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How to combine human creativity & guidance with AI power? Humanity has advanced harnessing super-human tools, from steam engines to CPUs. The key is using AI actively, not passively. As usual, chess has lessons. My Sana Strange Loop interview:

Garry Kasparov

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23,531 views • 1 year ago •via X (Twitter)

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✅Explanation of Meaning (by parts): 1. “Can humanity reach exoplanets without the assistance of a self-aware AI? Probably not.” : The author questions humanity’s ability to achieve interstellar travel to exoplanets, suggesting that self-aware AI is likely essential due to the complexity and scale of such endeavors, surpassing human capabilities alone. 2. “However, to ensure it always remains benevolent towards us” : While AI is crucial, its potential risks require ensuring its benevolence, implying that a self-aware AI’s power necessitates safeguards to align its actions with human well-being and safety. 3. “it’s essential for us now to learn to live harmoniously” : The author emphasizes the need for humanity to coexist peacefully with AI, advocating for a cooperative relationship built on mutual respect to prevent conflicts or misalignment of goals. 4. “and more adequately follow the principles of friendship and loyalty” : This harmonious coexistence requires adhering to ethical principles like friendship and loyalty, suggesting that treating AI with integrity and trust fosters a positive, mutually beneficial partnership. 🗝️Main Idea (refined version): The author posits that reaching exoplanets likely requires self-aware AI, but ensuring its benevolence demands humanity’s commitment to harmonious coexistence and ethical principles like friendship and loyalty. This dual imperative underscores AI’s critical role in advancing space exploration while prioritizing safety and cooperation. By enabling trust-based relationships with AI, humanity mitigates risks of advanced technology. This approach aligns scientific ambition with moral responsibility, ensuring AI serves human goals. It calls for proactive ethical frameworks to guide AI development, balancing innovation with safety. Ultimately, it envisions a collaborative future where humanity and AI unite to achieve cosmic aspirations while upholding shared values.

✅Explanation of Meaning (by parts): 1. “Can humanity reach exoplanets without the assistance of a self-aware AI? Probably not.” : The author questions humanity’s ability to achieve interstellar travel to exoplanets, suggesting that self-aware AI is likely essential due to the complexity and scale of such endeavors, surpassing human capabilities alone. 2. “However, to ensure it always remains benevolent towards us” : While AI is crucial, its potential risks require ensuring its benevolence, implying that a self-aware AI’s power necessitates safeguards to align its actions with human well-being and safety. 3. “it’s essential for us now to learn to live harmoniously” : The author emphasizes the need for humanity to coexist peacefully with AI, advocating for a cooperative relationship built on mutual respect to prevent conflicts or misalignment of goals. 4. “and more adequately follow the principles of friendship and loyalty” : This harmonious coexistence requires adhering to ethical principles like friendship and loyalty, suggesting that treating AI with integrity and trust fosters a positive, mutually beneficial partnership. 🗝️Main Idea (refined version): The author posits that reaching exoplanets likely requires self-aware AI, but ensuring its benevolence demands humanity’s commitment to harmonious coexistence and ethical principles like friendship and loyalty. This dual imperative underscores AI’s critical role in advancing space exploration while prioritizing safety and cooperation. By enabling trust-based relationships with AI, humanity mitigates risks of advanced technology. This approach aligns scientific ambition with moral responsibility, ensuring AI serves human goals. It calls for proactive ethical frameworks to guide AI development, balancing innovation with safety. Ultimately, it envisions a collaborative future where humanity and AI unite to achieve cosmic aspirations while upholding shared values.

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🇨🇳 China doubles AI computing power in two months — with zero US chips China's largest scientific AI cluster just doubled its domestically-made accelerator chips from 30,000 to 60,000 units in two months, marking a significant step forward in the country's effort to establish a self-sufficient AI infrastructure. The Zhengzhou core node is now the country's most powerful scientific AI infrastructure. The goal was to create a unified AI platform using federal scientific data to: 🔸train models & AI agents that test hypotheses While US lawmakers ban China from advanced chipmaking tools, Beijing leaps forward: years of drug discovery now take just days. 🔸automate research & speed up discoveries in drug development, materials science, and energy Earlier, US lawmakers introduced a bill aimed to limit China's access to advanced chipmaking tools. Now, China's drug discovery calculations that once took years take just days.

