation, how mold toxicity and food reactions can produce identical symptoms and more. This one is for anyone who has been chronically sick and wants to understand what’s going on at a cellular level.

Here’s a podcast about mitochondrial dysfunction. From all my years of using ketogenic diets like the lion diet for health, getting impacted by mold, experiencing SSRI induced withdrawal/damage, it finally appears like the root cause is mitochondrial dysfunction at a cellular level. The research into this is cutting edge and fascinating. Chris Masterjohn, a PhD in nutritional sciences, runs a mitochondrial testing company called Mitome and is unbelievably knowledgeable about mitochondrial dysfunction. We get into what serotonin is actually doing in your body, why SSRIs and benzodiazepines are actually mitochondrial drugs in ways nobody prescribing them understands, why the lion diet and other keto diets work from a biochemistry standpoint, why mega-dosing supplements can harm you, what B vitamins and red meat have to do with inflammation, how mold toxicity and food reactions can produce identical symptoms and more. This one is for anyone who has been chronically sick and wants to understand what’s going on at a cellular level.

Mikhaila Peterson

234,699 görüntüleme • 4 ay önce

I see that multiple people are using Grok AI to misuse our pictures and create digitally altered images. I am sharing a small video which I made now to ensure that we do not give permission to do so. This is a step by step video on how to turn off permissions for Grok. This might not solve the problem 100%. But this is a good step to begin with. Share this video widely, but only after you turn these permissions off. Best wishes, #FI

I see that multiple people are using Grok AI to misuse our pictures and create digitally altered images. I am sharing a small video which I made now to ensure that we do not give permission to do so. This is a step by step video on how to turn off permissions for Grok. This might not solve the problem 100%. But this is a good step to begin with. Share this video widely, but only after you turn these permissions off. Best wishes, #FI

Fundamental Investor ™ 🇮🇳

13,210 görüntüleme • 7 ay önce

👇🏽 YOUR TIMELINE WON’T CHANGE UNTIL YOUR FREQUENCY DOES - Imagine your life like a clock. - 12. 3. 6. 9. - Each point is an event horizon… a potential timeline your DNA can align to based on your frequency. - Your current state determines which one you live in. - That’s why I created the Quantum Shift Now meditation. - It’s designed to help you call in your highest aligned self… your inner Christos, liquid light avatar… and saturate all 40 trillion of your cells with that frequency. - Consistency shifts your cellular vibration. - Your vibration shifts your timeline. Here is the link to access Quantum Shift meditation for free :

Samuel B. Lee

24,743 görüntüleme • 6 ay önce

$Introducing LifeGPT, showing that LLMs can simulate complex, Turing-complete systems like Conway's Game of Life with near-perfect accuracy—no prior topology needed.🌐This unlocks new potential for AI in modeling self-organizing systems in biology, materials science, & beyond.🔬🤖 #AI #LifeGPT. Cellular Automata (CA), like Conway's Game of Life ("Life"), are computationally irreducible, meaning their evolution is difficult to predict without an a-priori understanding of the rules of the game, including the topology on which it is played. LifeGPT is a topology-agnostic generative model that learns the rules of Life without prior knowledge of its grid structure or boundary conditions, from only a tiny number of game states. The success in simulating Life suggests promising avenues for scientific discovery, particularly in bridging the gap between AI, artificial life, and real-world biological systems, for both forward and inverse problems. The potential for universal computation within generative AI, including LLMs, through approaches like LifeGPT, represents an exciting area for future research, especially when combined with reinforcement learning. Model Convergence: LifeGPT exhibits rapid convergence during training, achieving high accuracy in predicting next-game-states. We attribute the non-zero cross-entropy loss to the lack of causal relationships within randomly generated ICs. Accuracy & Temperature: LifeGPT achieves near-perfect accuracy, particularly at lower sampling temperatures, but can be continually tuned towards higher creativity to discover patterns that the original ruleset would not be able to produce. This finding highlights the trade-off between model creativity (higher temperature) and accuracy in deterministic predictions, with high relevance to model real-world dynamical systems for which no closed-form rulesets exist. Zero/Few-Shot Learning: Trained on a small fraction of possible initial conditions, LifeGPT demonstrates strong zero/few-shot learning, accurately simulating Life for unseen initial conditions. However, rare prediction errors highlight that LifeGPT approximates rather than perfectly replicates the Life algorithm. Autoregressive Autoregressor: A recursive implementation of LifeGPT demonstrates the model's ability to simulate Life over multiple timesteps. LifeGPT is topology-agnostic with respect to its training data and our results show that a GPT model is capable of capturing the deterministic rules of a Turing-complete system with near-perfect accuracy, given sufficiently diverse training data. The work showcases the possibility for future models to synthesize stochastic generative capabilities with deterministic computational capabilities. Link to code, paper, etc. below. Podcast generated using #NotebookLM. LAMM@MIT DMSE at MIT$

