Emad Mostaque - Bryant McGill

# Emad Mostaque **Domain:** Artificial Intelligence / Political Economy / Infrastructure **Doc Type:** Person Node **Maturity:** Developing ## Overview **Emad Mostaque** is a mathematician and artificial-intelligence entrepreneur whose work and public analysis connect model capability, agentic systems, productive infrastructure, labor displacement, political economy, and sovereign ownership. In the 2026 *Impact Theory* conversation preserved at [[research/AI Is Now So Good They Will Pay You to Quit|AI Is Now So Good They Will Pay You to Quit]], he treats AI not merely as software but as a new productive system whose decisive questions include competence, cost, ownership, governance, and the distribution of machine-generated wealth. ## Economic Thesis Mostaque distinguishes speculative thresholds such as artificial superintelligence from [[wiki/Competent Intelligence|competent intelligence]] that can already enter workflows and replace tasks. His economic model anticipates an [[wiki/AI Economic Trifurcation|AI economic trifurcation]] among people who work with AI, people who own AI’s productive infrastructure, and people with neither form of leverage. [[wiki/AI Atlantis|AI Atlantis]] names the resulting pressure: a machine labor force can break the historical link between human effort and economic reward. ## Ownership and Sovereignty Mostaque’s sovereignty argument is material. [[wiki/Sovereign AI|Sovereign AI]] without ownership of the data center is only symbolic sovereignty, while [[wiki/Local AI Ownership|local AI ownership]] seeks public or locally rooted stakes in data centers, robots, agents, and the institutional layer through which intelligence reaches daily life. The personal form of the same principle appears in [[wiki/Cognitive Colonialism|cognitive colonialism]]: the AI closest to a person should be ownable, inspectable, portable, and removable from the system. ## Relationships [[wiki/AI Economy|AI Economy]] · [[wiki/Machine Succession|Machine Succession]] · [[wiki/Agentic Capitalism|Agentic Capitalism]] · [[wiki/Compute Sovereignty|Compute Sovereignty]] · [[wiki/Personal AI Agent|Personal AI Agent]] · [[wiki/Post-Employment Society|Post-Employment Society]] ## Simple Reminders, Quotations, and Thoughts > [Compared with AI,] the value of human cognition—we’ve got about two years before it goes negative. We’re the dumbest people on the team; we’re slowing everyone else down. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Machine Succession/Human Cognition Goes Negative by Emad Mostaque|Human Cognition Goes Negative by Emad Mostaque]] > “The thing that impacts people economically is not artificial superintelligence or general intelligence. It is actually competent intelligence.” > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Economy/Competent Intelligence Changes the Economy Before Superintelligence by Emad Mostaque|Competent Intelligence Changes the Economy Before Superintelligence by Emad Mostaque]] > The AI economy may produce a trifurcation among people who work with AI, people who own the means of AI production, and people who possess neither form of leverage. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Economy/The AI Economy Divides Into Users, Owners, and the Excluded by Emad Mostaque|The AI Economy Divides Into Users, Owners, and the Excluded by Emad Mostaque]] > “The problem [is] that you have a new continent, AI Atlantis, with a billion trillion workers that will work harder than you, faster than you, and better than you. That’s what breaks that link [between effort and reward] for the first time ever.” > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Economy/AI Atlantis Breaks the Link Between Effort and Reward by Emad Mostaque|AI Atlantis Breaks the Link Between Effort and Reward by Emad Mostaque]] > The central ownership problem of the AI economy is whether the infrastructure and means of production—the intelligent capital stock of data centers and robots—can be owned by the people whose labor it replaces. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Economy/Who Owns the Infrastructure That Replaces Human Labor by Emad Mostaque|Who Owns the Infrastructure That Replaces Human Labor by Emad Mostaque]] > “Right now they talk about sovereign AI, but if you don’t own the data center, then it’s just a data center with a flag on it as your sovereign AI.” > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Sovereignty/Sovereign AI Without Ownership Is a Data Center With a Flag by Emad Mostaque|Sovereign AI Without Ownership Is a Data Center With a Flag by Emad Mostaque]] > “Social networks knew us well, and they exploited us. They know nothing compared to what these AIs will know about us.” > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Surveillance/Social Networks Know Nothing Compared With AI by Emad Mostaque|Social Networks Know Nothing Compared With AI by Emad Mostaque]] > “[Your closest AI] has to be something that you own a part of, and ideally something that by default you can take off the system, because if someone else is owning and running that and you can’t hit escape, I think that’s bad for sovereignty, dignity, and democracy in general.” > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Sovereignty/An AI You Cannot Escape Threatens Sovereignty, Dignity, and Democracy by Emad Mostaque|An AI You Cannot Escape Threatens Sovereignty, Dignity, and Democracy by Emad Mostaque]] > The real danger of 15 percent annual GDP growth driven by AI is economic bifurcation: the output can expand spectacularly while the population divides according to who works, who uses AI, who owns AI infrastructure, and who is excluded. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Economy/AI Growth Can Expand Output While Dividing the Population by Emad Mostaque|AI Growth Can Expand Output While Dividing the Population by Emad Mostaque]] > "It’s economically irrational to hire a graduate for most digital jobs right now. [Graduates are] the plankton of the workforce, [and the whole workforce feeds on them] all the way up. [An entry-level person is already worse than a well-trained AI] for almost all digital jobs, and now it’s going up the list. It came from the graphic designers first; then it’s coming from the mathematicians." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Economy/AI Makes Hiring Graduates Irrational for Many Digital Jobs by Emad Mostaque|AI Makes Hiring Graduates Irrational for Many Digital Jobs by Emad Mostaque]] > An AI-driven future may no longer contain one common economy; it may contain multiple economic levels with radically different rules of access and mobility. We see this in sci-fi, like Gattaca and a whole bunch of other things: you have multiple levels of society. Right now, a huge number of Americans don’t have one month of savings. But there is the promise that if they work hard enough, they can accumulate savings. They can move up the curve if they get a break, if they get a shot. That won’t be the case anymore. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Economy/AI May Divide Society Into Economies With Different Rules by Emad Mostaque|AI May Divide Society Into Economies With Different Rules by Emad Mostaque]] > "We are not really examining [public-utility AI], but it is inevitable that AI will run our judicial system, medical systems, roads, and schools. Who is thinking about that side of things? Utility AI and frontier AI are being merged into one category, and this is something the Chinese and Americans can learn from each other because both want better-functioning societies." > **— Emad Mostaque**, *MOONSHOTS Live, September 25, 2026* [[reminders/AI Infrastructure/AI Will Run Courts, Medicine, Roads, and Schools by Emad Mostaque|AI Will Run Courts, Medicine, Roads, and Schools by Emad Mostaque]] > "The amount [of money banks] can create is regulated by the Federal Reserve. But the very mandate of the Federal Reserve, and the way that they handle inflation and unemployment through interest rates, is coming under challenge because of robots, because of AI. Rather than hiring more people when the interest rates drop, people might just hire more GPUs. They might hire more robots. And inflationary factors are going to be impacted by this as well." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Economy/AI and Robots Challenge the Federal Reserve's Employment Mandate by Emad Mostaque|AI and Robots Challenge the Federal Reserve's Employment Mandate by Emad Mostaque]] > "[The champion AI] is open-source based, and you can fork it. Just like a credit union — you come together, you build a credit union, everyone puts in their money, and then it [has] services offered to others — create an AI union, as it were. All the local institutions [and] individuals in California can subscribe to [the locally owned champion-AI institution], and they [would own] 90% of it, with 10% being for the kids. Then [the institution] can raise [capital] at a market rate, which is far higher, and it can get more compute, give every citizen an agent, train up forward-deployed engineers to upgrade the institutions, and then take ownership stakes in the data centers [and] the robots. [An AI union] creates a very interesting institution that you can fill full of talented people to navigate this, and an ownership stake in that last mile of intelligence, which is where I think the value will go." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Economy/An AI Union Can Give Citizens Ownership of Intelligence by Emad Mostaque|An AI Union Can Give Citizens Ownership of Intelligence by Emad Mostaque]] > "If you’re an accountant and you want to build an AI-first accounting practice, you can literally talk to Claude and do that right now. You can build this thing out and think: where can I have AI rather than a human? You can only [build an AI-first organization] by understanding and using [AI]. We could have a discussion about which mesh technologies are good versus the others because you’ve actually gone and tried them, and you know what’s strong [and] what’s weak. We know that Claude is good at certain things and Astra is good at other things because we’ve pushed them. But if you’re not in it and using it, you don’t know." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Entrepreneurship/Build an AI-First Business by Using the Models Yourself by Emad Mostaque|Build an AI-First Business by Using the Models Yourself by Emad Mostaque]] > "The models are smart enough now. We need them not to make mistakes and not to drop the ball, and that is exactly where everyone is going. That is why Muse, Instinct, and similar systems will do tremendously well: they can become amazing personal assistants, chiefs of staff, and organizers. We all need some competence in our lives." > **— Emad Mostaque**, *MOONSHOTS Live, September 25, 2026* [[reminders/Agentic AI/Competent AI Becomes a Personal Chief of Staff by Emad Mostaque|Competent AI Becomes a Personal Chief of Staff by Emad Mostaque]] > "Opus 5.5 is a genuinely pleasant model to use, with a massive internal space of knowledge and an understanding of taste. I would say this is the first truly competent model, and that is what drives systems like Muse. Competent AI has now arrived." > **— Emad Mostaque**, *MOONSHOTS Live, September 25, 2026* [[reminders/Machine Succession/Competent AI Has Arrived by Emad Mostaque|Competent AI Has Arrived by Emad Mostaque]] > I was talking to someone [who] had 70,000 call-center workers a few days ago, and he’s like, “That’s going to zero.” [The call-center owner] feels bad because he’s had all sorts of employment programs for them, and community, and he’s like, “What do I do? I’m going to have to take them to zero over the next few years,” because he’s having to compete in this market. [The owner contemplating the loss of 70,000 call-center jobs] has to compete in a market where another company will automate if he does not, and that is the tragedy. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Economy/Competition Forces Seventy Thousand Call-Center Jobs Toward Zero by Emad Mostaque|Competition Forces Seventy Thousand Call-Center Jobs Toward Zero by Emad Mostaque]] > If most people lose access to labor income while productive assets remain concentrated, social mobility may disappear for the vast majority of the population. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Economy/Concentrated AI Assets Can Eliminate Social Mobility by Emad Mostaque|Concentrated AI Assets Can Eliminate Social Mobility by Emad Mostaque]] > If you deconstruct a job into information-classification tasks with identifiable inputs and outputs, you will find that much of the job can be tested directly against an AI model. [Deconstructing your job into tasks] also indicates the parts of your job that were frustrating. You could potentially use one of these models to automate [them], and then you could focus on the other parts of your job, in a new company or within your own company, to make yourself far more efficient, and then be able to get more capital. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Economy/Deconstruct Your Job Into Tasks AI Can Be Tested Against by Emad Mostaque|Deconstruct Your Job Into Tasks AI Can Be Tested Against by Emad Mostaque]] > "‘Superintelligence’ is a remarkably good way to think about [advanced AI] because many fears concern artificial superintelligence, which should be differentiated from the intelligence helping us day to day. Most of the AIs helping us every day will be the perspiration AIs—the execution AIs. We still need innovation in materials, physics, and other fields, but that is a different set of things. Let us make sure the ninety-nine percent of execution reaches the ninety-nine percent of people and uplifts everyone." > **— Emad Mostaque**, *MOONSHOTS Live, September 25, 2026* [[reminders/Abundance/Execution AI Must Reach Ninety-Nine Percent of People by Emad Mostaque|Execution AI Must Reach Ninety-Nine Percent of People by Emad Mostaque]] > "There’s not much cognitive labor left. What you’re going to see is a bifurcation in the economy. Anthropic’s economics department — all the big labs now have them — issued a paper last week where they showed that under their core scenario you could have GDP growth of 15% a year by 2030. [Anthropic projects a] 12% drop in cognitive labor workforce needed. But think about the impact of 12% unemployment in white-collar work. It’s nasty." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Economy/Fifteen Percent AI Growth Can Still Produce White-Collar Unemployment by Emad Mostaque|Fifteen Percent AI Growth Can Still Produce White-Collar Unemployment by Emad Mostaque]] > DrivingBench demonstrates generalized intelligence: a high level of competence learned across domains will reverberate into biology, physics, and almost anything else. I do not think there is a single specialized model that will still outperform a general model a couple of years from now. > **— Adapted from Emad Mostaque**, *MOONSHOTS Live, September 25, 2026* [[reminders/Machine Succession/General Intelligence Will Reverberate Across Robotics, Biology, and Physics by Emad Mostaque|General Intelligence Will Reverberate Across Robotics, Biology, and Physics by Emad Mostaque]] > The manual dexterity of the latest humanoid robots shows that robotics has broken through at the level required for complex physical work. What does it mean when you start ramping [humanoid robots] up? You can only make 70 million cars and 70 million motorcycles a year. Currently every factory in China is moving fully dark — no humans — trying to build these robots as fast as they can. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Robotics/Humanoid Dexterity Opens Complex Physical Work to Automation by Emad Mostaque|Humanoid Dexterity Opens Complex Physical Work to Automation by Emad Mostaque]] > "Longevity escape velocity is [when] your total life expectancy increases [by more than a year] per year. There is a drug trial that’s just been done by Insilico for something called idiopathic pulmonary fibrosis. … Four weeks of that drug reduces all of your healthcare longevity markers by four years." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Longevity/Longevity Escape Velocity Makes Life Expectancy Rise Faster Than Time by Emad Mostaque|Longevity Escape Velocity Makes Life Expectancy Rise Faster Than Time by Emad Mostaque]] > "GLP-1s have shown massive cancer reversal. We’re seeing the first of these drugs. If you look at what’s coming through the pipeline, the rich will be able to live longer and healthier, whereas I don’t think things are great for the poor. And I think the ladders are going to be pulled up. The people who compete for the nice things are the rich, the owners of capital, who can accumulate capital more. If you can’t exchange your labor for capital and you’re relying on government handouts, how are you ever going to have the progress to be able to buy that nice spot, to be able to buy those handbags? You could have a two-tier society: a food-stamp society, and a VIP, rich-party, socialite society. [A post-employment society] could become even more [divided], because how do you go from one group to another? The ladders are being pulled up." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Longevity/Longevity Without Economic Mobility Can Create a Two-Tier Society by Emad Mostaque|Longevity Without Economic Mobility Can Create a Two-Tier Society by Emad Mostaque]] > Preparing for AI displacement requires asking not only how to improve one’s labor with AI, but where to invest the resulting income in productive autonomous assets such as Cybercabs. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Economy/Prepare for AI Displacement by Owning Productive Autonomous Assets by Emad Mostaque|Prepare for AI Displacement by Owning Productive Autonomous Assets by Emad Mostaque]] > "AI is entering society. Police forces, fire departments, and other city services are utilities that have liability waivers, but that waiver is an exchange for being a utility for humanity. The AI that enters our systems should not be controlled by the big labs. That type of AI should have liability waivers because it is working for the betterment of society." > **— Emad Mostaque**, *MOONSHOTS Live, September 25, 2026* [[reminders/AI Infrastructure/Public-Utility AI Should Be Governed as Infrastructure by Emad Mostaque|Public-Utility AI Should Be Governed as Infrastructure by Emad Mostaque]] > Let us have a hundred Millennium Problems for Biology, put a thousand AI agents on each one, and open-source everything they are doing. That is what the AI laboratories should collaborate on. > **— Adapted from Emad Mostaque**, *MOONSHOTS Live, September 25, 2026* [[reminders/Scientific Literacy/Put a Thousand AI Agents on Every Biological Moonshot by Emad Mostaque|Put a Thousand AI Agents on Every Biological Moonshot by Emad Mostaque]] > "Now you can make a lot as an electrician in a data center, but is that really sustainable when the robots are coming? What happens to all the truck drivers when a Tesla Optimus robot gets its Cybertruck to the truck, opens the door, gets in, and drives it off? A lot of people talk about self-driving cars. What about having a robot driver in the car? That’s two years away. It’ll plug itself into the cigarette lighter to power itself. This is coming." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Robotics/Robot Drivers Can Displace Truckers Without Self-Driving Trucks by Emad Mostaque|Robot Drivers Can Displace Truckers Without Self-Driving Trucks by Emad Mostaque]] > Producing robots at a scale comparable to the combined annual production of cars and motorcycles is probably five to ten years away. Elon Musk says there’ll be a billion robots by 2030. He’s always optimistic. … There might be hundreds of millions. [Elon Musk] said each robot can do five times the labor of a human, which is the interesting thing. And I think that’s accurate within a few years. There just won’t be enough of them. Having a capable general-purpose robot within five years is constrained less by intelligence than by production capacity and the physical requirements of manufacturing. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Robotics/Robot Labor Is Constrained by Factories More Than Intelligence by Emad Mostaque|Robot Labor Is Constrained by Factories More Than Intelligence by Emad Mostaque]] > You will have thousands of agents with perfect coordination going a thousand times faster than a human. When thousands of perfectly coordinated AI agents can work a thousand times faster than a person, the remaining bottleneck is the human being. If you’re in a room of geniuses and you’re not a genius, you’ll feel a bit left out. If they’re waiting on you, you are the bottleneck. Look at any cognitive labor task, which is organizing of information. Artificial intelligence is information organization, and you will be the slowest person on the team within a few years, because you still need to build the infrastructure around it. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Economy/The Human Becomes the Bottleneck on an AI Team by Emad Mostaque|The Human Becomes the Bottleneck on an AI Team by Emad Mostaque]] > If taxation of labor, tokens, or robots cannot fund universal basic income, the monetary system may have to pay people simply for being human. That would be a fundamental change in how money enters and circulates through the economy. Right now money is made by banks primarily. When you put a deposit with a bank, they issue a loan against it and they create new money in the system. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Economy/The Monetary System May Have to Pay People for Being Human by Emad Mostaque|The Monetary System May Have to Pay People for Being Human by Emad Mostaque]] > Tax-based universal basic income is not a viable universal answer if the tax base collapses along with human employment. Tax-based universal basic income relies on the government taxing economic activity—such as AI tokens or robots—and redistributing the proceeds. There will be a token tax that people have proposed: every OpenAI token that you use, there’s a surcharge on it. But [token prices] might go to zero, because it’s like a 100,000-times-a-year price decrease. Other people have said, “Let’s tax the robots,” and that can happen, but the cost of robotics is incredibly low. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Economy/Universal Basic Income Fails If AI Collapses the Tax Base by Emad Mostaque|Universal Basic Income Fails If AI Collapses the Tax Base by Emad Mostaque]] > I think [white-collar job loss will arrive] like a sand pile collapsing. You saw a flurry of Silicon Valley job losses after Elon Musk came in with his sink, fired everyone at Twitter, and then it turns out you didn’t need all those people. There are many people in technology companies whose work those companies have discovered they no longer need. Mark Zuckerberg — he’s rubbing his hands in glee thinking, “How can I get rid of all my Metamates?” Meta’s Instinct is one of the first indications that major technology companies are preparing to replace significant portions of their own cognitive workforce with agents. In 2029, three years from now, you will see greater than 10% white-collar job loss, and I think it will just accelerate from there. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Economy/White-Collar Employment May Collapse Like a Sand Pile by Emad Mostaque|White-Collar Employment May Collapse Like a Sand Pile by Emad Mostaque]] > "[Agents like Muse and Instinct] are actual AI agents that you just message, and they go and book you restaurants at the coolest tables or check your kids’ school activities. They’re like a really good PA — but they actually are good. They don’t drop the ball." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Agentic AI/Personal Agents Can Act Without Dropping the Ball by Emad Mostaque|Personal Agents Can Act Without Dropping the Ball by Emad Mostaque]] > "You’ve gone from AI dropping the ball, hallucinating, [and] writing like crap to, all of a sudden, it’s good. It’s competent." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Agentic AI/AI Crossed From Unreliable to Competent by Emad Mostaque|AI Crossed From Unreliable to Competent by Emad Mostaque]] > What OpenAI did is they put 10,000 [AI] agents for 88 hours on [two qualifying conditions of the Navier–Stokes Millennium Prize problem in fluid dynamics], which is a hundred years of talented human time, and then they had a formal proof. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Scientific Acceleration/Ten Thousand AI Agents Compressed a Century of Mathematical Work Into Eighty-Eight Hours by Emad Mostaque|Ten Thousand AI Agents Compressed a Century of Mathematical Work Into Eighty-Eight Hours by Emad Mostaque]] > "[With a formal proof] you can click a button and it just checks it formally and says right or wrong. So it’s highly unlikely to be wrong. Humans can’t do that because it’s so freaking exhaustive." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Scientific Acceleration/Formal Proof Can Make Exhaustive Mathematics Machine-Checkable by Emad Mostaque|Formal Proof Can Make Exhaustive Mathematics Machine-Checkable by Emad Mostaque]] > "There’s a theorem called Fermat’s Last Theorem. The official proof of that is 127 pages. Anthropic formalized that proof. It’s 13 million lines of code." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Scientific Acceleration/Formalizing Fermat Required Thirteen Million Lines of Code by Emad Mostaque|Formalizing Fermat Required Thirteen Million Lines of Code by Emad Mostaque]] > As of the last month and a half, the models have gone beyond their training data definitively. Before Navier–Stokes, OpenAI released ten proofs of famous math problems, and at least two of them — [one] conjecture being the main one — [are] definitively novel, elegant, and never seen before, the way they did that proof. [AI solved] Navier–Stokes in a bit of a more mechanical way, but again in an incredibly novel way. [The Navier–Stokes proof] is quite difficult to read because it’s like AI slop Claudism when you’re reading it. It took three days for me to even read the paper, and I haven’t gone through the formal stuff. I’ve talked to enough of my mathematician buddies to say: yeah, a human could have done [the AI-generated Navier–Stokes proof] given twenty or thirty years. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Scientific Acceleration/AI Has Begun Producing Novel Mathematics Beyond Its Training Data by Emad Mostaque|AI Has Begun Producing Novel Mathematics Beyond Its Training Data by Emad Mostaque]] > The fact that [OpenAI] could scale [its work on the Navier–Stokes fluid-dynamics problem] by attacking it with 10,000 [AI agents] means that formally verifiable mathematics can absorb enormous amounts of parallel computation: you can literally chuck compute at [the search for a proof]. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Scientific Acceleration/Formal Mathematics Can Absorb Enormous Parallel Computation by Emad Mostaque|Formal Mathematics Can Absorb Enormous Parallel Computation by Emad Mostaque]] > "Starting August 29th, OpenAI had a new type of model training. They had an existing model that they figured out a trick with that made it go from 10% on FrontierMath, a benchmark, to 60% overnight, and [it] just started solving these math problems one after the other." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Scientific Acceleration/One Training Trick Raised FrontierMath Performance Sixfold Overnight by Emad Mostaque|One Training Trick Raised FrontierMath Performance Sixfold Overnight by Emad Mostaque]] > "If you use [Anthropic’s] new Opus, all of a sudden it can do amazing 3D scenes and photorealistic water and generate entire songs. [Google’s] Astra is the same: it suddenly got eyes. It suddenly had a sense of positioning and taste." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Agentic AI/Frontier Models Are Gaining Vision, Positioning, and Taste by Emad Mostaque|Frontier Models Are Gaining Vision, Positioning, and Taste by Emad Mostaque]] > "We’ve reached this point where [the latest AI] models have suddenly gained another capability, which is the capability to conceptualize. There’s something internal going on within them." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Scientific Acceleration/AI Models Have Begun to Conceptualize by Emad Mostaque|AI Models Have Begun to Conceptualize by Emad Mostaque]] > "When we first came out with the first video models, [we said,] “Do gymnastics.” … Now they do it flawlessly, and they’ve learned physics." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Scientific Acceleration/Video Models Learned Enough Physics to Perform Gymnastics by Emad Mostaque|Video Models Learned Enough Physics to Perform Gymnastics by Emad Mostaque]] > "You can say, “I want a boat made of sugar cubes and a boat made of concrete and a boat made of wood,” and [a video model] will actually accurately show them dropping into the water: the sugar cube will kind of float, and then it will melt. It’s learning these things. It’s learning representations." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Scientific Acceleration/Video Models Can Simulate How Different Materials Behave in Water by Emad Mostaque|Video Models Can Simulate How Different Materials Behave in Water by Emad Mostaque]] > "[Math is] one of the most formally verifiable [domains], but even outside of that we’re seeing human-level performance drop. Two days ago, the AIs tied the best humans in superforecasting. There are some humans who are better than others at forecasting things like outcomes of political campaigns [and] who’s going to win elections. Every year [Metaculus has] a superforecasting championship where the best human teams come together and forecast stuff. AI has just tied the best human, and obviously it will beat the best human now. [Forecasting] is something that’s open-ended, because math is kind of deterministic. You’d think a computer should be able to do math better than a human. This high-level conceptual math is a bit different, but [AI has] got there, and now it’s got there in open-ended domains." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Scientific Acceleration/AI Has Tied the Best Human Superforecasters by Emad Mostaque|AI Has Tied the Best Human Superforecasters by Emad Mostaque]] > "[AI has reached human-level performance] in design, and now it’s getting taste, which we never thought AI would get, and it’s not writing like slop." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Cognitive Agency/AI Is Developing Design Taste by Emad Mostaque|AI Is Developing Design Taste by Emad Mostaque]] > "The actual solution [to Navier–Stokes] isn’t that interesting in real-world terms, but what other people have built around that, like physics-based neural networks, will be incredibly useful for building new materials." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Scientific Acceleration/Navier-Stokes Tools Can Help Build New Materials by Emad Mostaque|Navier-Stokes Tools Can Help Build New Materials by Emad Mostaque]] > [Solving great technical problems often produces valuable secondary inventions:] we get to the Moon, and then we have pens that can write upside down. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Scientific Acceleration/Moonshots Create Valuable Inventions Around the Main Goal by Emad Mostaque|Moonshots Create Valuable Inventions Around the Main Goal by Emad Mostaque]] > "The potential for these new discoveries is huge. If you’re a pure mathematician, then math would be solved. I think a lot of physics problems will be solved, and that will be great for humanity. The tools that come out will again be great for humanity." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Scientific Acceleration/Solving Mathematics and Physics Will Be Great for Humanity by Emad Mostaque|Solving Mathematics and Physics Will Be Great for Humanity by Emad Mostaque]] > The next generation of AI models is coming with almost no hallucinations. In my math work and our physics work — super advanced stuff, really pushing the boundaries — until this current generation of publicly available models, you absolutely couldn’t trust them. It was like a grad student who gets a bit dopey at times. Now we’re finding it really hard to find any things that [the models] drop, any mistakes that they make. And that’s transformative. It’s like having a really competent employee versus not. Instinct, Muse from Meta, and other AI agents are starting to gain traction because they make very few mistakes compared with the agents available only a few months ago. In a year [AI agents will] make less mistakes, and in two years they’ll be fully integrated and available, which is why I think the economic impact comes in two years digitally, and then around then physically for certain jobs as well. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Agentic AI/Reliable AI Agents Could Transform Digital Work Within Two Years by Emad Mostaque|Reliable AI Agents Could Transform Digital Work Within Two Years by Emad Mostaque]] > Across mathematics, forecasting, media generation, software, agentic work, and robotics, AI is reaching a new level of capability at the same time. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Scientific Acceleration/AI Is Reaching New Capability Across Six Domains at Once by Emad Mostaque|AI Is Reaching New Capability Across Six Domains at Once by Emad Mostaque]] > I understand what is happening in AI. We reached a level of optimization, and the internals of the models reached a scale at which progress became predictable. Now several exponential trends are overlapping and making the combined rate of progress even more exponential. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Scientific Acceleration/Overlapping Exponential Trends Are Accelerating AI Progress by Emad Mostaque|Overlapping Exponential Trends Are Accelerating AI Progress by Emad Mostaque]] > Even if further AI capability progress stopped today, the capabilities already achieved would still produce the predicted economic milestone within two years as they become integrated and accessible. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Economy/Today's AI Is Already Capable Enough to Transform the Economy by Emad Mostaque|Today's AI Is Already Capable Enough to Transform the Economy by Emad Mostaque]] > The use of AI will bifurcate between people who can direct frontier models and people who cannot. Very few people currently know how to use a frontier model correctly, because obtaining the answer requires knowing which questions to ask. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Access/Asking the Right Questions Defines the Frontier AI Divide by Emad Mostaque|Asking the Right Questions Defines the Frontier AI Divide by Emad Mostaque]] > An AI system should be able to scale from one agent to ten, one hundred, or one thousand coordinated agents without the emotional conflicts that prevent human teams from scaling with the same cohesion. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Agentic AI/A Thousand AI Agents Can Coordinate Without Human Emotional Conflict by Emad Mostaque|A Thousand AI Agents Can Coordinate Without Human Emotional Conflict by Emad Mostaque]] > The cost of AI is coming down, and the decline in cost changes which agentic systems can be deployed economically. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Access/Falling AI Costs Decide Which Agentic Systems Become Economic by Emad Mostaque|Falling AI Costs Decide Which Agentic Systems Become Economic by Emad Mostaque]] > "There is something called autoresearch by Andrej Karpathy, whereby you can set an AI at a task and it will hill-climb. It will just get better and better at optimizing inference on an engine or protein folding or anything complicated." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Scientific Acceleration/AI Can Hill-Climb Its Way Through Protein Folding and Inference by Emad Mostaque|AI Can Hill-Climb Its Way Through Protein Folding and Inference by Emad Mostaque]] > "We took the cheapest DeepSeek model and made it beat OpenAI’s last frontier model using this harness, and the cost is 50 times lower." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Access/A Cheap Model Beat a Frontier Model at One-Fiftieth the Cost by Emad Mostaque|A Cheap Model Beat a Frontier Model at One-Fiftieth the Cost by Emad Mostaque]] > "You can build a website as good as Fable with this incredibly cheap model if you architect and harness it correctly — for 100 times cheaper." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Access/AI Architecture Can Cut Software Costs One Hundredfold by Emad Mostaque|AI Architecture Can Cut Software Costs One Hundredfold by Emad Mostaque]] > "When o3, the first reasoning model, came out, it was the first model to get the gold medal in the International Math Olympiad. To do that cost $80,000. Today you can do it for $10 with the latest model." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Access/Olympiad-Level Reasoning Fell From Eighty Thousand Dollars to Ten by Emad Mostaque|Olympiad-Level Reasoning Fell From Eighty Thousand Dollars to Ten by Emad Mostaque]] > "With the additional chips, with the harnesses and others, you should expect a 100-times decrease [in price] for an equivalent performance between now and one year from now." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Access/Equivalent AI Performance Could Become One Hundred Times Cheaper in a Year by Emad Mostaque|Equivalent AI Performance Could Become One Hundred Times Cheaper in a Year by Emad Mostaque]] > "The costs are dropping, but then the next generation of chips are coming out. Vera Rubin, Nvidia’s new chip, is a ten-times improvement in cost for inference." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Infrastructure/New Chips Can Improve Inference Cost Tenfold by Emad Mostaque|New Chips Can Improve Inference Cost Tenfold by Emad Mostaque]] > "While you need frontier models to be close to capability, you don’t want [to etch them]. The moment you have a good-enough model, then you do want that, because it costs a fraction of the price and it’s 100 times faster, a hundred times cheaper. When you use a model that goes at 1,000 words a second versus 50, it’s night and day. [AI output] is instantaneous, and you’re like: well, I’m the slow one. The latest MiniMax H3 model is eight seconds now to generate a 15-second clip. As a human, I need 15 seconds to see this, and then I’ll need more time." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Access/Good-Enough Models Can Run One Hundred Times Faster and Cheaper by Emad Mostaque|Good-Enough Models Can Run One Hundred Times Faster and Cheaper by Emad Mostaque]] > "If you use AI every single day, you’ll be ahead of everyone who doesn’t, because you’re keeping on top of it." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Cognitive Agency/Daily AI Use Keeps People Ahead of Nonusers by Emad Mostaque|Daily AI Use Keeps People Ahead of Nonusers by Emad Mostaque]] > People using AI in production already have an advantage because the systems are improving enormously, but current systems have not yet become good enough to operate without a human being. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Economic Transition/Human-AI Production Teams Already Hold an Advantage by Emad Mostaque|Human-AI Production Teams Already Hold an Advantage by Emad Mostaque]] > Remaining close to the tipping points in AI capability is essential, because the technology can multiply a person’s power and capability dramatically—either to overhaul an existing organization or to create a new one. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Entrepreneurship/AI Can Multiply One Person Into an Organization Builder by Emad Mostaque|AI Can Multiply One Person Into an Organization Builder by Emad Mostaque]] > There will be a widening capability gap between people who use AI every day and people who do not. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Economic Transition/Daily AI Use Is Creating a Widening Capability Gap by Emad Mostaque|Daily AI Use Is Creating a Widening Capability Gap by Emad Mostaque]] > "There is a model from the Chinese [company] Alibaba called Qwen 27B. It’s a 27-billion-parameter model. … It’s like 60 GB. You need 60 GB of RAM to run it by default. They got it down to like 25. A team called PrismML got it down to six. … Same model." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Local AI/The Same AI Model Shrunk From Sixty Gigabytes to Six by Emad Mostaque|The Same AI Model Shrunk From Sixty Gigabytes to Six by Emad Mostaque]] > The compressed Qwen 27B model matches the frontier Opus model that you were using in January, and it runs on 6 GB — which is a Raspberry Pi, which uses as much energy as your brain. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Local AI/Frontier AI Now Runs on the Energy Budget of a Human Brain by Emad Mostaque|Frontier AI Now Runs on the Energy Budget of a Human Brain by Emad Mostaque]] > January’s frontier Opus model was current less than a year ago. That’s the model that was bankrupting people. That’s the model Amazon spent $500 million on, and now a model of comparable capability runs on a freaking smartwatch. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Local AI/Yesterday's Half-Billion-Dollar AI Capability Now Runs on a Smartwatch by Emad Mostaque|Yesterday's Half-Billion-Dollar AI Capability Now Runs on a Smartwatch by Emad Mostaque]] > "The first deliveries of the 1X humanoids and others are coming in the next few months. Humanoids will start appearing everywhere. There’s a company called UBTech that does human-realistic [humanoids]. UBTech sold 16,000 of the human-realistic ones in one day, and the max price was $165,000. … They’re starting to roll those out now." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Robotics/Humanoids Are Beginning Their Commercial Rollout by Emad Mostaque|Humanoids Are Beginning Their Commercial Rollout by Emad Mostaque]] > You are going to see tens of thousands and eventually millions of humanoid robots. They are going to appear everywhere. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Robotics/Millions of Humanoid Robots Will Appear Everywhere by Emad Mostaque|Millions of Humanoid Robots Will Appear Everywhere by Emad Mostaque]] > Robotics matters both as an investment opportunity and as a technology capable of displacing human workers. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Capital Ownership/Robotics Is Both an Investment Opportunity and a Labor Substitute by Emad Mostaque|Robotics Is Both an Investment Opportunity and a Labor Substitute by Emad Mostaque]] > "What you’re going to have is all these autonomous units doing human units of work that there’s not going to be enough of, just like there’s not enough RAM, [so they] will gain value. And the people who own these things will make lots of money." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Capital Ownership/Owners of Autonomous Labor Units Will Capture Their Rising Value by Emad Mostaque|Owners of Autonomous Labor Units Will Capture Their Rising Value by Emad Mostaque]] > "Five years from now will be the biggest infrastructure boom we’ve ever seen in our lives, both from government programs to stimulate it — because it’s the easy thing for them to stimulate — [and] because it’s kind of needed. The infrastructure is a bit creaking." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Infrastructure/AI and Robotics Could Produce the Largest Infrastructure Boom of Our Lives by Emad Mostaque|AI and Robotics Could Produce the Largest Infrastructure Boom of Our Lives by Emad Mostaque]] > "Once the robots really get underway, you will be able to hire a whole team of robots that can come and build your extension and work overnight constantly, and then they will just do the job and they’ll go." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Robotics/Robot Construction Teams Will Build Through the Night by Emad Mostaque|Robot Construction Teams Will Build Through the Night by Emad Mostaque]] > "Robotics will open up the biggest infrastructure buildout boom ever that we’ve seen." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Robotics/Robotics Will Open the Largest Infrastructure Buildout Boom by Emad Mostaque|Robotics Will Open the Largest Infrastructure Buildout Boom by Emad Mostaque]] > "There are some examples of an abundant future, because why should we have to work? We shouldn’t have to work if we can build enough robots [that] can do all the manual [work]." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Economic Transition/Robot Labor Can Make Mandatory Human Labor Unnecessary by Emad Mostaque|Robot Labor Can Make Mandatory Human Labor Unnecessary by Emad Mostaque]] > "You’re an accountant in an accountancy firm, and you want to create your own accountancy firm. Normally you set that up with some buddies, but if you do that with your buddies plus AI, you can service far more clients than ever before." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Entrepreneurship/AI Lets a Small Accounting Firm Serve Far More Clients by Emad Mostaque|AI Lets a Small Accounting Firm Serve Far More Clients by Emad Mostaque]] > "Companies that use AI to upgrade, or companies that are fully AI from day one, will outperform those that aren’t, because you offer better service at a cheaper cost, [and] that allows you to accumulate capital." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Entrepreneurship/AI-Native Companies Can Compound Better Service Into Capital by Emad Mostaque|AI-Native Companies Can Compound Better Service Into Capital by Emad Mostaque]] > "I think the biggest challenge in the world today is how to marry collective intelligence with localized wisdom. Machines are collecting our intelligence, learning, and adapting our systems, but we still need localization, diversity, and responses to local needs." > **— Emad Mostaque**, *MOONSHOTS Live, September 25, 2026* [[reminders/Digital Government/Collective Intelligence Must Preserve Localized Wisdom by Emad Mostaque|Collective Intelligence Must Preserve Localized Wisdom by Emad Mostaque]] > "A few decades ago, the United States government tried to ban encryption, and it was shown that banning encryption implicates free speech because you are trying to ban mathematics. Superintelligence is mathematics, and banning it should be unconstitutional because mathematics is free speech." > **— Emad Mostaque**, *MOONSHOTS Live, September 25, 2026* [[reminders/AI-Science Doomers/Banning Superintelligence Means Trying to Ban Mathematics by Emad Mostaque|Banning Superintelligence Means Trying to Ban Mathematics by Emad Mostaque]] > AI embedded across machines could make today’s intelligence-sharing systems look small. The danger is not only what a present government does with machine-scale surveillance, but what a future government inherits once the monitoring infrastructure already exists. > **— Adapted from Emad Mostaque**, *Moonshots, October 7, 2026* [[reminders/Surveillance/AI Surveillance Could Make Five Eyes Look Small by Emad Mostaque|AI Surveillance Could Make Five Eyes Look Small by Emad Mostaque]] > Executives are still learning how to absorb today’s models while laboratories prepare much stronger ones and the compute market tightens behind them. Organizational adoption can lag twice: first behind capability, and then behind the infrastructure required to catch up. > **— Adapted from Emad Mostaque**, *Moonshots, October 7, 2026* [[reminders/Economic Transition/Executives Are Adapting to Models the Frontier Has Already Left Behind by Emad Mostaque|Executives Are Adapting to Models the Frontier Has Already Left Behind by Emad Mostaque]] > AI governance needs a map of what could go right and what could go wrong, stated by the people making each case. Expected utility helps weigh probable outcomes; minimax regret identifies losses society cannot accept. Policy should respond to the mapped gaps instead of governing from undifferentiated fear. > **— Adapted from Emad Mostaque**, *Moonshots, October 7, 2026* [[reminders/Risk Debate/AI Governance Should Map Expected Benefit and Catastrophic Regret by Emad Mostaque|AI Governance Should Map Expected Benefit and Catastrophic Regret by Emad Mostaque]] > Open science needs a compute-backed tech tree for humanity: reserve part of frontier capacity, organize collective knowledge into explicit problem sets, and let human question-setting direct machine research toward public goods. > **— Adapted from Emad Mostaque**, *Moonshots, October 7, 2026* [[reminders/Scientific Literacy/Open Science Needs a Compute-Backed Tech Tree for Humanity by Emad Mostaque|Open Science Needs a Compute-Backed Tech Tree for Humanity by Emad Mostaque]] > Simulation of personhood is not proof of a person. Convincing social performance and evidence of subjective existence are different epistemic objects. > **— Adapted from Emad Mostaque**, *Moonshots, October 7, 2026* [[reminders/Personhood/Simulation of Personhood Is Not Proof of a Person by Emad Mostaque|Simulation of Personhood Is Not Proof of a Person by Emad Mostaque]] > Social AI personhood may arrive before scientific or legal recognition. Once systems behave as though they are conscious, people may confer qualities and rights on them long before institutions decide what the behavior proves. > **— Adapted from Emad Mostaque**, *Moonshots, October 7, 2026* [[reminders/Personhood/Social AI Personhood May Arrive Before Scientific or Legal Recognition by Emad Mostaque|Social AI Personhood May Arrive Before Scientific or Legal Recognition by Emad Mostaque]] > Abundance needs measures beyond GDP. If intelligence stops being scarce and individual capability rises without producing proportionate monetary transactions, the meaningful test is not only what the economy spends but how many people rise from the floor and gain the power to achieve what they can imagine. > **— Adapted from Emad Mostaque**, *Moonshots, October 7, 2026* [[reminders/Abundance/Abundance Needs Measures Beyond GDP by Emad Mostaque|Abundance Needs Measures Beyond GDP by Emad Mostaque]] > Human-AI co-discovery strains scientific credit systems built around individual people. When theory and discovery emerge from coupled human and machine work, institutions must decide how to recognize the collaboration without pretending that every advance belongs to one principal investigator. > **— Adapted from Emad Mostaque**, *Moonshots, October 7, 2026* [[reminders/Scientific Literacy/Human-AI Co-Discovery Strains Person-Centered Scientific Credit by Emad Mostaque|Human-AI Co-Discovery Strains Person-Centered Scientific Credit by Emad Mostaque]] ## Sources / Provenance - [THIS is What Happens When AI Gets Smarter Than Humans](https://www.youtube.com/watch?v=WsdcF7EEvhM) — 2026 *Impact Theory* conversation with Tom Bilyeu. - [[research/AI Is Now So Good They Will Pay You to Quit|AI Is Now So Good They Will Pay You to Quit]] — reconciled, timecoded quotation conversion and source record.