[HN Gopher] Has the decline of knowledge work begun?
       ___________________________________________________________________
        
       Has the decline of knowledge work begun?
        
       Author : pseudolus
       Score  : 94 points
       Date   : 2025-03-25 17:02 UTC (1 days ago)
        
 (HTM) web link (www.nytimes.com)
 (TXT) w3m dump (www.nytimes.com)
        
       | fullshark wrote:
       | Bachelor Degrees need a complete rethink, it was basically
       | modified finishing school for rich capital owners, needing to
       | make their children of proper class before they could take over
       | their businesses.
       | 
       | It then became a vocational degree for the working class, despite
       | being completely detached from useful skills for a wide swathes
       | of degrees. The only value is that you could talk the talk and
       | become a member of the professional managerial class if you
       | impressed the right hiring committee/individual.
       | 
       | In spite of this, we decided the working class should take out
       | crippling loans to pay for this degree, and be in debt for the
       | rest of their working life.
       | 
       | It's not sustainable, and just forgiving the debt only will make
       | it all more expensive and less aligned with actual results we
       | desire (useful workers).
        
         | dkkergoog wrote:
         | Education can't be standardized because business is not
         | standardized. It's about relationships and every shop does
         | things their own way. Teachers should just go contract and
         | provide their own courses. The degree is really can't designate
         | what the person knows.
        
           | kelseyfrog wrote:
           | That's right. Education should be universalized, not
           | standardized.
           | 
           | The commodification of education will eventually make it
           | useless. Universal, bespoke education is the ideal, but it's
           | usually prohibitively expensive.
        
             | bluGill wrote:
             | I strongly disagree. Commodification of education is very
             | important. I want everyone to have the commodity reading
             | writing arithmetic education. It might be faster for the
             | student to give one on one teaching, but everyone needs
             | this and I want it such a commodity that we give it to even
             | the poorest "third world" kids who have nothing.
             | 
             | As you get beyond those basics you have to become an expert
             | in something that there are few experts in. McDonald's
             | success is mostly based on their ability to take you from
             | zero to a productive crew member fast. It takes many years
             | to make a brain surgeon, in large part because we haven't
             | commodified it - if we needed more we should (but since the
             | world doesn't really need many it isn't worth it)
        
               | kelseyfrog wrote:
               | Commodification denies a universal pedagogy. We've known
               | this since the 1970s.
               | 
               | If you want a system that appeals to a plurality, and
               | leaves the rest behind, commodification will deliver just
               | that.
        
           | bluGill wrote:
           | There is a lot of value to standardizing things though. Most
           | of what people need to learn is standard. 2+2, i before e...
           | There is the more nebulous step of can you solve problems,
           | but even that is taught at the lower levels in a standard
           | way.
           | 
           | Eventually you get to a level where the answer hasn't been
           | taught much and so there is no standard, but that only
           | happens late in your education.
           | 
           | Of course education itself needs more research. "learning
           | styles" was debunked last I heard, but is there some
           | variation that says some people need different teaching? Is
           | there a better way to teach things? However if you are not
           | involved in this research you should be teaching in standard
           | ways that have been proven to work.
        
             | a2tech wrote:
             | I before e isn't even standard.
        
         | whateveracct wrote:
         | This is a bit black and white. Or maybe just cynical :)
         | 
         | It's inarguable that bachelor's degrees had real vocational
         | utility in the last few decades (despite the memes).
         | 
         | A variety of degrees from a state school (with in-state
         | tuition) would lead to good, white collar employement along
         | with modest loans (if any) so there was clear ROI.
        
         | borntoolate wrote:
         | Maybe lower education should just have a different schedule
         | with other activity years? I'm not particularly impressed with
         | the average American's ability to be a positive element of
         | society and despite all the problems, I think liberal arts
         | students are probably better than the rest when considered over
         | their lifetime. But why should each individual take loans to
         | have the critical thinking to vote in the interest of larger
         | institutions?
        
           | JamesBarney wrote:
           | Does liberal arts teach critical thinking? Do students who
           | study liberal arts vs a mathematics/engineering show greater
           | improvements on critical thinking tests?
           | 
           | I get the idea we want a more educated population that can
           | better make decisions. But the biggest way the populace makes
           | poor decisions is they are economically illiterate, and they
           | don't really understand how the government works. We should
           | probably spend more time teaching this in high school and a
           | typical degree spends very little time teaching these
           | subjects.
        
             | fzeroracer wrote:
             | The populace making poor decisions isn't just economically
             | illiterate, they are increasingly fundamentally illiterate.
             | Teaching economic literacy in school won't matter one bit
             | when an increasing number of people are graduating unable
             | to read even at a basic level.
             | 
             | But in order to solve this problem you would have to
             | overhaul our educational system and right now we have a
             | party invested in destroying it so that it produces voters
             | more aligned with their groupthink.
        
         | KPGv2 wrote:
         | > despite being completely detached from useful skills for a
         | wide swathes of degrees
         | 
         | It's a nice suggestion, but it's one that isn't supported by
         | the evidence. Even controlling for other factors, a college
         | degree makes more productive workers. And given that it's
         | controlling for other factors, "selection bias" becomes a hard
         | argument to make. STEMbros get real arrogant about their
         | degrees (I have one; I've seen it first hand), but like it or
         | not the person with an English degree still learned a lot of
         | useful skills.
         | 
         | Going to uni to major in a specific career is how you get
         | screwed when available careers change.
        
           | HPsquared wrote:
           | I don't think there is any doubt spending 4 years studying a
           | subject will increase skills in some areas. The question is
           | whether the benefits are worth the cost (and that question
           | applies both to the individual student and society as a
           | whole).
           | 
           | Remember the cost of all this is absolutely massive. Mostly
           | the 4 years of lost time.
        
