The AI bubble argument misunderstands both bubbles and AI

(danielmiessler.com)

32 points | by polyphilz a day ago ago

58 comments

  • harryf a day ago ago

    Better to talk about the Gartner Hype cycle and it's stages compare it to technologies that clearly followed that cycle such as;

    - Virtual Reality: big hype in the early 90s (arcades, movies like Lawnmower Man) through to use cases today like surgical training, aviation training

    - Mobile video calls: hyped in early 2000's with 3G and pre-iPhone devices. Actually took off with 4G and 5G plus iOS and Android phones

    - 3D printing: back in 2013 we were expecting "a 3D printer in every home" ... today valuable in industrial prototyping

    Looking back at 2025 we'll be saying "Remember when they said everyone would lose their jobs to AI..."

    • uncircle 10 hours ago ago

      All technologies go through the hype cycle, but the magnitude of the cycle and its effects on the economy are very different.

      Neither VR, mobile video calls or 3D printing were expected to radically change the entire work economy, if not bring about actual human-like intelligence. None of those three technologies were in the hands of a handful of ultra-valuable companies, that in turn pretty much all depend on a single American manufacturer of hardware. None were threatening to destroy the Internet as we know it, or the concept of truth and credibility our modern world rely upon.

      VR going nowhere was a wet fart, AI going nowhere is gonna, in my opinion and hope, crash the entire tech economy that's been injecting high doses of the hopium in the long period of post-COVID stagnation and inflation.

    • catigula a day ago ago

      That's a nice story but without any advancements proper leverage of currently existing AI models can indeed remove many, many jobs from the labor pool, probably double digit percentage-wise.

      The idea that these tools won't at all improve from where they are now isn't a widely held position.

      • UncleOxidant a day ago ago

        Pareto principal. We've seen the 80% but that last 20% is going to be really tough (and expensive). GPT5 illustrates this - it wasn't really better than GPT4o and in some ways worse.

        • qgin a day ago ago

          AI doesn't have to replace human jobs as they exist today 1:1.

          In many situations, the work is not indivisible. If AI can handle 80% of the work, then a company can let AI handle that 80%, fire 80% of their people, and consolidate the remaining 20% still-human-work with whoever is left.

        • catigula a day ago ago

          Regardless you have no way of knowing where you are on the curve at any given point.

          That all being said I strongly disagree that GPT-5 isn't categorically better, I just think it's less obvious because we're starting to hit human cognitive ability to even assess that limits.

    • Atlas667 a day ago ago

      > Looking back at 2025 we'll be saying "Remember when they said everyone would lose their jobs to AI..."

      Even if... one would think that a capitalist economy would do great with more and capable workers. One would think that more stuff would get done. Right?

      I think there is a good chance that it will, in fact, shift millions towards unemployment. I am pro technology, yet technology in the hands of profit seekers will only be used to seek profits.

      It happened during the agricultural revolution and during the industrial revolution. Millions of people were made unemployed by more efficient technology. Millions had to flee the country sides to then be thrown out of factories a few decades later, leading to slums and mass poverty. So many that the government had to enact more and more welfare programs like public schools, and food programs.

      Capitalism is the only economic system that cannot handle more workers. For-profit production is not compatible with mass employment.

      Almost like capitalism shoots itself in the foot and then forgets about it.

      • another_twist a day ago ago

        I dont know if we can draw parallels to something that happened hundred years ago. Since then there has been increases automation yet the unemployment rate esp in the US hasnt budged beyond 4% barring the depression years. I think access to education and opportunities to upskill are crucial for maintaining a sustainable economy. Its helps people just move on esp if they are of working age. With the industrial revolution, technology was hard to get your hands on. You couldnt just buy a cotton mill and start your own business. Not so with AI, for 20 dollars a month you can get access to an employee that mever gets tired. I think if anything, AI might lead to increased competition among businesses and force monopolies to wake from their slumber.

