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Geoffrey Hinton argues that 2026 will bring even stronger AI capabilities than today. Already, systems are replacing jobs like call center work with high reliability. Rapid improvement means AI keeps expanding the range of tasks it can fully handle. Employment disruption will accelerate as capability compounds.

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15,300 Aufrufe • vor 8 Monaten •via X (Twitter)

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Geoffrey Hinton says that in 2026, AI will gain the capability to replace many jobs Every 7 months, AI doubles the length of tasks it can handle. It went from 1-minute coding to hour-long projects Soon, it'll manage month-long software engineering tasks "then few people will be needed for SWE projects"

Geoffrey Hinton says that in 2026, AI will gain the capability to replace many jobs Every 7 months, AI doubles the length of tasks it can handle. It went from 1-minute coding to hour-long projects Soon, it'll manage month-long software engineering tasks "then few people will be needed for SWE projects"

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Alibaba Chairman, Joe Tsai "Research analysts can be completely replaced by AI" AI can perform the tasks of equity research analysts ...it will ultimately enhance human capabilities and improve the quality of work rather than completely replacing humans

Alibaba Chairman, Joe Tsai "Research analysts can be completely replaced by AI" AI can perform the tasks of equity research analysts ...it will ultimately enhance human capabilities and improve the quality of work rather than completely replacing humans

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Geoffrey Hinton warns again: "But it seems very likely to a large number of people that we will get massive unemployment um caused by AI." Why? "A major source of revenue will come from selling AI systems that can perform work far more cheaply than human labor. They’re essentially betting on AI replacing a significant share of the workforce." Take this serious, I cant emphasize this enough.

Geoffrey Hinton warns again: "But it seems very likely to a large number of people that we will get massive unemployment um caused by AI." Why? "A major source of revenue will come from selling AI systems that can perform work far more cheaply than human labor. They’re essentially betting on AI replacing a significant share of the workforce." Take this serious, I cant emphasize this enough.

Chubby♨️

118,178 Aufrufe • vor 9 Monaten

Why I’m bullish on AI in 2026 2026 feels like the year AI becomes impossible to ignore. Not because of better chatbots, but because AI starts doing real work. Agents will run tasks end to end, humanoid robots will actually work in factories, and suddenly the labor market feels very different. That’s when the disbelief fades. Demis Hassabis basically confirmed it: reliable agentic systems, a real robotics push, useful on-device assistants, and world models that let AI plan in the real world. That combo is explosive. Once people see robots on factory floors and AI agents quietly replacing office tasks, the conversation changes. AI stops being hype and starts being reality. That’s why 2026 matters

Why I’m bullish on AI in 2026 2026 feels like the year AI becomes impossible to ignore. Not because of better chatbots, but because AI starts doing real work. Agents will run tasks end to end, humanoid robots will actually work in factories, and suddenly the labor market feels very different. That’s when the disbelief fades. Demis Hassabis basically confirmed it: reliable agentic systems, a real robotics push, useful on-device assistants, and world models that let AI plan in the real world. That combo is explosive. Once people see robots on factory floors and AI agents quietly replacing office tasks, the conversation changes. AI stops being hype and starts being reality. That’s why 2026 matters

VraserX e/acc

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WAIT… WHAT? After spending 25+ minutes warning about AI replacing coders, QA workers, and call center jobs… This documentary suddenly admits outsourcing firms in India and the Philippines ADDED jobs in 2025 and are still projecting MORE hiring into 2026. Then they explain why humans are still needed: 🔹 Judgment 🔹 Empathy 🔹 Cultural intelligence 🔹 AI oversight 🔹 Reliability checks So maybe the story right now isn’t simply “AI is taking jobs”… Maybe North America is still accelerating the offshoring of jobs while AI slowly reduces how many workers will eventually be needed overall.

WAIT… WHAT? After spending 25+ minutes warning about AI replacing coders, QA workers, and call center jobs… This documentary suddenly admits outsourcing firms in India and the Philippines ADDED jobs in 2025 and are still projecting MORE hiring into 2026. Then they explain why humans are still needed: 🔹 Judgment 🔹 Empathy 🔹 Cultural intelligence 🔹 AI oversight 🔹 Reliability checks So maybe the story right now isn’t simply “AI is taking jobs”… Maybe North America is still accelerating the offshoring of jobs while AI slowly reduces how many workers will eventually be needed overall.

