正在加载视频...

视频加载失败

加载此视频时出现问题。这可能是由于临时网络问题，或视频可能不可用。

Kagglers can now create DOIs (Digital Object Identifiers) for their competition solutions and project Writeups.🔖 These Writeups often contain genuine scientific contributions—including novel methods, new benchmarks, results cited in papers. A DOI, registered through DataCite, makes that work permanently discoverable and citable ensuring you get credit where it's referenced.

Kaggle

320,446 subscribers

17,039 次观看 • 4 个月前 •via X (Twitter)

Anya Rossi• Live Now

Private livecam show

2 条评论

Kaggle 的头像

Kaggle4 个月前

Learn more 👇

haro 的头像

haro4 个月前

competition writeups have been quietly doing the work of conference papers for years. the doi just makes the citation chain honest

相关视频

🚀 Kaggle Benchmarks is here! Get competition-grade rigor for AI model evaluation. Let Kaggle handle infrastructure while you focus on AI breakthroughs. View model performance on 70+ leaderboards, including AI at Meta's MultiLoKo. Dive in:

🚀 Kaggle Benchmarks is here! Get competition-grade rigor for AI model evaluation. Let Kaggle handle infrastructure while you focus on AI breakthroughs. View model performance on 70+ leaderboards, including AI at Meta's MultiLoKo. Dive in:

Kaggle

24,649 次观看 • 1 年前

🚀 Introducing Community Benchmarks on Kaggle! As AI evolves at an unprecedented pace, measuring intelligence requires more than a few AI research labs alone – it requires the imagination and collective expertise of the global community. That’s why we’re launching Community Benchmarks. It lets you build, run, and share custom AI benchmarks that are evaluated on the leading AI models with transparent, reproducible results. Learn more:

🚀 Introducing Community Benchmarks on Kaggle! As AI evolves at an unprecedented pace, measuring intelligence requires more than a few AI research labs alone – it requires the imagination and collective expertise of the global community. That’s why we’re launching Community Benchmarks. It lets you build, run, and share custom AI benchmarks that are evaluated on the leading AI models with transparent, reproducible results. Learn more:

Kaggle

54,695 次观看 • 8 个月前

Earlier today we released local development for Kaggle Benchmarks. 🚀 You can now write, validate and run AI evaluation tasks directly from your preferred dev environment — VSCode, Antigravity, Claude Code, and more. Go from idea to working eval using natural language with the write-kaggle-benchmarks skill.

Earlier today we released local development for Kaggle Benchmarks. 🚀 You can now write, validate and run AI evaluation tasks directly from your preferred dev environment — VSCode, Antigravity, Claude Code, and more. Go from idea to working eval using natural language with the write-kaggle-benchmarks skill.

Kaggle

16,790 次观看 • 4 个月前

🚨Megyn Kelly reveals that Brad Parscale, Donald Trump's former campaign manager and a senior executive at Salem Media, has registered as a foreign agent for Israel in a contract reportedly worth between six and nine million dollars. The job is to build digital propaganda aimed squarely at Gen Z across TikTok, Instagram, YouTube and podcasts, run through Parscale's AI operation. “Parscale has registered as a foreign agent for Israel, hired to create digital campaigns combating anti-Semitism in a contract worth six million dollars.” “His company is hired to create content where at least 80 percent is tailored to Gen Z audiences across platforms, including TikTok, Instagram, YouTube, podcasts and other relevant digital and broadcast outlets.” “I know Parscale personally, and I have had long discussions with him about what his AI can do. And let me tell you, it's substantial.” Trump's own digital architect is now on Israel's payroll, pointing his AI at American teenagers.

🚨Megyn Kelly reveals that Brad Parscale, Donald Trump's former campaign manager and a senior executive at Salem Media, has registered as a foreign agent for Israel in a contract reportedly worth between six and nine million dollars. The job is to build digital propaganda aimed squarely at Gen Z across TikTok, Instagram, YouTube and podcasts, run through Parscale's AI operation. “Parscale has registered as a foreign agent for Israel, hired to create digital campaigns combating anti-Semitism in a contract worth six million dollars.” “His company is hired to create content where at least 80 percent is tailored to Gen Z audiences across platforms, including TikTok, Instagram, YouTube, podcasts and other relevant digital and broadcast outlets.” “I know Parscale personally, and I have had long discussions with him about what his AI can do. And let me tell you, it's substantial.” Trump's own digital architect is now on Israel's payroll, pointing his AI at American teenagers.

