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We show that best-of-N (BoN) is a much better baseline for diffusion test-time scaling when done right. Our core premise is that NFEs provide a false sense of efficiency by ignoring several underlying factors, such as verifier costs. We then introduce Flash-BoN, which encourages broader exploration of samples than...

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Sayak Paul

24,244 subscribers

23,768 次观看 • 3 个月前 •via X (Twitter)

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Microsoft CEO Satya Nadella says that rather than seeing AI Scaling Laws hit a wall, if anything we are seeing the emergence of a new Scaling Law for test-time compute
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Microsoft CEO Satya Nadella says that rather than seeing AI Scaling Laws hit a wall, if anything we are seeing the emergence of a new Scaling Law for test-time compute

Tsarathustra

111,568 次观看 • 1 年前

Sanders: But there is another vision out there as well—a darker vision. It is a vision which says that we must give up on democracy, that we are too stupid and inept to govern ourselves, and that we must put more and more power into the hands of one man. It is a vision that says we should accept an economy in which a handful of oligarchs have unbelievable wealth while the vast majority of our people struggle to put food on the table. It is a vision that says the only thing that matters in life is the accumulation of money and power—and that it is OK if we lie, cheat, and steal to achieve those goals. It is a vision which says that we must hate each other because of where we were born, hate each other because of a different language someone speaks, hate each other because of differences in the color of our skin, or our religion, or our sexual orientation. It is a vision that foments hatred, division, and more division. It is an Orwellian vision, which says that we must live in a constant state of fear—that we must always have an enemy and that we must always be at war. It is a vision which says that we have unlimited amounts of money for bombs and guns and killing, but never enough money to feed our children, provide affordable housing, or enable our parents to retire with dignity.
2:47

Sanders: But there is another vision out there as well—a darker vision. It is a vision which says that we must give up on democracy, that we are too stupid and inept to govern ourselves, and that we must put more and more power into the hands of one man. It is a vision that says we should accept an economy in which a handful of oligarchs have unbelievable wealth while the vast majority of our people struggle to put food on the table. It is a vision that says the only thing that matters in life is the accumulation of money and power—and that it is OK if we lie, cheat, and steal to achieve those goals. It is a vision which says that we must hate each other because of where we were born, hate each other because of a different language someone speaks, hate each other because of differences in the color of our skin, or our religion, or our sexual orientation. It is a vision that foments hatred, division, and more division. It is an Orwellian vision, which says that we must live in a constant state of fear—that we must always have an enemy and that we must always be at war. It is a vision which says that we have unlimited amounts of money for bombs and guns and killing, but never enough money to feed our children, provide affordable housing, or enable our parents to retire with dignity.

Acyn

60,809 次观看 • 7 个月前

Evans: We are confident that the violence that he committed… he conducted that activity alone. We will be exploring if there are any broader network. We have not uncovered any of that at this time but that will be part of our investigation
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Evans: We are confident that the violence that he committed… he conducted that activity alone. We will be exploring if there are any broader network. We have not uncovered any of that at this time but that will be part of our investigation

Acyn

90,569 次观看 • 1 年前

“An empire is a country that controls other countries, and we are one. The United States has more control in the world than any other country. We spend more on our military than the next ten countries combined, including China and Russia. We have around 740 military bases around the world and there are only 198 recognized countries by the UN. One of our biggest enemies right now is Iran, and they have basically zero foreign bases while we have hundreds.” Michael T. Lester
12:51

“An empire is a country that controls other countries, and we are one. The United States has more control in the world than any other country. We spend more on our military than the next ten countries combined, including China and Russia. We have around 740 military bases around the world and there are only 198 recognized countries by the UN. One of our biggest enemies right now is Iran, and they have basically zero foreign bases while we have hundreds.” Michael T. Lester

Shawn Ryan

113,514 次观看 • 9 个月前

In 2011, we set out a belief for ourselves. Today, that belief stands validated. Powered by our people and driven by purpose, we are proud to announce that Mahindra is among the World’s top 50 Best Companies, recognised by TIME.
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In 2011, we set out a belief for ourselves. Today, that belief stands validated. Powered by our people and driven by purpose, we are proud to announce that Mahindra is among the World’s top 50 Best Companies, recognised by TIME.

