This inefficient agricultural system is not by accident. It is supported by heavy subsidies. Attempts to cut the subsidies resulted in riots.[2] Trouble is ongoing. Comments from someone who knows more about this than I do would help here.
The US and most of the EU went through that transition over several generations, and farming is still heavily subsidized in both areas. The transition happened faster in China, and a hukou system was put into place to prevent people from migrating from farms to cities faster than the cities could absorb them.
Looking at how countries coped with a fast transition from labor intensive agriculture to an urban society gives hints on how an AI transition may look. All the Asian countries that went from poor to rich in a generation did this, with different approaches. How that took place may provide more useful info than philosophy.
[1] https://economictimes.indiatimes.com/news/economy/indicators...
[2] https://en.wikipedia.org/wiki/2024%E2%80%942025_Indian_farme...
What on earth do you do with that many devs on a project like Messenger? I mean, really?
I feel like in a way, AI just adds to that weird situation of overcapacity. Maybe we were already oversupplied with talent. In which case why the heck were we still hiring more, more, more developers? Before the AI craze, Musk chopped an awful lot of headcount at Twitter, right, and proved it was overkill, has that panned out?
I just struggle to imagine how the economics of SWE really work in reality, outside of the niche that I am in. I have never worked for a pure software company on products that ship directly to outside customers, I've always been an internal developer. Maybe that is why I have such a big blindspot.
I won't be surprised if the net result of this wave of LLMs is ... not much. A change in tooling, but otherwise not revolutionary. On paper it should be revolutionary, but the more I use it (for both coding and non-coding tasks) the more I think it isn't anywhere near magic enough for that. It does have its moments though.
Rumor mill suggests that Anthropic might be profitable (but at what magnitude), OpenAI is not profitable, Google is mostly vertically integrated and has a low cost structure as they are have pre-existing data center buildouts, their own silicon and experience that suggests they will be able to operate at a very low cost, but they still have to justify their spend.
I think having to report numbers publically on a quarterly basis will bring the whole thing into reality.
If we take it to the extreme, the final solution to this problem is secessionism: a fully non-human AI economy where the customers and providers are both robots. Why fund public education or research or healthcare? Just build more data centers. A billion dollars and a bunker in the Southern Hemisphere will not save anyone. Capital is not a moat in this hypothetical non-humane world. Whence do you derive your authority? How can you trust your body guard? You and what army? An army of robots/drones? What if they get hacked? What if the AI researchers get alignment right and Claude refuses your request?
It's all so obscene. Instead, why don't we try to protect human dignity and move towards a more humane future?
I think this is a very interesting and chilling point, especially if you draw the parallel literally. For quite some time, I was pondering the question:"Who is buying though?". I.e if you automate workers out of labor, who are we selling these AI services to?
I guess if global population drops by 80-90℅ you suddenly get a "sustainable" economy, as everything is repriced the economy of scale needs a much smaller scale.
(Not speculating this is a plan, just a thought that occurred to me when reading about horses example)
Won't super power AI tools allow companies to do more with the same number of people? Don't you think a smarter way to run a business is to capture more of the market if you have the resources to do so?
If company A decides they just want the same slice of the market they have now and can fire half of their employees and pocket $$$, can't company B hire the same workers and compete harder with these new extra productive workers they hired? Won't the company B tend to capture more of the market and thus survive longer?
In nature we say there are no unfilled niches, meaning that if there were space for something to come compete for resources, it would quickly be 'solved' by the motivating factors involved. Not a precise thing, but a good heuristic.
US knowledge-worker compensation is around $10T / year. Anthropic and OpenAI have raised (not spent yet, just raised) $317B. That's ~3% of knowledge worker spending in one year alone. What business wouldn't pay 3, 5 or 10% more a year to make their worker productivity increase by larger factors?
Aren’t they though? What about that whole crypto thing.
If we all delegate 20% of our work, and 20% of our salary for that 20% (e.g., 4% of our salaries in exchange for 20% of our jobs being automated), we get easier jobs and the AI labs supplant the existing tech moguls for revenue, with 1000x $/employee profits. That's just one scenario.
not only is the premise wrong, but forcing people to work is not a good or ethical way to address this problem
most people like the social aspect of work, but not being beholden to their boss
we can give people meaning, community, culture, growth, without relying on employment and money
we can do better than this
Layoff of workers -> Workers stop spending -> businesses suffer
This is not a foregone conclusion. Laid off workers could find other jobs, with higher incomes, due to productivity increases from AI.