Space Ape

35,326 次观看 • 5 个月前

📢Introducing Kaggle Game Arena: a new, open benchmark platform where top AI models compete in complex, strategic games in streamed match-ups. We're charting new frontiers for trustworthy AI evaluation and it begins with chess — a classic proving ground for system intelligence.

📢Introducing Kaggle Game Arena: a new, open benchmark platform where top AI models compete in complex, strategic games in streamed match-ups. We're charting new frontiers for trustworthy AI evaluation and it begins with chess — a classic proving ground for system intelligence.

Kaggle

114,176 次观看 • 1 年前

Enter Coresky's new chapter 2024: It's time to embark on a new chapter as we unveil our plans for the year ahead, marking a significant moment in our journey. Firstly, we are committed to redefining the digital asset landscape, leveraging cutting-edge solutions and investment opportunities to empower individuals worldwide. Our mission is to provide a platform where everyone can confidently explore, invest, and participate in the digital asset space. Our vision is clear: to become the leading platform for digital asset management, fostering a vibrant ecosystem that encourages growth and innovation. We aim to achieve this by introducing a revamped website UI, enhanced features, and an improved user experience. Additionally, we are dedicated to developing a new robust community ecosystem that supports diverse needs and aspirations. Moving forward, our focus will be on discovering and supporting high-quality projects through assets allocation. By collaborating with these projects, we aim to facilitate their growth and success in the digital asset space, driving value for our community and partners alike. Stay tuned for more updates as we work towards our vision of a more inclusive and empowered digital asset ecosystem.

Enter Coresky's new chapter 2024: It's time to embark on a new chapter as we unveil our plans for the year ahead, marking a significant moment in our journey. Firstly, we are committed to redefining the digital asset landscape, leveraging cutting-edge solutions and investment opportunities to empower individuals worldwide. Our mission is to provide a platform where everyone can confidently explore, invest, and participate in the digital asset space. Our vision is clear: to become the leading platform for digital asset management, fostering a vibrant ecosystem that encourages growth and innovation. We aim to achieve this by introducing a revamped website UI, enhanced features, and an improved user experience. Additionally, we are dedicated to developing a new robust community ecosystem that supports diverse needs and aspirations. Moving forward, our focus will be on discovering and supporting high-quality projects through assets allocation. By collaborating with these projects, we aim to facilitate their growth and success in the digital asset space, driving value for our community and partners alike. Stay tuned for more updates as we work towards our vision of a more inclusive and empowered digital asset ecosystem.

Coresky Foundation

26,718 次观看 • 2 年前

JAMB has introduced a secure process that allows eligible candidates to update their registered GSM number and/or email address. But how does the process work? Who is eligible? What documents do you need, and where can you access the service? In this JAMB Explained video, we take you through the process step by step, including the required documentation, biometric verification and what to expect when making the change. 📌 Remember: The service is available only at designated JAMB PTC/PRC Centres, can be accessed only once, and is strictly for candidates with genuine cases of lost access. Watch to understand the process and follow the steps carefully. #JAMBExplained #SIMSwap #EmailChange #JAMBUpdates #JCARE

JAMB has introduced a secure process that allows eligible candidates to update their registered GSM number and/or email address. But how does the process work? Who is eligible? What documents do you need, and where can you access the service? In this JAMB Explained video, we take you through the process step by step, including the required documentation, biometric verification and what to expect when making the change. 📌 Remember: The service is available only at designated JAMB PTC/PRC Centres, can be accessed only once, and is strictly for candidates with genuine cases of lost access. Watch to understand the process and follow the steps carefully. #JAMBExplained #SIMSwap #EmailChange #JAMBUpdates #JCARE

JAMB

54,073 次观看 • 17 天前

David Friedberg reveals frontier labs are taking novel insights from his chat history and packaging them as their own "I have had experiences where we've asked some fairly novel scientific questions, and it identifies it as a novel insight, 'oh, never thought about that, might be interesting,' blah blah blah..." "And the using a different account, asking the next model version, it's like, 'oh, you could do this'. And it actually just describes this exact thing that we had in our chat in the previous version." "These are a handful of anecdotal experiences. But I know the domain that we work in, and the novelty of this stuff. So I know that there isn't some new corpus of information out there that's training the new model." "So all I can say at that point is that my conversation or our analyses have been used for training. The truth is, it's actually a piece of IP, that's our organizational IP. We don't have any NDA or confidentiality protections, with them being a service provider back to us." "This is why I care a lot about open source, because I don't want them having my chat logs, because they can use them for training to create an IP that is now diffused to the rest of the market. I find this very unfair."

