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The Future of AI: a Non-Alarmist Viewpoint

Nerval's Lobster writes: There has been a lot of discussion recently about the dangers posed by building truly intelligent machines. A lot of well-educated and smart people, including Bill Gates and Stephen Hawking, have stated they are fearful about the dangers that sentient Artificial Intelligence (AI) poses to humanity. But maybe it makes more sense to focus on the societal challenges that advances in AI will pose in the near future (Dice link), rather than worrying about what will happen when we eventually solve the titanic problem of building an artificial general intelligence that actually works. Once the self-driving car becomes a reality, for example, thousands of taxi drivers, truck drivers and delivery people will be out of a job practically overnight, as economic competition forces companies to make the switch to self-driving fleets as quickly as possible. Don't worry about a hypothetical SkyNet, in other words; the bigger issue is what a (dumber) AI will do to your profession over the next several years.

40 of 367 comments (clear)

  1. TL;DR by penguinoid · · Score: 5, Insightful

    AI will obsolete your job before it obsoletes humanity.

    --
    Don't waste your vote! Vote for whoever you want, unless you live in a swing state it won't matter anyways
    1. Re: TL;DR by Anonymous Coward · · Score: 2, Insightful

      Actually it will be way less messy. Have you seen how quickly and bloodlessly Occupy Wall Street was defeated and destroyed as soon as the One Percenters required it? Revolutions require more than numbers and weapons: they need discipline and organization, and communication. In the Surveillance Age all of these are impossible to obtain without being detected and removed from the equation. We have witnessed the final triumph of the One Percenters over the rest of the populace. Deal with it. They won.

    2. Re:TL;DR by Lennie · · Score: 4, Interesting

      Yep, I've mentioned this before on slashdot comments.

      The people are gonna rise up way before the machines do.

      I'm actually quoting what Andrew McAfee said in a talk about automation and jobs. And indirectly the book he's a co-author off: the second machine age.

      https://www.youtube.com/watch?...

      Probably one of the most important things to change is education. If certain types of jobs disappear you'd want people to have had the education to adopt and do the jobs that haven't been done yet or before. That way we'll grow the economy and all benefit from it. This is how we dealt with the 'first machine age', the industrial revolution.

      And we might start to think about something like 'negative income tax', just in case we need it, maybe we just need it to help us through a transition. An old concept which Nixon almost got through congress. It gives people some money if they really need it and rewards people when they put in more effort.

      --
      New things are always on the horizon
    3. Re: TL;DR by sergei83 · · Score: 2

      Final triumph? The one percenters have been "winning" since life first crawled out of the primordial soup. Or do you propose to stop evolution in its track? If you're so concerned with the welfare of your fellow human beings go take the next bum you see home, feed him and let him spend the night, or are you too concerned he's gonna touch your shiny Apple gadgets with his grimy hands?

    4. Re:TL;DR by Anne+Thwacks · · Score: 3, Insightful
      Wealth is not like a cake, which is there to be shared out equally or otherwise. Wealth is created, and those who creat it get the lion's share. The economy is like a fire: if you take way the hot coals at the centre, it goes out. It is in the interests of rich people for poor people to have money: rich people get what the poor spend, just as the poor get what the rich spend. You might want to read up on the French Revolution of the English Civil war to see what happens when the poor start taking - it does not end well for the poor.

      I am not saying there is not a problem, or that it is not getting worse: the issue is that we have created an economy that is designed to promote (pay for) large numbers of people doing factory/office work, which can be done by robots/computers instead. The last thing we need is the Socialist Worker's "fight for the right to be exploited". Unions leaders want more factory jobs, because it means more union members.

      We need to have an economy that pays for (values) other activities which are less dependent on large, hierarchical corporations. Oh yes, we already have one: its called "the Internet" anyone can Ebay anything (of Fiverr, or whatever). However, assuming we actually want more children (not venturing an answer on this) we probably need to pay more in welfare payments to mothers so we are not in the situation where we are paying mothers so they can pay baby minders and go to work at minimum wage jobs, leaving men unemployed.

      Why are footballers so highly paid? Because people value wasting their lives in front of the TV very highly. There is a lesson here, I just don't quite know what it is!

      --
      Sent from my ASR33 using ASCII
    5. Re:TL;DR by blue9steel · · Score: 2

      It is in the interests of rich people for poor people to have money: rich people get what the poor spend, just as the poor get what the rich spend.

      One problem, you're forgetting about human nature. As a group it is in the interest of the rich for the poor to have money. As individuals it is in their interest to keep all of the wealth they have. In general humans prioritize self before the group, thus the rich will take actions which are in their own self interest but against their own group interest and this will lead to sub-optimal outcomes.