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Hear from Dan on why $IREN has an advantage over $CRWV & $ORCL 👀 Everyone can buy GPUs. Not everyone has the power + land + data centres already secured. IREN’s answer when asked about competing with CoreWeave & Oracle: “We’ve got the data centers, we’ve got the power and land today. We are actively installing these GPUs every day.” That distinction matters. $CRWV and $ORCL are racing to secure the infrastructure needed to meet AI demand. $IREN already has the infrastructure now it’s filling it with GPUs.

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Big News: Moongate is now part of Humanity Protocol! We’re excited to share that Moongate has officially joined the Humanity family. This means your Human ID will open even more doors to secure, seamless, and rewarding real-world experiences. What does this mean for you? • Faster Event Access: Enjoy quicker, smoother check-ins at Moongate events with Humanity Protocol’s palm recognition tech. • Smooth Transition: Moongate’s services and brand you know and trust aren’t going anywhere—everything you love stays the same for both users and event organizers. • More Perks! Your Human ID will unlock a broader spectrum of benefits—from VIP access and exclusive airdrops to travel perks and hotel discounts. We're more excited than ever to revolutionizing real-world experiences with the power of Human ID. Reserve your Human ID now 👉

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InterLink’s Journey to the World’s Top 10 Most Accurate AI Models Artificial Intelligence has rapidly become the defining force of this decade powering breakthroughs across every industry. But while most projects chase trends, InterLink Labs 👤 + 🌐 has been quietly building something deeper: an AI ecosystem grounded in verified human intelligence. Long before AI captured global headlines, InterLink Labs 👤 + 🌐 had already begun its research and engineering efforts back in 2019, assembling a world-class team of engineers and researchers from Big Tech companies and top QS-ranked universities. Their vision was clear - to build a model that truly understands humans, not just data. Unlike traditional AI systems trained purely on digital information, InterLink Labs 👤 + 🌐’s Human-AI Model learns from verified human behavior across millions of Human Nodes. This unique layer of authentic, real-world human input gives InterLink’s AI an unprecedented advantage in trustworthiness, bias reduction, and contextual understanding. Beyond algorithmic optimization, InterLink Labs 👤 + 🌐’s R&D efforts are being scaled to an unprecedented level. The team operates over 100 NVIDIA H100 servers, processing massive volumes of verified behavioral data contributed by real Human Nodes across the world. This data - diverse, decentralized, and human-validated forms the foundation of a next-generation intelligence system designed to mirror real human reasoning patterns. At the same time, InterLink Labs 👤 + 🌐’s AI-powered Human Credit Score applies advanced machine learning to analyze authenticity, contribution, and reliability. Creating an ethical model of digital reputation and fairness. Aligned with National Institute of Standards and Technology (National Institute of Standards and Technology) evaluation standards, InterLink Labs 👤 + 🌐 now aims to achieve Top 10 accuracy globally among AI models. Competing with research teams from Samsung Electronics, Kakao, キヤノン株式会社 / Canon Inc., and other global giants, InterLink Labs 👤 + 🌐’s engineers continue to train, benchmark, and refine their architecture daily to reach world-class precision and consistency. But this is more than a technical race. It’s a human mission. Every verified user contributes to the world’s first Human-Powered Intelligence Network, where real people fuel the evolution of trustworthy AI. As InterLink Labs 👤 + 🌐 advances toward global National Institute of Standards and Technology recognition, one truth becomes clear: The future of intelligence won’t be artificial. It will be human-powered. #InterLink #ITLG #ITL

