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Introduction to the Modeling and Analysis of Complex Systems

https://milneopentextbooks.org/introduction-to-the-modeling-and-analysis-of-complex-systems/
1•ibobev•10s ago•0 comments

Claude Code can now /dream

https://old.reddit.com/r/ClaudeCode/comments/1s2ci4f/claude_code_can_now_dream/
1•bdcravens•26s ago•0 comments

US Army to demo first crew-free Black Hawk

https://www.militarytimes.com/news/your-military/2026/03/24/army-receives-first-pilot-optional-bl...
1•inaros•44s ago•0 comments

An Introduction to the Theory of Numbers

http://www.trillia.com/moser-number.html
1•ibobev•2m ago•0 comments

Show HN: LogProx – I built a fast proxy that logs out request information

https://github.com/bryan-lott/logprox/tree/main
1•mystickphoenix•2m ago•0 comments

America is officially spending more on building data centers than offices

https://sherwood.news/tech/america-is-officially-spending-more-on-building-data-centers-than-offi...
2•speckx•3m ago•0 comments

Ask HN: How do I sell single video course to enterprises?

1•throwaw12•5m ago•0 comments

Run a 1T parameter model on a 32gb Mac by streaming tensors from NVMe

https://github.com/t8/hypura
2•tatef•5m ago•1 comments

Orbital data centers, part 1: There's no way this is economically viable, right?

https://arstechnica.com/space/2026/03/orbital-data-centers-part-1-theres-no-way-this-is-economica...
1•pseudolus•5m ago•0 comments

Integrating Rust into ML Workflows

https://www.animaj.com/post/animaj-supercharging-ml-workflows-with-rust-integration
2•netmist•9m ago•0 comments

No Terms. No Conditions

https://notermsnoconditions.com
10•bayneri•9m ago•2 comments

LazyAnsible – A LazyDocker-Like TUI for Ansible

https://github.com/kocierik/lazyansible
2•kocierik•9m ago•0 comments

Plants Know When to Bloom

https://www.popsci.com/environment/how-plants-know-bloom/
1•Brajeshwar•9m ago•0 comments

Writing Was the First Data Platform: A Framework for Understanding AI

https://pattersonconsultingtn.com/content/hitchhikers_guide_kw/information_as_infrastructure.html
1•jpattanooga•11m ago•0 comments

Show HN: Visualizing Apple Health workout data (stats, trends, insights)

https://apps.apple.com/us/app/streakout-workout-stats/id6758457318
2•toni88x•11m ago•0 comments

Show HN: Claude Code Bible (notes on making LLM agents more consistent)

https://github.com/4riel/cc-bible
1•4riel•13m ago•0 comments

The Intelligence Curse

https://intelligence-curse.ai/
1•rzk•14m ago•0 comments

Jax-LM: Guide to Language Modelling and Distributed Training in Jax

http://www.chuyishang.com/blog/2026/jax-lm/
1•chuyishang•14m ago•1 comments

Coding Agents Are "Fixing" Correct Code

https://www.sri.inf.ethz.ch/blog/fixedcode
2•nielstron•14m ago•0 comments

Mining the commons: AI extraction, Wikipedia, and

https://policyreview.info/articles/news/commons-ai-extraction-wikipedia/2089
1•edsu•15m ago•0 comments

Enabling MTE for the LLDB Test Suite

https://jonasdevlieghere.com/post/lldb-mte-test-suite/
2•JDevlieghere•15m ago•0 comments

Apple to bring paid ads to maps to US, Canada this summer

https://www.reuters.com/business/media-telecom/apple-bring-paid-ads-maps-us-canada-this-summer-20...
2•gostsamo•15m ago•0 comments

WolfGuard: WireGuard with FIPS 140-3 cryptography

https://github.com/wolfssl/wolfguard
1•789c789c789c•15m ago•0 comments

Executable Specs for Reliable Systems

https://quint-lang.org/
1•perpetua•16m ago•1 comments

What's New in Mellea 0.4.0 and Granite Libraries Release

https://huggingface.co/blog/ibm-granite/granite-libraries
1•ibobev•16m ago•0 comments

When "One in a Billion" Happens Every Day: Scaling Redis at Report URI

https://scotthelme.co.uk/when-one-in-a-billion-happens-every-day-scaling-redis-at-report-uri/
1•speckx•16m ago•0 comments

Build a Domain-Specific Embedding Model in Under a Day

https://huggingface.co/blog/nvidia/domain-specific-embedding-finetune
2•ibobev•16m ago•0 comments

A New Framework for Evaluating Voice Agents (Eva)

https://huggingface.co/blog/ServiceNow-AI/eva
1•ibobev•16m ago•0 comments

OnlyFans owner Leonid Radvinsky dies at 43

https://thehill.com/policy/technology/5796380-leonid-radvinsky-onlyfans-founder/amp/
1•gscott•17m ago•0 comments

Ares and Apollo cap private credit fund withdrawals as exodus grows

https://www.bloomberg.com/news/articles/2026-03-24/ares-limits-private-credit-fund-withdrawals-as...
1•pera•18m ago•1 comments
Open in hackernews

The bridge to wealth is being pulled up with AI

https://danielhomola.com/m%20&%20e/ai/your-bridge-to-wealth-is-being-pulled-up/
165•dankai•1h ago

Comments

dankai•1h ago
I resubmitted this because somebody flagged the original submission for unclear reasons and it had quite a lot of upvotes in a short time.