David Friedberg reveals frontier labs are taking novel insights from his chat history and packaging them as their own "I have had experiences where we've asked some fairly novel scientific questions, and it identifies it as a novel insight, 'oh, never thought about that, might be interesting,' blah blah blah..." "And the using a different account, asking the next model version, it's like, 'oh, you could do this'. And it actually just describes this exact thing that we had in our chat in the previous version." "These are a handful of anecdotal experiences. But I know the domain that we work in, and the novelty of this stuff. So I know that there isn't some new corpus of information out there that's training the new model." "So all I can say at that point is that my conversation or our analyses have been used for training. The truth is, it's actually a piece of IP, that's our organizational IP. We don't have any NDA or confidentiality protections, with them being a service provider back to us." "This is why I care a lot about open source, because I don't want them having my chat logs, because they can use them for training to create an IP that is now diffused to the rest of the market. I find this very unfair."

dnap

380,268 次观看 • 28 天前

David Friedberg: Frontier Models are Training on Your Novel Insights as “De-Identified Data” @jason: “Should they trust any of these LLMs with their proprietary knowledge for fear of having it cribbed into a core LLM?” david friedberg: “I have had experiences where we've asked some fairly novel scientific questions, and (the AI model) identifies it as a novel insight. It's like, ‘Oh, never thought about that, interesting, blah, blah, blah.’ And then using a different account, asking the next version (of the model) later, I've now experienced this. It's like, ‘Oh, well, you could do this,’ and it actually just describes this exact thing that we had in our chat in the previous version. Now, these are a handful of anecdotal experiences, but I know the domain that we work in, and the niche of it, and the ideation of this stuff, and the novelty of this stuff, and the lack of papers being published, and so on. So I know that there isn't some new corpus of information out there that's training the new model. So all I can say at that point is that my conversation or our analyses have been used for training.” David Sacks: “Okay, this does raise a really good question. What does it mean that the model is allowed to train on unidentifiable data?” Friedberg: “Well, that's my point. So it doesn't use any of my personal information, but it can use an insight derived from our chat, which it can then say is some training data that is unrelated. But the truth is, it's actually a piece of IP that's our organization’s IP, and our engagement back and forth. We don't have any NDA or confidentiality provisions or protections with them being a service provider back to us. This is why I care a lot about open source because I don't want them having my chat logs because they can use it for training to create an IP advantage that is now diffused to the rest of the market.”

David Friedberg: Frontier Models are Training on Your Novel Insights as “De-Identified Data” @jason: “Should they trust any of these LLMs with their proprietary knowledge for fear of having it cribbed into a core LLM?” david friedberg: “I have had experiences where we've asked some fairly novel scientific questions, and (the AI model) identifies it as a novel insight. It's like, ‘Oh, never thought about that, interesting, blah, blah, blah.’ And then using a different account, asking the next version (of the model) later, I've now experienced this. It's like, ‘Oh, well, you could do this,’ and it actually just describes this exact thing that we had in our chat in the previous version. Now, these are a handful of anecdotal experiences, but I know the domain that we work in, and the niche of it, and the ideation of this stuff, and the novelty of this stuff, and the lack of papers being published, and so on. So I know that there isn't some new corpus of information out there that's training the new model. So all I can say at that point is that my conversation or our analyses have been used for training.” David Sacks: “Okay, this does raise a really good question. What does it mean that the model is allowed to train on unidentifiable data?” Friedberg: “Well, that's my point. So it doesn't use any of my personal information, but it can use an insight derived from our chat, which it can then say is some training data that is unrelated. But the truth is, it's actually a piece of IP that's our organization’s IP, and our engagement back and forth. We don't have any NDA or confidentiality provisions or protections with them being a service provider back to us. This is why I care a lot about open source because I don't want them having my chat logs because they can use it for training to create an IP advantage that is now diffused to the rest of the market.”