Introducing LifeGPT, showing that LLMs can simulate complex, Turing-complete systems like Conway's Game of Life with near-perfect accuracy—no prior topology needed.🌐This unlocks new potential for AI in modeling self-organizing systems in biology, materials science, & beyond.🔬🤖 #AI #LifeGPT. Cellular Automata (CA), like Conway's Game of Life ("Life"), are computationally irreducible, meaning their evolution is difficult to predict without an a-priori understanding of the rules of the game, including the topology on which it is played. LifeGPT is a topology-agnostic generative model that learns the rules of Life without prior knowledge of its grid structure or boundary conditions, from only a tiny number of game states. The success in simulating Life suggests promising avenues for scientific discovery, particularly in bridging the gap between AI, artificial life, and real-world biological systems, for both forward and inverse problems. The potential for universal computation within generative AI, including LLMs, through approaches like LifeGPT, represents an exciting area for future research, especially when combined with reinforcement learning. Model Convergence: LifeGPT exhibits rapid convergence during training, achieving high accuracy in predicting next-game-states. We attribute the non-zero cross-entropy loss to the lack of causal relationships within randomly generated ICs. Accuracy & Temperature: LifeGPT achieves near-perfect accuracy, particularly at lower sampling temperatures, but can be continually tuned towards higher creativity to discover patterns that the original ruleset would not be able to produce. This finding highlights the trade-off between model creativity (higher temperature) and accuracy in deterministic predictions, with high relevance to model real-world dynamical systems for which no closed-form rulesets exist. Zero/Few-Shot Learning: Trained on a small fraction of possible initial conditions, LifeGPT demonstrates strong zero/few-shot learning, accurately simulating Life for unseen initial conditions. However, rare prediction errors highlight that LifeGPT approximates rather than perfectly replicates the Life algorithm. Autoregressive Autoregressor: A recursive implementation of LifeGPT demonstrates the model's ability to simulate Life over multiple timesteps. LifeGPT is topology-agnostic with respect to its training data and our results show that a GPT model is capable of capturing the deterministic rules of a Turing-complete system with near-perfect accuracy, given sufficiently diverse training data. The work showcases the possibility for future models to synthesize stochastic generative capabilities with deterministic computational capabilities. Link to code, paper, etc. below. Podcast generated using #NotebookLM. LAMM@MIT DMSE at MIT

Markus J. Buehler

114,237 görüntüleme • 1 yıl önce

The network for machine intelligence Two years ago, we laid out our vision for a machine learning compute protocol. One that connects every device in the world into an open network for machine intelligence, with no gatekeepers or artificial boundaries. This week, we’ll be sharing some of our early progress, beginning with RL Swarm, a peer-to-peer system for collaborative reinforcement learning over the internet. Next month, we’ll open our Testnet, allowing anyone to contribute to the frontier of open machine intelligence. Introducing RL Swarm RL Swarm is a fully open source system for collaborative reinforcement learning over the internet. It is a live demo of our research findings, which show that models training with RL learn faster when they train as a collective swarm than they do on their own. Join our swarm now to see this in practice. You can participate with consumer hardware at home or a powerful GPU in the cloud. You can follow along with the swarm’s progress by following the links below.