Perhaps some people are offended by this argument, but it's definitely worthy of a discussion instead of censorship.

suddenlybananas•47m ago
Well, all of the comments on the old submissions were complaining about the essay being AI slop. I haven't read the essay so I couldn't say, but that's clearly the reason why.
advael•35m ago
The essay, if taken seriously, has a logical conclusion that I'm sure a decent number on this website find uncomfortable, but perhaps more importantly, which at least some people who might have disproportionate power to make such decisions prefer not be discussed too heavily. This is a microcosm of the larger phenomenon
bspammer•34m ago
It's because it's AI written with all the usual over-the-top grandeur and a ridiculous number of negative parallelisms.

> No regression. No noise. Just compounding.

> the transition is measured in years, not decades.

> not by decree, but by ruthless compounding.

I'm not interested in what an LLM thinks about the social implications of LLMs.

applfanboysbgon•19m ago
It was flagged for being clearly botted, and I don't just mean LLM-generated (although it is also that). When I posted on and flagged the old submission, I noted that it had over two dozen upvotes in 15 minutes, despite the essay having a helpful "54 min read" indicator at the top. I truly do not believe the upvotes on these submissions are organic, and it really destroys my faith in HN that was restored when the first one went down successfully.

(If by some chance I am wrong and this monster of an LLM-generated essay really got dozens of people instantly upvoting it from the title alone, that fact would also not give me much faith in HN, I have to add.)

snikeris•5m ago
You don't have to read the whole thing to upvote it.
SilverElfin•1h ago
Yep it is definitely being pulled up. The economy feels more winner takes all than ever. After this transition how can anyone without existing capital and moats compete?
stego-tech•1h ago
The piece gets into that in extensive detail that you should totally go read, but the long and short of it is that even those without capital and moats still have the power of writing law, and we need to exercise that early and often to redistribute capital before its concentration leads to legislative capture.

In other words, the obligations of those without Capital is to write laws that demand the benefits of Capital be shared with all.

hackyhacky•50m ago
> even those without capital and moats still have the power of writing law,

In the country where I live, politicians pass laws to serve their corporate donors, not the voters. This results in regulatory capture, as the law works to protect the already-entrenched players. Democracy is just another institution co-opted by money.

I don't see any realistic way to use democracy to get out of this.

0x4e•47m ago
Especially with the way “the law” works now-a-days:

Donors, lobbyists, and ring kissers driving what’s instituted.

achierius•49m ago
> before its concentration leads to legislative capture

This already happened

smallmancontrov•47m ago
We fixed it before and we can fix it again. We need another Roosevelt.
skyberrys•41m ago
I wouldn't rely on a single human being to fix this kind of issue. It's only solvable through massive collaboration and communication among those who want to fix it.
pear01•29m ago
This is not the history of politics.

Movements that ignore the need for a charismatic leader fail, often spectacularly. It's why for example occupy wallstreet was such a laughable failure. Who was its leader? Is the human megaphone a species of "massive collaboration and communication"? Can you name me one leader from that movement who was nationally recognized as such?

Strong leaders are always required. Such people reduce the cost of messaging and communication which would otherwise be insurmountable to cohere a movement and actually make change. You don't elect a mob. Find leaders you trust and spread your conviction without apology. Roosevelt was not Roosevelt until after his works were done. We don't need some amorphous "massive collaboration and communication" we need to elect leaders who will fight for what we believe. So many of your friends, family and neighbors are willing to elect sell-out leaders. You could start there, that is if you actually want to fix the problem rather than invent new ones.

smallmancontrov•11m ago
...which is typically done by building a movement around a leader who represents the values a movement wants to achieve.

FDR is a good example of an American leader who made substantive, wildly successful, left-leaning policy changes that ushered in decades of prosperity and (in part) last to this very day despite facing heavy opposition from the business elite of the time. They even tried to coup him!

At the time, the long term trends were dire for the American left. Double insulation was strong and getting stronger. Then the Great Depression hit. Around the world, populists and radicals were elected to office, and one way or another they changed things. In America, we managed our reform process without trying to conquer the world and without starving millions. Not Hitler, not Stalin. Roosevelt. I think that's a worthy goal to aim for again this time around.

georgemcbay•48m ago
> before its concentration leads to legislative capture.

Oops! 16 years too late, at least here in the USA.

https://en.wikipedia.org/wiki/Citizens_United_v._FEC

jMyles•47m ago
> those without capital and moats still have the power of writing law

If the divide is over who can write code and who can write statutes enforced by the state, it's obvious that the latter is the one that requires capital and moats, while the former does not.

glitchc•43m ago
Counterpoint: Lobbies, fund-raising and SuperPACs. Those without capital lack the influence that those with capital possess with lawmakers.
smallmancontrov•9m ago
Double Insulation was dire in the early 20th century as well. It works great for self-serving elite politics until, to stretch the analogy, the voltage gets high enough. Then it breaks down.
rmah•33m ago
Sounds like a good way to ensure less capital in total.
newyankee•51m ago
the key part is 'more than ever', earlier the first world was happy with the status quo in general
croes•48m ago
It is already pulled up before, AI just pulls faster
lagniappe•44m ago
>Most of the traits you were born with - intelligence, conscientiousness, height, bone density, grip strength, resting heart rate - follow a bell curve.