        • RainyDayTmrw a day ago ago

          The unemployment rate statistic is a bit misleading, because people who drop out of work permanently don't factor into it.

        • Atlas667 a day ago ago

          I think there are a bunch of assumptions in your take.

          There are billions of us. We cannot all be capitalists and start our own businesses. Literally 100 years ago American socialists like Olive Johnson were already pointing out how the profit motive from large players has ruined mom and pop shops and made medium businesses almost completely beholden to production and finance monopolies.

          What do you think will happen with the increased production from AI? Will the capitalist just allow the masses to compete openly with them?

          I doubt it. Most likely more monopolization will occur.

          Small business owners are the tip (retail) of the massive whole-sale industrial-production monopolies or they are artisans at best. And the masses are the rest of us, the 95%.

          Western suburban mentality always posits that these ills cannot happen, even though they were continuously happening even through out the 20th century (Detroit is just one example).

          • another_twist a day ago ago

            No I agree with the Detroit example but not all of us have to be capitalists either just a few more. But we would beed more regulations to break down some of these monopolies so we can have more competition and job creation. Either way, its also about being able to add value to the chain. The artisans who make high end clothes still do fine, the thing is the weaver became obsolete with the advent of the spinning machine. The question is in a world where AI can do anything, is human productivity in any form still necessary ? I 'd imagine it is, since humans like talking to humans, somebody still has to go sell or babysit the AI or supervise. So I dont imagine it being as catastrophic as people claim but yeah I'd sharpend my business skills, and keep off massive debt on the off chance we all find ourselves redundant.

            • jv22222 7 hours ago ago

              I was imaging at some point it might flip the other way with many business starting where there is a capability for many people to create artisanal setups with 3D printing and even run a specialist artisanal farm with robots.

            • Atlas667 5 hours ago ago

              There's Detroit but theres also thousands and thousands of small towns everywhere where the main industry was coal/minerals or other resources that were outdated and left to poverty.

              And the "regulation" argument is very popular but I feel it ignores the real problem for us: there is no democracy.

              With the regulation argument you're basically hoping that one of the two parties full of billionaires, that we explicitely do not control, shoot themselves in the foot.

              And as to adding value to the chain, that is what workers currently do, thats why they get paid. Which is what sparked this argument. The economy is not infinitely flexible, not all will be able to adapt, and according to the rules of capital the adaptation will be competitive and exclusive, so many people will be left out.

      • tim333 a day ago ago

        >For-profit production is not compatible with mass employment.

        I think reality differs. Most countries have for profit production and most have mass employment. Maybe 95% employed and 5% unemployed but it generally muddles along. The masses always seem to vote for it unless they have communism imposed at gunpoint with walls to prevent them escaping.

      • philipallstar a day ago ago

        Capitalism has lifted a billion+ people out of poverty by efficiently allocating capital instead of mindlessly "employing" people.

        • utyop22 a day ago ago

          The nature of poverty is relative and its definition within a territory is a moving target.

          • philipallstar 13 hours ago ago

            No, this is a huge problem. If you care more about envy than results, you get the Soviet Union and mass killing and starvation. Or Communist China with mass killing and starvation. The only important, world-changing metric is lifting people out of absolute poverty.

            What you're saying would equally apply to a kid annoyed at his dad because his friends have a Ferrari but his family only has a Porsche. It's childish.

            • Atlas667 6 hours ago ago

              Thats not the world we live in though.

              Most of the world, like 90%+, is verifiably poor and struggling.

              Every year the world economic organizations (all of em) pump out metrics about people coming out of poverty, but these are political and subject to bias.

              Above 10 dollars a week is not poverty? Are you sure? 521 dollars a year?

              And of course not all of the world is poor in the same capacity. Where a person can only eat meat once a week is different to where a person cant pay their rent, but they are both equally damaging and poverty.

              What you think has been happening is not what has been happening.

