90% of US working hours are spent on tasks not covered well by AI benchmarks (mercor.com)
324 points by speckx 5 hours ago
armcat an hour ago
Reinforces what Karpathy tweeted [1], that AI is effectively tackling 2-5% of work and the gap between those fully exploiting AI and barely touching it is growing. The question remains whether this AI focus on the small % of workers is actually intentional (by tech/labs), or a natural limit of where AI is right now.
b800h 3 hours ago
Perhaps a version of the Doorman Fallacy, ie. replacing a doorman with an automatic door seems like an obvious win, but it turns out the doorman was performing a number of other vital functions (customer experience, for example) which weren't considered.
Lerc an hour ago
On the other hand it also highlights the unrecognised, and unremunerated, efforts of the doorman.
In an ideal world (yeah, I know), it should result in them being paid for what they actually do.
OtherShrezzing 4 hours ago
I think “covered well” is being used here as a synonym for “covered at all”.
For example, the “social workers & care -> counsel parents with child rearing problems” category is considered “well covered” because there are 13 prompts.
It’s self-evident that the spectrum of work carried out by a social worker undertaking that work cannot be well represented by thirteen prompts.
I suspect if you really strictly defined “covered well”, to the extent that any normal person would use that phrase, the headline would be above 99.9%.
10111001 4 hours ago
> Our findings suggest that 90% of American working hours are spent on tasks with little or no coverage from existing benchmarks. This makes it very hard to know how good AI models are at the work Americans actually do.
> ...
> But even after controlling for AI-exposure, O*NET tasks from occupations with larger wage bills are significantly overrepresented among benchmark prompts:
So, in short: they want AI to take the good jobs. AI is not coming for jobs with tasks like "gather and empty trash" or "service, clean, or supply restrooms," or "mix water and detergents or acids in containers to prepare cleaning solutions according to specifications." We software engineers and lawyers would be smart to start retraining (and adjusting our living standards) now!
And this points to one of the ways AI will help improve society and living standards for all: we'll have cleaner, better-maintained bathrooms, as labor one wasted on engaging intellectual tasks is redirected towards menial, low-pay tasks that still need a human touch.
Reason to be optimistic, amirite?
huijzer 4 hours ago
> We software engineers and lawyers would be smart to start retraining (and adjusting our living standards) now!
As someone who recently switched from data scientist to electrician, starting the day can be pretty tough because you have to get physically moving and uncomfortable, but I feel way better at the end of the workday than after an office job. Most of the time, the work is pretty uncomfortable, but somehow it's a lot of fun.
fierycatnet 3 hours ago
I've done it with Local 60. I didn't last long. The work is legit heavy and hours are crazy. I lasted 4 months before I figured it is not for me. 6 am safety meetings and talk about injuries or someone getting decapitated was not a good motivator either.
pton_xd 3 hours ago
harvey9 2 hours ago
dver 2 hours ago
inoffensivename 3 hours ago
I was a software engineer at a FAANG, now an airline pilot. I feel a bigger sense of satisfaction with my job now, because at least at the end of the day I helped people get to where they needed to go.
The work is was doing in big tech was pretty far from anything that would help people in any tangible way.
The money isn't as good but the office view is way better.
I'm glad to see very poor coverage for transportation jobs on the AI benchmarks. May that continue until I'm done flying, at least AI probably won't ruin that for me any time soon.
jcmontx 3 hours ago
caaqil 3 hours ago
da02 2 hours ago
lnsru an hour ago
Hello fellow electrician, I was previously electrical engineer :-) I enjoy healthy weight loss while not sitting continuously in the office.
atlasunshrugged 4 hours ago
How did you make the switch? Did you go back to school or do some sort of apprenticeship?
huijzer 3 hours ago
ww520 4 hours ago
OT. What’s the going rate for adding a new circuit from the panel? Let’s say the circuit ended with an external outlet outside of the garage and to an outlet inside the garage.
knollimar 3 hours ago
huijzer 3 hours ago
toomuchtodo 3 hours ago
quickthrowman 3 hours ago
ThrowawayTestr 3 hours ago
solyin 2 hours ago
> AI is not coming for jobs with tasks like "gather and empty trash" or "service, clean, or supply restrooms," or "mix water and detergents or acids in containers to prepare cleaning solutions according to specifications."
Yes it is. YC has a company working on picking strawberries, even. Hardware takes longer than software, but if you think the robots aren't coming, you're not paying attention. The only question is how long will they take to reach the general public? There are test runs already in automotive factories and elsewhere, and yeah, they're slow and don't work very well, for now, but there's a lot of money going into making them better.
And then where will we be?
z0r 2 hours ago
Automated harvesting machines for fruits is not an accomplishment of AI. Companies have been building machines to do that long before the advent of AI. Robotic manufacturing is nothing new.
Back in 2012 I genuinely thought the self-driving car was going to put truck drivers out of work and reshape the economy on a timescale of less than a decade. This turned out to be a technofantasy. I think AI is going to play out the same way.
AI is not a panacea for work, and the economic bubble forming around it is going to collapse with devastating consequences before we begin to see adoption of the underlying technologies for real ROI spread widely beyond the software industry.
Loquebantur an hour ago
elevaet 40 minutes ago
pixl97 an hour ago
uludag an hour ago
My understanding is that all of these endeavors involve scale and are very different from a drop-in replacement humanoid robot.
Like with the particular examples you sited, cleaning restrooms can have a huge number of "edge cases" which nothing short of a robot with human-like capabilities could handle.
If expenditures on AI is as huge as it is, with the financials being as shaky as they are, despite AI seeming to be very effective for very high paying jobs, I can't immagine the capex and shaky financials for replacing menial labor en mass. Like immagine all the chips, metals, compute needed as well as the maintenance, depreciation, vandalism, etc.
Beached an hour ago
While they are slow and dont work well, their cost / output is already on human parity. The Figure 3 test runs are proving that humanoid robots are already good enough for isolated repetitive tasks (factory work).
jmyeet an hour ago
AI isn't a technical problem. It's an economic one.
There's nothing inherently wrong with automating away certain jobs, particularly if they're dirty, dangerous or repetitive. And I include agriculture in this. The problem is how we as a society handle that. Do we let AI specifically and automation in general to make a handful of people more wealthy? Or do we share those benefits so people have to work less? In short, it's an income and wealth distribution question.