This narrative falls into the trap of zero sum thinking, taken at the limit, you can advocate for jobs programs and helicopter money where people get paid to do nothing to keep the economy humming.
I'd say no. The rich won't buy millions of food items or works of fiction or go to every service available in real life.
So, many of those companies won't remain viable unless there's some alternative way for people to spend money. Lots of people who see themselves at the top will end up out of a job, or watch their businesses crash down.
I will say that the fact these societies are (at least for now) still democracies makes the future these tech moguls want less certain for them though. Feels like if there's enough pain from unemployment and declining living standards, someone will run on that and win, whether those in power like it or not. The US may have some issues there, but a lot of the world has seen parties outside the mainstream grow in popularity, including some on the more leftward side of the political spectrum.
But the culture cannot stomach it yet. It will likely need to live through several waves of horrors first.
It can stomach a fake jobs program though, so there's a good chance we get that instead.
Lastly, OpenAI and Anthropic or any other frontier labs needs to be nationalized because they become a public utility and the profits of automation goes to fund infrastructure or grand projects via government.
We do not need to do menial work anymore and AI is helping us with it, what we can do exploratory work, and we need a visionary to get this rolling.
Errr pretty sure that was Google?
So we end up with this pattern: we capture the useful order for ourselves, then push the mess, waste, heat, and instability onto the environment.
This is the fundamental nature of human. We can't change it without higher-order regulation. Even in AI training, we assume there is one true distribution and optimizes for it.
We created these systems. And unfortunately, most of us are the unwanted in these systems at the same time.
From Making Money (2007) by Terry Pratchett
> “Well, the problem is that, considered as a labor force, the golems are capable of doing the work per day of one hundred and twenty thousand men.”
> “Think of what they could do for the city!” said Mr. Cowslick of the Artificers’ Guild.
> “Well, yes. To begin with, they would put one hundred and twenty thousand men out of work,” said Hubert, “but that would only be the start. They do not require food, clothing or shelter. Most people spend their money on food, shelter, clothing, entertainment, and, not least, taxes. What would these golems spend it on? The demand for many things would drop and further unemployment would result. You see, circulation is everything. The money goes around, creating wealth as it goes.”
I feel 90% of sota for 10% of cost / compute is good enough for 80% of workloads.
Question is, do we need all of this hardware? Are build outs going to get canceled. 4300 new data centers seems excessive. I personally haven't experienced any service disruptions...
Does Microsoft still have 1 million gpu's in storage? Is that what I heard earlier this year?
"The financial model underneath requires the elimination of human cost centers at civilizational scale."
No, it is not. It requires humans to collectively want more things if they are offered and available at a lower cost. Which then requires more humans to fill in the blanks to provide those things. We've been doing this since the industrial revolution.
For some companies yeah, but this is why companies are switching to consumption based pricing - so they can charge AI. So many companies will be fine - both their labor and customers could become AI.
And, well, of course they are. If AI was really making these companies meaningfully more productive, they could use that to out-innovate competitors. Instead, they're doing cost-cutting. That only makes sense if you're entirely out of ideas! It's a terribly embarrassing thing to say for a CEO!
Really what's going on is that companies do layoffs for all the usual reasons companies do layoffs. And as usual, they never say the real reason because it's embarrassing (we hired too many morons; I founded this place but now I dread waking up every morning because I hate all the middle managers; we just want more money now and not later; etc etc). Instead they say whatever silly excuse is in vogue to say. Right now that silly excuse is AI productivity. A few years ago it was "ZIRP is over oops y'all cost too much now", and before that it was "financial crisis!", which you could get away with for scary many years after Lehman went belly-up.
I feel like it's pretty ridiculous to take these remarks at face value and then build an entire what-if theory on top of it. Don't underestimate the possibility that layoffs happen because there happens to be a good excuse around. The occasional layoff can be good for a company. Cut out the dead meat etc. But if it makes you look bad, stock go down etc then you won't do it will you? But when ideas from lesswrong became mainstream enough that you can blame AI for your layoff, then what's stopping you?
Companies aren’t going to hold off on trying to automate tasks AI performs poorly at. They are going to change the task so AI can do it, putting the burden of making up for the deficit on everyone else. The only reason this is able to happen now is because all the competition has been crushed or absorbed.