             | 18766hahsbc767 wrote:
             | It doesn't have to be though. In Europe the vast majority
             | of people attend public universities that don't require
             | having to end up with a degree and crippling debt.
             | 
             | I left uni almost 20 years ago, but one year of my tuition
             | was about 1000USD at the time, something I could easily
             | afford with a part time job. I'm sure the cost is higher
             | now, but I would have thought it is still orders of
             | magnitude cheaper than in the UK or the US. Germany
             | subsidizes university tuition fees for a huge percentage of
             | students, and adds a monthly stipend for expenses and free
             | public transport while enrolled in uni.
             | 
             | Your point is valid, challenging the worth/cost of higher
             | education. But I think it is the cost part what is broken
             | in some parts of the world, not necessarily the worth part.
        
               | wat10000 wrote:
               | The cost is there regardless. If the ROI is negative then
               | it's making somebody worse off even if the state is
               | paying for it. If the state pays, it's even worse,
               | because people may take the option based on a positive
               | ROI for themselves while it's overall negative. If the
               | ROI is positive but people aren't taking advantage
               | because of the cost to themselves, then you want to look
               | at subsidies.
        
               | delusional wrote:
               | Sometimes "ROI" isn't measurable. What's the "ROI" of a
               | well rounded populus that gets along and doesn't want to
               | kill each other? What's the "ROI" of creating beautiful
               | works of art, or producing great culture? What's the
               | "ROI" of happiness?
               | 
               | Sometimes the purpose of central government is to make a
               | negative ROI into a positive one, because there are
               | greater purpose than the return
        
               | wat10000 wrote:
               | It may not be measurable but we still need to think about
               | it and do our best to figure out what things cost more
               | than the benefits they provide.
        
             | bobthepanda wrote:
             | I mean we can reform it without necessarily throwing out
             | the baby with the bathwater. In Europe a bachelor's can
             | often take 3 years, and maybe we can even shrink it down to
             | 2 years; this is already kind of a thing in the US with
             | some schools offering a 5 year bachelor+master's program.
             | 
             | Realistically maybe we reform community college to be the
             | required thing instead of traditional undergrad, since the
             | cost and length is more comparable.
        
               | monknomo wrote:
               | associate degrees exist
        
               | bobthepanda wrote:
               | they exist, but at least employers do not seem to think
               | they currently cover enough to accept them in lieu of a
               | bachelor's.
               | 
               | in fact i would say I don't know how much additional
               | value an associates' holds in that context, and maybe we
               | just merge the two concepts. I haven't ever really seen a
               | posting that is okay with just an associate's.
        
           | JamesBarney wrote:
           | > Even controlling for other factors, a college degree makes
           | more productive workers
           | 
           | I'd like to see this study. Most of the data I've seen that
           | is pro-college still has massive confounds.
           | 
           | Two twins graduate high school. One gets a crappy copywriting
           | job, and spends her free time reading books on how to write
           | better, and specifically how to do copywriting. The other
           | gets an English degree. I'm not nearly as confident as you
           | are the one with the English degree is going to be a better
           | copywriter.
           | 
           | I don't disagree you can learn skills, but cognitive science
           | literature solidly shows far transfer is not a thing, and
           | when it is it's incredibly inefficient. i.e. Reading the
           | great works of Russian literature might make you a better
           | copywriter but at a vastly slower pace than writing copy, or
           | reading a book on copywriting.
        
             | Clubber wrote:
             | I think an undervalued aspect of college over self learning
             | for most is that college requires you to learn a broader
             | array of things. If I was allowed just pick the classes I
             | wanted to take for four years, they would have all been
             | computer related classes. I would never had taken
             | Chemistry, Physics, Drama, Psychology, History,
             | International Relations, or anything that makes me a more
             | educated and well rounded thinker.
        
               | JamesBarney wrote:
               | We look at that positively becomes it's a sunk cost, but
               | if someone were to put the circumstances in front of us
               | would we still be happy about it?
               | 
               | If your job told you that you had to pay 10k to study
               | French poetry for 6 months without pay, would you happy
               | for the opportunity to a more well rounded thinker?
        
               | Clubber wrote:
               | >If your job told you that you had to pay 10k to study
               | French poetry for 6 months without pay, would you happy
               | for the opportunity to a more well rounded thinker?
               | 
               | That's unrealistic.                 1. That's just one
               | subject.       2. Semesters and/or quarters are not 6
               | months.       3. Most colleges don't charge $10K for one
               | subject for 6 months.
               | 
               | Having said all that, yes there were some annoying class
               | requirements that I didn't particularly care for, but I
               | still learned something from it. If nothing else, it
               | allowed me to have more conversations with a broader
               | array of people. Make no mistake, being an educated
               | conversationalist impresses people. Being able to
               | intelligently converse with more people because of a
               | broader knowledge base has significant social and
               | economic value. Imagine if you met your perfect mate by
               | being able to talk about French poetry. Imagine your
               | perfect company has a hiring manager who also loves
               | French poetry. We are ultimately social creatures.
        
               | tayo42 wrote:
               | 15 years later do you think these classes matter?
               | 
               | Im not totally sure I could tell you most of what I even
               | took let alone what I learned in those classes.
               | 
               | Maybe right after college there's a window of a couple
               | years.
        
         | NoMoreNicksLeft wrote:
         | >It then became a vocational degree for the working class,
         | 
         | This may have been _some_ policymakers ' intent, but it never
         | really became that. Universities and colleges resisted being
         | seen as mere vocational schools, and refused to modify
         | curricula for that purpose. You'd see all sorts of academic
         | arguments about how teaching them to do a job would be wrong,
         | that they should still be teaching them to "think" and have
         | heavy course loads of liberal arts.
         | 
         | So parents and guidance counselors may have thought of it as
         | vocational school, while getting the high-class university
         | experience (as best someone of middling academic achievement
         | can manage that) along with the high-class university tuition
         | bills. Well, the guidance counselors didn't get the bills. Nor,
         | in many cases, the parents.
         | 
         | >It's not sustainable, and just forgiving the debt only will
         | make it
         | 
         | It's ok. We don't have to sustain it. The demographic implosion
         | is well under way. We are at the point where elementary schools
         | are closing (and everyone's making up excuses for this, so we
         | can pretend that it's for any other reason than a demographic
         | implosion).
         | 
         | >and less aligned with actual results we desire (useful
         | workers).
         | 
         | At any point in history, most of the output from workers went
         | (indirectly) back to the workers. If 98% of the workforce did
         | agricultural work, this was because 98% or nearly enough of 98%
         | of food was needed to feed those workers. Same for any product,
         | no matter how tangible or abstract. Sure, there are
         | exceptions... if people worked in a diamond mine it wasn't so
         | diamonds would go to diamond miners.
         | 
         | If they don't need workers for the relatively small amount of
         | food that is consumed by some small group, if they don't need
         | workers for making garments (or building buildings, or any
         | other thing) for the relatively amount of those products
         | consumed by some small group, then they don't much need useful
         | workers at all. Most of humanity is obsolete, or at least would
         | be considered so if you belonged to a small group like that.
        