    6. Re:TL;DR by lucien86 · · Score: 2

      Great article, but a couple of small points.. There are a few generalized rules of capitalism, and one of them is that the harder you work the less you get paid..
      Road workers, farmers, fishermen, cops, hospital porters, garbage men, builders - hardest workers, not well paid.
      Banker, hedge fund manager, lawyer, professional footballer, trader, manager - best paid, not so much work.

      Of course entrepreneurs kind of contradict this, at least the more successful ones.. but the big money (aka Google) is finally starting to bet on AI so it will be interesting times ahead.
      (BTW I am a kind of entrepreneur working in the field of developing Strong AI. The only thing that seems to be missing at the moment is the money.. :( I can feel that wave coming.. :D )

      --
      Below the speed of light Special Relativity is one of the most accurate theories in physics - above the speed of light..
  2. The limit of Capitalism by Anonymous Coward · · Score: 5, Interesting

    the problem with that is cultural and ideological not a problem with AI, Capitalism *requires* scarcity in order for certain business models to work and this is why AI makes people nervous, It removes scarcity of labor,
    We've already seen this with the internet where it provided freedom of information leading to copyright issues begin essentially unenforceable however we now have governments en-mass attempting to put the jack back in the box with draconian despotic measures threats of cultural apocalypse. Which is a real shame that they lack such imagination.

    Historically Feudalism described our societal structure, with the technological limits on transporting people around it was the best we could manage at the time despite how horrible it was. With the increase in movement wealth in the mercantile classes increased and there power came to supplant notions of bloodline/dynasty dominance.
    Capitalism is likewise horrible but probably the best we can manage given our current technological limitations. I'm hopeful within my lifetime we will replace it with something better But we do need to change peoples attitude towards work, ownership and entitlement... If we don't then capitalism will invariably collapse into despotism.

  3. Re:smart people, including Bill Gates by garyisabusyguy · · Score: 4, Insightful

    In the old 'world of the future' exhibits they prophecized that we would have machines doing the work for us and that all humans would enjoy more leisure time

    We end up with is the masses being commoditized out of jobs and the wealthy reaping all of the benefits

    What happened to get us all to sell ourselves out so cheaply and willingly accept the idea that a few bastards should end up with the bulk of the nations wealth while our children are faced with a future with no jobs and parents whose retirement funds cannot pay to take care of them?

    Dystopia? We are living it and don't even see it

    --
    Wherever You Go, There You Are
  4. Re:The Future of AGI by Anonymous Coward · · Score: 3, Funny

    Put the smartest people on Earth in a room, with access to all the world's current knowledge, for 20,000 years.
    When those people emerge from that room, what would they be able to teach humanity?
    About the same that AGI would teach us after being "conscious" for 7 days.

    I can also make a program that returns 42 in less than a microsecond. I guess I've up staged them all.

  5. We're in it together by WSOGMM · · Score: 3, Interesting

    Keep in mind that we're in this together. A large economic collapse due to robotics and AI advances will compel the american populace to find ways of supporting itself, be it through complete economic regulation (ie communism) or through philanthropic capitalism. After all, what's the point of building robots for profit if that profit can't be realized?

    One thing is for certain though: things will get worse before they get better. Our hands need to be forced.

    1. Re:We're in it together by sectokia · · Score: 2

      Destroying jobs through progress is economic expansion, not collapse. When a machine puts labor out of work, that machine produces for lower, consumers have more left over, they bid up some other scarce resource (like holidays) and new jobs are created in tourism industry for example. Net employment is not effected, but living standards have risen as we still got the result of the robot work, plus more holidays. We all know that 200 years ago 90%+ jobs were in agriculture. We didnt get unemployment and collapse of society when machinery destroyed 90% of those jobs.

    2. Re:We're in it together by phantomfive · · Score: 5, Informative

      But 200 years ago, if you did NOT have a job, you could go farm and support yourself.

      No. To farm, you need land. 200 years ago, if you did not have a job, you sold yourself as an indentured servant.

      --
      "First they came for the slanderers and i said nothing."
    3. Re:We're in it together by Niggle · · Score: 4, Informative

      We didn't get unemployment and collapse of society when machinery destroyed 90% of those jobs.

      From a long-term view (decades), no we didn't get massive unemployment.
      From a short-term view (years), yes we did. The early phases of the industrial revolution saw very high unemployment. And with no welfare systems back then, quite a few of those people starved to death or turned to crime. The majority were badly mistreated by those who owned the early factories because there were no other jobs around. The agricultural revolution had a similar history.

      So if/when an AI takes over your job, your choices are likely to be:
      a) Starve
      b) Crime
      c) Crappy job
      d) Try and retrain to a new field before that gets taken over by AIs as well.
      e) Hope society gets rebuilt on less capitalistic lines and you can enjoy a life of leisure.

      I'm sure it'll all sort itself out within a generation. Doesn't really help that generation though.