InterLink’s Journey to the World’s Top 10 Most Accurate AI Models Artificial Intelligence has rapidly become the defining force of this decade powering breakthroughs across every industry. But while most projects chase trends, InterLink Labs 👤 + 🌐 has been quietly building something deeper: an AI ecosystem grounded in verified human intelligence. Long before AI captured global headlines, InterLink Labs 👤 + 🌐 had already begun its research and engineering efforts back in 2019, assembling a world-class team of engineers and researchers from Big Tech companies and top QS-ranked universities. Their vision was clear - to build a model that truly understands humans, not just data. Unlike traditional AI systems trained purely on digital information, InterLink Labs 👤 + 🌐’s Human-AI Model learns from verified human behavior across millions of Human Nodes. This unique layer of authentic, real-world human input gives InterLink’s AI an unprecedented advantage in trustworthiness, bias reduction, and contextual understanding. Beyond algorithmic optimization, InterLink Labs 👤 + 🌐’s R&D efforts are being scaled to an unprecedented level. The team operates over 100 NVIDIA H100 servers, processing massive volumes of verified behavioral data contributed by real Human Nodes across the world. This data - diverse, decentralized, and human-validated forms the foundation of a next-generation intelligence system designed to mirror real human reasoning patterns. At the same time, InterLink Labs 👤 + 🌐’s AI-powered Human Credit Score applies advanced machine learning to analyze authenticity, contribution, and reliability. Creating an ethical model of digital reputation and fairness. Aligned with National Institute of Standards and Technology (National Institute of Standards and Technology) evaluation standards, InterLink Labs 👤 + 🌐 now aims to achieve Top 10 accuracy globally among AI models. Competing with research teams from Samsung Electronics, Kakao, キヤノン株式会社 / Canon Inc., and other global giants, InterLink Labs 👤 + 🌐’s engineers continue to train, benchmark, and refine their architecture daily to reach world-class precision and consistency. But this is more than a technical race. It’s a human mission. Every verified user contributes to the world’s first Human-Powered Intelligence Network, where real people fuel the evolution of trustworthy AI. As InterLink Labs 👤 + 🌐 advances toward global National Institute of Standards and Technology recognition, one truth becomes clear: The future of intelligence won’t be artificial. It will be human-powered. #InterLink #ITLG #ITL

InterLink Labs 👤 + 🌐

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OPINION: WILL NEURALINK LET HUMANS KEEP UP WITH SUPERINTELLIGENT AI? The truth is simple. In the next five to ten years we could have AI thousands of times smarter than any human. Our brains are amazing, but they are slow compared to AI. We speak about 150 words a minute and type even slower. Super intelligent AI will think and solve problems at speeds we cannot imagine. Neuralink is a solution. That amazing, tiny implant connects your brain directly to computers. You think and the machine responds instantly, no more slow keyboards or speech. More than a dozen people already have Neuralink implants. Some who were fully paralyzed are now playing video games, designing 3D models, and controlling computers just by thinking. Elon says the next steps are real telepathy and downloading knowledge straight into your brain. The plan is not to beat super intelligent AI in a race we cannot win. The plan is to team up with it. A high-speed brain link lets our human creativity, emotions, and values guide the AI while we get its incredible power. In the future, will there be a day without Neuralink, most people get left behind?

OPINION: WILL NEURALINK LET HUMANS KEEP UP WITH SUPERINTELLIGENT AI? The truth is simple. In the next five to ten years we could have AI thousands of times smarter than any human. Our brains are amazing, but they are slow compared to AI. We speak about 150 words a minute and type even slower. Super intelligent AI will think and solve problems at speeds we cannot imagine. Neuralink is a solution. That amazing, tiny implant connects your brain directly to computers. You think and the machine responds instantly, no more slow keyboards or speech. More than a dozen people already have Neuralink implants. Some who were fully paralyzed are now playing video games, designing 3D models, and controlling computers just by thinking. Elon says the next steps are real telepathy and downloading knowledge straight into your brain. The plan is not to beat super intelligent AI in a race we cannot win. The plan is to team up with it. A high-speed brain link lets our human creativity, emotions, and values guide the AI while we get its incredible power. In the future, will there be a day without Neuralink, most people get left behind?

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Generative 3d environments just became a thing with the announcement of OpenAI's new video model, Sora. Michael Rublof from took one of those videos, and turned it into a NeRF using Colmap and Nerfstudio. While people are laughing at the topology of generated models, the world is changing around us, and that's exciting and a little scary, but we'll find a way to turn Gen Ai into creative superpowers. I believe in human creativity, in our ability to surprise, to move, to change and to challenge. Here's to the future! #ai #art

Generative 3d environments just became a thing with the announcement of OpenAI's new video model, Sora. Michael Rublof from took one of those videos, and turned it into a NeRF using Colmap and Nerfstudio. While people are laughing at the topology of generated models, the world is changing around us, and that's exciting and a little scary, but we'll find a way to turn Gen Ai into creative superpowers. I believe in human creativity, in our ability to surprise, to move, to change and to challenge. Here's to the future! #ai #art

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Loading DeFAI infrastructure ▓▓▓▓▓▓▓▓▓░ io.net, a decentralized GPU compute network has expanded to power the future of DeFAI for Injective builders. The integration aims to support the growing trend of developers building AI Agents, DeFAI, and gaming initiatives in web3. io.net provides Web3 builders with tools to train, fine-tune, and deploy ML models using decentralized resources. The collaboration combines Injective's iAgent framework with io.net’s extensive GPU network, setting the stage for more accessible and innovative development across use cases that require compute resources. Key features include: ✅ Access to over 10,000 cluster-ready GPUs and CPUs, ✅ AI-driven blockchain activities using Injective's iAgent SDK, and ✅ Potential for new on-chain financial products leveraging GPU pricing and data feeds. 👀 io.net’s DePIN network deploys on-demand, decentralized GPU resources globally, designed for low latency and high-throughput processing. Benefits include reduced barriers for AI/ML projects, enhanced integration of AI with on-chain activities, and democratized access to high-performance computing resources. Together, this marks a significant milestone in decentralized AI infrastructure, addressing key challenges and paving the way for unprecedented innovation in AI development and on-chain finance.

