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We have spent a century calling children failures for not fitting a system that was never designed for them. AI is about to expose just how many geniuses we threw away. MrBeast, the most watched creator on Earth, just diagnosed exactly what’s broken. MrBeast: “I graduated from school thinking...

20,651 Aufrufe • vor 5 Monaten •via X (Twitter)

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Palantir CEO Alex Karp just named who wins the AI era. Not the people who mastered the system. The people who could never follow it. Karp: “We’re in a non-playbook world, and the playbook’s not that valuable.” For decades, the global economy ran on compliance. Read the manual. Follow the procedure. Execute like the person next to you. AI just automated the manual. If your entire value was executing the playbook, you are now losing to something that does it perfectly, instantly, and for free. Karp understood this before most people had the vocabulary for it. Karp: “If you’re a dyslexic, you can’t follow the playbook, so you invent new and generative things.” Neurodivergent people spent their entire lives inside a system built for a brain they do not have. The front door was locked. So they found other doors. Built new ones. Attacked problems from angles nobody else tried because the standard path was never theirs. That is not a disadvantage. That is decades of forced preparation for the exact world we just entered. The front door is now locked for everyone. The people who spent their lives perfecting the rules are scrambling. The people who spent their lives ignoring them already know how to move. The system spent a century punishing the exact people it needed most. It measured compliance and called it intelligence. It filtered out the builders. The ones who could not sit still. The ones who could not memorize a curriculum designed for someone else’s mind. And called them broken. They were not broken. They were just early.

Dustin

84,334 Aufrufe • vor 3 Monaten

Intelligence was the one thing that never scaled. We scaled everything else. Steel. Energy. Compute. The one resource that built all of it never left the skull. Musk: “People thought defeating Go was either never or 20 years away.” Twelve months later it was over. Musk: “Now that same AlphaGo system can defeat the top 50 players simultaneously with 0% chance of them winning. And that’s one year later.” Fifty lifetimes of mastery against a system that does not know it is playing a game. Zero percent chance. That was not a competition. That was a preview. Musk: “The degrees of freedom to which artificial intelligence is able to apply itself are really increasing by 10 orders of magnitude a year.” Ten billion times. Every twelve months. No brain alive can visualize that number. By design. Every hard problem that ever defeated us did it for the same reason. Not complexity. Scarcity. The only mind capable of solving it was biological and there was never enough of it. Cancer. Fusion. Climate. The physics we cannot even see yet. Not waiting on more data. Waiting on something that can think at a scale biology never allowed. That just arrived. Most people hear this and reduce it to a question about their paycheck. They are watching the single largest expansion of capability in the history of life on this planet and worrying about a job title. For ten thousand years intelligence had one speed. One brain. One lifetime. Every civilization on earth throttled by the same biological ceiling. That ceiling just shattered. We are the only species that ever hit its own limit and built what breaks through it. That is not an ending. That is the point of everything we ever built.

Dustin

24,315 Aufrufe • vor 1 Monat

Elon Musk just read the scoreboard on American education. The numbers are not disappointing. They are damning. Musk: “Our educational results have gone downhill ever since it was created.” The Department of Education was established in 1979. Before it existed, America was landing human beings on the moon. After it was created, literacy cratered, math scores collapsed, and the country dropped on every international ranking that matters. Half a century of decline under a single institution’s watch. Musk: “If you create a department and the result of creating that department is a massive decline in educational results, you’re better off not having it.” This is not a policy disagreement. This is a fifty-year performance review with one outcome. Termination. The institution designed to educate your children spent that entire stretch making them measurably worse at everything. The system was never built to produce genius. It was built to produce compliance. Standardized tests. Standardized curricula. Standardized humans. A factory that punishes the child who questions the answer and rewards the one who memorizes it. They convinced an entire country that without a federal committee, children would fall behind. The committee is the reason they did. Now something is arriving that makes the entire debate obsolete. Artificial intelligence is not a tool for the classroom. It is the classroom. An infinite tutor that adapts to a child’s exact speed, exact curiosity, exact potential. It does not burn out by third period. It does not teach to a test written by a bureaucrat who hasn’t touched a classroom in twenty years. The establishment will tell you AI in education is dangerous. That it needs oversight. Regulation. A committee. They are not protecting your children. They are protecting their authority over what your children are allowed to learn. AI does not make the Department of Education more efficient. It makes the Department of Education extinct. The curriculum is leaving the hands of the state and landing directly in the hands of the individual. Every child on earth is about to carry a teacher with infinite patience and zero agenda in their pocket. Available to anyone with a signal. The era of the standardized human is ending. We are about to find out what a mind becomes when nothing stands between it and everything it was meant to know.

