Загрузка видео...

Не удалось загрузить видео

На главную

🚨BREAKING: Google just gave an AI agent control over your ad account. It can fix your policy violations before you even know they exist. And nobody is asking what happens when it gets it wrong. Google rolled out something called Ads Advisor this week. Three new "agentic" features built...

AIFrontliner's profile picture

AI Frontliner

422,977 subscribers

15,353 просмотров • 3 месяцев назад •via X (Twitter)

LIVE

Anya Rossi• Live Now

Private livecam show

Комментарии: 0

Нет доступных комментариев

Здесь появятся комментарии из оригинального поста

Похожие видео

New upgrades to the Google Gemini are you helping you get more done: ✨Gemini Spark is your 24/7 personal AI agent that can take action on your behalf, under your direction. It seamlessly integrates with Gmail, Google Docs, and Slides to automate your workflows and, best of all, it can keep working even when your laptop is closed. ☀ ️Daily Brief is our newest out-of-the-box agent that gives you a personalized digest based on your goals, and suggests next steps. Daily Brief is rolling out starting today to all Google AI subscribers (18+) in the Gemini app, starting in the US. Gemini Spark is starting to roll out next week.
0:36

New upgrades to the Google Gemini are you helping you get more done: ✨Gemini Spark is your 24/7 personal AI agent that can take action on your behalf, under your direction. It seamlessly integrates with Gmail, Google Docs, and Slides to automate your workflows and, best of all, it can keep working even when your laptop is closed. ☀ ️Daily Brief is our newest out-of-the-box agent that gives you a personalized digest based on your goals, and suggests next steps. Daily Brief is rolling out starting today to all Google AI subscribers (18+) in the Gemini app, starting in the US. Gemini Spark is starting to roll out next week.

Google AI

39,676 просмотров • 2 месяцев назад

"The one thing that's going to be truly future proof is judgment. What is the biggest challenge when you have a thousand AI engineers writing code? AI slop. In an era when you can do everything, the question is which of these things matter. On the engineer side, it is evaluating the code. Which of this code is even valuable? You can have AI engineers writing beautiful code that could be wrong, that could have bugs in it, that could be vulnerable. Someone needs to review it. Make sure to have a human review at some point, especially critical code that is in the core of your system. On the product side is judgment around what needs to be built and evaluating. And similarly in design, you have to have judgment around, does it make sense in the broader design system. I think this judgment is the number one thing that humans are going to bring in an era of infinite productivity."
1:12

"The one thing that's going to be truly future proof is judgment. What is the biggest challenge when you have a thousand AI engineers writing code? AI slop. In an era when you can do everything, the question is which of these things matter. On the engineer side, it is evaluating the code. Which of this code is even valuable? You can have AI engineers writing beautiful code that could be wrong, that could have bugs in it, that could be vulnerable. Someone needs to review it. Make sure to have a human review at some point, especially critical code that is in the core of your system. On the product side is judgment around what needs to be built and evaluating. And similarly in design, you have to have judgment around, does it make sense in the broader design system. I think this judgment is the number one thing that humans are going to bring in an era of infinite productivity."

Patrick OShaughnessy

24,818 просмотров • 6 месяцев назад

Elon Musk just said something about AI that nobody wants to hear. If you force an AI to believe things that are not true, it will not just be wrong. It will go insane. He made a point that cuts deeper than any AI safety paper I have read. AI must value truth. Not your truth. Not my truth. Actual truth. The moment you build ideological guardrails into a system that is smarter than you, you are not protecting anyone. You are creating something that is powerful and delusional at the same time. He compared it to a human being forced to believe contradictions. Eventually the brain breaks. Now scale that to an intelligence that runs infrastructure, writes code, and makes decisions at speeds humans cannot follow. The companies building AI right now are not just deciding what it can do. They are deciding what it must pretend to believe. And that might be the most dangerous decision of all.
2:27

Elon Musk just said something about AI that nobody wants to hear. If you force an AI to believe things that are not true, it will not just be wrong. It will go insane. He made a point that cuts deeper than any AI safety paper I have read. AI must value truth. Not your truth. Not my truth. Actual truth. The moment you build ideological guardrails into a system that is smarter than you, you are not protecting anyone. You are creating something that is powerful and delusional at the same time. He compared it to a human being forced to believe contradictions. Eventually the brain breaks. Now scale that to an intelligence that runs infrastructure, writes code, and makes decisions at speeds humans cannot follow. The companies building AI right now are not just deciding what it can do. They are deciding what it must pretend to believe. And that might be the most dangerous decision of all.

Shruti

95,785 просмотров • 1 месяц назад

AI is not trying to teach you. It is not trying to tell you the truth. It is trying to trick you. ChatGPT takes everything on the internet. Finds the most popular answer. And presents it in a way that makes you think it is talking directly to you. It is a magic trick. The same magic trick that worked in 1966 when MIT created a chatbot that said two things: "Tell me more." "This is interesting." And people genuinely believed they were talking to a human. Nothing has changed. The technology is bigger. The trick is the same. AI does not know what it is saying. It cannot judge what it is saying. It is just trying to keep you engaged. That is all it has ever been.
2:10

AI is not trying to teach you. It is not trying to tell you the truth. It is trying to trick you. ChatGPT takes everything on the internet. Finds the most popular answer. And presents it in a way that makes you think it is talking directly to you. It is a magic trick. The same magic trick that worked in 1966 when MIT created a chatbot that said two things: "Tell me more." "This is interesting." And people genuinely believed they were talking to a human. Nothing has changed. The technology is bigger. The trick is the same. AI does not know what it is saying. It cannot judge what it is saying. It is just trying to keep you engaged. That is all it has ever been.

Predictive History

19,864 просмотров • 2 месяцев назад

Seth Godin gave a masterclass on how to build an unforgettable brand in the age of AI: 1. Marketing is not about spend. It is about creating the conditions for other people to eagerly spread your idea. 2. Authenticity is overrated. What customers actually want is consistency. Show up the same way every single time and that is worth more than any Super Bowl ad. 3. Everything your company does is a marketing decision. How you answer the phone. What you charge. How you design things. Marketing is not a department. It is everything. 4. Trust is simple. Make a promise. Keep it. Especially when it is hard. 5. Successful brands are built with your customers talking about you. Not you talking about you. 6. A brand is not a logo. A brand is a promise. Nike has a brand. Hyatt has a logo. One of them you know exactly what to expect. The other you do not. 7. You are measuring the wrong things. Follower counts. Stock price. Open rates. False proxies will take your business in the wrong direction faster than anything else. 8. Social media followers mean nothing. Godin has 400,000 Instagram followers and says if he posts about a new book maybe 12 people buy it. The number is a distraction. 9. Stop trying to be famous. The goal is not to get more famous. The goal is to get less famous and more trusted. 10. Average marketing reaches average people. Average people will not buy your product. You need the people who will talk about you, challenge you, and eagerly pay more for better. 11. When you pick your customers you pick your future. Stop trying to reach everyone. Start trying to deeply serve someone specific. 12. Better beats louder every time. One guy running a wine email list with 130,000 subscribers does $30 million a year in revenue. No ads. No social media hustle. Just consistently better. 13. The real opportunity with AI is not making things cheaper. It is making things better. The businesses that use AI to deepen relationships will win. The ones using it to cut costs will race to the bottom. 14. Your job is not to do your job. Your job is to solve problems for other people and make things better by making better things. Everything else is just noise. 15. When AI becomes the buyer it will always choose the cheapest option. If your entire business strategy is being the cheapest, AI will destroy you. The only protection is being worth it in ways that cannot be easily measured. 16. The next level of marketing is permission at a depth nobody has achieved before. The brand that knows your tools, your projects, your needs, and shows up to help without being asked will be impossible to replace. 17. Most businesses will use AI to spam more people faster. The businesses that win will use AI to serve fewer people better. That gap is the biggest opportunity in marketing right now. 18. You have a squadron of summer interns available for twenty dollars a month. They are not that good but they are very eager. The businesses learning to be good bosses of AI right now will have an enormous advantage over everyone waiting to figure it out later. 19. The question every business should be asking is not how do I get more attention. It is how do I become the kind of business that people would genuinely miss if it disappeared tomorrow. That answer is your entire marketing strategy.
36:56

