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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 просмотров • 4 месяцев назад •via X (Twitter)

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Фото профиля Kaggle

Kaggle4 месяцев назад

Learn more 👇

Фото профиля haro

haro4 месяцев назад

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

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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."

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380,268 просмотров • 28 дней назад

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20,657 просмотров • 1 месяц назад

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🇮🇪 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.

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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.

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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 просмотров • 1 месяц назад

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 просмотров • 15 дней назад

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 просмотров • 1 год назад

🚨 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 просмотров • 5 месяцев назад

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 просмотров • 2 месяцев назад

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 просмотров • 5 месяцев назад