         | ransom1538 wrote:
         | Well, these days you will need a non repetitive physical skill.
         | ER doctor, electrician, comedy tour guide, painter, etc. If
         | your job required you to sit in front of a computer, your job
         | will be the first eliminated. Humans are quite cheap for
         | physical labor compared to a full humanoid drone. Software
         | costs are about to go to zero. Bachelors degrees would turn
         | more into guilds.
        
         | jltsiren wrote:
         | The liberal arts model was intended for the elites, and the
         | idea of education as means of producing useful workers is
         | straight from a totalitarian planned economy. But there is also
         | the Humboldtian model of higher education, which focuses on
         | educating informed citizens who are free to make their own
         | choices. Learning vocational skills is easy enough if you have
         | good education, and it's also necessary to be able to do that
         | outside school, as careers rarely last a lifetime.
         | 
         | American higher education is expensive, because you chose to
         | defund public universities. And because you have an unhealthy
         | obsession with rankings and top universities. Those are the
         | things you need to change more than education itself.
        
           | jselysianeagle wrote:
           | > American higher education is expensive, because you chose
           | to defund public universities. And because you have an
           | unhealthy obsession with rankings and top universities. Those
           | are the things you need to change more than education itself.
           | 
           | There's this and also the massive budgets for college sports
           | and fancy student housing that make it worse.
        
           | gruez wrote:
           | >the idea of education as means of producing useful workers
           | is straight from a totalitarian planned economy
           | 
           | ???
        
             | delusional wrote:
             | It's a worldview that necessitates only teaching what leads
             | to a job. It is anti beauty and anti human.
             | 
             | We are not machines of production. We are human beings, we
             | deserve to learn stuff that doesn't help us produce.
        
           | chermi wrote:
           | Another reason they're expensive is because the government
           | basically guarantees they'll pay for whatever tuition the
           | universities set, so they raise prices. There's lot of other
           | factors, including administrative bloat, and maybe partially
           | from less funding... But they're still funded in large part
           | by the government via loans. I don't know the right answer,
           | but I know it's not simply more government funding.
        
         | AtomBalm wrote:
         | Now that we have AI tutors that cost <$1/Mtok, why not do on-
         | demand standardized testing for academic credentials and
         | eliminate compulsory (dejure or defacto) education beyond
         | working age. Universities can focus on research, and normal
         | people get off the credentialism treadmill or focus on as-
         | needed training at minimal cost. Need the social environment?
         | Libraries or community centers can lend vacant space for
         | "college" classrooms.
         | 
         | Everyone wins, right? You know, except university
         | administrators and lenders.
        
           | poincaredisk wrote:
           | Great, let's make the average person even dumber. Or rather:
           | dumb again. Universal education is a big win of the modern
           | times and you want to destroy that for on-demand job
           | training? Mass producing replaceable workers should not be
           | humanity's goal.
        
         | MITSardine wrote:
         | Or is it not a more recent trend that people should educate
         | themselves, rather than an employer doing that? Internships
         | have become very short and secondary, when they used to be the
         | main vocational training. It's curious that this has remained
         | only at the two ends of theoretical studies: artisanship and
         | scientific research (PhDs). Otherwise, job training has become
         | the employee and, where university is public, society's burden.
         | Maybe it's employers that need a complete rethink, not so much
         | universities?
        
       | neonate wrote:
       | https://archive.ph/59uSH
        
       | bryanlarsen wrote:
       | At least for the moment, AI still needs knowledge workers to spec
       | and prompt and check. AI makes knowledge workers more productive,
       | but it doesn't eliminate the need for them.
       | 
       | And if knowledge workers are more productive, then knowledge work
       | is cheaper. Cheaper knowledge work increases demand for knowledge
       | work. So the number of workers required might actually increase.
       | It also might not, but first order analysis that assumes
       | decreased knowledge workers is not sufficient.
       | 
       | C.f. garment makers. Partial automation of clothes making made
       | clothes cheaper, so now people have closets full of hundreds of
       | garments rather than the 2 sets our great-grandparents likely
       | had. There are now more people making garments now than there was
       | 100 years ago.
        
         | bitxbitxbitcoin wrote:
         | I wonder how the ratio of people making garments relative to
         | the total world population has changed though in this example.
        
           | bryanlarsen wrote:
           | No easy answer since most garments > 100 years ago were home-
           | made. But I can confidently assert without data that the
           | number of man-hours of labor in the average closet is
           | substantially up.
           | 
           | garment makers chosen because of this recent discussion:
           | https://news.ycombinator.com/item?id=43450515
        
             | MITSardine wrote:
             | How can you be so sure?
             | 
             | I found this document: https://web.archive.org/web/20210126
             | 040017/https://ribevikin... It asks the question "How long
             | would it take to make a Viborg shirt?". The answer seems to
             | be 354 hours per their experiments. This is from seed to
             | shirt. (linen)
             | 
             | I'd be surprised if we had that many man-hours, let alone 3
             | or 4 times that (this is a single piece of clothing), in
             | our wardrobes. Conservatively assuming a man-hour in the
             | wardrobe costs us $5 (while people are often paid less,
             | their salaries are also but one expense), you'd need at
             | least around $1500 to equal just that shirt.
        