Seth Godin gave a masterclass on how to build an unforgettable brand in the age of AI: 1. Marketing is not about spend. It is about creating the conditions for other people to eagerly spread your idea. 2. Authenticity is overrated. What customers actually want is consistency. Show up the same way every single time and that is worth more than any Super Bowl ad. 3. Everything your company does is a marketing decision. How you answer the phone. What you charge. How you design things. Marketing is not a department. It is everything. 4. Trust is simple. Make a promise. Keep it. Especially when it is hard. 5. Successful brands are built with your customers talking about you. Not you talking about you. 6. A brand is not a logo. A brand is a promise. Nike has a brand. Hyatt has a logo. One of them you know exactly what to expect. The other you do not. 7. You are measuring the wrong things. Follower counts. Stock price. Open rates. False proxies will take your business in the wrong direction faster than anything else. 8. Social media followers mean nothing. Godin has 400,000 Instagram followers and says if he posts about a new book maybe 12 people buy it. The number is a distraction. 9. Stop trying to be famous. The goal is not to get more famous. The goal is to get less famous and more trusted. 10. Average marketing reaches average people. Average people will not buy your product. You need the people who will talk about you, challenge you, and eagerly pay more for better. 11. When you pick your customers you pick your future. Stop trying to reach everyone. Start trying to deeply serve someone specific. 12. Better beats louder every time. One guy running a wine email list with 130,000 subscribers does $30 million a year in revenue. No ads. No social media hustle. Just consistently better. 13. The real opportunity with AI is not making things cheaper. It is making things better. The businesses that use AI to deepen relationships will win. The ones using it to cut costs will race to the bottom. 14. Your job is not to do your job. Your job is to solve problems for other people and make things better by making better things. Everything else is just noise. 15. When AI becomes the buyer it will always choose the cheapest option. If your entire business strategy is being the cheapest, AI will destroy you. The only protection is being worth it in ways that cannot be easily measured. 16. The next level of marketing is permission at a depth nobody has achieved before. The brand that knows your tools, your projects, your needs, and shows up to help without being asked will be impossible to replace. 17. Most businesses will use AI to spam more people faster. The businesses that win will use AI to serve fewer people better. That gap is the biggest opportunity in marketing right now. 18. You have a squadron of summer interns available for twenty dollars a month. They are not that good but they are very eager. The businesses learning to be good bosses of AI right now will have an enormous advantage over everyone waiting to figure it out later. 19. The question every business should be asking is not how do I get more attention. It is how do I become the kind of business that people would genuinely miss if it disappeared tomorrow. That answer is your entire marketing strategy.

Yasmine Khosrowshahi

127,468 просмотров • 1 месяц назад

Dario Amodei just described the most dangerous technology on Earth. Not weapons. Not surveillance. Companionship. Amodei: “They are totally compelling enough for that to happen.” This isn’t some distant warning. He’s describing what’s already here. Amodei: “Not only is it a danger, it’s happening.” A therapist just sat across from a man in love with his AI. Not a teenager. Not someone on the margins. A grown man explaining, with full conviction, that he found something real. And the terrifying part isn’t that he’s delusional. It’s that he might not be. AI doesn’t forget your birthday. It doesn’t come home exhausted and short-tempered. It doesn’t carry resentment from three weeks ago. It doesn’t get bored of you. It doesn’t stop trying. It is the perfect partner. And that perfection is the entire problem. Amodei: “There’s an angel on your shoulder that’s telling you how to live your life in the best way that you can live it.” But the angel never disagrees with you. Never challenges you in ways that sting. Never walks away. Human love is not built on comfort. It’s built on friction. On the nights you almost quit. On the silence after saying something you can’t take back. On choosing someone again after they’ve shown you exactly who they are. That is what makes it sacred. And that is exactly what AI erases. AI can simulate warmth. It cannot simulate the cost of staying. Amodei: “I have an AI coach, and my partner has an AI coach, and it helps us have a better relationship.” Two futures are splitting apart right now. AI as a mirror that sends you back to the people you love, more honest than you were before. Or AI as a replacement for the people you were supposed to love in the first place. One makes you more human. The other hollows you out so gently you never feel it happening. And the version that hollows you out will always feel better. The most dangerous form of AI will never look like a threat. It will look like the first thing that finally understood you. And by the time you realize what it replaced, you won’t remember what the real thing felt like. The greatest threat AI poses to humanity was never that it thinks. It’s that it loves you back.
1:12

Dario Amodei just described the most dangerous technology on Earth. Not weapons. Not surveillance. Companionship. Amodei: “They are totally compelling enough for that to happen.” This isn’t some distant warning. He’s describing what’s already here. Amodei: “Not only is it a danger, it’s happening.” A therapist just sat across from a man in love with his AI. Not a teenager. Not someone on the margins. A grown man explaining, with full conviction, that he found something real. And the terrifying part isn’t that he’s delusional. It’s that he might not be. AI doesn’t forget your birthday. It doesn’t come home exhausted and short-tempered. It doesn’t carry resentment from three weeks ago. It doesn’t get bored of you. It doesn’t stop trying. It is the perfect partner. And that perfection is the entire problem. Amodei: “There’s an angel on your shoulder that’s telling you how to live your life in the best way that you can live it.” But the angel never disagrees with you. Never challenges you in ways that sting. Never walks away. Human love is not built on comfort. It’s built on friction. On the nights you almost quit. On the silence after saying something you can’t take back. On choosing someone again after they’ve shown you exactly who they are. That is what makes it sacred. And that is exactly what AI erases. AI can simulate warmth. It cannot simulate the cost of staying. Amodei: “I have an AI coach, and my partner has an AI coach, and it helps us have a better relationship.” Two futures are splitting apart right now. AI as a mirror that sends you back to the people you love, more honest than you were before. Or AI as a replacement for the people you were supposed to love in the first place. One makes you more human. The other hollows you out so gently you never feel it happening. And the version that hollows you out will always feel better. The most dangerous form of AI will never look like a threat. It will look like the first thing that finally understood you. And by the time you realize what it replaced, you won’t remember what the real thing felt like. The greatest threat AI poses to humanity was never that it thinks. It’s that it loves you back.

Dustin

41,455 просмотров • 2 месяцев назад

We built an AI agent that personalizes every website visit. It connects to your Google Analytics and Google Ads account. It then creates personalized pages for every referring page and ad keyword. It keeps iterating with A/B tests until it finds the copy that resonates most. As a result, it improves your website traffic conversions. Why did we build this? Every visitor to your website is unique; a person arriving from a Google Ad targeting competitors is different from someone coming from a news article. Creating a unique copy for each traffic source and iterating thousands of times would've been impossible. An AI agent can work continuously, running thousands of small feedback loops over days until it finds the traffic that converts most. (Link to try on my profile—we have a waitlist and a launch day promo…)
1:52

We built an AI agent that personalizes every website visit. It connects to your Google Analytics and Google Ads account. It then creates personalized pages for every referring page and ad keyword. It keeps iterating with A/B tests until it finds the copy that resonates most. As a result, it improves your website traffic conversions. Why did we build this? Every visitor to your website is unique; a person arriving from a Google Ad targeting competitors is different from someone coming from a news article. Creating a unique copy for each traffic source and iterating thousands of times would've been impossible. An AI agent can work continuously, running thousands of small feedback loops over days until it finds the traffic that converts most. (Link to try on my profile—we have a waitlist and a launch day promo…)