              In the Soviet Union and China most people were serfs or indentured servants. That is, the majority of the population.

              They were bound by debt to serve either the state or local landlords.

              Their revolutions werent acts of jealousy like you want to believe, they were real, spontaneous movements that came from the people. The communists only directed the movement that was already there.

              Do not be childish, please read history seriously.

        • Atlas667 6 hours ago ago

          Yes, capitalism has been great, and we can do better.

          Capitalism has a flaw, it only does what is profitable.

          What is profitable is not one and the same with what is socially necessary or even what is good. They're more like analogous.

          Like I said before capitalism is the only economic system that cannot handle more workers. If you produce for profit you cannot produce for needs. In a sense profits vs needs are made of the same stuff but dont look the same. Especially at scale.

          Employing as many people as possible wouldnt be a problem if you were working for needs because, simply, more needs would be covered.

          Its literally that simple. And when there is a true surplus of workers it would mean less work/more leisure.

  • meshugaas a day ago ago

    > If they're talking about the 2023-2024 "chatbots = rich", that's a bad argument because hardly anyone believes that anymore

    Oh yes, this must be why chatbot companies announced $25 billion of new funding last week.

  • snowwrestler a day ago ago

    The bubble is AGI, which was pitched as imminent (it’s even part of the OpenAI-Microsoft agreement language). It will pop when people realize it’s not remotely near.

    “AI will change how business is done” is not a bubble because every innovation changes how business is done, it’s just a matter of degree. Various forms of AI have been changing businesses for a decade at least.

  • mergy a day ago ago

    I appreciate the author trying to address this. The only issue is the author didn't define what 'pops' in the bubble.

    The 'what' that pops, probably, IMHO, is the investment and resources ecosystem dumped, poured, thrown, redirected, etc. to AI.

    Just like the .com boom, the costs and money thrown at AI are outsized and will 'pop" as it matures. A 'pop" and leveling down to something perhaps not so outrageous is coming.

    As the author states, .com popped but left the Internet still around and expanding. AI is exactly that kind of bubble.

    • utyop22 a day ago ago

      Im not convinced at the comparison to the .com boom of the internet, its intellectually lazy.

      The internet was always going to disrupt the way we think about the discovery and purchase of goods and services at the bare minimum. Some saw that the role of the personal computer was evolving from just computation to communication and so on.. this stuff was obvious early on. Irrespective of the equity bubble at that time, the potential was real. It was just too early.

      There is nothing of this sort happening with LLMs. Where do they fit? Nobody has a clear answer and I don't see a clear one emerging any time soon. If someone has a very clear and direct answer, please feel free to reply :=)

      • tim333 a day ago ago

        AI is not the same as LLMs. AI is pretty inevitable. LLMs will likely be superseded by some other algo.

        • utyop22 a day ago ago

          I never mentioned AI once in my post.

          Comments such as "Ai is inevitable" okay... post something tangible dude. All this stuff is just total noise.

          • tim333 14 hours ago ago

            The comment you replied to was about AI. Something like:

            Comment: AI isn't so bad

            You: But LLMs are no good

            I see that again and again with AI arguments. It's not a good argument really. Like saying aviation will fail because biplanes weren't very good.

            • utyop22 10 hours ago ago

              I still have no idea what you are replying to, in response to my comment

    • danielrm26 a day ago ago

      Hi, I tried to address that in the video version.

      I think what pops is the false belief.

      .com -> going online will save you AI -> adding a chatbot will save you

      To me, those are what qualify as bubbles. And the other stuff is just overheating, disruption, and other effects.

      • vannevar a day ago ago

        I think what pops is the Ponzi-like financial structure underlying the huge investments. The projected profits simply don't come fast enough to justify incremental investment, and the pyramid runs out of incoming money. Yes, AI is huge. But the Internet was also huge. And it still couldn't sustain the levels of investment that were being made in 1999 and 2000, even in the big players.