Mahindra Group

1,726,028 次观看 • 6 个月前

When we enter church – which we frequently do, I trust – we dip our finger in the holy water font and reverently make the Sign of the Cross. The beauty here is that when we dip our finger into the holy water and bless ourselves, we’re reminded of the first time we entered the family of the Church on the day of our Baptism! The Good Newsroom
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When we enter church – which we frequently do, I trust – we dip our finger in the holy water font and reverently make the Sign of the Cross. The beauty here is that when we dip our finger into the holy water and bless ourselves, we’re reminded of the first time we entered the family of the Church on the day of our Baptism! The Good Newsroom

Cardinal Dolan

32,408 次观看 • 9 个月前

"We do useful essential work for the government that we compete for & win contracts because our product is much better & costs less. That's why we get government contracts” Total value of all govt incentives received by Tesla and SpaceX is less than 2% of their combined value.
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"We do useful essential work for the government that we compete for & win contracts because our product is much better & costs less. That's why we get government contracts” Total value of all govt incentives received by Tesla and SpaceX is less than 2% of their combined value.

DogeDesigner

40,102 次观看 • 4 个月前

.The Brian Lehrer Show and A Daily Politics Podcast asks Mamdani three times if he has a plan to improve DOE schools, and Mamdani refuses to answer: LEHRER: When are we going to see a plan? MAMDANI: [The chancellor has] begun this work with district working groups and engaging directly with school communities...his vision for our school system was one that understood the importance of this work and the importance of delivering it... LEHRER: Two of the policy levers she said you could pull ...are eliminating middle school screens and actually zoning children to schools....Are you for those things as stated that way? If so, do you plan to implement them? MAMDANI: ...To me, we are exploring every single tool that we have at our disposal to ensure that this is going to be a very different school system moving forward than the one that we have inherited. LEHRER: When will we see a plan? Can you answer that? MAMDANI: Yes, that is one of our urgent priorities, and that is something that we are actively working on as an administration and something that the chancellor is leading on through the work he's been doing, but also through the plans that are being formulated...
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Manhattan Institute

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This video is our best-performing Meta ad for At our current spending level, for every $1 spent, we generate $3 in MRR, which is insane. The challenge is that once we scale beyond $1K/day in spend, ROAS starts to drop. Let’s see if this time we can break through that ceiling and scale without losing efficiency.
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This video is our best-performing Meta ad for At our current spending level, for every $1 spent, we generate $3 in MRR, which is insane. The challenge is that once we scale beyond $1K/day in spend, ROAS starts to drop. Let’s see if this time we can break through that ceiling and scale without losing efficiency.

Pierre-Eliott Lallemant

25,726 次观看 • 6 个月前

.Naval: Every human is a lottery ticket bet on the future of the species. One of the things that you really learn when you read David Deutsch’s theories and you authenticate them for yourself is you realize humans are universal explainers. That means everything that we know in the universe follows the laws of physics, and there’s no reason to believe otherwise. If you think otherwise, then please present your better theory that explains the world. If you can’t do that, then you have to go with the laws of physics. Well, the laws of physics are completely computable. They can fit inside a Turing machine or computer, and a computer can simulate the laws of physics with arbitrary accuracy, limited only by the specific power of that computer. If you increase the power of that computer, you can simulate them more accurately. So humans already simulate—in our minds we simulate—and through our computers we simulate the weather, we simulate quasars, we even simulate human systems. We simulate the economy. We simulate all kinds of things. So anything that can be understood, we can understand in our minds. This is something the AGI people get wrong when they talk about superintelligence. There is nothing out there that can understand something fundamentally that we can’t understand. It might be faster at it, it might have more compute, it might have more memory, but there’s no concept that it can understand that we can’t ourselves understand. So we are maximal universal explainers. That means every human is capable of unbounded creativity. Anyone could be the next Einstein or Fermi or Elon Musk or Jeff Bezos or Jonas Salk or whatever. So we can create anything. And if we can create anything, every human is a lottery ticket bet on the future of the species.
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.Naval: Every human is a lottery ticket bet on the future of the species. One of the things that you really learn when you read David Deutsch’s theories and you authenticate them for yourself is you realize humans are universal explainers. That means everything that we know in the universe follows the laws of physics, and there’s no reason to believe otherwise. If you think otherwise, then please present your better theory that explains the world. If you can’t do that, then you have to go with the laws of physics. Well, the laws of physics are completely computable. They can fit inside a Turing machine or computer, and a computer can simulate the laws of physics with arbitrary accuracy, limited only by the specific power of that computer. If you increase the power of that computer, you can simulate them more accurately. So humans already simulate—in our minds we simulate—and through our computers we simulate the weather, we simulate quasars, we even simulate human systems. We simulate the economy. We simulate all kinds of things. So anything that can be understood, we can understand in our minds. This is something the AGI people get wrong when they talk about superintelligence. There is nothing out there that can understand something fundamentally that we can’t understand. It might be faster at it, it might have more compute, it might have more memory, but there’s no concept that it can understand that we can’t ourselves understand. So we are maximal universal explainers. That means every human is capable of unbounded creativity. Anyone could be the next Einstein or Fermi or Elon Musk or Jeff Bezos or Jonas Salk or whatever. So we can create anything. And if we can create anything, every human is a lottery ticket bet on the future of the species.