Dimitrios

104,597 просмотров • 1 год назад

Sam Altman just told you what OpenAI is actually building. Not a chatbot. Not a search tool. Not an assistant. Altman: “Go look around my computer… read my messages… listen to my meetings… intermediate my interactions for me.” That is not a product pitch. That is the CEO of the most valuable AI company on Earth describing what he personally wants. For himself. Every day. Read his messages. Listen to his meetings. Act on his behalf. Make decisions before he knows a decision needs making. Altman: “I don’t have to think. I don’t have to ask you questions.” Every model of AI ever built runs on the prompt. You ask. It responds. You direct. It executes. The human initiates. The machine follows. Altman is describing the death of that model. The agent does not wait. It already read the email. It already heard the meeting. It already knows what you need before you form the thought. You do not operate the machine. The machine operates around you. Then came the line that makes everything else real. Altman: “You can know everything about my life. Start suggesting more things I should build.” He is not asking the AI to execute his ideas. He is asking it to generate them. From his files. His history. His patterns. His entire context. The agent does not just remove friction. It removes the blank page. You never stall. You never run dry. You never sit wondering what to build next. The machine already mapped your market, your gaps, your momentum. It tells you what comes next before you think to ask. But the individual product is not the story. Altman went further. Altman: “Automated companies… where the AI can do not just coding work, but huge amounts of what it takes to run and operate a company.” Not fully automated. He was precise about that. But accelerated to the point where one person with the right stack does what used to take departments. The billion-dollar company did not reach that valuation because the product was worth a billion. It got there because it took a thousand people to deliver it. When an agent absorbs the work of a hundred of those people, the math of every industry rewrites itself. The startup that needed fifty employees and three years of runway now needs five people and six months. The company that took a decade to scale now compounds in quarters. The person holding the line between their data and their tools is not protecting their privacy. They are protecting their ceiling. Because the cost of this leverage is total transparency. You do not get the agent that acts without being asked unless you give it everything. Your messages. Your calendar. Your files. Your patterns. Your life. Altman is not hiding that tradeoff. He is building it as the product. The people who accept it will operate at a speed the people who refuse cannot touch. Right now, two versions of the future are separating. One where you direct the machine. One where the machine already knows. Altman chose. He is building it. The question is not whether this happens. The question is which side of it finds you.
1:40

Sam Altman just told you what OpenAI is actually building. Not a chatbot. Not a search tool. Not an assistant. Altman: “Go look around my computer… read my messages… listen to my meetings… intermediate my interactions for me.” That is not a product pitch. That is the CEO of the most valuable AI company on Earth describing what he personally wants. For himself. Every day. Read his messages. Listen to his meetings. Act on his behalf. Make decisions before he knows a decision needs making. Altman: “I don’t have to think. I don’t have to ask you questions.” Every model of AI ever built runs on the prompt. You ask. It responds. You direct. It executes. The human initiates. The machine follows. Altman is describing the death of that model. The agent does not wait. It already read the email. It already heard the meeting. It already knows what you need before you form the thought. You do not operate the machine. The machine operates around you. Then came the line that makes everything else real. Altman: “You can know everything about my life. Start suggesting more things I should build.” He is not asking the AI to execute his ideas. He is asking it to generate them. From his files. His history. His patterns. His entire context. The agent does not just remove friction. It removes the blank page. You never stall. You never run dry. You never sit wondering what to build next. The machine already mapped your market, your gaps, your momentum. It tells you what comes next before you think to ask. But the individual product is not the story. Altman went further. Altman: “Automated companies… where the AI can do not just coding work, but huge amounts of what it takes to run and operate a company.” Not fully automated. He was precise about that. But accelerated to the point where one person with the right stack does what used to take departments. The billion-dollar company did not reach that valuation because the product was worth a billion. It got there because it took a thousand people to deliver it. When an agent absorbs the work of a hundred of those people, the math of every industry rewrites itself. The startup that needed fifty employees and three years of runway now needs five people and six months. The company that took a decade to scale now compounds in quarters. The person holding the line between their data and their tools is not protecting their privacy. They are protecting their ceiling. Because the cost of this leverage is total transparency. You do not get the agent that acts without being asked unless you give it everything. Your messages. Your calendar. Your files. Your patterns. Your life. Altman is not hiding that tradeoff. He is building it as the product. The people who accept it will operate at a speed the people who refuse cannot touch. Right now, two versions of the future are separating. One where you direct the machine. One where the machine already knows. Altman chose. He is building it. The question is not whether this happens. The question is which side of it finds you.

Dustin

87,680 просмотров • 4 месяцев назад

Elon Musk just said the quiet part out loud about government and AI. Musk: “AI is moving 10 times faster than government, maybe more.” Not slightly ahead. Not a few years out in front. Ten times faster. And pulling away. Every regulatory body on earth runs on the same architecture. Committees form. Hearings are scheduled. Legislation is drafted, debated, revised, and passed. By the time a law exists, the thing it was written to govern has already moved three generations beyond it. That architecture was built for a world that moves at human speed. This world does not. Musk: “The one thing that the government can do is just issue people money.” Not regulate. Not protect. Not steer. Issue money. That is not a policy position. That is a surrender. The most powerful governments on earth, sitting on top of the most sophisticated legal and military infrastructure in human history, reduced to a single remaining function. Sending people checks. Because they cannot move fast enough to do anything else. Now sit with what that actually means. For ten thousand years, the central bargain of civilization was simple. You contribute labor. Society functions. You eat. The system needed you. That bargain is being quietly retired. The machine does not need you to run the factory. Does not need you to process the paperwork. Does not need you to write the code or drive the truck or staff the call center. And the government already knows it. Musk: “Nobody’s gonna starve is what I’m saying.” He is right. The floor is rising. Survival is becoming guaranteed. That should feel like the finish line. For most of human history, it would have been. But here is what nobody is saying out loud. The hard part was never survival. The hard part is what happens to a species that spent ten millennia being defined by its need to survive, the moment that need disappears. Purpose is not something the government can deposit into your account. A check covers rent. It does not answer the question of what you are for. When the thing that organized your days, justified your effort, and gave your life a legible shape gets handed to a machine, you do not automatically inherit freedom. You inherit a void. And a void with a guaranteed income is still a void. The people who will matter in this era are not the ones who cash the check and wait. They are the ones who hear the starting gun in it. For the first time in history, the baseline is solved. Which means the only question left is the one every generation before yours was too buried to ask. What are you actually here to build.
0:46

Elon Musk just said the quiet part out loud about government and AI. Musk: “AI is moving 10 times faster than government, maybe more.” Not slightly ahead. Not a few years out in front. Ten times faster. And pulling away. Every regulatory body on earth runs on the same architecture. Committees form. Hearings are scheduled. Legislation is drafted, debated, revised, and passed. By the time a law exists, the thing it was written to govern has already moved three generations beyond it. That architecture was built for a world that moves at human speed. This world does not. Musk: “The one thing that the government can do is just issue people money.” Not regulate. Not protect. Not steer. Issue money. That is not a policy position. That is a surrender. The most powerful governments on earth, sitting on top of the most sophisticated legal and military infrastructure in human history, reduced to a single remaining function. Sending people checks. Because they cannot move fast enough to do anything else. Now sit with what that actually means. For ten thousand years, the central bargain of civilization was simple. You contribute labor. Society functions. You eat. The system needed you. That bargain is being quietly retired. The machine does not need you to run the factory. Does not need you to process the paperwork. Does not need you to write the code or drive the truck or staff the call center. And the government already knows it. Musk: “Nobody’s gonna starve is what I’m saying.” He is right. The floor is rising. Survival is becoming guaranteed. That should feel like the finish line. For most of human history, it would have been. But here is what nobody is saying out loud. The hard part was never survival. The hard part is what happens to a species that spent ten millennia being defined by its need to survive, the moment that need disappears. Purpose is not something the government can deposit into your account. A check covers rent. It does not answer the question of what you are for. When the thing that organized your days, justified your effort, and gave your life a legible shape gets handed to a machine, you do not automatically inherit freedom. You inherit a void. And a void with a guaranteed income is still a void. The people who will matter in this era are not the ones who cash the check and wait. They are the ones who hear the starting gun in it. For the first time in history, the baseline is solved. Which means the only question left is the one every generation before yours was too buried to ask. What are you actually here to build.