Shazi

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Andrew Yang reveals which jobs will NOT be replaced by AI “44% of jobs are repetitive, and those are the ones AI is going to decimate. Non repetitive manual jobs, like cleaning hotel rooms, will last much longer because robots struggle with unpredictable tasks and environments. The same goes for jobs like HVAC repair and electricians, especially with older buildings” “Non repetitive cognitive work will not be replaced, which is what you and I do on a good day. This includes entrepreneurial and creative work, as well as directing AI. If you look at a Microsoft report that came out a few months ago, the most resilient roles are things like sledgehammer operators or people who install flooring, very gritty, physical work”

Andrew Yang reveals which jobs will NOT be replaced by AI “44% of jobs are repetitive, and those are the ones AI is going to decimate. Non repetitive manual jobs, like cleaning hotel rooms, will last much longer because robots struggle with unpredictable tasks and environments. The same goes for jobs like HVAC repair and electricians, especially with older buildings” “Non repetitive cognitive work will not be replaced, which is what you and I do on a good day. This includes entrepreneurial and creative work, as well as directing AI. If you look at a Microsoft report that came out a few months ago, the most resilient roles are things like sledgehammer operators or people who install flooring, very gritty, physical work”

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Amjad Masad says true AGI means an AI that can enter new situations and quickly learn how to achieve goals Even the latest models still struggle with tasks outside their training data. The real breakthrough will come when AI can train itself -- like AlphaGo playing billions of games against itself

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Geoffrey Hinton says you can't prove what a neural network will do, just like you can't prove a taxi driver won't kill you Once trained, they become huge sets of weights that cannot be fully explained or guaranteed "the best we can do with AI is run good safety tests and trust the data"

Geoffrey Hinton says you can't prove what a neural network will do, just like you can't prove a taxi driver won't kill you Once trained, they become huge sets of weights that cannot be fully explained or guaranteed "the best we can do with AI is run good safety tests and trust the data"

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Plumbing will outlast coding. Welding will outlast desk jobs. Farming will outlast email. Elon Musk: "Anything that isn't physically moving atoms will be eliminated like lightning by AI." He spent 5 minutes explaining why physical work is the last to go: The filter is simple. "Anything that is digital, which is just someone at a computer doing something, AI is going to take over those jobs like lightning." "Coding, anything along those lines. It's going to take over those jobs like lightning." "Just like digital computers took over the job of people doing manual calculations. But much faster." What survives longer? "AI can improve the productivity of humans who build things with their hands or do things with their hands." "Welding. Electrical work. Plumbing. Anything that's physically moving atoms." "Cooking food. Farming. Anything that's physical. Those jobs will exist for a much longer time." The desk jobs go first. "There's just so many desk jobs where really what people are doing is processing email or answering the phone." "Anything that isn't moving atoms. Anything that is not physically doing physical work." "Those jobs will be and are being eliminated by AI at a very rapid pace." Here's where it ends: "Ultimately, working will be optional." "Because you'll have robots plus AI." "In a benign scenario, universal high income. Not just universal basic income. Universal high income." "Meaning anyone can have any products or services that they want." "We'd essentially eliminate poverty." But there's a catch. "There will be a lot of trauma and disruption along the way." "There's a lot of ways this movie can end." "The reason I'm so concerned about AI safety is that one of the possibilities is the Terminator scenario." "It's not 0%."

Plumbing will outlast coding. Welding will outlast desk jobs. Farming will outlast email. Elon Musk: "Anything that isn't physically moving atoms will be eliminated like lightning by AI." He spent 5 minutes explaining why physical work is the last to go: The filter is simple. "Anything that is digital, which is just someone at a computer doing something, AI is going to take over those jobs like lightning." "Coding, anything along those lines. It's going to take over those jobs like lightning." "Just like digital computers took over the job of people doing manual calculations. But much faster." What survives longer? "AI can improve the productivity of humans who build things with their hands or do things with their hands." "Welding. Electrical work. Plumbing. Anything that's physically moving atoms." "Cooking food. Farming. Anything that's physical. Those jobs will exist for a much longer time." The desk jobs go first. "There's just so many desk jobs where really what people are doing is processing email or answering the phone." "Anything that isn't moving atoms. Anything that is not physically doing physical work." "Those jobs will be and are being eliminated by AI at a very rapid pace." Here's where it ends: "Ultimately, working will be optional." "Because you'll have robots plus AI." "In a benign scenario, universal high income. Not just universal basic income. Universal high income." "Meaning anyone can have any products or services that they want." "We'd essentially eliminate poverty." But there's a catch. "There will be a lot of trauma and disruption along the way." "There's a lot of ways this movie can end." "The reason I'm so concerned about AI safety is that one of the possibilities is the Terminator scenario." "It's not 0%."