Arjun Khemani

33,110 次观看 • 1 年前

I found Stilt's video for our Y Combinator 2016 application. The video was shot on a makeshift table (recorded on an old laptop) at my apartment in San Francisco. Priyank Singh and I were a couple of normal H-1B visa holders (prior international students) who thought a company should exist to provide better financial services for immigrants. We had no outside funding, so we started lending our money. When we applied, we had lent out $25,000 from our savings to strangers on the internet. When we ran out of our savings, we borrowed from friends. By the time we interviewed, that number had increased to $50,000. By the time we sold the company, we had originated hundreds of millions in loans to immigrants from more than 150 countries. Everything starts small. If you are interested in building a startup, just launch. Build one step at a time, and you'll get much farther than you thought you would in a short time.
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I found Stilt's video for our Y Combinator 2016 application. The video was shot on a makeshift table (recorded on an old laptop) at my apartment in San Francisco. Priyank Singh and I were a couple of normal H-1B visa holders (prior international students) who thought a company should exist to provide better financial services for immigrants. We had no outside funding, so we started lending our money. When we applied, we had lent out $25,000 from our savings to strangers on the internet. When we ran out of our savings, we borrowed from friends. By the time we interviewed, that number had increased to $50,000. By the time we sold the company, we had originated hundreds of millions in loans to immigrants from more than 150 countries. Everything starts small. If you are interested in building a startup, just launch. Build one step at a time, and you'll get much farther than you thought you would in a short time.

Rohit Mittal

17,042 次观看 • 1 年前

Sundar Pichai reveals Google can already see Gemini 5 will be much better than Argon, and cites durable demand signals with long-term contracts backing its compute buildout PICHAI: “The strength and durability of the demand signals we are seeing...to do something like this, you need to be confident at multiple levels. “One is that we are fortunate to have early signals from such a diversified opportunity set, all the way from consumer to enterprise. We are seeing robust demand signals.” HEATH: “You probably have more signal than any company on Earth, actually.” PICHAI: “I haven’t thought about it that way, but you could arguably make a case for it. “You have those robust demand signals. We also have the demand signal from Google itself, which is a cutting-edge enterprise in terms of how we are using and adopting AI. “You’re also seeing the capability frontier. Independently of the demand signals, you’re able to objectively assess how that frontier is progressing: how that curve looks like, the scaling laws, how our new models are doing compared with our old models, the complexity of the tasks we are able to tackle, and our internal evaluations and benchmarks. You’re getting a firsthand sense of it. “You’re also getting a sense of the breakthroughs coming from research, which gives you a sense of whether Gemini 5 will be much better than where Argon is. The answer is yes. “You’re getting all those confidence signals across that layer of the stack. We also have durable, long-term contracts with committed revenue that we are signing. It’s not just hope. You’re planning to a book of business as well.”
1:41

Sundar Pichai reveals Google can already see Gemini 5 will be much better than Argon, and cites durable demand signals with long-term contracts backing its compute buildout PICHAI: “The strength and durability of the demand signals we are seeing...to do something like this, you need to be confident at multiple levels. “One is that we are fortunate to have early signals from such a diversified opportunity set, all the way from consumer to enterprise. We are seeing robust demand signals.” HEATH: “You probably have more signal than any company on Earth, actually.” PICHAI: “I haven’t thought about it that way, but you could arguably make a case for it. “You have those robust demand signals. We also have the demand signal from Google itself, which is a cutting-edge enterprise in terms of how we are using and adopting AI. “You’re also seeing the capability frontier. Independently of the demand signals, you’re able to objectively assess how that frontier is progressing: how that curve looks like, the scaling laws, how our new models are doing compared with our old models, the complexity of the tasks we are able to tackle, and our internal evaluations and benchmarks. You’re getting a firsthand sense of it. “You’re also getting a sense of the breakthroughs coming from research, which gives you a sense of whether Gemini 5 will be much better than where Argon is. The answer is yes. “You’re getting all those confidence signals across that layer of the stack. We also have durable, long-term contracts with committed revenue that we are signing. It’s not just hope. You’re planning to a book of business as well.”