               | bryanlarsen wrote:
               | I'm talking 100 years ago, not 1000. We've had mechanized
               | fabric production for > 300 years.
               | 
               | From your document, weaving and spinning are > 85% of the
               | labor in your shirt. Those would be almost 0% for a shirt
               | made 100 years ago. And those wouldn't be the only steps
               | mechanized 100 years ago.
        
             | watwut wrote:
             | 100 years ago is 1925 - people were already buying cloth in
             | stores at that time. You need to go further into history.
        
           | bobthepanda wrote:
           | the more obvious recent example is that we employ more bank
           | tellers than we did before the ATM, because the ATM reduced
           | the amount of labor hours needed to operate a bank branch and
           | made a lot of marginal bank branches pencil out.
           | 
           | Only the recent trend of online banking services is really
           | actually turning this around.
        
         | gopalv wrote:
         | > Cheaper knowledge work increases demand for knowledge work.
         | 
         | This is Jevon's paradox.
         | 
         | > So the number of workers required might actually increase.
         | 
         | The increased demand for work turning into new jobs for
         | existing workers, that is where the question is more complex.
         | 
         | This has gone the other way too in matters of muscle - people
         | who wouldn't have been employed before can now be hired to do
         | an existing task.
         | 
         | When you go from pulling shopping carts to an electrical
         | machine that pulls carts for you, now you can hire a 60 year
         | old to pull carts in the parking lot where previously that job
         | would be filled by teens.
         | 
         | This is all a toss-up right now.
         | 
         | In an ideal world, I will be paying less for the same amount of
         | knowledge work in the future, but as a worker I might get paid
         | more for the same hours I spend at work.
         | 
         | My hours are limited, but my output is less limited than
         | before.
        
           | fabfoe wrote:
           | It's actually the Jevons paradox, non possessive, named for
           | William Stanley Jevons. I thought it was possessive too
           | because many people write it that way.
        
         | MoonGhost wrote:
         | According to this cheap food is good because people just start
         | eating more. Actually cheap imports can be really bad for local
         | businesses.
         | 
         | Now imagine dystopian world where AI can solve most data /
         | engineering / science problems for cheap. Or even for free,
         | just ask.
        
           | delusional wrote:
           | AI working isn't the dystopian option. Imagine AI can do none
           | of those things, but the people who control the capital
           | believe they can.
           | 
           | That's the dystopia.
        
           | zombiwoof wrote:
           | Free after it took a trillion in energy to train
        
             | mystified5016 wrote:
             | How much time, energy, and resources went into developing
             | your language of choice? How much datacenter energy is
             | burned recompiling GCC every night for the last 30 years?
        
       | 7qW24A wrote:
       | Corporations that over-hired over the past 10 years needed an
       | excuse to cut the layers of fat and bureaucracy out, and AI came
       | along at just the right time. It doesn't matter if AI is
       | increasing productivity; what matters is that people think it
       | might be.
        
         | bee_rider wrote:
         | Maybe...
         | 
         | I dunno. Anyone who's been at a big company (the kind that are
         | inclined to over-hire) can attest to the massive population of
         | folks who don't seem to have any productive job. Does AI spell
         | doom for those people? I have no idea, their job wasn't to be
         | productive in the first place. Being a warm body to expand the
         | size of some middle managers fiefdom--that is not a job that
         | can be taken by AI, right?
         | 
         | I guess maybe just engineering jobs are on the chopping block.
         | Doomed, by the nature of their productivity actually being
         | tangible, to be replaced by an AI that does their job worse.
        
           | mrweasel wrote:
           | > Being a warm body to expand the size of some middle
           | managers fiefdom--that is not a job that can be taken by AI,
           | right?
           | 
           | If you over-hired and now need to layoff people, because
           | founding and cheap loans aren't available, then AI provides a
           | convenient excuse. You don't have to admit that you paid
           | people to do nothing/very little for the last ten year.
        
         | mywittyname wrote:
         | Maybe in '23 & '24 that argument made sense. But presumably the
         | past two years they've spent laying everyone off has been
         | enough to trim the fat.
         | 
         | Honestly, any company that's still laying off people that they
         | "overhired" during the pandemic needs to take a hard look at
         | their leadership teams, because they've had _ample_ opportunity
         | to be rid of such people.
        
         | riku_iki wrote:
         | The problem is that overhired personal created lots of extra
         | process/org/code/infra complexity, so just by firing X% of
         | people may produce significant damage because rest won't be
         | able to handle that extra complexity or have enough
         | institutional knowledge.
        
       | carabiner wrote:
       | If you look at fields like mechanical engineering, no, it hasn't,
       | because there isn't much training data for that type of work
       | available on the internet. (CAD isn't engineering.) It's locked
       | up in corporations like Ford, SpaceX, Toyota. There isn't open
       | source mechanical analysis work available at a professional
       | level, which might be an FEA output that references 5 messy
       | spreadsheets that gets written up in a 20 page report with
       | charts, and that references 20 other internal docs, specs. And
       | every company does analysis differently so I'm not sure you could
       | adequately train a model that can generalize it well.
        
         | mywittyname wrote:
         | I think this is a flawed outlook.
         | 
         | My wife works in healthcare and they just announced that AI
         | would generate 50% of their documents. According to my wife,
         | every in every review she's done of the work, there are
         | critical errors in logic or reasoning (hallucinations), but
         | leadership doesn't care because they a "grading" the AI on
         | things like grammar and spelling. So, yay, it spelled
         | "fusospirochetosis" correctly, but unfortunately it attributed
         | that to a 23 year old woman who came in for a broken arm.
         | 
         | I think we need to be prepared for "vibe coding" taking over
         | every industry. Leadership is going to blindly implement broken
         | AI to replace workers.
         | 
         | Now, you might think that threat of lawsuits, regulations, and
         | ethics standards will save your industry. And maybe that's
         | true, but I personally don't think so. I personally think we
         | are going to see country-scale enshitification of everything as
         | lazy people use AI to generate everything which is then
         | reviewed by lazy people who also use AI to review everything
         | and no one notices or cares until it's too late (and maybe not
         | even then).
         | 
         | I hope you're right, but I'm not convinced.
        