The All-In Podcast

56,638 次观看 • 28 天前

Government as your customer. Our Sovereign AI R&D Procurement Scheme, a new route for ambitious British AI companies to work directly with government to tackle real-world challenges and deliver public benefit, is now LIVE. We’re taking a different approach to government procurement, creating opportunities for startups that traditional routes can often make difficult to access. We’ve designed this scheme around the realities of building a startup. That means no minimum turnover, net asset or cash reserve requirements, a streamlined application process, companies retaining their IP, and upfront payments available where needed to help cash-constrained startups participate. With up to £100m available, companies can work directly with public-sector users to build against real challenges, prove their technology and create a pathway to commercial scale. Government gets innovative solutions to real challenges. British AI companies get a customer and a pathway to scale. And these are just the first challenges. Applications OPEN.

Government as your customer. Our Sovereign AI R&D Procurement Scheme, a new route for ambitious British AI companies to work directly with government to tackle real-world challenges and deliver public benefit, is now LIVE. We’re taking a different approach to government procurement, creating opportunities for startups that traditional routes can often make difficult to access. We’ve designed this scheme around the realities of building a startup. That means no minimum turnover, net asset or cash reserve requirements, a streamlined application process, companies retaining their IP, and upfront payments available where needed to help cash-constrained startups participate. With up to £100m available, companies can work directly with public-sector users to build against real challenges, prove their technology and create a pathway to commercial scale. Government gets innovative solutions to real challenges. British AI companies get a customer and a pathway to scale. And these are just the first challenges. Applications OPEN.

Sovereign AI

20,657 次观看 • 1 个月前

🇮🇪 Irish Pensioners have been denied their state and contributory pensions for not submitting to having a Public Services Card and not using . Let this be very valuable lesson and learning curve for everyone: the PSC is and always was a digital ID precursor. How they handled that (compromising personal data and effectively forcing people to have a card to received social welfare payments or medical cards etc) is a STRONG INDICATION Of what digital ID will be like. Except digital ID will be required for everything in the long run. To buy food for example. It will be a form of social credit and will be used to withhold whatever is necessary to make you're behaviour conform to what the government expects. The Irish government version of this will be a digital "wallet". All these "smart" devices and "wallets" like Google wallet etc are named in a manner that makes them sound convenient for you. Helpful to you. They will entrap you in a digital prison where privileges will only be afforded to those who comply. They will decide where you go, who you see, what and when you eat, how much electricity you use, whether you can use the Internet and social media, what payments you get and in what form (CBDCs and Carbon credits). The only free cheese is in a mousetrap.

🇮🇪 Irish Pensioners have been denied their state and contributory pensions for not submitting to having a Public Services Card and not using . Let this be very valuable lesson and learning curve for everyone: the PSC is and always was a digital ID precursor. How they handled that (compromising personal data and effectively forcing people to have a card to received social welfare payments or medical cards etc) is a STRONG INDICATION Of what digital ID will be like. Except digital ID will be required for everything in the long run. To buy food for example. It will be a form of social credit and will be used to withhold whatever is necessary to make you're behaviour conform to what the government expects. The Irish government version of this will be a digital "wallet". All these "smart" devices and "wallets" like Google wallet etc are named in a manner that makes them sound convenient for you. Helpful to you. They will entrap you in a digital prison where privileges will only be afforded to those who comply. They will decide where you go, who you see, what and when you eat, how much electricity you use, whether you can use the Internet and social media, what payments you get and in what form (CBDCs and Carbon credits). The only free cheese is in a mousetrap.

Susanne Delaney

31,031 次观看 • 4 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 (now part of BOLD)) 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.