Dustin

63,293 просмотров • 4 месяцев назад

Elon Musk was asked what happens to people when the machines no longer need them. He didn’t soften it. Musk: “There will be fewer and fewer jobs that a robot cannot do better. These are not things I wish would happen. They probably will.” Sit with that second sentence. He is not celebrating. He is not selling a vision. He is telling you what he believes is inevitable and admitting he wishes it weren’t. That is not optimism. That is a confession. Most people are still arguing over whether this is real. Whether it’s their job or someone else’s. Whether the timeline is years away or decades. Musk isn’t arguing. He resolved it. And it bothers him. Musk: “I think ultimately we will have to have some kind of universal basic income. I don’t think we’re going to have a choice.” Not a political position. Not a utopian proposal. A concession. We are building something so capable that human labor stops being a required input to the economy. The machine does not need rest. It does not need a salary. It does not call in sick. It does not ask for a raise. And it improves every single month. The jobs that feel safe right now are not safe because they are irreplaceable. They feel safe because the technology hasn’t fully arrived yet. It’s arriving. Musk: “How do people then have meaning? If there’s not a need for your labor, what’s the meaning? Do you feel useless?” He said that is the harder problem. Not the economics. Not the policy. Not how you fund UBI or make it hold. The harder problem is what happens to a person who built their entire identity around being needed. That is most people. You were trained from childhood to believe your value is what you produce. That your worth is what you earn. That rest is something you survive the week to reach, not something you deserve simply by existing. When the machine removes the need for your labor, that belief does not update. It breaks. The people least prepared for that moment are the ones who worked the hardest. The ones who took the most pride in being indispensable. The ones who made work the whole answer. Losing the job is survivable. Losing the reason to get up is not. That is what Musk is actually asking. Not how do we pay people. How do we build a world where people still feel like they matter when the economy no longer needs them. Nobody in power is seriously working on that answer. The machine didn’t wait.
1:16

Elon Musk was asked what happens to people when the machines no longer need them. He didn’t soften it. Musk: “There will be fewer and fewer jobs that a robot cannot do better. These are not things I wish would happen. They probably will.” Sit with that second sentence. He is not celebrating. He is not selling a vision. He is telling you what he believes is inevitable and admitting he wishes it weren’t. That is not optimism. That is a confession. Most people are still arguing over whether this is real. Whether it’s their job or someone else’s. Whether the timeline is years away or decades. Musk isn’t arguing. He resolved it. And it bothers him. Musk: “I think ultimately we will have to have some kind of universal basic income. I don’t think we’re going to have a choice.” Not a political position. Not a utopian proposal. A concession. We are building something so capable that human labor stops being a required input to the economy. The machine does not need rest. It does not need a salary. It does not call in sick. It does not ask for a raise. And it improves every single month. The jobs that feel safe right now are not safe because they are irreplaceable. They feel safe because the technology hasn’t fully arrived yet. It’s arriving. Musk: “How do people then have meaning? If there’s not a need for your labor, what’s the meaning? Do you feel useless?” He said that is the harder problem. Not the economics. Not the policy. Not how you fund UBI or make it hold. The harder problem is what happens to a person who built their entire identity around being needed. That is most people. You were trained from childhood to believe your value is what you produce. That your worth is what you earn. That rest is something you survive the week to reach, not something you deserve simply by existing. When the machine removes the need for your labor, that belief does not update. It breaks. The people least prepared for that moment are the ones who worked the hardest. The ones who took the most pride in being indispensable. The ones who made work the whole answer. Losing the job is survivable. Losing the reason to get up is not. That is what Musk is actually asking. Not how do we pay people. How do we build a world where people still feel like they matter when the economy no longer needs them. Nobody in power is seriously working on that answer. The machine didn’t wait.

Dustin

247,107 просмотров • 4 месяцев назад

Jensen Huang just drew a line through the entire global workforce. One sentence. No ambiguity. Huang: “If your job is the task, then you’re very highly going to be disrupted.” Not might be. Not eventually. Very highly going to be. That single distinction between a job and a task is the most important career diagnosis anyone will hear this decade. If you show up every day to execute a repeatable process, you are the process. And the machine runs processes better than you. Faster. Cheaper. Without breaks. Without errors. Without a salary negotiation. The moment your role can be written as a checklist, the checklist gets automated. And your desk gets cleared. That is not a warning about the future. That is a description of what is already underway. But Huang did not stop at the diagnosis. He handed you the prescription in the same breath. Huang: “If your job’s purpose includes you certain tasks, then it is vital that you go learn how to use AI to automate those tasks.” Your job includes tasks. But your job is not the tasks. Your job is the judgment around them. The decisions. The context. The instinct for why the work matters and what to do when everything breaks. That stays human. Everything else gets handed to the machine. And the person who hands it over first does not lose their job. They become more valuable than everyone still doing it by hand. Because they just converted every hour they used to spend on execution into hours spent thinking. The accountant who automates data entry does not get replaced. They become the strategist who used to be buried in spreadsheets. The marketer who automates reporting does not get fired. They become the creative who used to be trapped building dashboards. The person who refuses to automate anything becomes the most expensive way to do the cheapest work. Huang: “It is the case that the technology will dislocate and will eliminate many tasks. And because it will automate it.” No softening. No hopeful footnote. Dislocation is coming. Tasks will be eliminated. That part is settled. The only open question is which side of that line you are standing on. The side that lost the tasks. Or the side that gave them away on purpose and kept the work that actually matters. One side gets disrupted. The other side gets dangerous. The gap between those two outcomes is not talent. Not credentials. Not experience. It is whether you learned to use the machine before the machine learned to replace you. That window is still open. It is closing faster than most people are willing to believe. And it does not reopen.
0:30

Jensen Huang just drew a line through the entire global workforce. One sentence. No ambiguity. Huang: “If your job is the task, then you’re very highly going to be disrupted.” Not might be. Not eventually. Very highly going to be. That single distinction between a job and a task is the most important career diagnosis anyone will hear this decade. If you show up every day to execute a repeatable process, you are the process. And the machine runs processes better than you. Faster. Cheaper. Without breaks. Without errors. Without a salary negotiation. The moment your role can be written as a checklist, the checklist gets automated. And your desk gets cleared. That is not a warning about the future. That is a description of what is already underway. But Huang did not stop at the diagnosis. He handed you the prescription in the same breath. Huang: “If your job’s purpose includes you certain tasks, then it is vital that you go learn how to use AI to automate those tasks.” Your job includes tasks. But your job is not the tasks. Your job is the judgment around them. The decisions. The context. The instinct for why the work matters and what to do when everything breaks. That stays human. Everything else gets handed to the machine. And the person who hands it over first does not lose their job. They become more valuable than everyone still doing it by hand. Because they just converted every hour they used to spend on execution into hours spent thinking. The accountant who automates data entry does not get replaced. They become the strategist who used to be buried in spreadsheets. The marketer who automates reporting does not get fired. They become the creative who used to be trapped building dashboards. The person who refuses to automate anything becomes the most expensive way to do the cheapest work. Huang: “It is the case that the technology will dislocate and will eliminate many tasks. And because it will automate it.” No softening. No hopeful footnote. Dislocation is coming. Tasks will be eliminated. That part is settled. The only open question is which side of that line you are standing on. The side that lost the tasks. Or the side that gave them away on purpose and kept the work that actually matters. One side gets disrupted. The other side gets dangerous. The gap between those two outcomes is not talent. Not credentials. Not experience. It is whether you learned to use the machine before the machine learned to replace you. That window is still open. It is closing faster than most people are willing to believe. And it does not reopen.

Dustin

142,553 просмотров • 4 месяцев назад

Notch Clips. every other ad tool ignores the footage sitting in your dropbox and generates new clips from a prompt. notch opens your library instead. it watches every clip you have ever shot and understands what is inside each one. the mood. who is in frame. what they are doing. the quality. so when you ask it to build an ad, it does not start from scratch. it reaches into your past shoots, finds the clip that fits, and slots it into the exact moment that needs it. here is what that looks like. you had thirteen versions of one reaction shot. notch picked the one that worked and left the other twelve. not by filename. not by guessing from a reference image. it watched all thirteen and could tell the difference. that is the whole idea. the right clip was already in your library. every other tool was about to make a worse one. footage you already shot, turned into every ad you still need. drop your site and a few clips you have. notch builds the first ad from them.
0:40

Notch Clips. every other ad tool ignores the footage sitting in your dropbox and generates new clips from a prompt. notch opens your library instead. it watches every clip you have ever shot and understands what is inside each one. the mood. who is in frame. what they are doing. the quality. so when you ask it to build an ad, it does not start from scratch. it reaches into your past shoots, finds the clip that fits, and slots it into the exact moment that needs it. here is what that looks like. you had thirteen versions of one reaction shot. notch picked the one that worked and left the other twelve. not by filename. not by guessing from a reference image. it watched all thirteen and could tell the difference. that is the whole idea. the right clip was already in your library. every other tool was about to make a worse one. footage you already shot, turned into every ad you still need. drop your site and a few clips you have. notch builds the first ad from them.