Dustin

15,876 Aufrufe • vor 2 Monaten

Elon Musk thinks the entire education system is built on a broken assumption. That every student should learn the same thing. At the same speed. In the same order. At the same time. Musk: “Everyone goes through from like 5th grade to 6th grade to 7th grade like it’s an assembly line. But people are not objects on an assembly line.” The model was designed for a factory economy. Standardized inputs. Predictable outputs. That economy is gone. The assembly line is gone. But the education system still runs on its logic. A student who masters algebra in two weeks sits through eight more weeks because the calendar says so. A student who struggles gets dragged forward because the schedule doesn’t wait. Neither is being served. Both are being processed. Musk: “Allow people to progress at the fastest pace that they can or are interested in, in each subject.” AI doesn’t teach a classroom. It teaches a student. One at a time. Every time. It skips what a student already knows. It finds where they’re stuck and approaches it from a different angle. It adjusts in real time. Not at the end of a semester when the damage is already done. A student obsessed with basketball learns fractions through shooting percentages. A student who builds in Minecraft learns geometry through architecture. The subject doesn’t change. The entry point does. No teacher with thirty students can do this. Not because they lack skill. Because the math doesn’t work. AI doesn’t have that constraint. Musk: “You do not need to tell your kid to play video games. They will play video games on autopilot all day. So if you can make it interactive and engaging, then you can make education far more compelling.” The brain isn’t broken. The format is. Kids learn complex systems and strategic thinking for hours voluntarily. Then walk into a classroom and can’t focus for twenty minutes. That’s not a discipline problem. That’s a design problem. Musk: “A university education is often unnecessary. You probably learn the vast majority of what you’re going to learn there in the first two years. And most of it is from your classmates.” Four years. Six figures of debt. And the real value comes from the people sitting next to you. Not the institution charging you. The degree doesn’t certify knowledge. It certifies endurance. Musk: “If the goal is to start a company, I would say no point in finishing college.” The system was built to train employees. If you’re not trying to be one, it has nothing left to offer you. Every lecture. Every textbook. Every curriculum. Now available instantly. Personalized to any learner. Adapted to any pace. The question isn’t whether the old model survives. It’s how long we keep forcing students through it while the replacement already exists.