           | mrweasel wrote:
           | > I personally think we are going to see country-scale
           | enshitification of everything as lazy people use AI to
           | generate everything which is then reviewed by lazy people who
           | also use AI to review everything and no one notices or cares
           | until it's too late
           | 
           | Sound about right to me. A large quantity of documentation is
           | written solely to be written, not read. If it's your job to
           | write reports, article, memos, whatever, and you deep down
           | know that this isn't being read, then why not have to AI do
           | it?
           | 
           | I think that we're producing way to many
           | documents/reports/content in general and we need to slow
           | down. Humans can't keep up, neither on the production side,
           | nor the consumption, so we employ computers to "help", but
           | it's all busy work.
        
             | eulers_secret wrote:
             | This reminds me of my first internship, I was running a
             | test suite and filling out a web form every week. It was
             | never mentioned in any meetings or other comms.
             | 
             | After about 3 months of doing this, I asked my manager why
             | I was doing this if no-one cared or noticed. He told me to
             | stop and see if anyone said something. I stopped, interned
             | another 15 months and it wasn't ever mentioned.
             | 
             | Hell of a lesson to learn as a newbie
        
           | thechao wrote:
           | Idiocracy was supposed to be _funny_ , not _terrifying_.
        
           | carabiner wrote:
           | Profit and a competitive market are powerful incentives that
           | keep people from dying in the industry of human transport,
           | that don't exist as much in hospitals. Also, if you think
           | "threat of lawsuits, regulations, and ethics standards" don't
           | encourage safe cars or airplanes currently, what do you think
           | does? In engineering currently there are 1,000 ways to cheat
           | (and sometimes they do, like Volkswagen dieselgate), but
           | reports are _actually checked rigorously multiple times_ by
           | other engineers at a company and by federal regulators (who
           | are also engineers). Things get rejected and changed based on
           | these reviews. Why would AI engineering make this different?
           | 
           | If AI could cause a fiasco on the level of Toyota's
           | unintended acceleration debacle from 2008, which caused the
           | largest auto recall in history, that is something that would
           | give pause to using AI, no? If AI leads to bad products that
           | kill people, companies will lose money and they will not want
           | to use AI.
        
           | pianoben wrote:
           | "Medical (vibe) Coding"
           | 
           | Oh lord, that is a phrase I did _not_ need to think about
           | today
        
       | MrMcCall wrote:
       | It's the natural result of having more and more of our population
       | being complete morons. The truth never goes away, but societies
       | can shift closer to or futher away from being willing to learn
       | and accept new concepts, attitudes, and behaviors.
       | 
       | History is rife with examples: Galileo, St. Francis of Assisi,
       | Boltzmann, Einstein, Dr. Martin Luther King, Jr., Eugene Parker,
       | Bernie Sanders ... the list goes on and on.
       | 
       | Most every tradition in Earth's various societies consists solely
       | of excuses to keep doing the same stupid crap, for the same
       | stupid reasons, with the same willfully ignorant disregard to
       | better ways of doing things.
       | 
       | Only compassion gives us the clear perspective on how we can best
       | apply our energy to lift everyone's boat, without harm or misery
       | to either ourselves or our blessed Earth.
       | 
       | "Same as it ever was." --Talking Heads
        
       | nopelynopington wrote:
       | I flip flop daily on whether it has or not. Even the best AI
       | engines write truly awful code, and it might not improve. But it
       | also makes it easier for people to coast, and turn in half assed
       | work, which is certainly a pathway to the decline of knowledge
       | work
        
         | nzach wrote:
         | > it also makes it easier for people to coast, and turn in half
         | assed work, which is certainly a pathway to the decline of
         | knowledge work
         | 
         | I understand your sentiment and I partially agree with it. But
         | this kind of phrasing implies that "doing the bare minimum" (to
         | put it in another way) is a strictly bad thing.
         | 
         | Sure, its easy to condemn someone "half-assing" a job by
         | labeling him as lazy or something like that. But the reality is
         | that most of the time we don't need the best nor we are willing
         | to pay properly for this effort.
         | 
         | Imagine your baker, for example. Do you really need 100% of his
         | effort and care to be put into every single bread he makes? For
         | me this answer is "no". All I care is that he comply with all
         | regulations and that his bread tastes good, I don't really mind
         | if it's not best bread in the world. And even if it was the
         | best I probably would find it too expensive to buy in a daily
         | basis.
         | 
         | Another example would be blacksmiths, at some point they we our
         | only option to make something out of metal, and they would put
         | quite a lot of care and attention to every piece they made. But
         | at some we created some machines that can create things out of
         | metal. These machines, at first, weren't really good and the
         | products they made were of inferior quality. But they had
         | enough quality to be useful, were cheaper and were able to
         | produce immense quantities of goods.
         | 
         | What I'm trying to say is that sometimes the "low effort"
         | option is the correct choice. And I don't think this means the
         | decline of knowledge work, this just means we will see a change
         | in what is considered "relevant skills" for knowledge work.
        
       | deadbabe wrote:
       | The truth many will not want to admit is that knowledge work is
       | essentially the "rentier income" version of labor.
       | 
       | You secure an asset (specialized knowledge), and then you just
       | live off of it while doing the minimal work you can, by turning
       | yourself into an asset.
       | 
       | Even though this affords many people a comfortable life, much
       | like being a landowner of a vast portfolio of properties, it
       | contributes to the inequality and degradation of society,
       | splitting people between those who must labor physically and
       | those who look down at them comfortably from high balconies.
       | 
       | Society will not be worse off with most people doing physical
       | labor. It was that way for thousands of years and humanity
       | flourished. People may not like it, but humanity can only truly
       | relax and do nothing when it has reached its peak and _every_
       | problem is solved, and we are just not there yet. Back to work.
        