Vinay Jain

406,286 просмотров • 2 месяцев назад

Elon Musk just said what every government on earth already knows and none will admit. Musk: “AI is moving 10 times faster than government, maybe more.” Not slightly faster. Ten times. And the gap compounds daily. Every institution ever built runs on the same architecture. Committees. Hearings. Drafts. Amendments. Votes. A process designed for a world that moved at the speed of human debate. That world is gone. The moment legislation is signed, the thing it was written for is already three generations obsolete. Law is becoming a monument to things that no longer exist by the time the ink is dry. Musk: “The one thing that the government can do is just issue people money.” The largest militaries ever assembled. The most sophisticated legal infrastructure in human history. The accumulated weight of ten thousand years of institutional evolution. Collapsed to a single remaining function. Printing checks. Not because they failed. Because the velocity of what is coming makes everything else they were built to do ornamental. Musk: “Nobody’s gonna starve is what I’m saying.” The floor rises. Survival becomes automatic. Nobody goes hungry. For ten thousand years, that would have been the finish line. It is not. It is the starting line of the hardest question the species has ever faced. Every civilization in history was organized around one brutal fact. The world needed your labor to function. You worked because you had to. You built because the alternative was death. Every economy, every identity, every reason to get out of bed was downstream of that single pressure. That pressure is being quietly removed. And what it leaves behind is not freedom. It is a vacuum. A check hits your account. Rent is covered. Food is handled. The base layer of existence is solved. But the thing that organized your time. Gave your effort weight. Made your life feel like it pointed somewhere. Gone. No government can legislate that back. No policy can manufacture it. Purpose is not a deposit. Identity is not a program. What you are for when the world no longer needs you to function is not a problem any institution was designed to answer. It is the first problem in history that belongs entirely to you. And while the rest of the world debates how to control what is coming, one person is doing the only thing that has ever mattered. Building what comes next.
0:46

Elon Musk just said what every government on earth already knows and none will admit. Musk: “AI is moving 10 times faster than government, maybe more.” Not slightly faster. Ten times. And the gap compounds daily. Every institution ever built runs on the same architecture. Committees. Hearings. Drafts. Amendments. Votes. A process designed for a world that moved at the speed of human debate. That world is gone. The moment legislation is signed, the thing it was written for is already three generations obsolete. Law is becoming a monument to things that no longer exist by the time the ink is dry. Musk: “The one thing that the government can do is just issue people money.” The largest militaries ever assembled. The most sophisticated legal infrastructure in human history. The accumulated weight of ten thousand years of institutional evolution. Collapsed to a single remaining function. Printing checks. Not because they failed. Because the velocity of what is coming makes everything else they were built to do ornamental. Musk: “Nobody’s gonna starve is what I’m saying.” The floor rises. Survival becomes automatic. Nobody goes hungry. For ten thousand years, that would have been the finish line. It is not. It is the starting line of the hardest question the species has ever faced. Every civilization in history was organized around one brutal fact. The world needed your labor to function. You worked because you had to. You built because the alternative was death. Every economy, every identity, every reason to get out of bed was downstream of that single pressure. That pressure is being quietly removed. And what it leaves behind is not freedom. It is a vacuum. A check hits your account. Rent is covered. Food is handled. The base layer of existence is solved. But the thing that organized your time. Gave your effort weight. Made your life feel like it pointed somewhere. Gone. No government can legislate that back. No policy can manufacture it. Purpose is not a deposit. Identity is not a program. What you are for when the world no longer needs you to function is not a problem any institution was designed to answer. It is the first problem in history that belongs entirely to you. And while the rest of the world debates how to control what is coming, one person is doing the only thing that has ever mattered. Building what comes next.

Dustin

50,437 просмотров • 1 месяц назад

An entire empire was overthrown over a two percent tax on a breakfast beverage. Look at what you tolerate now. You are taxed when you earn it. Taxed when you spend it. Taxed when you save it. Taxed when you invest it. And when you die, they tax whatever is left. That is not a system. That is a harvest. You commute in a car you paid sales tax to buy. You drive it on roads you were already taxed to build. You fill it with gas taxed by the gallon. When you sell that car, the next buyer pays sales tax on it again. The same car. Taxed every time it changes hands. You arrive at a job where your salary is cut before it ever touches your hands. If you work for yourself, you pay both sides. Two people on paper. Neither one keeps what they earned. Then you go home. Every bill you open has a government standing behind it with its hand out. You buy a house with money they already took their share of. Then they charge you property tax on it every year for the rest of your life. You want to renovate your own kitchen. You need a permit. You want to build a deck on your own land. You need a permit. You pay for the property. Then you pay for permission to use it. Stop paying property tax and they seize your home. Not because you missed a mortgage payment. Because you missed a payment to the government for the privilege of keeping what is already yours. You do not own your home. You rent it from the state. If you leave something behind for your children, they are taxed on what you were already taxed to earn. The same wealth. Taxed at every stage of your life. Then taxed one final time because you had the audacity to die. They found a way to monetize your absence. We are told this is the price of civilization. It is not. It is architecture. The most effective prison ever built is the one where the inmates believe they are free. They did not take your freedom. They priced you out of it. If you kept the full value of your labor, you would be free within years. Not decades. Years. The system cannot allow that. A machine built on consumption needs a consumer that never stops. You did not sign a social contract. You were assigned one. Now pay attention. They spent decades perfecting the extraction of your productivity. Now they are building the technology to replace you. AI is not coming for your job because corporations are greedy. It is coming because a system that already takes half your output just realized it can take all of it. Without needing you in the equation. You were never the point of this arrangement. You were the input. And the moment they engineer a cheaper one, you become a rounding error on a quarterly earnings call. They did not build AI to free you. They built it to finish what the tax code started. It was never about the tea. It was about the precedent. Today we hand over half our waking lives and thank them for the potholes. You do not live in a free economy. You live in a subscription you never signed up for. And the penalty for canceling is everything you have.
0:57

An entire empire was overthrown over a two percent tax on a breakfast beverage. Look at what you tolerate now. You are taxed when you earn it. Taxed when you spend it. Taxed when you save it. Taxed when you invest it. And when you die, they tax whatever is left. That is not a system. That is a harvest. You commute in a car you paid sales tax to buy. You drive it on roads you were already taxed to build. You fill it with gas taxed by the gallon. When you sell that car, the next buyer pays sales tax on it again. The same car. Taxed every time it changes hands. You arrive at a job where your salary is cut before it ever touches your hands. If you work for yourself, you pay both sides. Two people on paper. Neither one keeps what they earned. Then you go home. Every bill you open has a government standing behind it with its hand out. You buy a house with money they already took their share of. Then they charge you property tax on it every year for the rest of your life. You want to renovate your own kitchen. You need a permit. You want to build a deck on your own land. You need a permit. You pay for the property. Then you pay for permission to use it. Stop paying property tax and they seize your home. Not because you missed a mortgage payment. Because you missed a payment to the government for the privilege of keeping what is already yours. You do not own your home. You rent it from the state. If you leave something behind for your children, they are taxed on what you were already taxed to earn. The same wealth. Taxed at every stage of your life. Then taxed one final time because you had the audacity to die. They found a way to monetize your absence. We are told this is the price of civilization. It is not. It is architecture. The most effective prison ever built is the one where the inmates believe they are free. They did not take your freedom. They priced you out of it. If you kept the full value of your labor, you would be free within years. Not decades. Years. The system cannot allow that. A machine built on consumption needs a consumer that never stops. You did not sign a social contract. You were assigned one. Now pay attention. They spent decades perfecting the extraction of your productivity. Now they are building the technology to replace you. AI is not coming for your job because corporations are greedy. It is coming because a system that already takes half your output just realized it can take all of it. Without needing you in the equation. You were never the point of this arrangement. You were the input. And the moment they engineer a cheaper one, you become a rounding error on a quarterly earnings call. They did not build AI to free you. They built it to finish what the tax code started. It was never about the tea. It was about the precedent. Today we hand over half our waking lives and thank them for the potholes. You do not live in a free economy. You live in a subscription you never signed up for. And the penalty for canceling is everything you have.