Teddy - PolyBackTest.com

313,447 Aufrufe • vor 11 Tagen

Elon Musk thinks the entire education system is built on a broken assumption. That every student should learn the same thing. At the same speed. In the same order. At the same time. Musk: “Everyone goes through from like 5th grade to 6th grade to 7th grade like it’s an assembly line. But people are not objects on an assembly line.” The model was designed for a factory economy. Standardized inputs. Predictable outputs. That economy is gone. The assembly line is gone. But the education system still runs on its logic. A student who masters algebra in two weeks sits through eight more weeks because the calendar says so. A student who struggles gets dragged forward because the schedule doesn’t wait. Neither is being served. Both are being processed. Musk: “Allow people to progress at the fastest pace that they can or are interested in, in each subject.” AI doesn’t teach a classroom. It teaches a student. One at a time. Every time. It skips what a student already knows. It finds where they’re stuck and approaches it from a different angle. It adjusts in real time. Not at the end of a semester when the damage is already done. A student obsessed with basketball learns fractions through shooting percentages. A student who builds in Minecraft learns geometry through architecture. The subject doesn’t change. The entry point does. No teacher with thirty students can do this. Not because they lack skill. Because the math doesn’t work. AI doesn’t have that constraint. Musk: “You do not need to tell your kid to play video games. They will play video games on autopilot all day. So if you can make it interactive and engaging, then you can make education far more compelling.” The brain isn’t broken. The format is. Kids learn complex systems and strategic thinking for hours voluntarily. Then walk into a classroom and can’t focus for twenty minutes. That’s not a discipline problem. That’s a design problem. Musk: “A university education is often unnecessary. You probably learn the vast majority of what you’re going to learn there in the first two years. And most of it is from your classmates.” Four years. Six figures of debt. And the real value comes from the people sitting next to you. Not the institution charging you. The degree doesn’t certify knowledge. It certifies endurance. Musk: “If the goal is to start a company, I would say no point in finishing college.” The system was built to train employees. If you’re not trying to be one, it has nothing left to offer you. Every lecture. Every textbook. Every curriculum. Now available instantly. Personalized to any learner. Adapted to any pace. The question isn’t whether the old model survives. It’s how long we keep forcing students through it while the replacement already exists.

Dustin

21,745,889 Aufrufe • vor 3 Monaten

This is why I never go camping alone in some creepy and reportedly haunted woods. In a place where locals go to perform their own rituals and believe they are something they aren’t is not a place to go camping under the stars and roast marshmallows around a fire. I would save that for another time. For my take on this I wouldn’t even know where to start. I couldn’t imagine going campaigning with friends only for a woman who thinks she’s a witch to start running around the car and onto the car trying to scare me away because to her this is some sacred place. When we were kids we always went to a place called the Yogi Bear campground. It was more of a resort, it was named after a famous cartoon character. My family went and allowed us to each bring a friend. In the days we would explore the woods and go swimming at the pool, hit up the concessions. But at night while everyone slept, we were young and dumb. A friend had brought an ouija board and we were trying to open portals and contact spirits. One night in the tent when we did that, it was around 4am, we heard someone walking around the tent while we were using the board. We were all around 11-12 years old, we were terrified. I remember my friend telling me to open the tent and see what’s there but I didn’t. I just sat there and we waited it out. Looking back at this moment, and I use this moment in my own mind not to ever get an ouija board. I think it could have just been other campers who were walking by and it just happened around the same time. But I will never forget that day for obvious reasons.

SonnyBoy🇺🇸

163,605 Aufrufe • vor 1 Monat

My cousins and my brother and I were exploring Coney Island, we saw the sights, hung out at the arcades and before we went back to the apartment we decided to go and get something to eat, we had some money on us but not much so we decided to see what we could get at one of the vendors. This was back in the early 90’s when most of them had dollar slices of pizza wherever we went. So we got 4 pieces of pizza, should have been $4 because that’s the price we were used to. The guy wanted to charge us $24 at $6 a slice. We argues with him because one of my cousins already took a bite being so hungry. But at the least we owed $4. We gave the other slices back and refused them but had to pay for the partially eaten one, it was embarrassing that an adult would try that on a bunch of kids. We told our uncle what happened and he went back and yelled at the vendor. He was familiar with them because he used to get slices all the time from the same guy and he never charged my uncle that price. I couldn’t imagine paying that exurban amount, like this guy who was being charged $54 for a hotdog by one of the vendors. At first he thought it was a typo and it was $5.40 but the vendor. Learned it up when he said no it was $54. Would you have paid that amount? I would have walked away, clearly he was trying to possibly scam a the man for looking like a tourist. Part of the experience when visiting a new area is the street food but it’s becoming more and more a chore avoiding places like this.