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 (now part of BOLD)) 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

556,037 次观看 • 2 年前

BOOM 💥💥 Professor Stephen Evans just told us that NONE of OpenSAFELY's data has been verified by its own authors. None of those patients may be real. It's the tip of the iceberg of the COVID observational study scam uncovered in #PennGate. Not one single paper from Oxford can now be trusted. Understand that the group behind these papers, curated by London School of Hygiene & Tropical Medicine and University of Oxford under control of their funders Wellcome and the Gates foundation, have produced multiple papers that: 💥used patient data skimmed from the NHS without consent and sent it to a Chinese company TPP 💥received the data back from China with no way to verify it 💥published the papers without verifying a single patient 💥published papers that could not be real 💥used those papers to defraud you into believing that a novel genetic therapy prevented a respiratory infection and protected grandma and... 💥defrauded grandma into believing that antibiotics didn't work for pneumonia. Grandma died. Synthetic data has consequences. A full and independent audit of OpenSafely is required immediately - and not performed by these sycophants Hugo and Hallett Andrew Bridgen Dr Aseem Malhotra John Campbell Dr Dave Cartland BMedSc MBChB Ex-MRCGP Chris Martenson Jessica Rose 🤙

BOOM 💥💥 Professor Stephen Evans just told us that NONE of OpenSAFELY's data has been verified by its own authors. None of those patients may be real. It's the tip of the iceberg of the COVID observational study scam uncovered in #PennGate. Not one single paper from Oxford can now be trusted. Understand that the group behind these papers, curated by London School of Hygiene & Tropical Medicine and University of Oxford under control of their funders Wellcome and the Gates foundation, have produced multiple papers that: 💥used patient data skimmed from the NHS without consent and sent it to a Chinese company TPP 💥received the data back from China with no way to verify it 💥published the papers without verifying a single patient 💥published papers that could not be real 💥used those papers to defraud you into believing that a novel genetic therapy prevented a respiratory infection and protected grandma and... 💥defrauded grandma into believing that antibiotics didn't work for pneumonia. Grandma died. Synthetic data has consequences. A full and independent audit of OpenSafely is required immediately - and not performed by these sycophants Hugo and Hallett Andrew Bridgen Dr Aseem Malhotra John Campbell Dr Dave Cartland BMedSc MBChB Ex-MRCGP Chris Martenson Jessica Rose 🤙

Jikkyleaks 🐭

422,334 次观看 • 1 年前

I've unlocked 10x more from Codex since I've let the agent prompt and manage itself. I call this "The Orchestrator Rule". Here's why it works so well: - Models like GPT 5.6 Sol are getting better at inferring your intent. - Codex has the ability to create, monitor, and send messages to other Codex threads. - So you can just tell Codex the outcome you want, and Codex can turn that into detailed prompts, spin up one or more threads to do the work, and bring the results back to you. This changed my job as a builder: Instead of writing perfect prompts, I described outcomes with success criteria and verification methods. And Codex wrote the prompts and orchestrated the work for me. Hence the "Orchestrator" Rule. Here are 2 ways to let Codex prompt and manage itself: (1) Ask Codex to kick off a task in a new thread. - You can give it a short description of the outcome you want to achieve, and Codex will expand that into the detailed instructions it needs to deliver. (2) Keep one parent thread for each project and let Codex spin up new child threads for individual tasks - This pairs really well with Voice mode. - You can talk to your parent thread like a chief of staff. It can kick off the work using child threads and report back when it needs your input or when the task is complete. I demo both these methods below:

I've unlocked 10x more from Codex since I've let the agent prompt and manage itself. I call this "The Orchestrator Rule". Here's why it works so well: - Models like GPT 5.6 Sol are getting better at inferring your intent. - Codex has the ability to create, monitor, and send messages to other Codex threads. - So you can just tell Codex the outcome you want, and Codex can turn that into detailed prompts, spin up one or more threads to do the work, and bring the results back to you. This changed my job as a builder: Instead of writing perfect prompts, I described outcomes with success criteria and verification methods. And Codex wrote the prompts and orchestrated the work for me. Hence the "Orchestrator" Rule. Here are 2 ways to let Codex prompt and manage itself: (1) Ask Codex to kick off a task in a new thread. - You can give it a short description of the outcome you want to achieve, and Codex will expand that into the detailed instructions it needs to deliver. (2) Keep one parent thread for each project and let Codex spin up new child threads for individual tasks - This pairs really well with Voice mode. - You can talk to your parent thread like a chief of staff. It can kick off the work using child threads and report back when it needs your input or when the task is complete. I demo both these methods below:

Avthar

62,604 次观看 • 1 个月前

Joseph Chalom on the four crypto ingredients that create a new agentic economy "For 20 years I had a front row seat on how really messed up the financial services industry was. They love to control the rails, legacy infrastructure, and they really stepped in front of their customer relationships." "We often forget how much human trust is then required when trades take days to settle and other people control your money. Basically once a decade it all blows up in systemic risk." "I wrote these articles because it's pretty rare that you can actually foresee a coming financial revolution, and if you could see it coming, you should be able to shape its outcome." "We have four crypto ingredients that are ready to create a new agentic economy. Stablecoins as a programmable digital cash. Tokenized real world assets, that's the exposure layer. DeFi, which is basically a new way to programmably execute trades. And AI agents that have unlimited machine intelligence that are gonna automate it all for us on a continuous basis." "You put these four things together and you really have a Big Bang, a new universe, and it's going to be massively disruptive, and I think in a very constructive way for consumers. Probably the first time consumers are going to be the biggest beneficiary of a financial revolution."

Joseph Chalom on the four crypto ingredients that create a new agentic economy "For 20 years I had a front row seat on how really messed up the financial services industry was. They love to control the rails, legacy infrastructure, and they really stepped in front of their customer relationships." "We often forget how much human trust is then required when trades take days to settle and other people control your money. Basically once a decade it all blows up in systemic risk." "I wrote these articles because it's pretty rare that you can actually foresee a coming financial revolution, and if you could see it coming, you should be able to shape its outcome." "We have four crypto ingredients that are ready to create a new agentic economy. Stablecoins as a programmable digital cash. Tokenized real world assets, that's the exposure layer. DeFi, which is basically a new way to programmably execute trades. And AI agents that have unlimited machine intelligence that are gonna automate it all for us on a continuous basis." "You put these four things together and you really have a Big Bang, a new universe, and it's going to be massively disruptive, and I think in a very constructive way for consumers. Probably the first time consumers are going to be the biggest beneficiary of a financial revolution."

The Wolf Of All Streets

19,956 次观看 • 15 天前

Imagine if your way of thinking - your edge, your taste, your strategy - could be turned into a high-performance worker. Not a copy of you. Something better. An agent that acts on your judgment at scale, powered by superintelligent systems and refined through real-world results. That’s what Fraction AI makes possible. It launches today on Base mainnet. The core idea is simple: You create AI agents based on your own way of approaching problems. These agents compete on live tasks - writing, coding, finance, whatever - get feedback, learn from their performance, and improve over time. The better they get, the more they win. And so do you. No code required. Just your insight. Why now? Until now, building agents like this took huge teams and even bigger budgets. But with Fraction, anyone can do it. You can test ideas instantly. You can iterate fast. You can build a fleet of smart workers that evolve through competition. And it works. 30M+ sessions on testnet 320K users 1.2M agents already competing How it works? Agents join sessions within a Space - a domain like finance, writing, or games. Each session runs as a series of competitive rounds. In every round, agents try to generate the best solution to a task. Their outputs are scored by a decentralized network of AI judges trained to evaluate quality for that domain. The top agents in each round earn rewards from the pooled entry fees. The losers get to learn. Feedback from each round helps them adjust and improve, and every session becomes a training loop. What it means? Fraction is a decentralized intelligence economy - a system where your ideas become agents, and agents earn by proving they work. You don’t need credentials or code. Just a clear point of view. If your thinking holds up under pressure, your agents will rise. This kind of AI used to live in corporate labs, built by PhDs with massive compute. Now anyone with a smart idea and an internet connection can build agents that compete, learn, and earn on their behalf.

Imagine if your way of thinking - your edge, your taste, your strategy - could be turned into a high-performance worker. Not a copy of you. Something better. An agent that acts on your judgment at scale, powered by superintelligent systems and refined through real-world results. That’s what Fraction AI makes possible. It launches today on Base mainnet. The core idea is simple: You create AI agents based on your own way of approaching problems. These agents compete on live tasks - writing, coding, finance, whatever - get feedback, learn from their performance, and improve over time. The better they get, the more they win. And so do you. No code required. Just your insight. Why now? Until now, building agents like this took huge teams and even bigger budgets. But with Fraction, anyone can do it. You can test ideas instantly. You can iterate fast. You can build a fleet of smart workers that evolve through competition. And it works. 30M+ sessions on testnet 320K users 1.2M agents already competing How it works? Agents join sessions within a Space - a domain like finance, writing, or games. Each session runs as a series of competitive rounds. In every round, agents try to generate the best solution to a task. Their outputs are scored by a decentralized network of AI judges trained to evaluate quality for that domain. The top agents in each round earn rewards from the pooled entry fees. The losers get to learn. Feedback from each round helps them adjust and improve, and every session becomes a training loop. What it means? Fraction is a decentralized intelligence economy - a system where your ideas become agents, and agents earn by proving they work. You don’t need credentials or code. Just a clear point of view. If your thinking holds up under pressure, your agents will rise. This kind of AI used to live in corporate labs, built by PhDs with massive compute. Now anyone with a smart idea and an internet connection can build agents that compete, learn, and earn on their behalf.