         | lisper wrote:
         | > turning yourself into an asset
         | 
         | How is that any different from any other skilled labor? Recall
         | the old joke about the plumber who charged $1 for banging on
         | the pipe and $1000 for knowing where to bang. Even purely
         | physical labor like digging ditches requires that you have
         | certain physical traits (strength and stamina) that you can
         | look at as assets.
         | 
         | > Society will not be worse off with most people doing physical
         | labor.
         | 
         | Like what? There is virtually nothing that used to be done with
         | human labor that can't be done by machine nowadays. Even ditch-
         | digging is mostly done with backhoes, not men with shovels. For
         | the moment we still need (some) humans to run the machines, but
         | that's knowledge work too.
        
         | goatlover wrote:
         | > Society will not be worse off with most people doing physical
         | labor. It was that way for thousands of years and humanity
         | flourished.
         | 
         | What's the evidence that humanity flourished? The elites
         | flourished off lots of slave and peasant labor. The standard of
         | living was much lower while inequality was a lot higher. You
         | would need to go back to hunter and gatherers, and it's hard to
         | compare those lifestyles with today. For one things, billions
         | of people don't live in nomadic tribes. Not everyone wants or
         | can do physical labor. As a hunter gatherer, you had little
         | choice but to pitch in.
        
         | c0redump wrote:
         | This is an astoundingly bad take. Knowledge workers don't
         | passively gain money by holding a productive asset - they WORK.
         | It's in the name.
         | 
         | The fact that you do not understand anything besides physical
         | work as work is perplexing and, honestly, pathetic. It smacks
         | of someone who has failed to make a life for themself, and is
         | lashing out at anyone who is a viable scapegoat.
        
         | caradine wrote:
         | Nonsensical take. Quick question: What scarce resource is it
         | that knowledge workers hoard? If a knowledge worker acquires
         | knowledge does that mean they've reduced the pool of knowledge
         | available to others? It's not at all the same as hoarding
         | capital or property, is it? Anyway, all labor is knowledge
         | work. The plumber has specialized knowledge that the software
         | engineer does not, and we all sell our bodies and minds.
        
       | talkingtab wrote:
       | One could wonder if perhaps, as is usual, We people have it all
       | wrong about this new technology.
       | 
       | Perhaps AI is the death of corporations. Corporations are
       | designed to extract money by charging as much as possible while
       | spending as little as possible. That seems fair to me, right? We
       | do not expect a corporation to understand the concept of common
       | good. What AI does is to make it appear as though people are not
       | needed, you can just replace them all with AI & machines. Profits
       | go up, yes? Corporations make more and more money. What could go
       | wrong.
       | 
       | The first thing that is going wrong - currently - is that if you
       | do not pay people enough money to buy things, then guess what
       | happens to your business? Goodbye Apple. Goodbye Google. Goodbye
       | moon. Oops, sorry. This is already happening. If the wolves on
       | Isle Royale get too good at catching and eating deer, guess what
       | happens?
       | 
       | Secondly and perhaps most importantly is that corporations are
       | good at exploiting. If you know how to make a car, a corporation
       | can make one so easily that you do not need to pay any people.
       | Exploit. If you see a corporation pursuing lock-in (here's
       | looking at you Apple, Walmart, etc) then you see a corporation
       | that has no good business model. This does not mean they are dead
       | or not going to be around, it just means they are a dinosaur
       | waiting for some event. But the question is whether they can
       | invent the next car? And what if the thing in short supply is not
       | in the category of commodities. We still do not _really_
       | understand what we can do with computers, the internet or block
       | chains. Corporations know how to exploit those technologies.
       | After all we still have windows. But is that the best we can do?
       | Track people? Wow.
       | 
       | So if you are a person who can actually think, and do. If you can
       | figure out how to cross a stream in the winter, or make sour
       | dough bread or even just raise chickens, there is going to be a
       | massive new opportunity. For you. Because AI cannot create new
       | concepts that are people based and even if they can, then
       | corporations will fire them if they do.
       | 
       | If your job is however a corporate pablum thing, like for example
       | if you write pablum pieces for the NYT, then my advice is to run
       | for the hills. And run fast.
        
       | Bukhmanizer wrote:
       | I'm surprised not many people talk about this, but a big reason
       | corporations are able to do layoffs is just that they're doing
       | less. At my work we used to have thousands of ideas of small
       | improvements to make things better for our users. Now we have
       | one: AI. It's not that we're using AI to make all these small
       | improvements, or even planning on it. We're just... not doing
       | them. And I don't think my experience is very unique.
        
         | nickff wrote:
         | De-scoping is also a commonly-cited result of higher interest
         | rates. We recently lived through a prolonged episode of zero-
         | interest-rate-policy (ZIRP), which encouraged long-term and
         | risky projects. When interest rates go up, the minimum
         | acceptable return-on-investment (ROI) required to lure
         | investment money away from low-risk investments like government
         | bonds also increases correspondingly.
        
           | Bukhmanizer wrote:
           | Yeah I think there are a bunch of different reasons that
           | corporations are doing less, interest rates are a major
           | factor, but the point is that it isn't exactly the "AI is
           | taking our jobs" narrative that people want it to be.
        
             | nickff wrote:
             | Agreed! Uncertainty to do with short term economic issues,
             | medium term geopolitical risk (Trump, China, Russia, etc.),
             | and longer-term issues (national debt, Medicare, etc.) also
             | shouldn't be underestimated.
        
           | echelon wrote:
           | I'd be willing to bet that the biggest reason is that there
           | hasn't been any antitrust action against the big tech
           | companies. They just sit at the top, siphoning value from
           | every other market in the world. If you need to use the
           | internet in any way, FAANG taxes you.
           | 
           | None of these big tech companies really need to grow bigger.
           | The smartphone is essentially done. AWS just prints money.
           | Social/consumer apps are "done". What more is for them to do
           | but collect rent?
           | 
           | The US government needs to break them all up. That'll
           | oxygenate the entire tech sector, unlock value for investors,
           | and kickstart the playing field for startups.
           | 
           | Google, Apple, Amazon, Meta, and maybe Microsoft. Break them
           | up.
        
