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Exponential growth

Growth that doubles looks like nothing for a long time and then like everything; intuition is linear and gets it wrong.

Our reading of the idea · 9 claims from 9 people, in their own words

Who thinks with this

Adam FrankAddy OsmaniAlexandr WangAndrej KarpathyDario AmodeiDax RaadMark ZuckerbergPaul GrahamSteve Yegge

Every situation with superlinear returns reduces to one of two causes: exponential growth or thresholds.

  1. Paul Graham Co-founder of Y Combinator and Viaweb It may seem as if there are a lot of different situations with superlinear returns, but as far as I can tell they reduce to two fundamental causes: exponential growth and thresholds. Superlinear Returnspaulgraham.com · 1 Oct 2023All korrents from this piece
    It may seem as if there are a lot of different situations with superlinear returns, but as far as I can tell they reduce to two fundamental causes: exponential growth and thresholds.

An exponential feels like it cannot possibly keep going, which is exactly why people keep expecting AI progress to stop.

  1. Mark Zuckerberg Co-founder and chief executive of Meta Platforms when you have an exponentially growing curve, I think the way that an exponential curve feels is it's growing so quickly that the the kind of emotional feeling is it can't possibly keep going, right? “Curing All Disease by next century is too conservative" - Mark Zuckerbergyoutube.com · 10 Jun 2026 · 53:53 into the videoAll korrents from this video
    when you have an exponentially growing curve, I think the way that an exponential curve feels is it's growing so quickly that the the kind of emotional feeling is it can't possibly keep going, right?

The most surprising thing about the last three years is not the technology but how few people recognise we are near the end of the exponential.

  1. Dario Amodei Co-founder and CEO of Anthropic I will tell you though what the most surprising thing has been. The most surprising thing has been the lack of public recognition of how close we are to the end of the exponential. Dario Amodei — “We are near the end of the exponential”youtube.com · 13 Feb 2026 · 0:00:48 into the videoAll korrents from this video
    I will tell you though what the most surprising thing has been. The most surprising thing has been the lack of public recognition of how close we are to the end of the exponential.

    Watch from 0:00:48 plays here

    ↗Dario Amodei — “We are near the end of the exponential”youtube.com

    13 Feb 2026 · video · 2h 22m · spoken · machine transcript

We are already in an intelligence explosion and have been for decades, so AI will show up as more of the same exponential rather than a break in it.

  1. Andrej Karpathy Founding member of OpenAI and former director of AI at Tesla I do, but it's business as usual because we're we're in an intelligence explosion already and have been for decades. And when you look at GDP, it's basically the GDP curve that is an exponential weighted sum over so many aspects of the industry. Everything is gradually being automated has been for hundreds of years. Andrej Karpathy — “We’re summoning ghosts, not building animals”youtube.com · 17 Oct 2025 · 1:22:50 into the videoAll korrents from this video
    I do, but it's business as usual because we're we're in an intelligence explosion already and have been for decades. And when you look at GDP, it's basically the GDP curve that is an exponential weighted sum over so many aspects of the industry. Everything is gradually being automated has been for hundreds of years.

    Watch from 1:22:50 plays here

    ↗Andrej Karpathy — “We’re summoning ghosts, not building animals”youtube.com

    17 Oct 2025 · video · 2h 26m · spoken · machine transcript

Every time software has become easier to create, the world has created exponentially more of it, and this time will be no exception.

  1. Addy Osmani Engineering leader and author who spent 14 years at Google every time that we've made it easier to create software, we've exponentially created more of it. From Chrome DevTools to AI Engineering, with Addy Osmaniyoutube.com · 19 Aug 2026 · 1:16:47 into the videoAll korrents from this video
    every time that we've made it easier to create software, we've exponentially created more of it.

    Watch from 1:16:47 plays here

    ↗From Chrome DevTools to AI Engineering, with Addy Osmaniyoutube.com

    19 Aug 2026 · video · 1h 32m · spoken · machine transcript

The thing worth finding is the exponential with the steepest curve that will run the longest — decades ago that was Moore’s law, and today it is AI progress.

  1. Alexandr Wang Founder of Scale AI and, since 2025, Chief AI Officer… the other piece of advice I would have is try to identify what is the what is the exponential in the world that has both the steepest curve and will go the longest. And you know many decades ago this curve was was Moore's law and that probably was you know that was at the time like clearly the right thing to invest on. I think right now it's AI progress Alexandr Wang: “This is a Once-in-a-Civilization Opportunity”youtube.com · 29 Jul 2026 · 30:38 into the videoAll korrents from this video
    the other piece of advice I would have is try to identify what is the what is the exponential in the world that has both the steepest curve and will go the longest. And you know many decades ago this curve was was Moore's law and that probably was you know that was at the time like clearly the right thing to invest on. I think right now it's AI progress

    Watch from 30:38 plays here

    ↗Alexandr Wang: “This is a Once-in-a-Civilization Opportunity”youtube.com

    29 Jul 2026 · video · 32m · spoken · machine transcript

Demand for inference may be growing exponentially while GPU production can only grow linearly, and the tightening happens where those two lines cross.

  1. Dax Raad Builds developer tools — SST, and now OpenCode at Anomaly The demand for inference is growing. So, like I don't think it's linearly growing. I think it might even be exponentially growing. But we haven't made our production of GPUs grow exponentially. That's like kind of a linear process. So as those lines intersect, there's going to be uh tightening. Building OpenCode with Dax Raadyoutube.com · 27 May 2026 · 0:39:33 into the videoAll korrents from this video
    The demand for inference is growing. So, like I don't think it's linearly growing. I think it might even be exponentially growing. But we haven't made our production of GPUs grow exponentially. That's like kind of a linear process. So as those lines intersect, there's going to be uh tightening.

    Watch from 0:39:33 plays here

    ↗Building OpenCode with Dax Raadyoutube.com

    27 May 2026 · video · 1h 21m · spoken · machine transcript

The scaling curve really is S-shaped, but there are at least two cycles left in it, which means models sixteen times smarter and all knowledge work subsumed.

  1. Steve Yegge Software engineer of four decades who spent years at Amazon and Google But, I can tell you that there are at least two more cycles left in this, and that means they will be at least 16 times smarter than they are today, and that is going to cause all of knowledge work to be subsumed by this stuff. From IDEs to AI Agents with Steve Yeggeyoutube.com · 11 Mar 2026 · 1:06:57 into the videoAll korrents from this video
    But, I can tell you that there are at least two more cycles left in this, and that means they will be at least 16 times smarter than they are today, and that is going to cause all of knowledge work to be subsumed by this stuff.

    Watch from 1:06:57 plays here

    ↗From IDEs to AI Agents with Steve Yeggeyoutube.com

    11 Mar 2026 · video · 1h 32m · spoken · machine transcript

Expecting technology to keep accelerating is a bias of our particular moment; for most of human history the tools did not change at all.

  1. Adam Frank Professor of astrophysics at the University of Rochester So, we could be fooled into thinking like, "Oh, technology's going to go on forever, we're always going to find new advances." As opposed to sometimes things just flatten out for a long time. So, you have to be careful about that bias that we have living in this time of great acceleration. Adam Frank: Alien Civilizations and the Search for Extraterrestrial Life | Lex Fridman Podcast #455youtube.com · 22 Dec 2024 · 1:48:38 into the videoAll korrents from this video
    So, we could be fooled into thinking like, "Oh, technology's going to go on forever, we're always going to find new advances." As opposed to sometimes things just flatten out for a long time. So, you have to be careful about that bias that we have living in this time of great acceleration.

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