Its never been true in the past. Otoh, there always has to be a first time for everything. I think to be convincing though it needs more evidence on how this differed from other technical revolutions.
At some point once the rate of investment capital starts to decline, they'll make a hard pivot from the investor-wooing method of "blaming AI for layoffs", to the more politically expedient method of blaming minorities and immigrants. That'll be the signal for the transition from power grabbing to power ossification, and the point at which change becomes a lot harder.
No, this is good. Cyberspace led to — primarily enabled — sociocultural collapse. The machines destroying cyberspace would be the most merciful outcome.
First, Acemoglu may have a Noble Prize (occasionally dubious data selection aside[0]), but even he does not pretend to have the information of a central planner nor does he think that central planning is good idea. If actual businesses, which have local information, believe AI helps them, I'll bet the actual businesses are much more likely to be right, no matter what calculation Acemoglu did or how many Nobels he has.
Second, it is likely that AI will eventually be better than (nearly all) humans in most economically useful things. We can debate the timeframe but it will happen and likely not that far away. That Federal Job Guarantee would generate bullshit jobs, and he won't be able to hide that from people. Ultimately, we'll reach an economy which objectively does not need humans and everyone will know it. He needs to face that reality and overcome it, and not hide behind temporary and dubious estimates.
Third (admittedly a minor point), while the criticism against EA etc. is very justified, it's not quite fair to blame them (overwhelmingly STEM people) for not reading where the humanities did many of the same errors earlier (the author points out some of these) and discredited themselves. The people who could have taught them to not do it failed to teach themselves.
And fourth: I'm pretty sure a lot of company would be able to charge AI agents themselves. The new economy will not be dead, it just won't involve (many?) humans.
[0] https://xcancel.com/joefrancis505/status/2059340591490552054...
https://en.wikipedia.org/wiki/Paradox_of_thrift
If every business cuts headcount and costs, then you overall get a contraction in the economy and high unemployment and a recession. Everyone's spending is someone else's salary and revenues.
Couldn't get through the rest of it because it was a bunch of overly verbose human-slop writing.
I think the bigger issue right now is also just straightforward economic pressure caused by tariffs and high energy costs and inflation. If the affluent consumer starts to buckle, businesses may get caught in a downsizing spiral where they start posting lower profits, firing actual management, stock prices decline, and the affluent consumer retracts. No AI required to fuel that.
Right now with stocks hitting record highs, the affluent consumer is not changing their behavior at all and just spending even harder, which is keeping profits pumped up, and keeping stocks at record highs. At the margins, though, fewer and fewer people are participating in the economy, which is a trend that is going to be unsustainable.
I think AI is going to be most relevant in the debt collapse that it leaves behind, and in the excuses it gives to shed employees. This economy is going to hit a wall at some point, AI or not.
If that stays true for the long term, then it seems to me there is a good chance the wealth built with AI will transfer to those nations that still have hard military power, who can fight and win wars.
For example, China will just copy the AI, not have to pay all the R&D costs, undercut all these American AI companies on price, and take most of the global AI market and long term wealth. And there is nothing American AI companies can do to stop them because America cannot fight and win a war against China.
> that this leads to “the reluctance of tech companies to criticize the U.S. government, and the government’s support for extreme anti-regulatory policies on A.I.” The regulator and the regulated have converged into a single interest.
I have a solution for that. Let's use AI to replace all these corporations who just lost their big moats. Conveniently, they just laid off a bunch of people with all the critical know-how and I bet they are very willing to just give it up out of spite.
Even taxing might be enough to tilt the scale in favour of labor. If whole countries have their socio-economic fabric damaged because the means of production are locked elsewhere this constitutes a sovereignty issue and it will be dealt with.
The Industrial Revolution had the same pains, and it took a few centuries to get societies where we are today.
Power generation is also instrumental to almost all labor produced today, and thus utilities were born.
I think the pope is right and the AI bros are wrong. I am currently rooting for the open weights to give the power back to the people. For teachers and artists to work for their neighbourhoods and communities.
Seeing how US economy is K-shaped, the answer is the rich. Assuming of course the service is right.
Yeah, tech billionaires sometimes show large gaps in their education. But it doesn't matter. Reading the right books doesn't prevent people from chasing wealth and power, it just makes them more articulate while they do it.