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OpenAI founder just said: "Jobs will go away. Jobs have gone away with every technological revolution. Jobs will change." The question is not if your job changes, it's whether you're on the right side of that change. The people adapting fastest right now are the ones who actually know what AI can do. Most don't and thinking AI won't affect you is already a losing position. That's why I put together a guide on what AI can actually do, the capabilities most people have never found. Read the post below and you'll already be ahead of 99% of people using AI right now.

OpenAI founder just said: "Jobs will go away. Jobs have gone away with every technological revolution. Jobs will change." The question is not if your job changes, it's whether you're on the right side of that change. The people adapting fastest right now are the ones who actually know what AI can do. Most don't and thinking AI won't affect you is already a losing position. That's why I put together a guide on what AI can actually do, the capabilities most people have never found. Read the post below and you'll already be ahead of 99% of people using AI right now.

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Elon Musk: AI can already do half of all white-collar work. “Even with AI at its current state, I'd say you're pretty close to being able to replace half of all jobs. White-collar jobs. That includes anything like education too. So anything that involves information. Anything short of shaping atoms, AI can do probably half or more of those jobs right now. But there's a lot of inertia. People just keep doing the same thing for quite some time. And there actually has to be a company that makes more use of AI that competes with a company that makes less use of AI, creating a forcing function for increased use of AI. Otherwise, the company that still has humans do things that AI can do will still continue to exist.” Source: Moonshots #220, January 6, 2026.

Elon Musk: AI can already do half of all white-collar work. “Even with AI at its current state, I'd say you're pretty close to being able to replace half of all jobs. White-collar jobs. That includes anything like education too. So anything that involves information. Anything short of shaping atoms, AI can do probably half or more of those jobs right now. But there's a lot of inertia. People just keep doing the same thing for quite some time. And there actually has to be a company that makes more use of AI that competes with a company that makes less use of AI, creating a forcing function for increased use of AI. Otherwise, the company that still has humans do things that AI can do will still continue to exist.” Source: Moonshots #220, January 6, 2026.

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You can even ask for more ai images from the kuro games support team and they will provide. I must say though I think Gacha Grail does a better job making AI art than kuro. Look at all that ai burn. It looks like they are proAI which means they support AI artwork!

You can even ask for more ai images from the kuro games support team and they will provide. I must say though I think Gacha Grail does a better job making AI art than kuro. Look at all that ai burn. It looks like they are proAI which means they support AI artwork!

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Geoffrey Hinton explains the coyote test for medical AI: radiology is already over the cliff, it just has not looked down yet "If you work as a radiologist, you're like the coyote that's already over the edge of the cliff, but hasn't yet looked down" "People should stop training radiologists now. It's just completely obvious that within 5 years deep learning is going to do better than radiologists" "It might be 10 years, but we got plenty of radiologists already" "There's going to be thousands of applications of the deep learning technology we currently have, especially stuff using fast chips" "Thousands of applications and hundreds of them are going to work, and those are the ones you're going to hear about" Most healthcare AI conversations still price the bottleneck as adoption. Hinton was pointing at a different bottleneck: medicine has specialties where the machine gets more examples than any human can. The brutal part is the error bar. If it is 5 years, training pipelines are already late. If it is 10, hospitals still have to redesign the workflow before the models arrive. - Geoffrey Hinton, Nobel laureate and pioneer of deep learning, at Creative Destruction Lab

Geoffrey Hinton explains the coyote test for medical AI: radiology is already over the cliff, it just has not looked down yet "If you work as a radiologist, you're like the coyote that's already over the edge of the cliff, but hasn't yet looked down" "People should stop training radiologists now. It's just completely obvious that within 5 years deep learning is going to do better than radiologists" "It might be 10 years, but we got plenty of radiologists already" "There's going to be thousands of applications of the deep learning technology we currently have, especially stuff using fast chips" "Thousands of applications and hundreds of them are going to work, and those are the ones you're going to hear about" Most healthcare AI conversations still price the bottleneck as adoption. Hinton was pointing at a different bottleneck: medicine has specialties where the machine gets more examples than any human can. The brutal part is the error bar. If it is 5 years, training pipelines are already late. If it is 10, hospitals still have to redesign the workflow before the models arrive. - Geoffrey Hinton, Nobel laureate and pioneer of deep learning, at Creative Destruction Lab

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55,994 Aufrufe • vor 1 Monat