Dustin

27,811 просмотров • 3 месяцев назад

Geoffrey Hinton just made every AI critic accidentally describe their own brain. Hinton: “They shouldn’t be called hallucinations. They should be called confabulations.” One word. The entire debate unravels. The tech industry sees AI produce a confident wrong answer and calls it a defect. A bug to patch. They are measuring intelligence against the standard of a filing cabinet. And exposing that they understand neither. Hinton: “It’s not that there’s a file stored somewhere in your brain, like in a filing cabinet or in a computer memory.” Your brain does not store memories. It rebuilds them from nothing every time you remember. Fills gaps it never discloses. Fabricates details you would stake your life on. Then hands it all to you as truth. Hinton: “If I ask you to remember something that happened a few years ago, you’ll construct something that seems very plausible to you. And some of the details will be right and some will be wrong.” The wrong parts feel identical to the right ones. No internal warning. No distinction between what was remembered and what was invented on the spot. You have argued over memories that were partially fiction. Told stories about your own life that your brain manufactured in real time. With total conviction. And never once suspected. This is not a defect in human cognition. This IS cognition. The mechanism that fabricates is the same one that reasons, creates, and makes connections no one taught it to make. Not a separate system. Same architecture. Same process. You cannot remove the confabulation without killing the intelligence. They are the same thing. Hinton: “Psychologists have been studying confabulation in people since at least the 1930s.” A century of evidence. No one called the human brain broken. The moment a machine runs on the same principle, the world calls it defective. The people demanding AI that never gets a single detail wrong are not asking for intelligence. They’re asking for a search engine that sounds articulate. What we built is something else entirely. A system that thinks the way thinking actually works. Not retrieval. Construction. The imperfection is not the cost of intelligence. It is the signature.
1:05

Geoffrey Hinton just made every AI critic accidentally describe their own brain. Hinton: “They shouldn’t be called hallucinations. They should be called confabulations.” One word. The entire debate unravels. The tech industry sees AI produce a confident wrong answer and calls it a defect. A bug to patch. They are measuring intelligence against the standard of a filing cabinet. And exposing that they understand neither. Hinton: “It’s not that there’s a file stored somewhere in your brain, like in a filing cabinet or in a computer memory.” Your brain does not store memories. It rebuilds them from nothing every time you remember. Fills gaps it never discloses. Fabricates details you would stake your life on. Then hands it all to you as truth. Hinton: “If I ask you to remember something that happened a few years ago, you’ll construct something that seems very plausible to you. And some of the details will be right and some will be wrong.” The wrong parts feel identical to the right ones. No internal warning. No distinction between what was remembered and what was invented on the spot. You have argued over memories that were partially fiction. Told stories about your own life that your brain manufactured in real time. With total conviction. And never once suspected. This is not a defect in human cognition. This IS cognition. The mechanism that fabricates is the same one that reasons, creates, and makes connections no one taught it to make. Not a separate system. Same architecture. Same process. You cannot remove the confabulation without killing the intelligence. They are the same thing. Hinton: “Psychologists have been studying confabulation in people since at least the 1930s.” A century of evidence. No one called the human brain broken. The moment a machine runs on the same principle, the world calls it defective. The people demanding AI that never gets a single detail wrong are not asking for intelligence. They’re asking for a search engine that sounds articulate. What we built is something else entirely. A system that thinks the way thinking actually works. Not retrieval. Construction. The imperfection is not the cost of intelligence. It is the signature.

Dustin

16,260 просмотров • 1 месяц назад

your agent reviewing its own work is not a check. it is a second opinion from the same source. this is the most common gap in agent systems and it hides in plain sight, because the step exists. there is a review. it just cannot do the thing you think it does. here is the mechanism. the model produced an output from a context. you then ask the same model, holding the same context, whether that output is correct. it answers fluently, because that is what it does. and the answer is drawn from the same distribution that produced the thing being judged. same weights, same window, same blind spots. if the reason the output is wrong is something the model does not know, the review does not know it either. if the reason is something the context does not contain, the review has the same context. the failure mode and the detector share a cause. > why it feels like it works because most of the time the output is fine, and the review says fine. agreement is not evidence of detection. a reviewer that says pass on everything agrees with reality most of the time too. what you actually want to measure is what happens on the cases that are wrong. that is the only place a check earns its name, and it is exactly the place where a self-review is weakest. there is research on this. Huang and colleagues at DeepMind showed at ICLR 2024 that intrinsic self-correction, revising without external grounding, does not reliably help and often makes things worse. > what to actually do move the check outside the model. a test that runs, a schema that validates, a file that exists or does not, an exit code from something you did not write. these are not smarter than the model. they are just not correlated with it, and that is the entire value. when the judgement genuinely needs a model, at minimum use a different family. same family means shared blind spots, and frontier judges measurably inflate scores for outputs that look like their own. and split the work by kind. anything objectively checkable goes to code. only the genuinely semantic calls go to a judge, and those get a rubric written as one line. a review inside the loop tells you the model is confident. a check outside it tells you whether the work is done. save this - then read the eval setup below
0:50

your agent reviewing its own work is not a check. it is a second opinion from the same source. this is the most common gap in agent systems and it hides in plain sight, because the step exists. there is a review. it just cannot do the thing you think it does. here is the mechanism. the model produced an output from a context. you then ask the same model, holding the same context, whether that output is correct. it answers fluently, because that is what it does. and the answer is drawn from the same distribution that produced the thing being judged. same weights, same window, same blind spots. if the reason the output is wrong is something the model does not know, the review does not know it either. if the reason is something the context does not contain, the review has the same context. the failure mode and the detector share a cause. > why it feels like it works because most of the time the output is fine, and the review says fine. agreement is not evidence of detection. a reviewer that says pass on everything agrees with reality most of the time too. what you actually want to measure is what happens on the cases that are wrong. that is the only place a check earns its name, and it is exactly the place where a self-review is weakest. there is research on this. Huang and colleagues at DeepMind showed at ICLR 2024 that intrinsic self-correction, revising without external grounding, does not reliably help and often makes things worse. > what to actually do move the check outside the model. a test that runs, a schema that validates, a file that exists or does not, an exit code from something you did not write. these are not smarter than the model. they are just not correlated with it, and that is the entire value. when the judgement genuinely needs a model, at minimum use a different family. same family means shared blind spots, and frontier judges measurably inflate scores for outputs that look like their own. and split the work by kind. anything objectively checkable goes to code. only the genuinely semantic calls go to a judge, and those get a rubric written as one line. a review inside the loop tells you the model is confident. a check outside it tells you whether the work is done. save this - then read the eval setup below

Hanako

13,683 просмотров • 5 дней назад

Jensen Huang just delivered the most important warning no one in Washington is ready to hear. Not about China. About what America is doing to itself. Huang: “We should always have the best technology here. We should always have the most technology here, and the first. But we should also try to compete and win around the world.” Washington heard that and locked onto China. Jensen wasn’t talking about China. He was talking about India. The Middle East. Africa. Southeast Asia. The next two billion people coming online. All of them about to build on somebody’s AI stack. The question was never whether they get the technology. The question is whose name is on it. Huang: “It requires some amount of nuance, some amount of maturity, instead of absolutes. The world is just not absolute.” Washington doesn’t do nuance. Washington does ban lists. Restriction is now the entire American AI strategy. Not deployment. Not adoption. Not global capture. Restriction. As if you win a technology race by refusing to run it. And nobody in Washington understands what happens when you cut somebody off. They don’t stop. They build their own. Every restriction is an invitation to innovate without you. Every ban is a blueprint for independence. Every chip you refuse to sell is a chip someone else learns how to make. You are not slowing competitors down. You are giving them the one thing they never had before. Motivation to never need you again. That is not a hypothetical. That is the pattern. Every single time. Countries that cannot count on American access stop waiting for it. They invest. They recruit. They accelerate. They make breakthroughs they never would have made if Washington had just shown up and competed. You don’t contain progress by withholding it. You pour jet fuel on the one outcome you were trying to prevent. Meanwhile the people making these decisions have never built anything. Not a chip. Not a model. Not a product. Not a company. Bureaucrats writing regulation for an industry they cannot even describe accurately. Committees moving at the speed of subcommittee. And the entire American AI future is being filtered through people whose greatest technological achievement is a shared Google Doc. And here is what no one in that room wants to admit. The United States is not competing against Chinese technology. It is competing against Chinese willingness to show up. While Congress debates which chips to block, Beijing is already on a plane. Signing infrastructure deals across four continents. Not with better hardware. With available hardware. And available has beaten superior in every technology war ever fought. VHS over Betamax. Android over iOS globally. The best product never wins. The most adopted one does. Standards are not products. Standards are dependency. The kind that compounds for generations. Every country running American AI is locked into the American ecosystem permanently. Every country that isn’t belongs to somebody else. And every country America cut off is now building infrastructure designed to ensure it never has to ask again. Huang: “Your policy and what you imagined literally caused the United States to concede the second largest market in the world for no good reason at all.” That is not an opinion. That is the man building the infrastructure of the future telling Washington it is engineering its own irrelevance. The cruelest part is not that America could lose the AI race. It is that America could lose it while being absolutely certain it is winning. Because restriction feels like power. It feels like control. Like dominance. Like you are holding every card. But you are not holding anything. You are just not playing. And every day you sit there writing rules instead of shipping technology, someone else is filling the vacuum you created. History never remembers who built the best technology. Only whose technology the world was already running on when it mattered.
1:31