             | zombiwoof wrote:
             | Maybe Microsoft
        
               | echelon wrote:
               | Apart from their gaming department absorbing every big
               | competitor, I can't think of ways Microsoft is abusing
               | monopoly power like the rest of the mentioned companies.
        
               | autoexec wrote:
               | How about turning Windows into an advertising and data
               | collection platform. Sucking up vast amounts of people's
               | personal data, even corporate data, to leverage against
               | their customers so that MS can profit.
        
             | dnissley wrote:
             | State the terms! Maybe come up with the US gdp % growth
             | bump you would imagine we get for each of these companies
             | being broken up?
        
         | mrweasel wrote:
         | Isn't there also the possibility that the US job market simply
         | isn't doing to great at the moment and businesses are
         | adjusting, or preparing for a downturn. In the case layoffs
         | would be across the board, not just entry level or in the
         | service industry. Perhaps the service industry and blue collar
         | jobs have already been trimmed to the limit and knowledge work
         | has simply been lacking. As pointed out, it easy enough, at
         | least for a limited time, to simply not do stuff and just
         | attempt to coast for a few quarters/years.
         | 
         | If it was truly a decline in knowledge work in general, it
         | should be visible in other economies as well, but I don't think
         | that's the case, at least not here in Denmark. Arguably we
         | typically trend a bit behind the US, so it could be looming on
         | the horizon.
        
         | carlmr wrote:
         | I think we'll have to start asking "AI, and...?", i.e. the
         | question "what's your idea, besides AI". Everybody seems to
         | talk about AI at this point as if it magically solves all
         | issues we have. Even if it does, which I currently still doubt,
         | it won't be a differentiator for your company. We have to ask,
         | beyond AI, what's your idea?
         | 
         | If your idea is only "use AI for X" your company doesn't have
         | anything really. At least if AI isn't its core business like
         | OpenAI.
        
         | prisenco wrote:
         | The AI takeover of the startup space makes me feel a bit crazy
         | because there are still thousands of world-changing app ideas
         | that have zero to do with AI but nobody's funding or building
         | them.
         | 
         | We can't possibly have run out of consumer app ideas in a
         | decade or two, right?
        
           | morkalork wrote:
           | It feels like we ran out in the first decade since the iPhone
           | (2007-2017) and have been running on fumes since. Can you
           | name some world changing consumer app or company outside of
           | AI fluff that came to be in that post 2017 to end of 2022
           | period when chatgpt was released?
        
             | AbstractH24 wrote:
             | Slack, Zoom, TikTok
             | 
             | And those are just off the top of my head
        
               | robenkleene wrote:
               | Those all predate 2017:
               | 
               | - Slack: 2013
               | 
               | - Zoom: 2011
               | 
               | - TikTok: 2016
               | 
               | Based on "Initial Release" on Wikipedia.
        
               | singpolyma3 wrote:
               | Neither slack nor zoom did anything new or interesting.
               | Just a clone of stable tech that worked out in marketing
        
               | baby_souffle wrote:
               | Maybe they didn't have innovative functionality initially
               | but the user experience was certainly better.
               | 
               | Microsoft fumbled Skype and nobody was putting together
               | convenient apis on top of IRC...
        
               | zombiwoof wrote:
               | Slack was skype
        
             | KoolKat23 wrote:
             | Sad to say: Tiktok, Only Fans, Discord
        
               | morkalork wrote:
               | According to Wikipedia, Discord is 2015, Only Fans and
               | TikTok are 2016.
               | 
               | I'm as surprised as you are, I'd like to be proven wrong
               | here!
        
               | forgetfreeman wrote:
               | But these are all marketing wins. The underlying
               | technology (let people post shit and talk to one another)
               | had been stable for like a decade before they came along.
        
             | quantified wrote:
             | Tiktok was released in its current form in 2017, I believe.
             | Is that before the period you're asking about?
        
             | pedalpete wrote:
             | I think this is the cycle. Take a look at the S curve,
             | things move in jumps with leveling out/adaption periods in
             | between.
        
           | Macha wrote:
           | Honestly even before it was AI, it felt like everything was
           | blockchain or "Uber for X". The majority of startups have
           | been trend chasing for a while.
        
             | baby_souffle wrote:
             | To a broader extent isn't this kind of the history of
             | silicon valley ever since the dot com bubble?
             | 
             | For every small startup trying to build innovative robotics
             | to solve a healthcare or agriculture problem, there's 10
             | startups getting 100x funding because they figured out how
             | to put jpegs on the blockchain and the last guys that
             | figured out how to do that had a nice exit...
             | 
             | I forgot what the economists call this but it's the
             | characterization of housing market. The value of your
             | current house is determined by the last few local sales and
             | little else. All of the startups using the current in Vogue
             | technology feel like that...
        
               | bradlys wrote:
               | This is exactly how Silicon Valley works because this is
               | how investors work. Investors aren't really looking for
               | true innovation - they're looking for an idea that will
               | let the next sucker take the hit. When one company is
               | doing very well, clearly there's some suckers out there
               | buying the stock. Therefore, if we have a stock that is
               | similar then maybe we can also get suckers to buy the
               | stock.
               | 
               | That's all it is. That's part of why Silicon Valley is so
               | clout chasing and cargo culty. It's entirely due to
               | investor pressure to get immediate returns. Immediate
               | returns mean you have to follow whatever the current hype
               | is.
               | 
               | Is it IoT, crypto, nft, Uber for X, self driving, etc.
               | etc.? That's what you do. You follow whatever the hype is
               | and bail after you get your desired return.
               | 
               | There's no desire for a sustainable business. There's a
               | desire for other investors to be a sucker that holds the
               | bag at the end.
        
           | sho_hn wrote:
           | Honestly, as a guy working in open source at the time, the
           | massive brain drain when crypto came along and young people
           | wanted to get rich instead of solving problems was
           | increadibly dispiriting and frustrating. Seen in comparison,
           | the AI stuff has a much bigger application space, is building
           | tools, and is far less frustrating to me.
        