SonnyBoy🇺🇸

362,822 Aufrufe • vor 20 Tagen

Jensen Huang just said the most dangerous thing about AI that no one is sitting with. Huang: “AI basically does most of our coding. And yet we’re hiring more engineers than ever. We have more challenges than ever. We have bigger dreams than ever.” Every engineer at NVIDIA uses AI. AI writes most of their code. This is the company building the infrastructure behind every major AI system on Earth. Closer to this technology than any organization alive. They’re hiring more people. Not fewer. Every conversation about AI is built around subtraction. Fewer jobs. Fewer workers. Fewer humans in the loop. Jensen just told you the opposite is true. Huang: “Suppose we infused AI into this country, and as a result of that, we are doing things faster than ever before. Our ambition is greater than ever before. Our expectations are greater than ever before. How is that a bad condition for our country?” He’s not defending AI. He’s describing what happens inside the organizations that actually use it. It doesn’t make them leaner. It makes them hungrier. More ambition. More speed. More appetite for problems no one would have touched five years ago. The car didn’t make humans travel less. The internet didn’t make humans communicate less. No tool in human history has ever made humans want less. AI will not be the exception. Huang: “Prior to that, it’s been incredible but not useful. Now it’s useful and incredible.” Six months. That’s how fast AI crossed from impressive demo to daily weapon. The companies that adopted it didn’t shrink. They expanded. Compressed timelines. Started chasing problems they never would have attempted. The companies that ignored it stayed exactly where they were. That gap compounds. Every day a company uses AI to move faster, it learns something the one standing still never will. That knowledge stacks. That speed stacks. That ambition stacks. Jensen isn’t warning about a future where machines take your job. He’s describing a present where the companies using AI are becoming so fast and so hungry that standing still is already fatal. By the time you notice, it’s over. You were never going to be replaced by AI. You were going to be erased by someone it made hungrier than you.

Dustin

12,200 Aufrufe • vor 2 Monaten

Terence Tao is the greatest living mathematician. Fields Medal at 31. Solved problems that had been open for a century. Widely regarded as the sharpest analytical mind alive. And he just told you the thing your entire career is built on is now worthless. Tao: “AI has basically driven the cost of idea generation down to almost zero.” For five hundred years, the idea was the prize. The theory. The hypothesis. The flash of insight a physicist chased for twenty years in a lab before it landed. That was the bottleneck. That was what tenure rewarded. That was what Nobel committees were looking for. Gone. A model can generate a thousand candidate theories for a scientific problem in an afternoon. Not noise. Not garbage. Plausible, structured, publishable-grade hypotheses. A thousand of them. Before dinner. The idea used to be the scarcest resource in any room. Now it is the cheapest. But Tao went somewhere most people are not ready to follow. Tao: “Verification, validation, and assessing what ideas actually move the subject forward… that’s not something we know how to do at scale.” Sit with that. We automated creation. We did not automate truth. We can produce ten thousand explanations for a phenomenon. We cannot tell you which ones are real. That is not a gap. That is a chasm. And it is the most important unsolved problem on Earth right now. Tao: “Human reviewers… they’re already being overwhelmed actually.” The entire scientific apparatus was built for a world where a single paper took months to produce. Peer review. Journal boards. Consensus forged over years of replication and debate. That infrastructure was never designed for what just hit it. Journals are flooded. Reviewers are buried. The filters that separated signal from noise for decades were engineered for human-speed output. They are now absorbing machine-speed volume. And they are cracking under it. Tao compared it to the internet. The internet drove the cost of communication to zero. That did not produce clarity. It produced an ocean of noise with islands of signal buried somewhere inside. AI just did the same thing to knowledge itself. Infinite generation. Zero verification. The person who can produce ideas has never mattered less. The person who can prove which ideas are true has never mattered more. That is the inversion nobody is processing. Every company, every lab, every institution is racing to generate more. Faster models. Bigger outputs. More theories. More code. More content. Nobody is building the system that tells you which of those outputs are actually correct. And that is the only system that matters. Whoever solves verification at scale does not win a market. They become the filter that all of science, all of engineering, all of human discovery flows through. The bottleneck of the last five hundred years was producing the answer. The bottleneck of the next fifty is knowing whether the answer is real. And right now, according to the greatest mathematician alive, we do not know how to do that at the speed the machines demand. That is not a research problem. That is the race beneath the race. And almost nobody has entered it.