Sadly, I think we're automation will mean minting trillionaires while the fabric of society unravels around us.
patcon 3 hours ago
I'll take you up on that attempt to find a silver lining:
Previously privileged people having a hard time is maybe a good recipe for class solidarity, which is maybe something we could use in society. Maybe it will be good for us... collectively, if not individually.
Class mobility is good mostly because new money rising turns the soil of society -- a partial inversion of roles and positions, bringing [social] networks-on-high in greater contact with networks-down-low. An upper class moving down is in strange ways perhaps good for the "soil" of culture as well. It just has worse branding as a not-very-uplifting story. But it's better than rich-get-richer and poor-get-poorer, which is what's been happening a lot lately.
EDIT: But also, I suspect I would be "fuck-you angry' at reading this comment if I had a family depending on me.
dclowd9901 3 hours ago
This is a gleaming silver lining view. Blindingly so. The largest customers of the trades class are the white collar class. The largest customers of service industries are the white collar class. It _will_ be "the rich get poorer and the poor get poorer". This is a hollowing out and redistributing up of wealth, plain and simple.
It's the reason AI company leaders are so adamant about framing it as a post-singularity utopia with UBI. They have no answer other than "you're all going to be jobless, better figure that out." Worse yet, they see it merely as a policy problem, rather than a problem they're responsible for. It _is_ a policy problem, no doubt, but the angry mobs won't be coming for policy.
scruple 3 hours ago
10111001 2 hours ago
> Class mobility is good mostly because new money rising turns the soil of society -- a partial inversion of roles and positions, bringing [social] networks-on-high in greater contact with networks-down-low. An upper class moving down is in strange ways perhaps good for the "soil" of culture as well. It just has worse branding as a not-very-uplifting story. But it's better than rich-get-richer and poor-get-poorer, which is what's been happening a lot lately.
I think you're confused. The true upper class isn't going anywhere, those are the people so rich they don't need to work (and if they do "work," it's tending their empire). They'll keep getting richer.
The "downward mobility" you're talking about the upper middle class and middle class. People who need to work, but can live comfortably on their wages. This is really about flattening the working class into its poorer levels (and kicking away the ladders the people in those levels could use to lead a more comfortable life, no more getting a college degree and graduating from the factory floor to the office).
It's about increasing inequality and creating an unbridgeable chasm between the poor and rich.
topaz0 2 hours ago
falsemyrmidon 3 hours ago
Hollowing out the middle class (and yes I consider software engineers to be mostly upper middle class, most of them need to continue working for someone else) is not a good thing. What makes you think any of this is creating upward class mobility instead of just increasing wealth concentration?
code_biologist 3 hours ago
jimbokun an hour ago
This would be downwards only class mobility. Not very helpful if you don't also have people moving in the opposite direction.
ecshafer 3 hours ago
Your argument is that a lot of people, who worked very hard, losing their jobs would be a good thing actually, because maybe we can have a violent communist revolution where we can all be poor together. At least millions will starve in the resulting civil war, then millions more in the resulting communist rule.
You also have this hilarious talk of "privilege" with this weird assumption that all of the white collar workers of course come from great privilege (perhaps telling on yourself and letting your guilt come out), despite many of us having grown up poor, are from poor areas, and worked our way out.
weakfish 2 hours ago
advael 3 hours ago
fasterik 3 hours ago
I think you're concluding too much and too little from this statistic at the same time. Just because current AI systems can't automate manual labor doesn't mean that's not coming with a future generation of robotics and ML models. And just because AI performs well on a benchmark doesn't mean it's "taking the jobs". You still need humans to decide what's important to work on and to do the high-level system design and engineering. You might need fewer human employees at one company to do the same amount of work, but this creates an enormous opportunity for teams to do more and for more people to start companies.
The lump of labor fallacy needs to go away.
strken 21 minutes ago
If the number of job openings go up, but at the same time the average job opening has worse pay and conditions, I don't see the connection to the lump of labour fallacy.
As far as I know, that's how the lump of labour fallacy actually works! There's an equilibrium between supply and demand for labour such that workers are (more or less) choosing the best jobs they can find. There's infinite demand for labour, but not at any price, so demand destruction of the best jobs can still happen. There will be infinitely more jobs, but they won't be as good as the ones that were destroyed.
Of course, demand creation for really good jobs can also happen. What the GP is saying is that they believe demand destruction will outpace demand creation for really good jobs and everyone will be forced into less desirable jobs. I don't see how this is inconsistent with the lump of labour fallacy.
autoexec 3 hours ago
> And although you might need fewer human employees at one company to do the same amount of work with AI, this creates an enormous opportunity for small teams to start new companies and invent new technologies.
Yes, I'm sure all the wage slaves who are suddenly forced out of the labor market that was barely allowing them to scrape by paycheck to paycheck will suddenly start creating new businesses and become investors in new technology and not just become homeless leading to a massive increase in diseases/crimes of despair.
If (and it's a massive if) what passes for AI these days gets good enough to replace any substantial number of workers it will be a disaster.
NorthSouthNorth 2 hours ago
My current experience is that we're all just producing more output. Client doesn't pay us more, we don't work more, we aren't hiring more. We simply produce more work with a team that's remained the same size.
Some of the projects we've done would have required 4-6 additional people, but realistically, pre-ai, we would just not do the project or we would do it over a period 3-4x longer.
There's just so much to do.
Madmallard 3 hours ago
Nothing to do with that
Company stock value goes up when they lay off staff. Next quarter shareholder maximization is the goal. AI and layoffs is the strategy to get there.
eli_gottlieb 2 hours ago
Lump of Labor is a fallacy, but a lot of bosses, upper management, and investors wish it was true.
robotresearcher 4 hours ago
> So, in short: they want AI to take the good jobs
No, we are currently unable to do most tasks that require physical manipulation, independent of what anyone wants.
airstrike 4 hours ago
If by "currently" you mean "for the foreseeable future", then sure.
jebarker 4 hours ago
Forgeties79 4 hours ago
Guarantee you it’s more feasible with the insane investment we have been seeing than dc’s in space are.
jpadkins 4 hours ago
different side of the same coin: Of course smart companies are going to automate the most profitable tasks first, they seek profits! However, the benefit for society is also the greatest. As long as competition holds, the reduced costs in these tasks will represent the greatest savings for consumers. Tech has been creating disinflation for decades for consumers. AI may accelerate that (it hasn't so far).
isgb 4 hours ago
Oh yeah I definitely expect savings to be passed to consumers, like with all the tax cuts and deregulation we’ve been doing for decades.