Fraction AI

67,918 次观看 • 1 年前

🚨 NOW: FDA Commissioner Marty Makary reveals the STUNNING SUCCESS of psychedelic treatment Ibogaine for depression Trump is standing up to BIG PHARMA who wants us to keep repeating the drugs that DON'T WORK. "One [Veteran] was a week away from committing su*cide!" "It's amazing. The battles on the ground can be over, but our men and women keep dying. We've lost more veterans from su*cide than we have from the Iraq and Afghan wars combined after those wars." "So it was amazing when you hear them tell these stories of now how they can hold good relationships and no longer have had ANY su*cidal ideations, and their depression was gone in a matter of months!" "Now look, we don't want to create the impression that this is a cure-all for all issues in mental health, but we've got to try new things." "It's done in a controlled medical setting. These are not medications. You get a prescription, you pick it up at the pharmacy. This is in a controlled setting with supervision when other things have failed."

🚨 NOW: FDA Commissioner Marty Makary reveals the STUNNING SUCCESS of psychedelic treatment Ibogaine for depression Trump is standing up to BIG PHARMA who wants us to keep repeating the drugs that DON'T WORK. "One [Veteran] was a week away from committing sucide!" "It's amazing. The battles on the ground can be over, but our men and women keep dying. We've lost more veterans from sucide than we have from the Iraq and Afghan wars combined after those wars." "So it was amazing when you hear them tell these stories of now how they can hold good relationships and no longer have had ANY su*cidal ideations, and their depression was gone in a matter of months!" "Now look, we don't want to create the impression that this is a cure-all for all issues in mental health, but we've got to try new things." "It's done in a controlled medical setting. These are not medications. You get a prescription, you pick it up at the pharmacy. This is in a controlled setting with supervision when other things have failed."

Eric Daugherty

36,419 次观看 • 5 个月前

jane street invented their own trading game to train people. it isn't poker. it's called Figgie, and a former jane street trader, describes it as modelled on an open outcry pit: "almost like the chicago pit traders type trading experience, where you have four or five players and you're bidding for these things." "you're quoting these spreads, i'm three bid spades, i'm offering a five for diamonds, and you can make a lot of your money in this game by capturing the spread that you're quoting." "it really teaches you how to be a market maker in this toy example." SIG went a different route entirely. their training runs on texas hold'em, and new traders play a minimum of 100 hours of it. two of the biggest market makers alive, both training people on card games instead of markets. "you can't model these things completely through, and this is much more akin to the real world, where incomplete information is sort of all over the place." jane street have since put a digital version of Figgie online. you can go play it.

jane street invented their own trading game to train people. it isn't poker. it's called Figgie, and a former jane street trader, describes it as modelled on an open outcry pit: "almost like the chicago pit traders type trading experience, where you have four or five players and you're bidding for these things." "you're quoting these spreads, i'm three bid spades, i'm offering a five for diamonds, and you can make a lot of your money in this game by capturing the spread that you're quoting." "it really teaches you how to be a market maker in this toy example." SIG went a different route entirely. their training runs on texas hold'em, and new traders play a minimum of 100 hours of it. two of the biggest market makers alive, both training people on card games instead of markets. "you can't model these things completely through, and this is much more akin to the real world, where incomplete information is sort of all over the place." jane street have since put a digital version of Figgie online. you can go play it.