        • mergy 17 hours ago ago

          Totally, I think this is more of what the general population are speaking around in discussions of "bubbles"

      • ghc a day ago ago

        > I think what pops is the false belief.

        Then you're inventing your own term. Bubble is shorthand for the Economics term "speculative bubble" or "economic bubble" and has described the behavior of many markets over the centuries. What collapses is asset prices, not ideas. It's definitional...just ask your friendly neighborhood economist.

        Edit: Here, I went and found the origin for you (via wikipedia). The South Seas bubble spawned the term:

        "The metaphor indicated that the prices of the stock were inflated and fragile – expanded based on nothing but air, and vulnerable to a sudden burst, as in fact occurred."

      • meshugaas a day ago ago

        A financial bubble has a clear definition. You're just changing the meaning to be a different strawman so you can refute that. Are there lots of companies that are overvalued because of their AI offerings, and will those companies fail when they don't provide acceptable returns? If yes, bubble.

      • mergy 17 hours ago ago

        Okay - that is too extreme of a "bubble" definition for me. False dilemma.

        So, then, I guess, nothing is a bubble for you. For me, a more reasonable definition is a large build-up of capital that, at some point, snaps or pops, then sits at a level much lower than the original.

        If you take something like that approach of the "bubble" then you can have a more charitable discussion. The AI bubble discussion then is about if the current levels of investment and capital being dumped into AI will stay at the same levels or have a more dramatic dip to be more of the future run-rate, then you can see how people see the parallels of other "bubbles" and actually have more of a discussion I think.

        My sense is most view this concept of the "bubble" as the assumption.

      • ath3nd a day ago ago

        That's great that you have your own definitions of a bubble. However, we are generally talking of a financial/economic bubble, which is pretty clearly defined: https://en.wikipedia.org/wiki/Economic_bubble for quite some time.

        One just need to ask one question: "is there a big amount of companies in a specific sector that are valued far above their returns". If that answer is yes, that means we are in a speculative bubble. The current insane valuations of unprofitable companies point to the largest speculative bubble ever to exist. I can't wait for it to pop faster already so there are less articles like this.

        • mergy 17 hours ago ago

          There you go -

          "is there a big amount of companies in a specific sector that are valued far above their returns". If that answer is yes, that means we are in a speculative bubble."

          Pretty much.

  • grzracz a day ago ago

    I really dislike the title and the article. You are basically stating that AI is not a bubble, but everything around AI is a bubble, which people obviously mean when they say AI is a bubble. Same was the case with dot com crash, where people didn't LITERALLY mean .com domains would crash, but everything around the domains (& Internet) would crash. Does not help that the author is overinvested into the AI space.

    • danielrm26 a day ago ago

      It's like the entire thing was written just for you.

  • lukev a day ago ago

    This is just "no true scotsman" for AI.

    Because something could very easily pop soon, but this article is just laying the groundwork for an argument that "it wasn't AI popping, that was the belief you could run a AI adoption program and fire half your staff popping."

    At some point, what's the difference? Obviously LLMs are here to stay in some form or another.

    What the stock market does with that is an entirely different animal and honestly I'm not optimistic.

  • CagedCoder a day ago ago

    Why should I trust someone that's making money from AI to tell me that AI isn't a bubble?

    Especially when the entire argument seems to hinge on the author's dislike for the word Bubble. The bubble that pops isn't the actual thing, it's the money that was propping the thing up...

  • bgwalter a day ago ago

    So we are in the "it will be useful later" phase. Here is a little stock chart from the dotcom bubble until today:

    https://companiesmarketcap.com/juniper-networks/stock-price-...

  • lispisok a day ago ago

    >Do people actually believe that if you just "add AI" to what they have, they'll instantly become millionaires?

    Looking at recent YC batches, YC seems to believe so.