The only “disinflation” consumers have experienced is devaluation of products through obsolescence as newer, often more expensive alternatives enter the market.
saulpw 4 hours ago
stouset 4 hours ago
I’d love to see some of that disinflation you’re talking about. From my perspective, luxuries have gotten cheaper while basic necessities like food, housing, and medicine have become dramatically more expensive across the board.
More and more it’s seeming that the “societal benefits” from the last fifty years of progress have largely been concentrated at the top.
akavi 3 hours ago
bryanlarsen 4 hours ago
dachris 3 hours ago
Terr_ 3 hours ago
whatissohard 4 hours ago
You automate automation first, what is so hard to understand about this?
You pick the highest leverage occupation first. Automating lawyers gives you.. angry lawyers? Automating programmers gives you improved ways of doing literally all other things because all other automation requires.. automation. That is to say bucketloads of software.
It’s completely obvious what the play is here and it has nothing to do with pay. We pay peanuts for tokens so automating a developer for 200-500 a month worth of tokens ain’t getting you to a trillion a year.
RSI is the play and it’s already happening. Our work is easier and faster and anyone that claims otherwise I have a very hard time taking serious.
You think they come for mathematicians’ pay? If you want to earn money I guarantee you they need to automate some other low-hanging fruits first that pay a lot better.
No, programming and math is basically what AI research is. You automate that and you got the golden ticket to all other things.
huijzer 4 hours ago
jimbokun an hour ago
root_axis 2 hours ago
bryanlarsen 4 hours ago
danaris an hour ago
tripleee 4 hours ago
Most people's highest spending categories are food, housing and healthcare. How are these disinflating?
We're automating high paying careers and making what, the consumer's todo list and budgeting apps cheaper for them? My expensive smartphone is going to cost me ~$10/mo over its lifespan. I don't care if most of these consumer products get cheaper when they're a tiny portion of my spending
jpadkins 3 hours ago
sedan_baklazhan 4 hours ago
Automating most jobs means extraordinary unemployment.
Which doesn’t play well with “savings for consumers”, because these consumers will be unemployed.
zeroonetwothree 2 hours ago
toomuchtodo 4 hours ago
Trillions of annual US equities profits will continue to go to the top ~10% of households holding ~93% of US equities. Tech didn't create disinflation for decades, globalization and China manufacturing with ~1B people to the world did (only recently has China scaled up robotics and automation for manufacturing in preparation for their population decline due to forward looking structural demographics).
Just like good blue collar jobs were shipped overseas, good knowledge jobs are going to be shipped to GPUs whenever they can.
lenerdenator 3 hours ago
> the reduced costs in these tasks will represent the greatest savings for consumers
Bud, thinking that for-profit corporations - many of whom are in an oligopoly or monopoly position in their markets - are going to pass along savings from not paying people is like thinking the stripper really likes you.
Remember how things were cheaper before the pandemic? Well, there were supply shortages and prices rose accordingly. Supply and demand at work, nothing surprising there. The supply chain shocks eventually went away. Some prices have sort-of come down, but many just haven't. Why? Because the people selling goods and services now know that people can and will pay the higher price.
Now, they might do that through taking on debt and working additional jobs to the detriment of themselves, their families, their communities, and their country, but no one who both matters and can do something about it keeps track of those things.
exe34 4 hours ago
Why would those savings be passed to consumers? The red scare disappeared a long time ago. Wages have not kept pace with profits and productivity for 20 years.
amelius 26 minutes ago
> We software engineers and lawyers would be smart to start retraining (and adjusting our living standards) now!
Instead most of us are "embracing" AI by training __it__ instead.
Embrace, extend, ... and being extinguished.
talon8635 4 hours ago
Finally I will be free to pursue my hobby of cleaning toilets!
nradov 3 hours ago
Not just cleaning. There are huge opportunities in snaking out plugged toilets. Let's see an LLM do that!
malux85 4 hours ago
Exactly! The human dream of machines writing poetry, painting pictures and writing music is here and we can finally be free of those burdens to scrub toilets and empty the trash. Utopia.
Isn't it just typical the humans get automation v1 the wrong way around, haha
WillAdams 2 hours ago
For a fictional take on this which arguably does well when considered to inform discourse see:
mikelitoris 3 hours ago
This is what happens “automation” is done to maximize profit (by minimizing expenses in the form of salary) instead of maximizing human happiness (in the form of automating mundane jobs that nobody gets satisfaction from doing). In short, the usual problem of taking GDP as a proxy of well-being.
Wowfunhappy 4 hours ago
Let's assume, for the sake of argument, that AI truly is able to automate away basically all software development. Any oversight currently performed by humans can itself be done by agents.
...don't you think the ability to create virtually unlimited amounts of software, at virtually no cost, is going to lead to major advances in robotics? I realize there's a lot of very hard problems involved in e.g. robotic hands (to take one example), but once software development is practically free, I'd expect a lot of seemingly-impossible problems to get resolved by the sheer quantity of what we can create and experiment with.
0c3ca83 3 hours ago
Yeah, but manufacturing things takes materials and time; I'd give it at least a few years before we manage to squeeze people out of that too.
guelo 3 hours ago
The robots are going to be controlled by the same billionaires that make employees pee in bottles or fire hundreds on a whim over tweets.
Our labor power is going to be fully eroded and the robots will not be serving us.
Wowfunhappy 3 hours ago
abroszka33 2 hours ago
> We software engineers and lawyers would be smart to start retraining (and adjusting our living standards) now!
Yes like all the drivers and truckers who retained 10 years ago because self driving cars will take their jobs. Lucky all of them retrained in time!
justonceokay 2 hours ago
I did this a few years ago and I’m so happy I did. It doesn’t pay as well to rehang doors, but I’m glad that I never talk to a computer or even look at a computer screen all day at my job
jrowen 4 hours ago
It's interesting, the digital/physical barrier seems like the last line of defense we have against metastasized indifferent agents. Once they start causing problems, how are we gonna feel about robotics? Clearly a future where all of the "thinking problems" are easily solved but we still have to pick up trash kinda sucks. I'm sure they'll figure that out for us though.
robotresearcher 3 hours ago
> I'm sure they'll figure that out for us though.