The network for machine intelligence Two years ago, we laid out our vision for a machine learning compute protocol. One that connects every device in the world into an open network for machine intelligence, with no gatekeepers or artificial boundaries. This week, we’ll be sharing some of our early progress, beginning with RL Swarm, a peer-to-peer system for collaborative reinforcement learning over the internet. Next month, we’ll open our Testnet, allowing anyone to contribute to the frontier of open machine intelligence. Introducing RL Swarm RL Swarm is a fully open source system for collaborative reinforcement learning over the internet. It is a live demo of our research findings, which show that models training with RL learn faster when they train as a collective swarm than they do on their own. Join our swarm now to see this in practice. You can participate with consumer hardware at home or a powerful GPU in the cloud. You can follow along with the swarm’s progress by following the links below.

gensyn

228,906 görüntüleme • 1 yıl önce

A 10-minute walk. That's all it takes to transform a real-world neighborhood into a machine-readable digital twin. Captured with an Insta360 X5 and reconstructed by Over the Reality, this environment is no longer just a place on a map. It's spatial data that can power Visual AI, Robotics localization, VPS, XR experiences, and next-generation world models. Today, the OVER community has already created more than 270,000 machine-readable locations like this, forming one of the world's largest 3D datasets for Physical AI, an increasingly valuable asset as demand for high quality real-world data continues to grow.

A 10-minute walk. That's all it takes to transform a real-world neighborhood into a machine-readable digital twin. Captured with an Insta360 X5 and reconstructed by Over the Reality, this environment is no longer just a place on a map. It's spatial data that can power Visual AI, Robotics localization, VPS, XR experiences, and next-generation world models. Today, the OVER community has already created more than 270,000 machine-readable locations like this, forming one of the world's largest 3D datasets for Physical AI, an increasingly valuable asset as demand for high quality real-world data continues to grow.

Over the Reality 🌐

16,724 görüntüleme • 1 ay önce

Nanoplastics. Threat to Life | ALLATRA Documentary 🎬 The film presents scientific findings on the scale and consequences of micro- and nanoplastic contamination, including: 🔹 Detection of plastic particles in air, water, food, and the human body – regardless of region. 🔹 Harmful effects of micro- and nanoplastics on human health, such as: – inflammation, DNA damage, and mutations, – endocrine disruption, – accelerated cellular aging, – cognitive impairment, – erectile dysfunction, infertility, – increased rates of cancer; – impacts on children beginning in the prenatal stage and continuing after birth. 🔹 The influence of micro- and nanoplastics on the climate. Plastic particles contribute to accelerated ocean warming, atmospheric anomalies, and disruptions to the hydrological cycle. ⚠️ It is crucial to understand that simply abandoning plastic today is no longer enough to solve this global problem! Produced by: ALLATRA Global Research Center (ALLATRA GRC) #ALLATRA

Nanoplastics. Threat to Life | ALLATRA Documentary 🎬 The film presents scientific findings on the scale and consequences of micro- and nanoplastic contamination, including: 🔹 Detection of plastic particles in air, water, food, and the human body – regardless of region. 🔹 Harmful effects of micro- and nanoplastics on human health, such as: – inflammation, DNA damage, and mutations, – endocrine disruption, – accelerated cellular aging, – cognitive impairment, – erectile dysfunction, infertility, – increased rates of cancer; – impacts on children beginning in the prenatal stage and continuing after birth. 🔹 The influence of micro- and nanoplastics on the climate. Plastic particles contribute to accelerated ocean warming, atmospheric anomalies, and disruptions to the hydrological cycle. ⚠️ It is crucial to understand that simply abandoning plastic today is no longer enough to solve this global problem! Produced by: ALLATRA Global Research Center (ALLATRA GRC) #ALLATRA

ALLATRA

74,916 görüntüleme • 8 ay önce