    He says bubbles are false beliefs about reality that everybody figures out is false. The claim that "[AI] will displace tens or hundreds of millions of knowledge workers in the next 3-10 years" is that false belief inflating the bubble. Big tech and investors are dumping money into AI thinking at least a sizeable portion of the white collar workforce is going to be replaced with $2000-$4000/month subscriptions to AI agents (I am so sick of the term "agent") acting almost autonomously. We're hitting the wall with what's feasible with LLM scaling laws even if you're dumping countries GDP worth of money into making bigger and better models. Is spending $500 billion to $1 trillion dollars to get something that performs marginally better than the best LLM today worth it?

  • audunw a day ago ago

    I don’t feel like this article addresses the question of whether we’re seeing an AI bubble or not at all.

    To me this is very simple: certain companies have invested billions upon billions in AI data centres that need to see a very high return on investment in the years ahead to avoid a “pop”. I think nvidia is also being valued is if it’s a certainty that we will continue to build many such data centres every year for the foreseeable future.

    These expectations are now being faced with the reality that AI isn’t making us that much more productive, and the improvements in LLMs are slowing down, so it’s not clear there will be a continued will to pay expensive subscription for these AIs, and certainly not clear that companies are willing to accept higher prices that may be need to get ROI.

    There’s another way this could go down: I have a sneaking suspicion that we can get 90% of the productivity benefits of LLMs with models that can run locally. A combination of an algorithm breakthrough, better tuned models, better software tooling around them, and better hardware in the hands of end users, may get us to that 90%. That could end up making a lot of AI companies redundant.

  • d0ublespeak a day ago ago

    This article feels self defeating. It’s rewriting the meaning of the word bubble itself. There is a speculative asset bubble. Whilst I think there is some correctness in saying that drawing parallels with the Dotcom boom/bust is intellectually lazy I still think this acts as a notable precedent. Is there potential for AI usefulness long term? Yes, will it take exactly the same form as now or do the products and services exist now? No. So there is some utility in comparing the two. Either way this article reads like a bit of cope.

  • tim333 a day ago ago

    The article says a bubble is something that pops but in the context of AI I think most people mean a financial bubble as in "a period when current asset prices greatly exceed their intrinsic valuation, being the valuation that the underlying long-term fundamentals justify". Which we probably have. (https://en.wikipedia.org/wiki/Economic_bubble)

  • danbruc a day ago ago

    But if they think the bubble is the idea that "Modern AI will significantly transform business and the global economy, and that it'll lead to massive unemployment for knowledge workers", then—in my opinion—they're just wrong.

    AI will one day transform the world but I do not believe modern AI will make that happen, that will have to wait for futuristic AI. I guess that makes AI not a bubble but I can still label modern, i.e. current, AI a bubble, right?

  • bediger4000 a day ago ago

    Miessler went all in on LLMs as AI very early on.

  • diamond559 a day ago ago

    Says a man personally invested on this bubble inflating more, are we really just going to take these people at their words still? After seeing GPT 5?

  • PotenRoyal a day ago ago

    Suggested background reading for what economists mean when they talk about an asset bubble. https://en.m.wikipedia.org/wiki/Tulip_mania

  • brazukadev a day ago ago

    I have the impression that a new winter is coming. The amount of threads about a bubble is surpassing the discussions about AI

  • catigula a day ago ago

    Part of why AI is concerning is that literally nobody can actually predict what the outcome of these models is going to be even a couple of years out, the decision tree just instantly blows out and becomes impossible to track.

    Anybody telling you otherwise is lying to you.

  • velieroglu a day ago ago

    Oh really, just look into internet and recent investments and valuations then we will talk about later, cluely is enough to prove ai bubble

  • ath3nd a day ago ago

    1. The leading companies in LLMs: Anthropic and OpenAI are both not profitable and rely on huge amount of continuous investment (from "successes" like SoftBank who continuously invested in WeWork) to even stay afloat.