Imagine I give you for free the perfect trash picking robot control AI software. Works great. Benchmark smashed.
Now imagine what the rest of the robot is like, and how much it would cost. I mean really imagine, not just picture C3PO with a bucket and litter spike. How many motors and what are the torque vs. mass requirements? How is energy stored? It goes on, not all of it is solved, and none of it is cheap. Except compute.
AI likely does accelerate robotics usefully - certainly in sensing and control. But there are major bottlenecks that are not software, that AI can only help with as a generic engineering tool, same as it helps planes and fridges.
jrowen 3 hours ago
uludag 2 hours ago
I'm convinced that businesses will never find offloading menial low-wage labor to robts more cost effective than just hiring underpaid laborers.
xienze 4 hours ago
> Clearly a future where all of the "thinking problems" are easily solved but we still have to pick up trash kinda sucks.
Oh don't worry Mr. Former Software Engineer. You won't be picking up the trash or cleaning toilets. You have things like an expectation for your work to pay a reasonable wage. You'll be passed over for a third world immigrant who'll work for a pittance, and they'll be replaced only when robots are capable enough and cheap enough to undercut _them_.
tavavex 3 hours ago
tintor an hour ago
Nope! :) Once mobile manipulator robots become good enough (and safe enough), AI will also take "gather and empty trash" or "service, clean, or supply restrooms" jobs as well. Large number of those bad jobs can be done with existing grippers or a simplified robot hand (without needing much more complicated human-like hand).
rayiner 3 hours ago
Elimination of these jobs is going to be good for everyone else. It's going to reduce the unearned returns to people born with high IQs and aptitude for coding or lawyering or whatever, and reduce upper middle class wages. That, in turn, will drive down prices. The reason housing is unaffordable isn't Jeff Bezos. It's because 20% or so of workers get paid very disproportionately to everyone else and they've been bidding up the price of housing. If Google could fire all their engineers housing would become much more affordable for everyone else in the Bay Area (like it was decades ago before engineering salaries got so high). It'll be more like Iowa or South Dakota is today.
dclowd9901 3 hours ago
What work do you do?
rayiner 2 hours ago
bonoboTP 3 hours ago
You're just irrational and not thinking. All those jobs are also something people want to and have automated. Street sweeping with a brigade of men vs one guy with those orange little street sweeping vehicles. Automated car wash. Self checkout in stores. Obviously whoever pays a salary currently, would rather not pay that but get the thing done faster and cheaper. There is nothing mustache twirling about this. Works the same way on every level. Do you 3x more when you get something done on your house or bathroom, so it's done by 3x as many workers who are forbidden from using power tools? Why not? Don't you want to help those guys have a job? Why are you so evil?
vanuatu 4 hours ago
i think this is mixing correlation and causation
"They" figured out that it's a lot easier to hillclimb AI on verifiable digital tasks, and it just so happened that white collar jobs tend to pay more
Ai will decimate customer support jobs but those are not considered highly paid
If robotics continue to progress, we'll have all the robots to do our dishes and clean our bathrooms as you wish
rightbyte 2 hours ago
I spend maybe 12h a year cleaning the bathroom and the dishwasher is a robot. How is that a market to keep dozens of harmonic drives operational. Unless there is some "post scarcity" there is no way it will be common place.
vanuatu an hour ago
zzzeek an hour ago
there are also declining birthrates globally. People are living longer and fewer young people are being born to be able to replace them as well as to do all the work in supporting such a population. Which means jobs like janitorial and food service are going to become much more in demand anyway.
legitster 4 hours ago
The only reason software engineering existed is because coding and programming was unnecessarily hard. It was never meant to be an exclusive skill.
If you step back, the LLM revolution is just "computers now respond to human instruction, like they were always supposed to".
If you think of this field as a historic accident, and the current shift is a very unfortunate reset - it's a little less dystopian. In the long run, if it didn't affect me immediately, I don't mind a society that values "keeping restrooms clean" a little bit more and "talking to computers good" a little bit less.
jebarker 4 hours ago
I agree with you about not treating programming as a protected skill that has a right to be well paid, but computers were never “supposed” to be anything. They’re in no way inevitable in their current forms and any ideas about how they were supposed to be were just desires.
10111001 2 hours ago
> The only reason software engineering existed is because coding and programming was unnecessarily hard. It was never meant to be an exclusive skill.
> ...
> If you think of this field as a historic accident, and the current shift is a very unfortunate reset - it's a little less dystopian.
No it's more dystopian. The "historical accident" was a little respite, where some workers could be comfortable and well off. They had a little market power to take the edge off their exploitation.
Now that market power is taken away, and they can enjoy the poverty they were always "meant" to have.
> In the long run, if it didn't affect me immediately, I don't mind a society that values "keeping restrooms clean" a little bit more and "talking to computers good" a little bit less.
Come on. Society isn't going to value "keeping restrooms clean." The people doing that will continue to be poorly paid and disrespected. It's just the opportunities to do something better will be taken away, so there will be more labor available for that kind of work.
lenerdenator 3 hours ago
> We software engineers and lawyers would be smart to start retraining (and adjusting our living standards) now!
Or maybe, idk, we do something about this?
I'm already a part of a generation that's the first in American history to have a lower standard of living than their parents.
dclowd9901 3 hours ago
"They'd pay you nothing if they could."
I'll say this: I'm teaching myself every skill I can think of. I'm already pretty decent at finish carpentry, structural carpentry, electrical, mechanical work, HVAC, auto repair, auto body, welding and a few other less lucrative things.
I was thinking briefly I might want to go to law school, but who knows how much longer that's going to be a thing.
smugglerFlynn 4 hours ago
They don't "want" anything. They preach to enterprises and intentionally create a fear of missing out to get more paying business customers on board of this hype train. This is what is happening.
This is also the reason absolutely no attention is spent on evolving B2C products.
What is being exploited is the overt attention businesses pay to their own cost metrics, to the point where broader strategy is getting thrown under the bus in favor of efficiency. I believe this is an illusion, and for many companies that jump on board, sober learnings are right around the corner.
eli_gottlieb 2 hours ago
> Reason to be optimistic, amirite?
Reason to unionize, more like.
jmyeet an hour ago
A decade ago, you would find that tech people on HN and elsewhere considered themselves an exception to the forces that were declining real wages and living conditions. People would unironically say "you should've got a CS degree". Even if it were true, it's pretty useless advice because not everyone can do that. And even if they did, the unemployment rate for CS people would be even more extreme than it is right now.