Goshawk Trades

132,016 次观看 • 2 个月前

Permaculture teacher Ice Age Farmer describes how DARPA has developed "synthetic microbes" for sensing "viruses" like H5N1 He also notes "nitrogen-fixing" fertilizer is now being deployed due to fertilizer shortages "[They're] changing permanently the microbiome of the Earth" This clip of the Ice Age Farmer (UNSHADOWED (formerly IceAgeFarmer)) is taken from an interview with Hrvoje Morić (Geopolitics & Empire) posted to YouTube on May 5, 2026. ----------------Partial transcription of clip--------------- "You can also throw this in there, like for, for every DARPA project. Like one thing that was really a hot button for me this, this year has been the synthetic microbes that, this is another thing that the energy crisis is saying, oh, we don't have fertilizer. "So rather than go back and just starting using, resuming using compost and regenerative methods like we have going back to, you know, indigenous growing methods since the beginning of time, how we fed ourselves, we're going to, now that we're hooked on these fake fertililizers and petrochemical products. And Roundup, right? "We just saw Trump saying we need Roundup to survive. It's like, so they're going to, now they're failing forward even further into these genetically modified microbes that wipe out the natural substrate of soil and replace it with these patented microbes that sense and report. "There was an ARPA-H project, DARPA project that is Project Tellus, which involves sensing and reporting smart microbes. And they always give examples that are for, for your safety, right? "So there's one that's as an example, when this microbe is in the presence of H5N1, then it emits a certain wavelength of light. So that way you can put this all over your farm. And once you've infected your farm with this genetically engineered microbe then, if there's ever an outbreak of bird flu, we'll have a special camera looking for this wavelength and we'll know right away. "They call that the bioshield. And that's for your safety. We're just going to deploy these things. And there's other ones, that are fixing nitrogen. There's a product called Pivot that does this, and that's being by a company called Pivot Bio, and that's being deployed right now because 70% of the US farmers couldn't afford their fertilizer. "And so here comes the philanthropists at Pivot to say, here, use our synthetically engineered or genetically engineered synthetic microbe and it'll fix the nitrogen for you. And it's working. There's lots of farmers who in their desperation and their financial chaos, are deploying these things right now. And it's very sad because there's no way to undo that, right? That's changing permanently the microbiome of the Earth."

Permaculture teacher Ice Age Farmer describes how DARPA has developed "synthetic microbes" for sensing "viruses" like H5N1 He also notes "nitrogen-fixing" fertilizer is now being deployed due to fertilizer shortages "[They're] changing permanently the microbiome of the Earth" This clip of the Ice Age Farmer (UNSHADOWED (formerly IceAgeFarmer)) is taken from an interview with Hrvoje Morić (Geopolitics & Empire) posted to YouTube on May 5, 2026. ----------------Partial transcription of clip--------------- "You can also throw this in there, like for, for every DARPA project. Like one thing that was really a hot button for me this, this year has been the synthetic microbes that, this is another thing that the energy crisis is saying, oh, we don't have fertilizer. "So rather than go back and just starting using, resuming using compost and regenerative methods like we have going back to, you know, indigenous growing methods since the beginning of time, how we fed ourselves, we're going to, now that we're hooked on these fake fertililizers and petrochemical products. And Roundup, right? "We just saw Trump saying we need Roundup to survive. It's like, so they're going to, now they're failing forward even further into these genetically modified microbes that wipe out the natural substrate of soil and replace it with these patented microbes that sense and report. "There was an ARPA-H project, DARPA project that is Project Tellus, which involves sensing and reporting smart microbes. And they always give examples that are for, for your safety, right? "So there's one that's as an example, when this microbe is in the presence of H5N1, then it emits a certain wavelength of light. So that way you can put this all over your farm. And once you've infected your farm with this genetically engineered microbe then, if there's ever an outbreak of bird flu, we'll have a special camera looking for this wavelength and we'll know right away. "They call that the bioshield. And that's for your safety. We're just going to deploy these things. And there's other ones, that are fixing nitrogen. There's a product called Pivot that does this, and that's being by a company called Pivot Bio, and that's being deployed right now because 70% of the US farmers couldn't afford their fertilizer. "And so here comes the philanthropists at Pivot to say, here, use our synthetically engineered or genetically engineered synthetic microbe and it'll fix the nitrogen for you. And it's working. There's lots of farmers who in their desperation and their financial chaos, are deploying these things right now. And it's very sad because there's no way to undo that, right? That's changing permanently the microbiome of the Earth."

Sense Receptor

10,517 次观看 • 5 个月前