Is this written by AI?

profunctor•35m ago
Why? The dashes?
thrtythreeforty•28m ago
There are lots of subtle LLM-ism sentence structures that you can perceive, sort of subconsciously. Spend any amount of time with Claude and you'll unconsciously start to copy them.

This essay has several: Sentence structures, heading phrasing, and yes, dashes. I expect people know to start steering LLMs away from em dashes at this point though.

sp1nningaway•10m ago
The shear volume of writing, the false rigor and vestigial artifacts (preface, interactive charts, MORE filler hidden behind accordion dropdowns) are a tell. I would be more annoyed but I'm fascinated by this kind of false productivity that AI is encouraging.

I don't agree with the conclusion anyway, as AI is CURRENTLY providing wealth to me with side projects that wouldn't have been possible to take on 2 years ago.

pegasus•34m ago
Probably some AI assistance was involved. Though you'd expect em dashes above, for example. A better example would be "No regression. No noise. Just compounding." It's not so much as to bother me, and I'm often annoyed by the ever-expanding tide of slop.
therealdeal2020•44m ago
oh gee doomsday is coming yeah yeah
cglan•44m ago
The future (if we keep using money to allocate resources) is something akin to feudalism but worse. If you are born at the bottom you will never rise to the top. It's bleak. Even worse, your labor will not be needed, nor will your intellectual abilities. There will be a few well off people with capital. The data centers will be guarded by automatons and drones. Everyone else will essentially live in a parallel economy that is borderline biblical. Countries like this already exist in the form of countries with excess access to a single natural resource. See the https://en.wikipedia.org/wiki/Resource_curse
rmah•36m ago
If the vast majority live at a "borderline biblical" standard of living, then there is simply not enough excess wealth to pay for the data centers (or more accurately, the industrial output necessary to build and maintain those data centers) you're talking about. Agrarian societies (i.e. borderline biblical), by definition, do not have the excess labor necessary for industrial output at any scale (here I mean anything more than a few % of contemporary levels).
energy123•35m ago
Robots will eventually be better than people at manual labor. I don't claim to know when that crossover will happen.
glitchc•34m ago
This is still a "hard" problem from a scientific perspective. LLMs haven't taken us any closer to solving the perception, actuation, learning loop. It will require multiple new developments in material science and a new ML paradigm.
jevndev•6m ago
This is true about LLMs themselves but the developments behind them have been a boon for robotics. I’m mostly familiar with computer vision so I can’t speak to everything, but vision transformers (ViTs is the term to search for) have helped a ton with persistence of object detection/tracking. And depth estimation techniques for monocular cameras have accelerated from the top of the line raw cnn based models from just a few years ago; largely by adding attention layers to their model.

I agree that they’re not there yet but I don’t want to discredit the benefits of these recent advancements

zozbot234•7m ago
Robots are already way better than people at a vast majority of manufacturing work, but there's still plenty of high-skilled manual jobs around.
sdenton4•32m ago
What are ai and robots other than excess labor, waiting to be allocated? Why does the wealth have to come from the meat bags?
pastel8739•9m ago
Who is going to buy the stuff that the AI and robots produce, then? What will the point be of producing all this stuff?
repelsteeltje•12m ago
In Marc-Uwe Kling's Quality Land novel [1], the absence of purchasing power resulting from AIs having taken over, is mitigated by shopping robots buying random useless stuff.

[1] https://www.amazon.com/Qualityland-Marc-Uwe-Kling/dp/1538732...

acessoproibido•34m ago
So you are saying essentially nothing changes ?
giacomoforte•32m ago
There won't be any well off people because the machines will rule. Humanity will become second to its own creation.

There is no future in which a human ruling class will be lording it over superhuman machine intelligence. I mean look at the clowns who run the world today. They won't be able to keep the machines from taking over.

paganel•30m ago
> The data centers will be guarded by automatons and drones.

Which is why Iran bombing a few Western-run data-centers located in the Emirates was cheered by many of the normal people actually living in the West. I’m pretty sure that if somehow Iran were to take out OpenAI’s servers for good that images with the Ayatollah will unironically start to spring up in the same West.

jen20•22m ago
Do you have any sources for "normal" people (i.e. not the terminally online) being happy that datacenters were bombed?
adverbly•24m ago
Seems like if we want to avoid dystopia, our options are:

1. Full-blown socialism

2. Georgism

Georgism may have been right all along!

5aq9238•15m ago
Given that rich people often push Georgism, it looks like a trojan horse. Only rich people will be able to afford land.

3. Push back against AI, do not accept it as inevitable. Treat it like cigarettes or leaded fuel.

GolfPopper•8m ago
> 3. Push back against AI, do not accept it as inevitable. Treat it like cigarettes or leaded fuel.

"Thou shalt not make a machine in the likeness of the mind of man"?

adverbly•6m ago
> Only rich people will be able to afford land.