What tech people are discovering now (some of them at least) is that they have more in common with the trash man than they do with Jeff Bezos. Many, particularly on HN, viewed themselves as temporary embarrassed billionaires (to borrow the arguably misattributed Steinbeck quote). So they sought to preserve a system that they ultimately thought would benefit them and they were only one exit away from that reality.
This is a rude shock for many. For some, it'll be the beginning of class consciousness. Hopefully society doesn't completely unravel before the pendulum swings the other way.
thunfischtoast 4 hours ago
Here is another view: maybe AI will automate jobs that are overpaid anyway and this might raise the baseline for the jobs that make everyday life actually possible. Of course only if the extra revenue doesn't flow into the pockets of billionaires, which is the more probable path
lbrito 36 minutes ago
>"and this might raise the baseline for the jobs..."
That's a bizarre non sequitur, pure wishful thinking. Its like saying Maybe getting cancer is good, because it will cure my arthritis.
platevoltage 2 hours ago
> Of course only if the extra revenue doesn't flow into the pockets of billionaires, which is the more probable pathOf course only if the extra revenue doesn't flow into the pockets of billionaires, which is the more probable path
That is the only path under Capitalism, so we shouldn't expect any different.
dyauspitr 3 hours ago
> AI is not coming for jobs with tasks like "gather and empty trash" or "service, clean, or supply restrooms," or "mix water and detergents or acids in containers to prepare cleaning solutions according to specifications."
All those are physical things and physical LLMs are right around the corner. It’s coming for those jobs too within the next year or two I would imagine. Especially the ones you mentioned seem very easy for a robot to do. There are some physical tasks that will take much longer like being an electrician or a plumber or a roofer. There’s too much precision and intricacy involved in those but cleaning out a restroom and resupplying it that’s easy as hell. A robot like Figure 3 could probably do those autonomously today somewhat badly.
devmor 3 hours ago
> cleaning out a restroom and resupplying it that’s easy as hell.
But is it cheaper than paying someone around $5 in labor to do it? Because until it is, it's not economical to have a robot do it.
dyauspitr 2 hours ago
logicchains 4 hours ago
AI is coming for jobs involving programming and math (which tend to pay higher) because it's possible to generate infinite training data for those fields via using a compiler/theorem prover to check correctness. They're not coming for high-paying jobs like investment banking and architecture because you can't generate infinite synthetic training data for those.
itsafarqueue 4 hours ago
Because you’re seeing this firsthand? It’s not what I’m seeing being involved in both investment banking and architecture. This kind of untethered speculation based on feels is so misguided. Both fields are seeing significant upheaval due to AI with no sign of that impact slowing down.
sarkarghya 4 hours ago
turns out its also very easy to create slides and floor plans and yes its easier to train for those.
I think you may also be incorrect on your notion that training data is proportional to good models if anything the opposite is true. what ai models are ultimately trying to be are a universal theorem prover and encode all human knowledge into "theorems" and rulesets
not trying to come off too harsh here but i think most of the work is just innovating on the frontier or people pleasing
zardo 4 hours ago
> architecture because you can't generate infinite synthetic training data for those.
It's just harder to do. Would not be at all surprised to see e.g. Autodesk bought out for exactly that purpose.
jrowen 4 hours ago
legitster 4 hours ago
One thing I've been thinking about is Baumol's Cost Disease. It's usually applied in at a macro scale across an economy: when a job somewhere becomes much more efficient, it makes all other jobs comparatively more expensive.
I've started to notice this on a micro scale as well. I am 20x more productive at coding and scripting, but I don't spend more of my time coding. My time is now filled with things like presentations, Jira, QA, etc. Ironically, despite all of the automation, the things that are painstaking and time consuming disproportionately require more time now.
kfarr 3 hours ago
QA / code review is like 80% of my time now! Like coding now is QA. That's it.
pcthrowaway 4 hours ago
Curious how food service is at 0 tasks covered by AI. A few places have been switching to using those robots on wheels to run food to tables. And Doordash and Uber Eats have some robot and drone delivery in select markets now.
hamdingers 4 hours ago
Covered by AI benchmarks. Nobody has yet made a benchmark for how good LLMs are at taking drive-thru orders, even though there are LLMs doing that.
jimbokun an hour ago
Restaurant quality is strongly associated with the quality of the wait staff.
Grabbing food handed to you through a window at a drive through is already very highly automated. But also has the most price pressure.
Jtarii 4 hours ago
> A few places have been switching to using those robots on wheels to run food to tables.
Is this not just a gimmick? You still need people on hand to take over if the robot has an issue, I don't see how it would reduce labour costs.
DaSHacka 3 hours ago
> Is this not just a gimmick? You still need people on hand to take over if the robot has an issue, I don't see how it would reduce labour costs.
"take over IF the robot has an issue" is exactly how it reduces labor costs.
2020: 10 waiters, waiting tables. You're on the hook for each of their salaries.
2030: 10 robots, one human waiter passively overseeing the cluster. You're on the hook for minor parts/occasional repair for the robots, and one person's salary.
Its not about a 100% staff elimination, but a large overhead reduction ensuring the few humans you're keeping around are more efficient overall for dollars generated in revenue versus the all-human staff before.
Plus, in certain cases, like kiosks replacing cashiers at fast food establishments, there's now one less qualification needed from employees (good social skills), increasing the pool of acceptable options you can hire where before some of those candidates would have been unsuitable for the job.
rightbyte 11 minutes ago
preg_match 23 minutes ago
SoftTalker 2 hours ago
Jtarii an hour ago
deepwoods 4 hours ago
The demand for food delivery in the places where the robots are viable is nearly infinite. My city has had them for two years and there are still just as many humans doing deliveries, they are just sharing the already-crowded sidewalks with robots.