Dustin

528,923 Aufrufe • vor 4 Monaten

Jensen Huang just described something that should keep every worker in America awake tonight. Not because AI is coming for their job. Because most of them never understood what their job actually was. Huang: “The task of our job and the purpose of our job are related, not the same.” Most people think their job is the thing they do with their hands for eight hours a day. Write code. Fill spreadsheets. Draft emails. Push pixels. That was never the job. That was the task. The job was always the thinking underneath it. Huang: “If you apply that to me, you would come to the conclusion what Jensen does for a living is tap on phones and talk. And tapping on phones and talking, AI has done that just fine. And therefore my job should be gone. But I’m busier than ever.” This is the part nobody wants to sit with. The people panicking about AI aren’t afraid of losing their work. They’re afraid of finding out they never had any. They had a routine. A repetitive motion. A series of keystrokes that felt like purpose. Now a machine does it in four seconds. Huang: “AI has created more than half a million jobs in the last couple of years.” The data says one thing. The fear says another. Because the fear was never about employment numbers. It was about identity. We spent fifty years hunched over keyboards, convinced the hunching was the work. Huang: “The idea that being human means to hunch over on this little thing, typing all the time… 50 years before that, people didn’t do that.” Fifty years. That’s all it took to build an entire identity around a posture. We don’t type for a living. We think for a living. We imagine for a living. The keyboard was always just the delivery mechanism. Never the product. Huang: “It is a fundamental flaw that we only need a billion lines of code written. We need a trillion lines of code written.” The demand was always infinite. The bottleneck was always our fingers. AI doesn’t shrink the workforce. It removes the cap on what the workforce can actually build. Huang: “Companies that use AI have demonstrated the ability to grow faster. When they grow faster, they hire more people.” Growth doesn’t eliminate people. It pulls them in. Every industrial revolution triggered the same panic. Same headlines. Same wrong conclusion. And every single time, the economy didn’t contract. It expanded into territory that didn’t exist before. The real question was never whether AI takes your job. It was whether you were ever anything more than the motions you repeated. Because somewhere in the last fifty years, we stopped asking what the work was for. We just kept typing. And now the typing is done. And millions of people are about to meet themselves for the first time. With nothing to hide behind. Some of them won’t survive what they find.

Dustin

92,607 Aufrufe • vor 2 Monaten

We are not okay, and that’s okay to say. I wish I could tell you that we are standing here and that the rest of the world is standing with us. With you. Sadly I can’t say that. There is a loud and aggressive minority around the world who doesn’t get, that being murdered at a peace festival does not equal resistance. I do however, know that we are standing here on behalf of all those people in the world, with moral clarity. And there are a lot of them. And there are many who want to be here with you. And they are here with you at heart. On October 7th, your loved ones went to Nova. We call it a peace music festival because that’s what it was—a place to make new friends, to let loos explore and celebrate life. And this juxtaposition hurts the most —because on that day, the light your loved ones were, was met with the most unimaginable darkness. Our lives will never be the same. But today, as we remember them, we also make a promise: to honor their memory by living as they would have. As we stand here in grief, we have a message to the world: we will not be defeated. Israel was attacked on October 7th and every day since, for the crime of existing. For the audacity of just being here. But we are here, and we are here to stay. And despite the trauma we’ve faced, we are in Israel, standing strong together, committed to the memories of those we lost and to the return of our hostages. We, despite the pain and alongside it, are going to build a brighter future. Together. We will dance again. Am Yisrael Chai Forever

Noa Tishby

32,728 Aufrufe • vor 9 Monaten