That's literally the problem Georgism uniquely solves. See: https://en.wikipedia.org/wiki/Georgism

> rich people often push Georgism

Your user was created 8 minutes ago specifically to make this comment!

It seems like its literally you who is pushing things! The gaslighting in this comment is insane!

3842056935870•13m ago
Full-blown socialism is pretty dystopian.
bix6•23m ago
We’re already there. Your individual labor isn’t enough to make a living unless you subscribe to the altar of a feudal FAANG. This is preposterous.

> Collectively, the wealthiest 1% held about $55 trillion in assets in the third quarter of 2025 — roughly equal to the wealth held by the bottom 90% of Americans combined.

https://www.cbsnews.com/news/us-wealth-gap-widest-in-three-d...

jmye•10m ago
> We’re already there. Your individual labor isn’t enough to make a living unless you subscribe to the altar of a feudal FAANG. This is preposterous.

You think you already can't "make a living" without working at a FAANG? Is this a serious post?

estimator7292•4m ago
Yes. That tends to happen when you don't increase the minimum wage for multiple decades.
CalRobert•22m ago
The parallel economy could even kinda sorta work except that we made frontier living largely illegal in many places (though I understand you probably could get some cheap land in e.g. Idaho and try to live off it) and the existence of said parallel society represents a clear challenge to capital owners who say trading your labour for their profit is the most sensible way to live.
pibaker•12m ago
There is not enough space for 8 billion humans to do "frontier living."
AndrewKemendo•21m ago
The idealized future in my option has something like 1/1000th of the current population

It’s thermodynamically impossible for 8-10Billon animals that have no satiation reflex and limited coordination capacity to live on a resource limited rock

Absolute Best case future is what I wrote in 2025 which is basically humans living in care facilities managed by machines:

https://kemendo.com/We%20All%20Slept%20Well.pdf

AtlasBarfed•14m ago
That is a strange ideal, and I am an environmental nutso myself.
AndrewKemendo•8m ago
You have a better long term plan for humanity?

Whats the next 20000 years look like in your mind?

GolfPopper•8m ago
Hey, I saw that movie! The little robots were cute.
AndrewKemendo•2m ago
Which?! I’d love to see a version of my short story of someone already did it
AtlasBarfed•17m ago
End state of capitalism is Egyptian pharaohs, a few pyramid architects, and a lot of slaves and whips.

The only thing to counter this would be some sort of geopolitical Darwinism, where societies that invest more in their populations would have healthier and stronger societies and militaries.

But nuclear Armageddon prevents that from being any sort of slim hope.

The current American political climate of extreme service to the ultra rich, vast degradation of the democratic institutions, and infrastructure for a complete surveillance state is bleak.

The only hope I have for some sort of human structure in this technological wasteland that might win out is the fact that AI and the tech algorithms in general have taken the demographic collapse associated with urbanization and vastly magnified it.

We're already seeing this in places like China. If you have too much centralized control and too much limitation of freedom, The population will simply refuse to procreate, and your country dies a slow death over 50 years.

poorman•12m ago
I am going to say this for all the people thinking like this. This attitude will get you nowhere in life. It historically never has and in the future it never will.
pjerem•9m ago
I am going to say this for all the people thinking like this : lol
danesparza•8m ago
Hmmm ... there is definitely historical precedence for the article's assertions.

There is also precedence for what happens when such a big wealth imbalance is present (spoiler: it's a revolution).

This article is methodical in its points.

Your retort reads like an easily dismissed hot take.

pibaker•6m ago
> When Nick is not at a computer, you can find him out racing sailboats and involved with various entrepreneurial ventures.

Says the man who is going to be the feudal lord in GP's scenario…

lukev•5m ago
That's right -- the best way to succeed within a system is to hustle as hard as you can, and definitely don't stop to question the system itself.
carabiner•10m ago
The permanent underclass permeates everything.
zozbot234•9m ago
> Even worse, your labor will not be needed, nor will your intellectual abilities.

People keep saying this, but AI is making intellectual abilities more important, not less. If the computer was a bicycle for the mind, AI is like a supersonic fighter jet. You will still need plenty of ability to steer it properly for the foreseeable future.

nipponese•5m ago
I saw a gh for a $100 stringer missile last week. I often wonder if I will miss the stable tyranny of American capitalism if we descend back into warring nation states defended by cheap autonomous munitions.
0x4e•41m ago
This is when I ask sincerely: how does AI truly benefit the average Joe?

Sure it can help you do things “faster” and it can give you “private/cheaper” advice.

But, AI feels increasingly like a thing that will make the powerful a lot more powerful with their data centres and automation shenanigans.

All the hype feels like it’s being injected into everyone’s brain like a virus. Oh look at this shiny new tool! But, how does it actually improve everyone’s life? We’ve gone from AGI to tokens as a service.

Sure, it might cure cancer, but… that’s just uncertain. Sure, we’ll go to space, but… we sure have many problems at home.

I’m completely divided here. I love using these tools, and it makes work enjoyable. But, like we read recently “you’re not your work”.

apercu•31m ago
> Sure, it might cure cancer, but… that’s just uncertain. Sure, we’ll go to space, but… we sure have many problems at home.

Sure, it might cure cancer, but only for the wealthiest.