Fireside Alpha

39,644 次观看 • 17 天前

At the core of our mission to empower young people is the simple truth that real impact must be felt in lives and communities. On Monday, 8th June, we completed a diagnostic review of our youth employment programmes. The findings are clear; while thousands of young Ghanaians are receiving training, we must do more to ensure those skills translate into real jobs. That changes now. We are setting stronger job creation targets, introducing better tracking systems, and enforcing tighter accountability — so that every cedi invested in your future delivers results. To every young person in NAP, Adwumawura, any YEA module or any of our other interventions, we see you, we hear you, and we are committed to opening real doors of opportunity for you. Stay tuned for more updates as we roll out these changes. #YouthPower #JobsForYoungPeople
0:25

At the core of our mission to empower young people is the simple truth that real impact must be felt in lives and communities. On Monday, 8th June, we completed a diagnostic review of our youth employment programmes. The findings are clear; while thousands of young Ghanaians are receiving training, we must do more to ensure those skills translate into real jobs. That changes now. We are setting stronger job creation targets, introducing better tracking systems, and enforcing tighter accountability — so that every cedi invested in your future delivers results. To every young person in NAP, Adwumawura, any YEA module or any of our other interventions, we see you, we hear you, and we are committed to opening real doors of opportunity for you. Stay tuned for more updates as we roll out these changes. #YouthPower #JobsForYoungPeople

Pablo ✌️

15,021 次观看 • 5 个月前

.DrOzCMS: "We now use techniques that, historically, were never thought of. Instead of just flagging problems, we build cases... by the time our law enforcement partners are ready to move, we aim to hand them a file that is already complete, already ready."
1:53

.DrOzCMS: "We now use techniques that, historically, were never thought of. Instead of just flagging problems, we build cases... by the time our law enforcement partners are ready to move, we aim to hand them a file that is already complete, already ready."

Rapid Response 47

144,092 次观看 • 4 个月前

Here is a video that challenges our understanding of human intelligence and progress. Judging by the ancient images, it seems that we are not so unique when it comes to technology. The poses of people reminiscent of using tablets and the drawings depicting car-like vehicles and aeroplanes suggest that all this existed in the past? We may not be the first to have achieved such technological progress. What if other civilisations had already travelled the same path of development and thinking that we are going through now? It is very likely that we are just a repeated link in an infinite chain. History, as we know, is often rewritten and we only have fragments of knowledge of the past. Think about it, what if all that we consider our own achievement was actually the path of ancient knowledge and technology undertaken by someone else, which we are rediscovering for ourselves?😉
0:44

Here is a video that challenges our understanding of human intelligence and progress. Judging by the ancient images, it seems that we are not so unique when it comes to technology. The poses of people reminiscent of using tablets and the drawings depicting car-like vehicles and aeroplanes suggest that all this existed in the past? We may not be the first to have achieved such technological progress. What if other civilisations had already travelled the same path of development and thinking that we are going through now? It is very likely that we are just a repeated link in an infinite chain. History, as we know, is often rewritten and we only have fragments of knowledge of the past. Think about it, what if all that we consider our own achievement was actually the path of ancient knowledge and technology undertaken by someone else, which we are rediscovering for ourselves?😉

Andy

62,110 次观看 • 5 个月前

Right now, in Virginia we have some foundational issues with our energy system that we have to address: the grid is overworked, we need more energy to meet the demand that we have, and costs are too high for every single one of us.
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Right now, in Virginia we have some foundational issues with our energy system that we have to address: the grid is overworked, we need more energy to meet the demand that we have, and costs are too high for every single one of us.

Attorney General Jay Jones

19,075 次观看 • 18 天前

True leadership is not just about starting new chapters; it is about having the "Continuity with Purpose" to finish the work that truly matters to our people. Our mission remains firmly rooted in our Four Pillars of Progress, ensuring that every single project we inherited is treated as a promise kept. We are not just building for today; we are crafting a legacy of decency in democracy that will stand the test of time. This is our path to a greater Ekiti. #ContinuityWithPurpose #FourPillars #DecencyInDemocracy #BAO2026 #EkitiProgress #June20
1:45

True leadership is not just about starting new chapters; it is about having the "Continuity with Purpose" to finish the work that truly matters to our people. Our mission remains firmly rooted in our Four Pillars of Progress, ensuring that every single project we inherited is treated as a promise kept. We are not just building for today; we are crafting a legacy of decency in democracy that will stand the test of time. This is our path to a greater Ekiti. #ContinuityWithPurpose #FourPillars #DecencyInDemocracy #BAO2026 #EkitiProgress #June20

Biodun Oyebanji

14,936 次观看 • 5 个月前