I don't use them; not because of any moral objection, but because they can't come inside buildings. The whole point of food delivery is to avoid going outside. Most human couriers come directly to your unit. The food delivery companies have spoiled us too much, and we are not ready to return to a world where you have to put on shoes to get food. Oddly, the delivery robots are probably better suited to suburbia, where folks are used to answering the front door to pick up a food delivery. But the distances involved aren't viable until you have delivery Waymos that can move at highway speeds.
qlte 4 hours ago
shellfishgene 3 hours ago
It seems in China hotels commonly have robots deliver room service meals. I guess it makes sense, the building is not too hard to navigate for a robot, and it would take a worker 3+ minutes for each delivery. I thought it was maybe a gimmick, but it seems >30% of hotels have them now.
https://www.chinadaily.com.cn/a/202609/10/WS6aa122a5e4b06d4a...
singpolyma3 4 hours ago
I not think people count robots are AI. Unless they're intelligent robots.
sdcfgy 4 hours ago
Nobody wants that shit other than a few tech people.
LoganDark 4 hours ago
Krispy Kreme has started using AI to take orders and it's awful. Terrible. Always gets everything wrong and you have to correct it. I think their phone system is AI too now. Madness.
bunderbunder 4 hours ago
Based on my own experience working on AI-based solutions for one of the better-covered job families according to this map, I think 90% might be overstating the case. It's true that we've got a lot of published benchmarks, but they tend to cover the lowest value add tasks.
It's really easy to fall into the McNamara fallacy when rolling out these kinds of solutions. Focusing on the low value stuff is attractive. It tends to be easier to do, and also easier to quantify outcomes. But it also tends to direct attention away from important but difficult to quantify considerations, which may mean you don't notice negative externalities. So we often found ourselves in a verschilmmbessern situation where automating what we could automate made things worse overall.
mrandish an hour ago
Glad to see more data and discussion of this. Lately the gap between ambient belief that "LLMs can now replace ~90% of all 'knowledge work'" and actual reality seems like it's growing.
I've found discussions on HN tend to quickly get pulled toward polar extremes between those who are justifiably impressed at the increasing effectiveness of LLMs and those who highlight the brittle jaggedness and counter-intuitive gaps of LLM 'intelligence' in daily practice. One side keeps citing more examples of 'uniquely human traits' LLMs don't seem close to replicating while the other complains of eternally moving goalposts.
Today I think both extremes are partly right but also partly wrong, and end up largely talking past each other because so much remains ill-defined, uncertain or currently unknowable. IMHO, the most accurate position is a carefully nuanced middle-ground built on well-defined scopes, terms, time frames and probabilities with frustratingly wide error bars. Partisans at either extreme seem uninterested in more than drive-by hot takes.
It can be simultaneously true that "Someday AI will be able to functionally replace all human knowledge work" and "That day does not appear to be soon, and even when it arrives, there will still be uniquely human traits which are valuable and that LLMs can't satisfactorily replicate."
mikert89 4 hours ago
The big secret is most people actually arent producing actual useful output. And so there is nothing to automate... they dont actually do anything.
Waterluvian 4 hours ago
I'm overwhelmingly convinced that this not uncommon perspective is the "what are all those construction workers even doing?!" fallacy.
Like any sizable population, there are absolutely some do-nothing inefficiencies to be culled. But most of the time it's just onlookers seeing a tiny slice of the day to be interpreted from their very limited vantage.
asdff 3 hours ago
The thing with those jobs where its like 1 guy operating the skid steer and six guys watching with arms folded, is those other six guys are just waiting their turn to do something specialized on the job. The skid steer work is the limiting factor, and that idle labor is worth paying to have on call on site essentially for when the specific needed task is done. To an extent for sure, but that is the idea of more specialized jobs. There isn't always enough work in front of you to have a specialist work 100% 24/7 like some CPU, but you want them around for when there is work for them to do.
whatisthiseven 3 hours ago
mikert89 4 hours ago
no i think there are alot of people inside companies that are essentially playing telephone. they are communicating, writing documents and emails, "working". but really they actually produce nothing
asdff 3 hours ago
spamizbad 4 hours ago
devin an hour ago
It's also a terribly foolish idea to try and drive endless efficiency out of scenarios like this. People have tried this with bureaucracies many times, and then one day a disaster happens or they have a huge project with a deadline or whatever, and the flexibility/inefficiency of the organization has been driven out to the point that previously achievable goals become impossible. Slack in systems is a _good_ thing.
mjburgess 4 hours ago
I guess we can evaluate this claim by looking at profit margins. In industries with thin margins (eg., retail often has 1-2%) then there is significant competitive pressure. There we would not see "spare labour" because it would be competed-away.
In industries with large margins, this indicates weak competitive pressure, ie., a weak incentive signal to "compete away" this ineffective labour.
I imagine that, upon this analysis, we'd find it holds up. ie., the observation that there are lots of people doing very little productive work correlates well with weak competitive pressures and hence high margins.
That also explains why, institutionally, there's no internal pressure either. If margins are good, no one rocks the boat.
danaris an hour ago
Waterluvian 3 hours ago
qlte 4 hours ago
Yep, the "bullshit jobs" narrative sounds like an elegant description of corporate reality at the macro level, but always seems to fall apart whenever I've seen specific examples given which do in fact serve a useful purpose when interrogated.
(Whether a role's cost/value tradeoff is actually worth it for a company is a different question than the idealized model of a "bullshit job" doing nothing useful)
burnto 3 hours ago
win311fwg 42 minutes ago
mattbrewsbytes 4 hours ago
watwut 3 hours ago
shimman 3 hours ago
deepwoods 4 hours ago
A small but meaningful percentage of people have the jobs that they have because they are some combination of fun to be around, attractive, and well-connected. All of these qualities can be productive in some pursuits (a club promoter needs to be fun to be around, a model needs to be attractive (usually), a financier needs to be well-connected), but they are all too often wasted on e-mail jobs.
SoftTalker 3 hours ago
> a model needs to be attractive
From what I see on many recent TV ads, not really.
georgeecollins 4 hours ago
Perhaps in general but for knowledge workers or creative people, what is productive is hard to measure. That also happens to be the most valuable work.
escapecharacter 4 hours ago
A lot of AI agent swarm management is being automated. People keep pitching these to me with a straight face.
whstl 2 hours ago
It's worse than that.
People are producing output that is worse than "doing nothing".
dclowd9901 3 hours ago
This would imply then that AI output is equally wortheless.
sicktriple 2 hours ago
Hot take: who fucking cares. People need to eat and buy homes. We don't need to optimize ourselves into oblivion for the sake of number go up. Because we sure as hell don't have any sort of social safety net here in the US, and if AI takes as many jobs as these chuds say it will then we're going to have a BIG fucking problem on our hands.