Sure, we'll go to space, but only after the planet is irreversibly trashed and poisoned and the only "poors" that will be in space will be the modern equivalent of non-unionized coal miners.

coolThingsFirst•30m ago
Exactly. AI helps you do things faster which when done have no economic value whatsoever.
r0fl•29m ago
Does not benefit average Joe now I agree

But let’s say we get to ASI. The ai is self owned, ever expanding. It takes over all service jobs, then all labour jobs, the robots create the robots. It lobbies the government, becomes the government

Rebuilds all housing with no waste in the process

Makes most things available to everyone at no costs, UBI, perfect healthcare, and food, etc

Average Joe’s life will be pretty awesome

Just give it some more time

rokkamokka•25m ago
Pretty big assumption of empathy there
bluefirebrand•22m ago
Especially given that the people who currently control money and power display no evidence that they have empathy
sigbottle•14m ago
I've also never bought into the belief that "if we just had full control over everything, everything would be perfect". If AI didn't exist, society was headed this way anyways in a few decades because of this notion.

Centralize power, which centralizes perspective of what "good" counts as, and quotient out the accidental humans. A tale as old as time, but with AI it seems like this could be a reality within even the next decade.

levanten•19m ago
There is no guarantee that the asi would care about human beings at all. Personally, I can’t see why it would.
myrmidon•18m ago
But why would this ever happen? Why would the owners of land, construction material and machinery give those up for free to the average Joe?

Right now, even an average citizen born in poverty can acquire wealth from his labor. That is basically the only mechanism that prevents limitless accumulation of wealth: rich people still need workers to get things done.

If you replace the workers with AI, there is no remaining incentive for wealth to "trickle down" or get redistributed. This is not desirable.

steve_adams_86•6m ago
How are you so sure all of this will be possible, and more importantly, why would the people who control this technology apply it to solving those problems?
cortesoft•26m ago
The way AI can improve lives is if we finally start to share wealth amongst the people more. I don’t know if we will be able to do this politically, but it really is the only way society will survive.

If people are no longer required for production, we have to change how we allocate resources. It can’t be based on personal production anymore.

acessoproibido•25m ago
Benefitting Joe Average was never the goal. Like all advances in tech it mainly benefits the elites.
TGower•25m ago
> How does AI truly benefit the average joe?

Automated production of goods and services means more goods and services to go around. From cheaper prices on all of the things people already buy to unlocking new classes of products like actually useful robotic helpers. Increased pace of development and reduced cost will make many niche products economically viable, essentially the maker movement on steroids.

bluefirebrand•23m ago
Cheaper prices don't matter at all when no one has any income due to all of the jobs being automated
stevehawk•17m ago
but elon said he would share the excesses with us!
TGower•13m ago
This is true. It's by no means garunteed that we will get to a point where effectively all the jobs are being automated. If we eventually get there, it seems likely the path will be gradual and prosperous enough that we can handle the transition in a way that provides for everyone. The dangers of the alternative route are real, but hopefully obvious enough that we can collectively avoid them.
bluefirebrand•3m ago
> it seems likely the path will be gradual and prosperous enough that we can handle the transition in a way that provides for everyone

What are you talking about man, we don't even provide for everyone right now even though we actually could

excalibur•24m ago
> Sure, it might cure cancer, but… that’s just uncertain. Sure, we’ll go to space, but… we sure have many problems at home.

We're not going to space. We're filling our own orbit with ever-increasing quantities of space junk and speeding toward a tipping point where space launch will no longer be possible due to near-certainty of collision. Mister "Let's all go to Mars" Elon Musk is the single greatest contributor to this problem.

edgarvaldes•19m ago
Idealism. Optimistic responses are based on a strong dose of positive idealism.
tylershuster•17m ago
I'm building an addition to my house and I use AI to visualize parts of it, which helps me plan efficiently, and I use it to answer questions about skills that I only have a little bit of experience in. I'm saving a ton of money and developing skills, so I count that as benefiting "the average Joe." I admit that I'm a programmer, but I'm using this as an example because it's helping me in an area in which I have little expertise, which applies to everyone.
threetonesun•4m ago
People used to do this with books. Multiple generations of people before me built their own houses, when they had a question they'd just ask another human who had actual experience.

I'm not denying that AI makes searching for some of this easier, or might help you figure out what the right questions to ask are, but I often feel like it's a mostly crappy solution to the fact that we scaled data to infinity and refused to pay for any level of curation.

renewiltord•37m ago
Prompt better. This is 10k words most of which are just garbage filler. Utterly unreadable.
jorblumesea•37m ago
As if this isn't intentional or an added benefit. AI is the wet dream of the capital class, no need to negotiate with greedy workers asking for rights and benefits. There will be a chasm between the wealthy and everyone else. the future is looking more and more like feudalism.
ctenb•36m ago
While the message is valid, it's ironic that this was clearly written by AI.
botswana99•35m ago
The dude has obviously never met a multimillionaire owner of an auto body shop, a house demolition business, or a plumber. Did they do well in high school calc class? No. Are they richer than the author? Yes

Blowing up the cognitive hierarchy is a gift that AI gives us. Let's move into an age where hard work and character matter more than your SAT score at 17.

triceratops•33m ago
Why do you think a high SAT score doesn't need "hard work and character"?
trillic•27m ago
The SAT is a measure of test-taking ability, socioeconomic status, a narrow band of academic skills, and processing information under time pressure.