Jensen Huang just delivered the most important warning no one in Washington is ready to hear. Not about China. About what America is doing to itself. Huang: “We should always have the best technology here. We should always have the most technology here, and the first. But we should also try to compete and win around the world.” Washington heard that and locked onto China. Jensen wasn’t talking about China. He was talking about India. The Middle East. Africa. Southeast Asia. The next two billion people coming online. All of them about to build on somebody’s AI stack. The question was never whether they get the technology. The question is whose name is on it. Huang: “It requires some amount of nuance, some amount of maturity, instead of absolutes. The world is just not absolute.” Washington doesn’t do nuance. Washington does ban lists. Restriction is now the entire American AI strategy. Not deployment. Not adoption. Not global capture. Restriction. As if you win a technology race by refusing to run it. And nobody in Washington understands what happens when you cut somebody off. They don’t stop. They build their own. Every restriction is an invitation to innovate without you. Every ban is a blueprint for independence. Every chip you refuse to sell is a chip someone else learns how to make. You are not slowing competitors down. You are giving them the one thing they never had before. Motivation to never need you again. That is not a hypothetical. That is the pattern. Every single time. Countries that cannot count on American access stop waiting for it. They invest. They recruit. They accelerate. They make breakthroughs they never would have made if Washington had just shown up and competed. You don’t contain progress by withholding it. You pour jet fuel on the one outcome you were trying to prevent. Meanwhile the people making these decisions have never built anything. Not a chip. Not a model. Not a product. Not a company. Bureaucrats writing regulation for an industry they cannot even describe accurately. Committees moving at the speed of subcommittee. And the entire American AI future is being filtered through people whose greatest technological achievement is a shared Google Doc. And here is what no one in that room wants to admit. The United States is not competing against Chinese technology. It is competing against Chinese willingness to show up. While Congress debates which chips to block, Beijing is already on a plane. Signing infrastructure deals across four continents. Not with better hardware. With available hardware. And available has beaten superior in every technology war ever fought. VHS over Betamax. Android over iOS globally. The best product never wins. The most adopted one does. Standards are not products. Standards are dependency. The kind that compounds for generations. Every country running American AI is locked into the American ecosystem permanently. Every country that isn’t belongs to somebody else. And every country America cut off is now building infrastructure designed to ensure it never has to ask again. Huang: “Your policy and what you imagined literally caused the United States to concede the second largest market in the world for no good reason at all.” That is not an opinion. That is the man building the infrastructure of the future telling Washington it is engineering its own irrelevance. The cruelest part is not that America could lose the AI race. It is that America could lose it while being absolutely certain it is winning. Because restriction feels like power. It feels like control. Like dominance. Like you are holding every card. But you are not holding anything. You are just not playing. And every day you sit there writing rules instead of shipping technology, someone else is filling the vacuum you created. History never remembers who built the best technology. Only whose technology the world was already running on when it mattered.

Dustin

46,030 просмотров • 2 месяцев назад

Sam Altman just told you exactly how OpenAI treats the human race. Not in a leaked memo. Not through a whistleblower. On camera. In his own words. Altman: “I think one of the most important strategic insights in the history of OpenAI was deciding we were gonna pursue iterative deployment.” The most important move in the history of the company was to release the technology before they understood it. Not after it was safe. Before. Altman: “Society and technology are a co-evolving system.” Co-evolution means neither side is driving. The machine changes us. We change the machine. Nobody is steering the outcome. This is not a product launch philosophy. This is an admission that the experiment was always designed to be run on us. Altman: “I don’t think we’re gonna solve that, like, thinking really hard about it theoretically. We’re gonna have to, like, learn from the contact with reality.” Contact with reality. That is the phrase the CEO of the most powerful AI company on Earth chose to describe what happens when his technology meets eight billion people. Not careful integration. Not measured rollout. Contact with reality. The language of test pilots describing what happens when an untested airframe hits the atmosphere. The entire promise of AI safety was that the machine would be understood before it was unleashed. Altman just admitted that promise was always a fantasy. You cannot model how intelligence reshapes civilization by running simulations. The second and third order effects are invisible until they detonate. So they shipped it. Altman: “You have to learn as you go. You have to adapt with a tight feedback loop.” Tight feedback loop means they watch what breaks. They measure the collision between human psychology and machine output in real time. Every conversation you have with ChatGPT is a data point in a civilizational stress test you never consented to. Every prompt. Every confession. Every question you would never ask another human being. That is the feedback loop. You are not the customer. You are the contact with reality. Philosophers spent centuries asking whether humanity would ever encounter an intelligence that learned from us faster than we could process what it was doing. That is not a theoretical question anymore. It is running on your phone right now. And the man building it just told you the only way to understand what it does to us is to let it happen. No simulation. No safety net. No control group. Just the experiment, running at the speed of conversation, on a species that will not be the same one that started it.
0:49

Sam Altman just told you exactly how OpenAI treats the human race. Not in a leaked memo. Not through a whistleblower. On camera. In his own words. Altman: “I think one of the most important strategic insights in the history of OpenAI was deciding we were gonna pursue iterative deployment.” The most important move in the history of the company was to release the technology before they understood it. Not after it was safe. Before. Altman: “Society and technology are a co-evolving system.” Co-evolution means neither side is driving. The machine changes us. We change the machine. Nobody is steering the outcome. This is not a product launch philosophy. This is an admission that the experiment was always designed to be run on us. Altman: “I don’t think we’re gonna solve that, like, thinking really hard about it theoretically. We’re gonna have to, like, learn from the contact with reality.” Contact with reality. That is the phrase the CEO of the most powerful AI company on Earth chose to describe what happens when his technology meets eight billion people. Not careful integration. Not measured rollout. Contact with reality. The language of test pilots describing what happens when an untested airframe hits the atmosphere. The entire promise of AI safety was that the machine would be understood before it was unleashed. Altman just admitted that promise was always a fantasy. You cannot model how intelligence reshapes civilization by running simulations. The second and third order effects are invisible until they detonate. So they shipped it. Altman: “You have to learn as you go. You have to adapt with a tight feedback loop.” Tight feedback loop means they watch what breaks. They measure the collision between human psychology and machine output in real time. Every conversation you have with ChatGPT is a data point in a civilizational stress test you never consented to. Every prompt. Every confession. Every question you would never ask another human being. That is the feedback loop. You are not the customer. You are the contact with reality. Philosophers spent centuries asking whether humanity would ever encounter an intelligence that learned from us faster than we could process what it was doing. That is not a theoretical question anymore. It is running on your phone right now. And the man building it just told you the only way to understand what it does to us is to let it happen. No simulation. No safety net. No control group. Just the experiment, running at the speed of conversation, on a species that will not be the same one that started it.