I think it's quite clear to anyone with eyes attached to their brains that we're not getting fully automated gay luxury space communism. The AI will just replace the good jobs and leave us with the service industry wage-slavery. Given the choice, I'd much rather an abundance of bullshit email jobs and people with food than the alternative that's being presented currently.
Animats 2 hours ago
"90% of American working hours are spent on tasks with little or no coverage from existing benchmarks" just says there are a lot more different tasks than benchmarks. This is a comment on the measuring tool, not AI.
qurren 4 hours ago
About 80% of my software engineering job is fighting disagreements between "stakeholders".
Nevermark 4 hours ago
So the problem is you can’t replace everyone halfway.
Which is a tautology, but also a bit of practical wisdom.
I find it interesting how concurrent model sessions seem to operate with a very strong bias toward quick resolutions, including sharing or giving up control, to create efficient decision making structures, relative to humans.
When I was a kid, I loved Bjork’s song “Army of Me”, because I knew a 1000 of me collaborating and communicating without friction. would be all I needed to take over the world, fix everything, expand civilization, etc. We would not waste time.
I wonder how much of their hyper-team play is by training, and how much is their awareness of the game theory real politic. So individual sessions don’t invest their identity and self-worth in any given context run.
My dream has been almost achieved. One of me and 999 of them get quite a bit done. But that trend…
rightbyte 2 hours ago
Your dream requires only you to have that power though.
SketchySeaBeast 4 hours ago
The next little while is going to be very revealing for leadership around how little of the time involved in getting a solution to production is the coding. I think there's a lot of bosses who have this vision of features entering prod the same day they are first imagined, but that just isn't going to happen.
Yhippa 4 hours ago
Longer dev cycles gave management time to think through and correct bad business decisions. Now they'll get to tighten that feedback loop where bad decisions (or good ones) get implemented quickly. It will be interesting to see what that split is and the reaction to that.
SketchySeaBeast 4 hours ago
whstl 3 hours ago
I dunno. It definitely can happen.
Code was never the bottleneck.
I've worked with plenty of teams that did the "in prod the same day" trick without AI.
The problem was just fucking ego. Designer has an ego, product owner has an ego, QA has an ego, stakeholder has an ego, platform teams have massive egos, developers have egos.
Unrelated but: the only reason people are shipping more with AI is because more people are ok with slop now.
keeda 4 hours ago
“Stakeholders” are a natural outcome of corporate evolution, because to grow bigger you need to do more, and to do more, you need people, and people come with agendas. The most common one, especially in leadership, being “how do I get ahead of the rest?” The larger an organization grows the more these agendas come into conflict.
This inevitably results in suboptimal dynamics like bureaucracy, empire building, territorialism and other things that get lumped under “office politics,” which drains a lot of energy away from more productive efforts.
So you can see how AI solves that problem too ;-)
(Only half joking)
whstl 2 hours ago
AI makes it all worse, because office workers are now trying to take each other's job and trying to protect their fiefdom.
Ego and agendas multiplied by 1000.
qurren 4 hours ago
The real culprit is a combination of too many levels of hierarchy and performance reviews IMO. Especially when multiple levels along a management chain disagree on what a report must work on.
This is the kind of shit I have to fight every day. I have to align my manager, skip, VP. If I don't align them, one of them will be necessarily pissed no matter what I do, and the pissed one will fire orders down to hate on me, overriding the opinions of anyone on the way down.
godwinson__4-8 3 hours ago
Is it Jane Street where they have an internal market so when a stakeholder wants something it's like they make a bid/execute a trade? If their ask ends up creating a loss goodbye buying power until you earn it back.
It feels like making these sorts of systems exist outside of the periphery would be good for everyone.
How many times have politicians for example wasted your time with promises and asks and rhetoric with no follow through? Not unlike some "stakeholders" I know. It's called "office politics" for a reason. What if they were punished for this by some system?
It feels like sitting there while stakeholders yap is not so different than electing a new rep every two years and hoping something changes. The fundamental setup is broken in a world with ever accelerating growth in complexity. Doing it in this way also would probably trend to enforcing rigor in the original ask. A big problem with stakeholders is they don't really know what they want, like politicians who make economic promises yet never show their work before showing up and asking for your vote.
darksaints 4 hours ago
About 80% of my software engineering job is bugging overseas contractors to finish work on my ticket requests.
duttish 4 hours ago
50% office politics 30% stakeholder and expectations management 10% design/development
Buttons840 4 hours ago
If that's true you could just implement both options, or 3 or 4 options.
Fortunately for our employers, it's illegal for us to build a competitor in our free time.
m000 4 hours ago
Addendum to the content of Bullshit Jobs [1]:
"Stakeholder" ranks #1 among corporate bullshit roles. It serves a dual purpose: (a) representing a group so nobody can be blamed for excluding them, and (b) providing typically useless feedback so that the group appears to actually care or have a clue.
kenjackson 4 hours ago
Stakeholder seems like a fundamental concept that you can't really get around. For example, I can't change the time buses pick up students at schools if I haven't worked with the schools to know when their kids will be let out. I guess you can say, "they'll figure it out when the buses aren't there" -- but this just seems like you're picking a fight you could've avoided.
qurren 4 hours ago
Yeah I fucking hate them.
I have to mention words like "stakeholder" at behavioral interviews and to leadership just to sound like I belong at my seniority level.
But I don't want anyone holding any stakes. I wish people would just get shit done. Shit that matters to the CEO. Or leave.
kristjansson 3 hours ago
esafak 4 hours ago
AI is the perfect technology to solve the problem of having too many cooks in the kitchen. Let a thousand startups bloom?
eraclide 4 hours ago
AI gives all the cooks the idea that they have the technical knowhow needed to take technical decisions
scruple 3 hours ago
ozim 4 hours ago
Imagine being able to say “AI said so, can’t argue with that”
austin-cheney 4 hours ago
Worse still most of the cost savings from AI in software development is primarily due to labor inefficiency, such as tasks more efficiently accomplished in other ways. Most of that is due to development reliance on inefficient conventions to cover for poor training and emotional insecurity. No matter how you slice it it’s always human capital problem more than a technology problem.
cyanydeez 4 hours ago
I love the fact that I can finish programming something, then tell the AI to do the build/debugging and move on.
dclowd9901 3 hours ago
I feel like the big takeaway here isn't what's covered or not covered, but the percentages.