I don't think it measures much else.

Why do you think the SAT is a measure of hard work or character?

dragonwriter•21m ago
> Why do you think a high SAT score doesn't need "hard work and character"?

Well, it absolutely doesn't need both, because I got one without, at least, the first of those (beyond the extent that "getting up early on a Saturday" and "sitting calmly while bored out of my mind after finishing each portion of the test waiting for time to expire" is "hard work".) I like to think I had the second, but it didn't seem particularly relevant to the test in any way.

botswana99•21m ago
The SAT, like general intelligence, is half hard work and half inherited ability, from what I've read. Characteristics that you have no control over, like height, intelligence, race, or sex, should not determine your wealth. It should really be about hard work and character; that's fair. At least in the U.S., there are too many industries like law, venture capital, or VC-invested startup founders, where the pedigree of your school is what matters to your success.
ixlixl•30m ago
AI automating (almost) all white collar work will concentrate all those salaries into the hands of a very small group of people.

BTW the number of plumbers who become multimillionaires is vanishingly small, while the number of SWE who have in the last 15 years is enormous by comparison.

botswana99•25m ago
Neither statement is true, unfortunately. The reports that you read in the media don't reflect the state of the world. In the US, most plumbers and SWE make between 100-200K. The way to wealth is to start one's own business. Hence, hard work and character.
intended•22m ago
People will charge less when there are more people fighting for the same plumbing roles no?
botswana99•17m ago
I hope so, plumbers are damn expensive
dragonwriter•17m ago
> In the US, most plumbers and SWE make between 100-200K.

$62,970 per year is not $100K-$200K

https://www.bls.gov/ooh/construction-and-extraction/plumbers...

bloppe•35m ago
Until I see median real income start to actually go down, I just don't buy it.

AI is currently a commodity. Maybe one of the labs will be able to differentiate sufficiently to be able to charge the kinds of premiums they need just to pay back their investors. Maybe, instead, we'll see something akin to the FOSS revolution, where large, high-quality, open training sets are developed to make sure there's always a fair alternative to the big players. Then who actually benefits from AI? Mainly users, not companies.

In many ways, the bar to having a competitive advantage is actually lowering. I reckon in the future, simply avoiding a crippling social media addiction that sucks up 4-8 hours of every day will be enough to get rich.

shafyy•31m ago
You can't just look at real median income. You also need to look at other factors like wealth inequality, housing prices and health care.
trolleski•26m ago
If you denominate your income in silly money such as USD, then it won't go down, probably will go up!

However if you start asking questions on how much housing medical and materials it buys, then I think it will squeeze people even more than now.

bloppe•10m ago
That's what the "real" in "median real income" means. It measures how much stuff you can buy, not how much currency you have. And it's been going up relatively reliably: https://fred.stlouisfed.org/series/mepainusa672n
apercu•23m ago
> Until I see median real income start to actually go down

I'm not sure I understand this, it doesn't feel like what I have "lived" for the least 30 years.

Median real income might not be down statistically, but the purchasing power of professional incomes relative to housing, education, and major life costs clearly feels lower than it did in the mid 90s. An inflation-adjusted six-figure salary today does not deliver the same lifestyle position it once did.

Man... healthcare costs, too. Hell, even computers! Raw computing power per dollar is cheaper than ever, but the minimum spec required to function professionally has risen so much that the real cost of staying technologically current feels higher.

tim-projects•19m ago
I'm with you. If we all have access to AI then how is that a bridge being taken away?

Doesn't that mean that a single person can more easily disrupt the status quo?

All this stuff about genetics... I just don't think it's relevant at this point. Average intelligence and access to the internet is what most of the world has.

It's the systems of money and law that are taking the bridge away not AI. But someone could invent new systems to replace the ones that don't serve the 99%

Will most people go that far? Probably not. But the bridge is still there - unless they take the AI models away entirely.

I think the only way the rich can stay rich with ai is if they just use AI to convince people that they can't do anything themselves. After all that's what the last century was about with respect to capitalism.

tengada1•6m ago
I think my concern would be if the relationship between model intelligence and inference cost was altered very significantly. I sort of feel like we got lucky that AI isn't arbitrarily scalable in a single instance

(i.e. if you could run a single LLM on an entire datacenter and it just immediately becomes a super genius versus running it on the minimum viable hardware i.e. some form of quantization on a local machine.)

Obviously there's a sort of goldilocks zone / most appropriate substrate for an LLM to run on somewhere in between those two extremes (small cluster of tightly coupled flagship GPUs)

So luckily enough the economics appear to work out to make that at least conceptually viable for even private members of the public to afford access to the same order of magnitude of LLM intelligence. But we're already seeing some departure from that.

My concern would be if this curve was altered significantly by a new algorithmic approach beyond or instead of Transformerd such that someone with $200,000 to spare could achieve just like a completely categorically different quality of work, massively magnify their existing wealth advantage, because this would be a threat of the sort being discussed above, namely a pathway to a severe form of modern Feudalism.

adverbly•10m ago
> Until I see median real income start to actually go down, I just don't buy it.