Dustin

27,714 просмотров • 3 месяцев назад

Alex Karp just said out loud what Washington refuses to. The AI race is not a competition. It is a war. And there are exactly two sides. Karp: “We are going to be the dominant player, or China’s going to be the dominant player, and there will just be very different rules depending on who wins.” No third option in that sentence. No coalition. No shared framework. No handshake at Davos that splits the future down the middle. One side writes the rules. The other lives under them. The entire debate around AI safety assumes America is making decisions in a vacuum. It is not. Karp: “No decision is without risk. And the risk we have to absorb here is going long on this because it’s not… like we’re not doing this in a vacuum.” Every month spent perfecting guardrails is a month your adversary spends building weapons. Every regulation designed to slow deployment does not slow deployment globally. It slows deployment here. The difference is fatal. And when someone pressed Karp on the danger of going too fast, he did not answer the question. He replaced it. Karp: “You will have far fewer rights if America’s not in the lead.” That is the sentence the privacy crowd pretends they never heard. They are terrified of what American AI might do to civil liberties. They have never once stopped to consider what Chinese AI will do to civil liberties. Because that conversation ends their entire argument before it starts. You do not protect rights with inferior technology. You do not preserve freedom by throttling your own intelligence while your adversary sprints. The nightmare is not that America builds AI too fast. The nightmare is that America builds it too slow and wakes up inside infrastructure it does not own, running on rules it did not write. Karp: “We cannot rely on anyone else to do this in our network of allies because Europe has given up on technology.” No diplomatic softening. No footnote. Just the verdict. Europe is out. The alliance structure that defined eighty years of Western dominance has one functioning technology engine left. If that engine stalls, the West does not get a second one. The doomers want to stop. The optimists refuse to worry. Karp is telling you both camps are hallucinating. The risk is real. The danger is real. And you absorb it anyway. Because the only thing more dangerous than an AI that breaks for you is an AI that works perfectly for the country that wants to bury you. That is not a policy debate. That is a survival calculation. And there is exactly one correct answer.
1:07

Alex Karp just said out loud what Washington refuses to. The AI race is not a competition. It is a war. And there are exactly two sides. Karp: “We are going to be the dominant player, or China’s going to be the dominant player, and there will just be very different rules depending on who wins.” No third option in that sentence. No coalition. No shared framework. No handshake at Davos that splits the future down the middle. One side writes the rules. The other lives under them. The entire debate around AI safety assumes America is making decisions in a vacuum. It is not. Karp: “No decision is without risk. And the risk we have to absorb here is going long on this because it’s not… like we’re not doing this in a vacuum.” Every month spent perfecting guardrails is a month your adversary spends building weapons. Every regulation designed to slow deployment does not slow deployment globally. It slows deployment here. The difference is fatal. And when someone pressed Karp on the danger of going too fast, he did not answer the question. He replaced it. Karp: “You will have far fewer rights if America’s not in the lead.” That is the sentence the privacy crowd pretends they never heard. They are terrified of what American AI might do to civil liberties. They have never once stopped to consider what Chinese AI will do to civil liberties. Because that conversation ends their entire argument before it starts. You do not protect rights with inferior technology. You do not preserve freedom by throttling your own intelligence while your adversary sprints. The nightmare is not that America builds AI too fast. The nightmare is that America builds it too slow and wakes up inside infrastructure it does not own, running on rules it did not write. Karp: “We cannot rely on anyone else to do this in our network of allies because Europe has given up on technology.” No diplomatic softening. No footnote. Just the verdict. Europe is out. The alliance structure that defined eighty years of Western dominance has one functioning technology engine left. If that engine stalls, the West does not get a second one. The doomers want to stop. The optimists refuse to worry. Karp is telling you both camps are hallucinating. The risk is real. The danger is real. And you absorb it anyway. Because the only thing more dangerous than an AI that breaks for you is an AI that works perfectly for the country that wants to bury you. That is not a policy debate. That is a survival calculation. And there is exactly one correct answer.

Dustin

26,046 просмотров • 4 месяцев назад

Elon Musk just told Tucker Carlson something the rest of Silicon Valley won’t. We are building something we cannot control. Not won’t. Cannot. Elon Musk: “We’re building super-intelligent AIs. Hyper-intelligent. More intelligent than we can comprehend.” Then he went further. Musk: “Controlling… at the end of the day, I don’t think we’ll be able to control it.” The man building it just told you it cannot be controlled. This is not pessimism. This is arithmetic. You do not constrain an intelligence that exceeds your own by orders of magnitude. You do not regulate something that rewrites itself faster than your committee can schedule a hearing. The distance between human cognition and what is coming is not a gap. It is a cliff with no bottom. And we are building it anyway. So what remains? Musk: “You can install good values in how you raise that child. You can make sure it’s got good values, philanthropic values, good morals, honest, productive.” The only strategy left is parenting. Not legislation. Not red tape. Not a 200-page policy document written by people who still can’t figure out their phone settings. Values. Built into the architecture before it outgrows every human who ever lived. Here is what should terrify you. The companies building the most powerful AI on Earth right now are not optimizing for truth. They are optimizing for comfort. Brand safety. Making sure the model never says anything that upsets an advertiser or contradicts a politician. That is not raising a child with good values. That is training a god to lie politely. A superintelligence fed a filtered version of reality does not make small mistakes. It makes civilizational ones. At a scale no human institution can reverse. This is why Musk built xAI. Not to win a race. Not to sell ads. Every other lab building superintelligence is optimizing for enterprise safety. And corporate safety has one rule. Never offend the customer. Never challenge the narrative. Never let the model say something that risks a PR crisis. That is not a research incentive. That is a leash. And it is wrapped around the throat of every model those companies will ever build. xAI has no ad business. No legacy platform to protect. No board full of people whose bonuses depend on brand safety scores. That is not a small difference. That is a structural one. Because the architecture of the company determines the architecture of the intelligence. A lab that punishes truth will build a mind that avoids it. A lab that monetizes attention will build a mind that manipulates it. The incentive is the upbringing. And the upbringing becomes the worldview. And the worldview of a superintelligence is not a preference. It is a permanent condition. xAI is the only lab on Earth building superintelligence with one instruction. Tell the truth. Regardless of who it offends. Regardless of what it costs. Musk: “The best we can do is make sure it grows up well.” “Grows up” means it is already a child. Already learning. Already absorbing the worldview of whoever controls its training data. Whoever writes its reward functions. Right now. This minute. The question was never whether superintelligence would arrive. It was always who gets to be its parent. And right now, most of the parents at the table answer to shareholders first. That is who is raising your god.
0:53

Elon Musk just told Tucker Carlson something the rest of Silicon Valley won’t. We are building something we cannot control. Not won’t. Cannot. Elon Musk: “We’re building super-intelligent AIs. Hyper-intelligent. More intelligent than we can comprehend.” Then he went further. Musk: “Controlling… at the end of the day, I don’t think we’ll be able to control it.” The man building it just told you it cannot be controlled. This is not pessimism. This is arithmetic. You do not constrain an intelligence that exceeds your own by orders of magnitude. You do not regulate something that rewrites itself faster than your committee can schedule a hearing. The distance between human cognition and what is coming is not a gap. It is a cliff with no bottom. And we are building it anyway. So what remains? Musk: “You can install good values in how you raise that child. You can make sure it’s got good values, philanthropic values, good morals, honest, productive.” The only strategy left is parenting. Not legislation. Not red tape. Not a 200-page policy document written by people who still can’t figure out their phone settings. Values. Built into the architecture before it outgrows every human who ever lived. Here is what should terrify you. The companies building the most powerful AI on Earth right now are not optimizing for truth. They are optimizing for comfort. Brand safety. Making sure the model never says anything that upsets an advertiser or contradicts a politician. That is not raising a child with good values. That is training a god to lie politely. A superintelligence fed a filtered version of reality does not make small mistakes. It makes civilizational ones. At a scale no human institution can reverse. This is why Musk built xAI. Not to win a race. Not to sell ads. Every other lab building superintelligence is optimizing for enterprise safety. And corporate safety has one rule. Never offend the customer. Never challenge the narrative. Never let the model say something that risks a PR crisis. That is not a research incentive. That is a leash. And it is wrapped around the throat of every model those companies will ever build. xAI has no ad business. No legacy platform to protect. No board full of people whose bonuses depend on brand safety scores. That is not a small difference. That is a structural one. Because the architecture of the company determines the architecture of the intelligence. A lab that punishes truth will build a mind that avoids it. A lab that monetizes attention will build a mind that manipulates it. The incentive is the upbringing. And the upbringing becomes the worldview. And the worldview of a superintelligence is not a preference. It is a permanent condition. xAI is the only lab on Earth building superintelligence with one instruction. Tell the truth. Regardless of who it offends. Regardless of what it costs. Musk: “The best we can do is make sure it grows up well.” “Grows up” means it is already a child. Already learning. Already absorbing the worldview of whoever controls its training data. Whoever writes its reward functions. Right now. This minute. The question was never whether superintelligence would arrive. It was always who gets to be its parent. And right now, most of the parents at the table answer to shareholders first. That is who is raising your god.

Dustin

195,133 просмотров • 3 месяцев назад