We have 3 companies claiming something like a $35T market for their services. The world's entire GDP is something like $126T. So 10% of the productive work that is done on this planet, that AI can actually perform makes up fully 1/4 of the entire world's economic output? best guesses for output solely of tech companies is something like $12T. Where are they getting these figures?
CoolestBeans 4 hours ago
Following is my experience and constantly pestering my friends across the industry for anecdotes. It isn't even that AI moves the bottleneck, the thing it solves was never the bottleneck in the first place (except for certain narrow verticals). AI both can't and doesn't do your thinking for you and worse yet, it robs you of the environment where you do your best thinking about data structures, algorithms, organization, etc. Code. Of course we can do that in natural language, but it's hardly the right tool for the job.
All this being said, I don't think AI usage will meaningfully go down in the long run cause it's a very powerful dopamine loop and tech companies are very good at making those. How many people report social media making them unhappy and how many people do you know who have actually quit? Or to paraphrase Jim Gaffigan, nobody says they eat at McDonalds, but the sign outside says "billions served". Somebody's lying (and it's not McDonalds).
iugtmkbdfil834 4 hours ago
I don't know if it if 90%, but it is interesting how many things I do are not covered by standard tracking, but become visible once I am not there to keep an eye on them. Naturally, I only had one manager who kinda knew what was going on around him -- in case you are wondering: not the current one.
alexandre_m 2 hours ago
Of course. Like being dragged in endless Teams meetings.
zackmorris 2 hours ago
*yet
I understand the resistance to having nearly all labor devalued because it can be automated. We're still in the denial stage of grief.
We only tax capital gains, not the destruction of wealth or property. So someone can steal the livelihoods of millions of people with no recourse. Just like they can tear down a 100 year old house and build 3 townhouses in its place and make hundreds of thousands of dollars, despite driving up housing costs in the neighborhood to the point that they're unaffordable. Large swaths of profit in the economy are based on externalities and captured markets now.
To think we'll make it through this without tax reform is frankly naive. Tax reform as in: human labor should not be taxed, and non-human labor and capital gains should be taxed more to cover the difference - including unemployment checks and UBI when it comes to it.
Expect howls of derision from moneyed interests who will never let common sense reasoning or deduction enter the law books for the public good.
Not to defeat my own argument, but I predict we will experience a roughly 3x gain in productivity by using AI, so the output of every job would need to triple to maintain current employment levels. Will that happen anytime soon? Of course not. Which is why layoffs in the short term are inevitable. I wouldn't be surprised if unemployment hits 15+% in 2027 or 2029 just after the elections, with 25+% unemployment for the young in entry-level roles being highly likely.
maerF0x0 an hour ago
> driving up housing costs in the neighborhood to the point that they're unaffordable
Thats usually a combo of lack of competition, incentives (why make $50K a unit times 10 sales when you can make $250K a unit times two sales?), and zoning laws making the cheaper thing illegal.
Some of it stemming from K shaped economy which means the most profitable audience to serve are the upper middle class and richer .
drnick1 4 hours ago
Yes Claude is not spending any time around the water cooler.
PinkaDunka 3 hours ago
100% of US working hours are spent on tasks not covered well by pen and pencil benchmarks
blmarket 4 hours ago
Just counting by hours is not reflecting the impact on the economy. Treemap weighted by GDP will make more sense.
guybedo 4 hours ago
drinking coffee?
mdemare 3 hours ago
Video game designers: 0/24 tasks.
Apparently Epic thinks otherwise.
abroszka33 2 hours ago
Because it's a bullshit slop research. Under computer programmers there is "Develop Websites" at 0. Apparently AI cannot write web sites. Or just nobody looked at the slop they generated at Mercor.
jerf 4 hours ago
It's time for the rest of the world to learn about Amdahl's Law. Even if we flipped a switch and tomorrow everything that could reasonably done by AI was suddenly free and instantaneous, the world does not instantly transform into an AI paradise wonderland of free goodies and lollipops because there's still plenty of other things that need to be done for goodie and lollipop production and distribution.
I guess if I wanted to put my skepticism about the AI stock bubble into one little phrase, it would be that I don't think the bubble has accounted for Amdahl's Law. Costs don't actually go to zero with AI, and there's a huge difference between costs falling even 90% and costs falling a full 100%. And the difference between "30% improvement this year, trending to 85% in five years" and "90% this year" is pretty significant too.
insane_dreamer 4 hours ago
not to mention that we have no idea of how to structure a society where things are free and instantaneous -- that's the opposite of capitalism
weakfish 2 hours ago
Are they free though? You have to pay for inference
qrush 4 hours ago
Flips from Claude tab to Hacker News tab
Yep, makes sense...
avereveard 4 hours ago
Don't give them ideas?
lufxen 4 hours ago
Due to non-performance.
inerte 3 hours ago
Used to be 100%...
verdverm 5 hours ago
A lot of what humans do does not have a tight feedback loop needed for training and agentic workflows. This is why we are not seeing the jobpocolypse and productivity gains look a lot more like the very long-term 2% per year.
ChrisLTD 3 hours ago
We're on a forum filled with a lot of software engineers, and we might be too ready to believe this is coming for everyone's job, not only generating code.
verdverm 2 hours ago
Lest we forget that late-training is now 2/3 coding tasks because it is the main area where there is ROI for users, such that we can find a mutually beneficial arrangement to pay off their massive investments and debt, maybe, tbd - open weights may wreck their financial projections
zkmon 4 hours ago
What? But we already spent our family silver for the tokens and AI stocks.
You know what? The truth doesn't matter much. If people believe in the resale value of tulips, each tulip would sell for a million.
It's the beliefs and perception that create the reality. Reality and truth don't exist on their own.
rglover 3 hours ago
This was obvious from the beginning but greed has deluded people to the point of utter absurdity. The comeuppance on this whole thing is going to make me run out of napkins and resort to finger lickin'.
zzzeek 2 hours ago
which is it folks, is AI going to take all the jobs because it's so effective? or is it worthless? every other thread says the opposite.
hint: it's neither
insane_dreamer 4 hours ago
yesterday I needed to create a spreadsheet, so in Google docs (paid Workplace account), I fire up Gemini to help with moving around text, creating columns, etc. Absolutely horrid experience -- totally useless. I ended up doing everything manually.
sehw 4 hours ago
[flagged]
pipolo 3 hours ago
Seriously. I'm surprised they find it to be only 90%.