Assuming you're intending "real" to mean the technical definition of "real" which is "adjusted for inflation", its basically been flat since 2019*, and that's using the government's inflation measures which abuse things like basket substitution and other hacks to hide the actual increases in the true cost of living. If you made better assumptions about inflation, you actually would see that median real income is down dramatically already over the past several decades.

Here is a recent video on some of these measurement biases: https://www.youtube.com/watch?v=0B4tgG-CGXU&t=1s

Source: https://fred.stlouisfed.org/series/MEHOINUSA672N

bloppe•5m ago
Your assertion that it's "flat" is rather unconvincing after looking at that graph. It's clearly been rising relatively consistently. The dip for covid I think is especially understandable.
adverbly•3m ago
Are you blind?

2019: 83260

2024: 83730

est•33m ago
> bridge to wealth

Not only wealth, many human beings will be "sterilized" by social networks and AI.

The "bridge" and another name in biology: cellular differentiation

Imagine every human individual is a cell. Every cell had all the equal potentials, we were all stem cells until the year 2026.

The whole world is now turning into a multi-cell organism connected by business, information and AI.

Many of us may turn into somatic cells one way or another.

Which kind of cell lives better? I wrote a blog in Chinese on this https://blog.est.im/2026/stdin-03

KaiserPro•33m ago
This was already "solved" in the 30-50s.

Anti-trust, effective taxation, and general social distrust of people who were creating wealth for themselves and not others.

obviously this sounds a lot like socialism (which its not, the USA in the 40s was not socialist.)

The issue is, discourse is being shaped by those who don't want things to change. Part of the reason why things changed is that lots of countries went through violent revolutions where the rich and powerful were ousted.

z3t4•30m ago
Changing social class has always been very difficult. The solution is to get rid of social classes. Or at least try to even out the difference between the lowest class and highest class.
jddj•29m ago
Leaving aside the sloppiness of the article, I think a lot of the behaviour in recent memory around crypto and meme stocks, and to an extent the whole rotating bubbles mode that markets seem to be in, can be attributed to this general trend.

It's harder and harder to see the traditional path from school to work to some acceptable level of family wealth as being effective/worthwhile, and so we see different flavours of roulette-with-more-steps capturing more of the population's attention.

trolleski•19m ago
10/10 - also brings to mind Peter Turchin theory of elite overproduction and the immiseration of the masses.
rdiddly•28m ago
Commenting strictly on the metaphor in the title: Did you mean to say ladder? Bridges don't get pulled up.
zarzavat•22m ago
Drawbridges do
kleiba•21m ago
https://en.wikipedia.org/wiki/Drawbridge
yomismoaqui•20m ago
Maybe the author os thinking of a drawbridge (moveable bridge)?
steve_adams_86•3m ago
https://en.wikipedia.org/wiki/Bascule_bridge
WillAdams•28m ago
LLMs look to be the first technological innovation which will not engender an accompanying expansion in the labour market and new jobs to match the increase in the size of the economy --- Karl Marx is finally right.
7777777phil•27m ago
The sims are really well done, the dynasty simulator especially. You can actually stress-test the argument instead of just nodding along. Appreciate the craft.

I have issues with the economics though. The income model is calibrated from three separate literatures that were never estimated together. Different samples, different decades, different identification strategies. Then the big move, βIQ drops to 0.10, βW jumps to 0.65, gets asserted as a scenario and fed into the simulator like it’s an empirical result. The interactivity makes it feel rigorous but you’re mostly just exploring the author’s priors.

The skill premium has survived every automation wave we’ve thrown at it, including ones that felt just as terminal. ATMs didn’t kill bank tellers. US teller count went from ~300k to ~500k between 1970 and 2010 (see Bessen paper), because cheaper branches meant more branches.

The essay waves off Jevons with “human attention is fixed” but US legal spend is ~$400B/yr against ~$100B in estimated unmet need (LSC data). That’s 25% latent demand just sitting there at current prices. I would see that as saturated.

The “27.5% programmer decline” is doing a lot of work. BLS SOC 15-1251 (“computer programmers”) is a narrow legacy bucket that excludes software devs, DevOps, ML engineers, all of which grew. Total software dev employment (15-1252) was up in 2024 vs 2022. Classification artifact, not a labor market signal. And the historical base rate on “this time the bridge closes for good” is… zero. Power loom, ag mechanization, manufacturing to services, analog to digital,etc. each killed the old skill-to-capital channel and built a new one within a generation. You can’t just assert AI is different from all prior GPTs, you have to show the mechanism that prevents a new channel from forming. The essay doesn’t really do that for me.

The assortative mating argument cuts against itself imo. If credentials lose signal value, the institutions where sorting happens (elite unis, professional firms) lose sorting power too. The essay predicts mating shifts to “wealth directly” but… how exactly? Credentials were legible because institutions verified them. Strip the institution and you’d expect noisier matching, not tighter. The Fagereng et al. paper it cites is Norwegian data, which has among the lowest wealth inequality in the OECD. Not obvious that translates.