    2. Each model from GPT3.5 to GPT 4 to 5 has been 10x more expensive to train. However, we have long ago entered the era of diminishing returns where 4 was a big improvement from 3.5 but 5 was a mediocre improvement (and to some, a regression) from the previous model. That suggests, unless a miracle occurs, 6 will be extremely expensive to train to imperceptible improvements.

    3. The latest "features" from OpenAI:

    - study mode https://openai.com/index/chatgpt-study-mode/

    - the rumor for an office suite https://www.computerworld.com/article/4021949/openai-goes-fo...

    show that they are running out of ideas what to do.

    4. Anthropic is settling on huge cases: https://news.ycombinator.com/item?id=45142885 while struggling with usage vs monetization: https://news.ycombinator.com/item?id=44715471

    5. Anthropic are very early in their journey to be already scraping the barrel, yet they recently 180 on their ToS and admit that they, in fact, will be training on your chats (suggesting that they can't get more/quality data elsewhere): https://www.anthropic.com/news/updates-to-our-consumer-terms.

    6. OpenAI and Anthropic are both connected to CoreWeave, Nvidia, Microsoft, Google. What is funny is that CoreWeave is also connnected/dependent on Nvidia, and so is Microsoft and Google. Those companies' stocks are a major part of the US economy at the moment. https://www.reuters.com/business/dominant-ai-trade-confronts.... "Meanwhile, the combined market cap of the 10 biggest AI plays, including Nvidia, Broadcom and Microsoft -- stood at $18 trillion, BCA said in a note last week. That amounts to about 33% of S&P 500 stock market capitalization, up from around 15% in late 2022, according to BCA."

    10 companies in the same sector, comprising 33% of the S&P capitalization is a 100% bubble, and if anything, one of the biggest ever to exist. And I, for one, can't wait for it to pop so I don't have to read hype booster articles like this on the front page of HackerNews.

  • rvz a day ago ago

    It certainly is a bubble.

    EDIT: The fact that I'm downvoted for saying that tells you that not only we're in a massive bubble, but the author knows that he's personally invested in the bubble getting bigger.

    So of course he'll say "it isn't a bubble".

    • mcv 21 hours ago ago

      The author does have a point that you need to specify what you think the bubble is. Obviously AI is real technology with interesting applications. The tech itself is not the bubble. The bubble is (as always) the inflated expectations.

      From the article:

      > But if they think the bubble is the idea that AI will cause foundational change in business, the economy, and human work, then—in my opinion—they're just wrong

      That's just the author's opinion, not a fact. People claiming it's a bubble disagree with this part. And they might be right. As far as I understand, no massive productivity gains have been detected yet. Some expected gains weren't there. Some kinds of work might benefit some, but so far, nothing that justifies the enormous investments.

      It's not the AI itself that's the bubble, but the "use more AI" attitude. The idea that the AI is a genius and better than people. Every company doing something with AI because they need to be seen doing something with AI. That's the bubble.

      After it pops, there will still be AI, and some companies will be wildly successful with it, just like many .coms survived the .com crash. But investors will finally see that it's not going to meet the inflated investor expectations.

  • satisfice 19 hours ago ago

    A bubble that will pop is the one where they say that AI will replace creative humans. This is certainly wrong, because it requires consumers to stop being fans of actual people.

    Consider XKCD. Will I lose interest in Randall Munroe because an AI thing will auto-generate any number of XKCD-style comics? Of course not.

    The proliferation of AI has been compared to the proliferation of polyester.

  • api a day ago ago

    It can be very useful and powerful and also be a bubble. See: dot-com bubble. It reminds me a lot of that.

    • TaupeRanger a day ago ago

      Please read the article before commenting - your comment is literally what the article is addressing.

      • UncleOxidant a day ago ago

        I read the article and it certainly doesn't address this well.

        > The .com bubble was the belief that if you took your mid-ass business to the internet, you would instantly become rich. That is what popped.

        And currently there's a belief in the market that if you just add AI to it it's going to the moon. I don't see how there's a difference here.