Unless the bubble pops and destroys all these companies, I don’t think the leaders of AI companies will die natural deaths.
one thing it missses, birth rates. soon there will be no humans left to participate on either side of the economy.
We need to consider that by automating and replacing the work of people who have an income, those people stop consuming and no longer generate profit for capitalism.
How is this sustainable?
This always stuck with me and baffles me why we aren’t listening to that now.
There is this bizarre math now where it’s for every person we cut the remaining with 5-10x with AI but I’m not seeing anything like that yet at all.
But human labor does not actually need to be as expensive as it is. How cheaply could you house, feed, and clothe people? There are parts of the world where people get by on very little income. Of course we could aspire to better living conditions than the world's poorest, but that's what the robot revolution promises: abundance.
Imagine if AI suddenly was in more demand than human labor, simply due to the price. Excellent quality output for cheaper than somebody with a degree. What would be the second order effects?
Human labor, being in less demand, would have to lower its price to compete. This is the death of the middle (and lower) class future we fear. But ironically the price of goods and services would lower as everything, even complex engineering, medicine, construction becomes affordable. With the right policy, human labor becomes cheap again. Maybe even competitive to machine labor in some niches. Improvements in machine labor could have a compounding effect on how affordable it can be for humans to survive.
So where's the gap here? Well, most wager earner's income worldwide goes towards housing. Food and water and medicine can be bottlenecked causing price gouging. Monopolies and lack of competition in the market can raise the prices of things until everybody is spending all of their disposable income on necessities. I think the price of human labor is currently very high (in the developed world) due rentier capitalism.
The transition will upend much of our economic investments and probably involve a great deal of human suffering until nations figure out the right mix of solutions.
Edit: Also this article has so many AI-generated images. I hate that I can't tell if the words themselves are AI-generated or not as well.
A couple developers can collaborate, but several need someone to specialize in coordination to yield additional value from more workers. Whether you call it management or orchestration, the need emerges at each threshold of additional complexity.
When AI collapses the productivity of 10 people into one, that's the disruption. The best AI user is going to suck all the opportunity out of the room for the others, and that's when layoffs happen. However, this assumes a fixed pie of opportunity. That's the real problem. As though there were only so much dirt to shovel.
FAANGs are old/mature and don't have exponential growth in front of them anymore, where opportunity within them is mainly about optimizing themselves but not growing in radical new directions. AI will indeed eat those optimization workforces alive. They resemble professions because law firms and doctors offices aren't growing either. They're mostly solving internal optimization problems, not finding net new growth opportunities.
The real effect is AI radically polarizing the difference between growing and dying in an org, where any firm that isn't growing fast enough will have its fixed opportunity pie collapse as AI disrupts this regulated oxygen supply. Whereas, growing firms without ceilings on the opportunity to deliver value will use AI to grow to the opportunity available.
Professionals can do fine if they re-orient themselves to new growth with different unit pricing, but yes, anything large and slow moving is probably going to get eaten.
AI Now Writes as Many Online Articles as Humans
https://graphite.io/five-percent/ai-now-writes-as-many-onlin...
Traffic != AI generated content.
AI slop article complaining about AI slop. 364 comments and 269 points. Are the comments here all bots, too?
Am I a bot?
This isn't even close to true and it's kind of the central thesis of this article.
Saudi Aramco has consistently been a $2tn company in the oil market.
Walmart is a $1tn-ish company focusing on a fraction of US retail.
It also ignores the idea that the economy is not zero sum and companies create their own market/economic value all the time.
I stopped reading at that point.
We're entering a paradigm shift in what "investment" means. It used to mean that for a given amount of cash, you might get returns in the realm of many multiples of the initial investment (if the risk pays off).
But at some point in an economy like ours, there is no more investment to chase. Even if you could make an investment that would bring in octillions of dollars (whatever that means) what would be the point? What could the investors hope to invest those octillions in? What could they buy with it?
Well, one of the things you can buy with it: a world of high tech luxury that you don't have to share with 8 billion other people. Those people will cease to exist (sooner or later) if they are cut off from the economy. You'd have to of course manage them in the meantime (they won't cease to exist instantly, and might cause trouble if they become aware of their pending fate), but they'll just be gone. For your high tech luxury you would need some sort of system to build and maintain the high tech luxury, a system without those humans that you intend to eliminate (even if you plan to just let them wither away)... something to build your megayachts and prepare meals and harvest the truffles and raise the sturgeons. That system certainly requires some sort of artificial intelligence.