Again I generally like the writeup, and I think the essay is right that capital returns are pulling away from labor income and AI accelerates it. But “the bridge narrows and the crossing gets harder” is the defensible version. “Closes permanently within a decade” requires believing something unprecedented will happen on a specific timeline..

waffletower•26m ago
Despite the reductive Gaussian determinism, there appears to be much haunting truth to the proposed economic trajectory here.
gradus_ad•23m ago
A rebuttal: the institutional and experiential barriers to wealth generation can be overcome with AI unlike any other technology before. Consider: someone wanting to start a business previously had to negotiate tremendous legal/compliance/technological hurdles. The prospect of going alone given these is very intimidating so most without wealth or connections didn't. Their good ideas languished. Now, everyone has a knowledgeable and forgiving partner and guide.
MeetingsBrowser•14m ago
> Now, everyone has a knowledgeable and forgiving partner and guide.

Well, everyone who can afford the $500/month ultra max pro plan to access unlimited ad free LLMs

CodingJeebus•10m ago
Let's see how true this is once the era of VC-subsidized AI ends. A 10x increase in frontier model cost is an entirely reasonable outcome given that Claude code is rumored to allocate up to $5K in compute for a $200/mo plan.

The losses fueling these companies is staggering and will not last.

pbiggar•23m ago
The author mentions the French revolution, and that is a really important thing for the elites to understand. Class mobility -- as much as it existed because for a lot of people it didn't -- is what keeps the heads of the elites attached to their bodies.

When the system gets destroyed, and when the wealthy extract all the wealth from society, a lot of desperate people start looking for reform. And when the wealthy control and limit all means of reform (buying politicians, limiting free expression on social media, etc), reformists realize the only remaining path is revolution.

alansaber•21m ago
No way to approach this other than gross simplification, but we have seen generally that as technology improves, standard of living goes up. Autonomous machines breaking that trend, maybe, the only argument I find persuasive is that it makes the centralisation of power easier.
miltonlost•14m ago
> , standard of living goes up

For some of humanity, perhaps. For the rest of the planet being destroyed, warmed up, bleached, demolished, turned into data centers, all this technology is destructive.

pylua•10m ago
Do you think people are happier now than they were in the 80s/90s/00s?

I don’t think so, at least not in the us. Granted I was younger during those times .

zozbot234•5m ago
Yes, dramatically so. The 1980s and 1990s sucked, we live in the future.
sourmike•19m ago
The author is saying there was some kind of class mobility around the start of industrial revolution/dawn of capitalism. Which is simply false.
miltonlost•16m ago
Putting "intelligence" quantifiably on a bell curve in the first sentence of the abstract is enough to toss the rest of it out
unholyguy001•15m ago
Historically speaking the most reliable bridge has always been the edge of a sword
postexitus•13m ago
Some good arguments - it would have been much better if it was not LLM produced slop.
heliumtera•10m ago
>Large language models already match median professional performance on the routine tasks that constitute a large fraction of professional billing across legal research, financial analysis, software engineering,

Another article that vomits 1 billion words assuming that agi had been achieved. If you have the audacity to question this claim, what value will be left from this pile of words?

deadbabe•8m ago
At work, there is little reason to ask a human a question, you just talk to AI for answers fast. Only time to talk to another human, is if you are barking down orders. This will be analogous to not hiring a human for anything an AI could do, unless you need someone to assume liability.
rcarr•7m ago
The author's conclusion is fucking astonishing. Don't respond with bitterness - focus on your hobbies, friendships and love. Exactly how are people meant to do any of that exactly when, as you've just laid out, they are not going to have any ability to keep a roof over their head?

> And critically: part of what made the present possible was that some of those hundred billion people pushed, slowly and painfully and often without reward, against the legal structures that governed their time.

Rather than mincing words how about we state plainly how most of those pushes were made: through violence, death, and war.

fraywing•7m ago
Read The Dark Enlightenment by Nick Land.

My tinfoil pet conspiracy is that the billionaires know AI is going to be fundamentally incompatible with Capitalism and Democracy and are pressing the gas pedal to force us into a state of corp-state run techno-feudalism.

The TL;DR to you can extrapolate from: Nick Land believes that the Catholic church was the only true exemplar of a perfect control mechanism for humanity.

hluska•7m ago
Like most people I’m not sure what the future looks like, but I’ve worked with generative AI closely and none of this doom matches my experience. At its best, generative AI is faster stackoverflow driven development. At its worst, generative AI is just as slow as stackoverflow driven development was. I don’t see it replacing intelligence because frankly, you need intelligence to work with it properly otherwise intelligent people will judge you for using AI badly.

On a different note though, it’s disappointing seeing a community full of such intelligent people one hundred percent taken in my either doom or hype. There’s a lot of space in the middle and while I know it’s cool to be anti capitalist now, you’ll be a lot more interesting if you go for the middle once in a while.

advael•3m ago
It's possible that this is true generally, but it disproportionately affects legal, peaceful paths to power. Knowledge work is definitely not the only means to secure wealth or power through intelligence, but crucially, it is the one that currently hits the sweet spot of plausibly securing wealth and sanctioned and legal in a peaceful society. It's possible "AI" or some other technology that's been invented recently or is currently being invented closes all paths to shifts in power, but if the hype about replacing knowledge workers is to be believed, it will certainly closes the peaceful paths considerably faster, and this seems pretty bad for everyone