         | softwaredoug wrote:
         | Well in a ZIRP environment every department head imagined the
         | thing they was building was a massive growth opportunity. Even
         | if they were basically refactoring a part of the app the
         | instinct was to build an empire. Now it's do the minimum a
         | lowest cost.
        
         | Spooky23 wrote:
         | [delayed]
        
         | baazaa wrote:
         | I think people need to get used to the idea that the West is
         | just going backwards in capability. Go watch CGI in a movie
         | theatre and it's worse than 20 years ago, go home to play video
         | games and the new releases are all remasters of 20 year old
         | games because no-one knows how to do anything any more. And
         | these are industries which should be seeing the most progress,
         | things are even worse in hard-tech at Boeing or whatever.
         | 
         | Whenever people see old systems still in production (say things
         | that are over 30 years old) the assumption is that management
         | refused to fund the replacement. But if you look at replacement
         | projects so many of them are such dismal failures that's
         | management's reluctance to engage in fixing stuff is
         | understandable.
         | 
         | From the outside, decline always looks like a choice, because
         | the exact form the decline takes was chosen. The issue is that
         | all the choices are bad.
        
       | iambateman wrote:
       | All knowledge work follows a distribution of skill...lots of
       | people are in the middle of the curve when it comes to ability to
       | do a varied set of tasks.
       | 
       | If I quizzed someone in the middle of that curve on (1) basic
       | keyboard shortcuts, (2) how to VLOOKUP in excel, (3) how to buy a
       | domain, (4) how to make a presentation that truly looked good,
       | (5) detect if an email is a phishing campaign, (6) make a secure
       | password, (7) do research in their industry...
       | 
       | You get my point...The skill of an average knowledge worker today
       | is miles and miles away from elite levels.
       | 
       | Knowledge work is not declining, we're just watching the average
       | ability of a typical worker go way up, over the course of a
       | generation.
        
         | poincaredisk wrote:
         | Was this person employed in It? Did you ask them to quiz you in
         | return? "How to buy a domain" is exactly something a HNer would
         | ask as an obvious question. I wonder how many of us know when
         | to plant carrots, the chemical structure of benzene, or can
         | show Malawi on a map.
        
       | tootie wrote:
       | Everybody is commenting about AI, but that's barely mentioned in
       | the article. In particular there is this quote:
       | 
       | > The gap in wages between those with a college degree and those
       | without one grew steadily beginning in 1980, but flattened during
       | the past 15 years, though it remains high.
       | 
       | I suspect there's a lot of factors at play and the expansion of
       | access to college is part of it. The value of secondary education
       | is somewhere diluted. There is the end of the zero interest era.
       | There is massive layoffs of federal workers which skew heavily
       | towards knowledge work. And some of it is was Starbucks cites as
       | "removing layers and duplication and creating smaller, more
       | nimble teams" which is a pretty normal cyclical thing where an
       | era of expansion and promotions makes your org to top-heavy and
       | bureaucratic so you trim aggressively and probably end up
       | rehiring some as needed. Like a controlled burn of an overgrown
       | forest. And if some of those are permanently lost to AI then
       | that's a bonus.
       | 
       | I think a lot of business leaders are just expecting a recession
       | and want to be on good footing before it hits.
        
       | Glyptodon wrote:
       | Yes, but I'm not sure it's entirely related to AI. I think one of
       | the real lessons of the pandemic was that you can outsource
       | everything knowledge related because paying peanuts for something
       | that's somewhere from 1/8 to 1/2 as good is better than not
       | paying peanuts. And this effect is deeply multiplicative the less
       | skilled and more entry level the role is, a factor AI only
       | exacerbates. The precursor to this was tech jobs postings, year
       | by year, mostly only being for, first, 3+ years of experience,
       | and then 5+, and so on.
       | 
       | That said, AI, as it improves, will only exacerbate. At least
       | until it becomes so multiplicative that having an AI + pilot is
       | so productive that you'd never not be happy to hire another one.
        
       | coolThingsFirst wrote:
       | Yes, it has for a very long time I just got the memo too late.
       | 
       | I will focus on making small startups(will clamor around for
       | ideas since I'm not very creative) since getting a job is ALMOST
       | impossible. I've GitHub projects, degree, don't expect anything
       | crazy since COL is low in EE but it feels like unless you are
       | Jeff Dean nowadays is auto-rejection.
       | 
       | Very low number of callbacks. I do have a multi-year gap since
       | graduation which I know it impacts but this market is INSANE and
       | has been for years.
       | 
       | For comparison, just with HS degree while in uni, I had more
       | callbacks for orders of magnitude better companies than I do now.
       | It's like instead of progressing my career prospects have winded
       | down. Crazy times.
        
       | apercu wrote:
       | I'm guessing that the people who most espouse the virtues of AI
       | do not "test" the output much and just let LLMs pump out errors.
       | 
       | I use LLM's daily, but as a tool to brainstorm, mostly, or to
       | write small parts of scripts (e.g., shell, not TV shows). But
       | everything has to be verified.
       | 
       | Last weekend I was using ChatGPT Music Teacher (or, trying to
       | anyway) to prep some voice leading practices for guitar. I spent
       | almost a half hour trying to get that model, then the base
       | ChatGPT model to give correct information about inversions and
       | the notes in the chords. It was laughably wrong over and over
       | again.
       | 
       | It would misidentify chords, say that a chord had the base
       | attributes of a triad (tonic, third, fifth) while giving me a
       | chord shape that had the root twice, and a third, and calling
       | that a second inversion. Or giving incorrect fret/note
       | information.
       | 
       | If I didn't know theory and how intervals work on a guitar I
       | would have been pretty screwed.
       | 
       | As it was, I wasted a half hour and never got anything usable.
       | 
       | I'm not saying that the technology isn't fairly amazing, but
       | like, don't believe the hype.
        
       | alecco wrote:
       | Musk showed 80% were useless hires and AI gave the rest of the
       | CEOs the excuse.
       | 
       | So now they are downsizing and moving teams to India. From Google
       | to American Airlines. What could possibly go wrong.
        
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