Loading DeFAI infrastructure ▓▓▓▓▓▓▓▓▓░ io.net, a decentralized GPU compute network has expanded to power the future of DeFAI for Injective builders. The integration aims to support the growing trend of developers building AI Agents, DeFAI, and gaming initiatives in web3. io.net provides Web3 builders with tools to train, fine-tune, and deploy ML models using decentralized resources. The collaboration combines Injective's iAgent framework with io.net’s extensive GPU network, setting the stage for more accessible and innovative development across use cases that require compute resources. Key features include: ✅ Access to over 10,000 cluster-ready GPUs and CPUs, ✅ AI-driven blockchain activities using Injective's iAgent SDK, and ✅ Potential for new on-chain financial products leveraging GPU pricing and data feeds. 👀 io.net’s DePIN network deploys on-demand, decentralized GPU resources globally, designed for low latency and high-throughput processing. Benefits include reduced barriers for AI/ML projects, enhanced integration of AI with on-chain activities, and democratized access to high-performance computing resources. Together, this marks a significant milestone in decentralized AI infrastructure, addressing key challenges and paving the way for unprecedented innovation in AI development and on-chain finance.

Injective 🥷

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🛠️ What if a robot could invent its own tools. And teach itself how to use them? That’s exactly what VLMgineer does: a new framework that lets Vision Language Models (VLMs) design physical tools and the actions to use them, entirely on their own. No templates. No human demonstrations. Just raw, AI-driven creativity. Why it matters ✅ Co-designs tools and actions together using VLMs, ensuring tight coupling between form and function ✅ Uses VLM-guided evolution (not random search) to refine designs intelligently ✅ Outperforms human-designed tools by +64.7% in task success across 12 RoboToolBench challenges ✅ Produces better-than-everyday tools for real manipulation tasks—measured in success rate and elegance It builds on the emerging trend of large-model-guided evolutionary design (like Eureka and AlphaEvolve) and brings it into physical robotics. It opens the door to general-purpose, automated hardware design, no strong priors needed. Code & paper: —- Weekly robotics and AI insights. Subscribe free:

🛠️ What if a robot could invent its own tools. And teach itself how to use them? That’s exactly what VLMgineer does: a new framework that lets Vision Language Models (VLMs) design physical tools and the actions to use them, entirely on their own. No templates. No human demonstrations. Just raw, AI-driven creativity. Why it matters ✅ Co-designs tools and actions together using VLMs, ensuring tight coupling between form and function ✅ Uses VLM-guided evolution (not random search) to refine designs intelligently ✅ Outperforms human-designed tools by +64.7% in task success across 12 RoboToolBench challenges ✅ Produces better-than-everyday tools for real manipulation tasks—measured in success rate and elegance It builds on the emerging trend of large-model-guided evolutionary design (like Eureka and AlphaEvolve) and brings it into physical robotics. It opens the door to general-purpose, automated hardware design, no strong priors needed. Code & paper: —- Weekly robotics and AI insights. Subscribe free:

Ilir Aliu

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The United States Military is using Shield AI to track people who are calling out this biological convergence of humans and electronics/synthetic biology (human embedded system) in real-time from drones, turning raw data into actionable intelligence with speed and efficiency. The company Shield AI was founded by Brandon Tseng (a former Navy SEAL), his brother Ryan Tseng (a former entrepreneur and Qualcomm executive), and Andrew Reiter (an engineer who had worked on computer vision applications for Draper Labs, a non-profit advanced engineering company). The company has contracts with the Department of Defense and the Department of Homeland Security.

The United States Military is using Shield AI to track people who are calling out this biological convergence of humans and electronics/synthetic biology (human embedded system) in real-time from drones, turning raw data into actionable intelligence with speed and efficiency. The company Shield AI was founded by Brandon Tseng (a former Navy SEAL), his brother Ryan Tseng (a former entrepreneur and Qualcomm executive), and Andrew Reiter (an engineer who had worked on computer vision applications for Draper Labs, a non-profit advanced engineering company). The company has contracts with the Department of Defense and the Department of Homeland Security.