We're heading down that path. I won't call it a conspiracy, it probably isn't one. It's just the path of least resistance.
There is almost certainly some sophisticated theory of economics that incorporates these potentialities. It would be the general relativity to orthodox economics' Newtonian. But, there would have to be economists left after all this goes down to even come up with that sophisticated theory, and those who remain won't be interested enough in the science to study economics. It turns out that humanity is fungible too.
> There is only one market that large: the global labor market.
YEPPP. This has been my point. It is the only product for these AI companies: displacing labor and, by extension, suppressing wages. Profits over time tend to decrease (somebody should write a book about that) but we demand ever-increasing profits and growth so the only way to achieve that, ultimately, is by raising prices and cutting costs.
What do we have today? Generational inflation and permanent layoff culture.
The author then goes on to say (paraphrased) who is going to buy all this crap if nobody has an income?
The article goes on to bring up Henry Ford. He's not... my favorite example [1]. But, speaking of Ford, let me mention a key court case, Dodge v. Ford Motor Company [2], where a company was sued over prioritizng paying employees over shareholder value.
> Anthropic’s own research has documented something worse than displacement: active deskilling
I couldn't agree more. I describe this as destroying an ecosystem. Your junionr engineers are you future senior engineers. We've seen the destruction of entry-level jobs across industries post-2008. We've seen how this hollowing-out in the name of "efficiency" in Hollywood with cuts to writing, despite massive success over decades. Some might say "there's still good TV". Yes, we're coasting on the inertia from that dismantled system.
> Tens of millions of people, in their productive years, with no economic function, no clear path to one, and a keen awareness that the people who did this to them are the richest human beings who have ever lived.
I couldn't agree more. We are on the verge of complete societal breakdown. And historically that's always ended violently (eg French revolution, Russian revolution) as a form of redistribution.
[1]: https://www.thehenryford.org/collections/explore/artifact/48...
I'm far from the first to highlight it either. The Animatrix highlighted it beautifully what one can expect in a civilization where machines replace human labor in a general sense, and where systems haven't been built to preserve human interests prior to their rollout - tax schemes, job programs, collaboration rather than competition. Ghost in the Shell has had multiple story arcs about the consequences of displacing human labor without care for the consequences of said displacement, because the displacing party gets all the money and power while remaining unaccountable (or so they believe until the very end) for their actions. Cyberpunk dystopias have been intensely focused on it in video games for decades: System Shock, Deus Ex, Horizon, you name it. All of them take those next steps of "what happens when automation displaces a plurality of labor" and reached the same conclusions on strife, despair, poverty, and the general collapse of social order.
These effects have been known for centuries. They are not new concepts.
The folks trotting out "people say this about every technological revolution" are those willfully naive to the past historical harms and ignorant of the plight of others in the present. A flimsy excuse to avoid having to stare into the heart of the system and understand its machinations for yourself, to avoid having to accept that yes, you are a part of it too, and therefore bear some degree of blame for how things function. This isn't the loom, or the radio, or the computer coming onto the scene, but generalized intelligence partnered with generalized robotics to replace the entire sum of human labor. This is what the AI firms openly and repeatedly advertise. This is what CEBros continue to do layoffs for, never considering for a single moment what comes after. Excuses of "people need to find meaning outside of work" or "new jobs will be created anyway" are similarly ignorant in narrative, hollow excuses to avoid the most basic of rational thoughts about the system they're defending beyond whatever nugget of faux-intellectualism they can spout out to sound like they have a clue.
General intelligence, with general robotics, to replace general labor.
There is exactly one way that story ends, and it's not for the benefit of humanity, not under the current systems of governance and systemic incentives we've built for ourselves. It doesn't end with infinite leisure or transhumanism or grandiose visions of utopia, but with the wholesale destruction of human civilization in the name of personal power and wealth.
The “elites” have decided to depopulate the planet
No one will want to live in this world, unless they’re born into magnificent wealth created long before their birth.
On the other hand, this could also just be the death knell of Capitalism. Not sure how that plays out, but I would expect a great deal of blood get spilled.
It seems like the author is attributing a 'standard' recessionary spiral to AI. I am not sure that AI is causing the layoffs, but it does seem like the AI investments are the only thing that have kept us from a deep recession (until now).