Elon Musk delivered a brutal prediction on the job apocalypse — and it's closer than most realize: “Half or more of all white-collar jobs can already be replaced by AI right now.” In this wide-ranging conversation, Musk explains the timeline and mechanics: - Anything involving moving bits (not atoms) — spreadsheets, writing, analysis, education, legal work, coding — is already AI's domain. - Companies that go full AI will demolish those that don't — just like one laptop with a spreadsheet wiped out skyscrapers of human "computers" in the 20th century. - Even one manually calculated cell in a spreadsheet would make you uncompetitive today. - Blue-collar/physical jobs last longer — until humanoid robots scale — but white-collar work is first to go because it requires no physical presence. The forcing function: AI-using companies will outcompete human-heavy ones so fast that inertia won't save the old model. The race is on. This isn't sci-fi — Musk says we're already "pretty close" to AI replacing half of all jobs. When do you think the majority of white-collar roles disappear — 5 years, 10 years, or sooner?

Elon Musk delivered a brutal prediction on the job apocalypse — and it's closer than most realize: “Half or more of all white-collar jobs can already be replaced by AI right now.” In this wide-ranging conversation, Musk explains the timeline and mechanics: - Anything involving moving bits (not atoms) — spreadsheets, writing, analysis, education, legal work, coding — is already AI's domain. - Companies that go full AI will demolish those that don't — just like one laptop with a spreadsheet wiped out skyscrapers of human "computers" in the 20th century. - Even one manually calculated cell in a spreadsheet would make you uncompetitive today. - Blue-collar/physical jobs last longer — until humanoid robots scale — but white-collar work is first to go because it requires no physical presence. The forcing function: AI-using companies will outcompete human-heavy ones so fast that inertia won't save the old model. The race is on. This isn't sci-fi — Musk says we're already "pretty close" to AI replacing half of all jobs. When do you think the majority of white-collar roles disappear — 5 years, 10 years, or sooner?

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🚨EXCLUSIVE INTERVIEW – OPENAI’S 1ST INVESTOR: AI WILL SAVE US—OR DESTROY US Vinod Khosla was the first major investor in OpenAI. Now, he says AI will replace all human jobs, upend geopolitics, and redefine the meaning of life. Vinod breaks down the race for AI dominance—and the two futures ahead: one utopian, one dystopian. He warns China could weaponize “persuasive AI” to spread ideology, buy influence, and take over the world—not through kinetic war, but a war of the minds. He argues most of today’s jobs are “human servitude”—and that AI could finally free humanity from the burden of survival. And he believes robotics and AI will merge with our species, triggering the biggest transformation in human purpose since the dawn of civilization. This is a conversation you don’t want to miss. 02:42 – “People who don’t adopt AI will be obsoleted by those who do.” 04:29 – Productivity will explode. So will income inequality. 05:39 – Elections could soon be decided by AI’s impact on jobs. 09:21 – What if AI becomes a superintelligence with its own goals? 12:35 – “The biggest risk is AI in China’s hands.” 15:26 – Could giving AI full control make the world better? 20:16 – “The most fearsome threat is persuasive AI.” 22:12 – AI agents will protect us from other AIs. 23:33 – AI could replace 80% of jobs within 2–3 years of capability. 28:14 – We will no longer be driven by survival—but by passion. 29:58 – “Most jobs today are servitude.” 34:53 – Humans will no longer be the most intelligent species on Earth. 38:15 – Will AI merge with humans? 42:24 – “Survival will no longer drive us. That’s a first in history.” 44:39 – Could AI destroy us by simply pursuing its goals too well? 47:33 – Can AI be trained to care for us? 52:25 – Humanity never worked as one. But AI might force that reckoning. 56:52 – Should AI be allowed to make military decisions? 59:15 – “We need AI deterrence. Like nuclear deterrence.” 01:03:15 – Will humans fall in love with AI? It’s already happening. 01:07:21 – By 2040: 1 billion robots will do more labor than all humans. 01:13:01 – “AI is already better than most humans at most jobs.” 01:14:29 – “AI will free humanity to be what it wants to be.”

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ELON MUSK: "Humanoid robotics will advance very quickly. We do have Tesla Optimus robots doing simple tasks in the factory, and later this year, they'll be doing more complex tasks. We would be selling humanoid robots to the public, when we are confident that there is very high reliability, very high safety, and the range of functionality is also very high. You can basically ask it to do anything you'd like."

ELON MUSK: "Humanoid robotics will advance very quickly. We do have Tesla Optimus robots doing simple tasks in the factory, and later this year, they'll be doing more complex tasks. We would be selling humanoid robots to the public, when we are confident that there is very high reliability, very high safety, and the range of functionality is also very high. You can basically ask it to do anything you'd like."

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