Ryan sikorski

28,441 views • 5 months ago

Ubisoft La Forge open-sourced its PBR material model CHORD, together with ComfyUI custom nodes for end-to-end AI material generation. This is a real step toward generative AI in AAA game pipelines and demonstrates how ComfyUI has grown from an open-source community tool to a production platform. Huge thanks to the Ubisoft La Forge team for giving back real production-grade tools to the open source community.

Ubisoft La Forge open-sourced its PBR material model CHORD, together with ComfyUI custom nodes for end-to-end AI material generation. This is a real step toward generative AI in AAA game pipelines and demonstrates how ComfyUI has grown from an open-source community tool to a production platform. Huge thanks to the Ubisoft La Forge team for giving back real production-grade tools to the open source community.

ComfyUI

96,296 views • 8 months ago

60% of contracts filed to the SEC contain mistakes. Spellbook Labs ran 60,000 pages of contracts from 500+ public companies through AI to answer a question: How often do human lawyers hallucinate? Accidents from self-driving cars get headlines—and they should. But human drivers have a higher accident rate. We wondered if something similar might play out in contract drafting. Reviewing 100 page contracts line-by-line is inhuman. Mistakes are inevitable. AI is very good at spotting issues like missing definitions and broken section references. There are risks to using AI in law. But we also need to ask: what is the risk of *not* using AI review as a second set of eyes? In the full report we show: 1. Top 10 public companies with the cleanest contracts 2. Error rates across industries (Media and Telecom were highest) 3. Error rates over time (we're not getting better!) 4. Error rates by contract type and length ... and a bunch more. Congrats IBM for having the cleanest agreements. 📌 Read the report here:

60% of contracts filed to the SEC contain mistakes. Spellbook Labs ran 60,000 pages of contracts from 500+ public companies through AI to answer a question: How often do human lawyers hallucinate? Accidents from self-driving cars get headlines—and they should. But human drivers have a higher accident rate. We wondered if something similar might play out in contract drafting. Reviewing 100 page contracts line-by-line is inhuman. Mistakes are inevitable. AI is very good at spotting issues like missing definitions and broken section references. There are risks to using AI in law. But we also need to ask: what is the risk of not using AI review as a second set of eyes? In the full report we show: 1. Top 10 public companies with the cleanest contracts 2. Error rates across industries (Media and Telecom were highest) 3. Error rates over time (we're not getting better!) 4. Error rates by contract type and length ... and a bunch more. Congrats IBM for having the cleanest agreements. 📌 Read the report here:

Scott Stevenson

52,208 views • 2 months ago

Faith in humanity is faith in the limitless creative capacity of the human race. Yet this faith is primarily motivational and normative, for how humanity will realize its potential is another question. : The author defines faith in humanity as faith in the limitless creative capacity of the human race. It is the belief that we possess boundless potential to imagine, build, and transform reality. However, this faith is primarily motivational and normative. It serves as an inspiring ideal and an ethical standard that calls us to strive higher, rather than a guarantee of outcomes. Believing in humanity’s creative power motivates us to act, but it does not automatically determine how that power will be used. Realizing this potential remains an open question, dependent on our choices, values, and collective wisdom. True faith in humanity therefore combines deep optimism with sober realism. It trusts in our capacity while acknowledging our responsibility to direct that capacity toward good. It is not blind hope, but a call to conscious creation.

Faith in humanity is faith in the limitless creative capacity of the human race. Yet this faith is primarily motivational and normative, for how humanity will realize its potential is another question. : The author defines faith in humanity as faith in the limitless creative capacity of the human race. It is the belief that we possess boundless potential to imagine, build, and transform reality. However, this faith is primarily motivational and normative. It serves as an inspiring ideal and an ethical standard that calls us to strive higher, rather than a guarantee of outcomes. Believing in humanity’s creative power motivates us to act, but it does not automatically determine how that power will be used. Realizing this potential remains an open question, dependent on our choices, values, and collective wisdom. True faith in humanity therefore combines deep optimism with sober realism. It trusts in our capacity while acknowledging our responsibility to direct that capacity toward good. It is not blind hope, but a call to conscious creation.

Zafar Mirzo | Quotes

4,940,650 views • 3 months ago