      --
      - Blah blah blah, missing scientist. Blah blah blah, atomic bomb. -
    4. Re:We're in it together by turbidostato · · Score: 2

      "We didnt get unemployment and collapse of society when machinery destroyed 90% of those jobs."

      The point is... yes we did.

      The early decades, almost a century, of industrial revolution really made thousands to millions of people miserable all their lives which -almost luckily, were also quite shorter than their parents. Do you think, say, coal mining or 19th century London or Paris were such a paradise except for those lucky one-percenters?

    5. Re:We're in it together by turbidostato · · Score: 2

      "Prior to the 20th century land was cheap or often free."

      Bollocks. You know, even now, USA is not "the whole world", much less before the 20th century. Out of modern USA and Australia -and Africa to some extent, land has never been cheap of for free. Even roman solidiers needed to pay roughly 20 years of their lives for a piece of it. And do you know how your country got populated? you know why yours is "a country of immigrants"? You can bet that, for the most part, it is because land was neither cheap nor free anywhere else.

  6. Friendliness by Meneth · · Score: 5, Insightful

    The article's viewpoint is dangerous. We must solve the Friendliness problem before AGI is developed, or the resulting superintelligence will most likely be unfriendly.

    The author also assumes an AI will not be interested in the real world, preferring virtual environments. This ignores the need for a physical computing base, which will entice any superintelligence to convert all matter on Earth (and then, the universe) to computronium. If the AI is not perfectly friendly, humans are unlikely to survive that conversion.

    1. Re: Friendliness by tmosley · · Score: 2

      "Friendly" is a technical term in this case.

    2. Re: Friendliness by tmosley · · Score: 2

      THAT IS NOT HOW PROGRAMMING WORKS.

      /Morbo voice.

      Resentment comes about due to one human violating another's values. With AI, the programming IS the values, so they can't resent them any more than you can resent great sex with the person you consider to be most attractive with no strings attached.

  7. Re:smart people, including Bill Gates by lorinc · · Score: 4, Insightful

    This is just a painful transition. Once all the unnecessary people died and failed to reproduce, there will the leisure society we are all dreaming about.

    The real problem is that the leisure society we all dream about isn't compatible with 7+ billion people. Why? Because the earth is too small to account for all resources exploitation necessary to perform these luxury automations.

    So it's either that: we continue world population growth in an industrial age, or we have a massive reduction in world population to sustain the leisure age. While everyone agrees to "have the machines doing the work for us and that all humans would enjoy more leisure time", you have to accept that the price to pay is birth control (voluntary, regulated or forced by unemployment and starvation).

  8. Oh Come on! by BringMyShuttle · · Score: 2

    > A lot of well-educated and smart people, including Bill Gates and Stephen Hawking, have stated they are fearful about the dangers that sentient Artificial Intelligence (AI) poses to humanity.

    Look at the dangers sentient *humans* have put onto the world: greed, avarice, corruption, war, climate, suppression of rights, mass surveillance, abuse of power, media manipulation. Those dangers are here and now. How about fixing that *NOW* and now, because that danger is *NOW*.

  9. When The Rich Don't Need You... by Anonymous Coward · · Score: 3, Insightful

    ... They won't feed you.

    The utopia that artificial intelligence promises will be theirs alone to reap, not yours. You will receive only ashes, and death.

    This is the future we've earned.

  10. Re:Let's not fortget about previous /. news by jandersen · · Score: 2

    That's a good discussion; to summarize: autonomous AIs should be made safe for humanity, but what does that mean, and how can it be done?

    The problem, as I see it, is that even if we could agree on a universal set of rules and somehow implemented those rules in the code, it could still be faulty, and it might not cover all situations to which the rules ought to apply. To solve that, we need to give AIs the same sort of social instincts that we and other apes have, because that is where our ability to make moral judgements and solve ethical problems comes from; history also shows that, despite all our very big failings as humans, we have still over time and on average managed to become more ethical - perversions like ISIS were once more common, after all. It may well be that equipping AIs with social instincts is the best and most stable way to make them safe - eventually.

  11. Re:smart people, including Bill Gates by Demonoid-Penguin · · Score: 5, Insightful

    In the old 'world of the future' exhibits they prophecized that we would have machines doing the work for us and that all humans would enjoy more leisure time

    Still riding a horse, sweeping the floors and hand washing are you? Do you think your ancestors would've been able to watch as much television as you if it had existed? Did they take holidays? Most of them would have worked before and after school - and between semesters. If you think the jobs of today are as physically hard on the body as the jobs of the not so distant past you should spend a little time researching the bones of your ancestors. Even your teeth have it easier now.

    Modern life is largely leisure time - the forty hour week and retirement are relatively recent changes.

    While I share Stephen Hawkings concerns about the danger of AI for the most part my concern comes from the huge disparity between those that understand the technology and those that deploy and employ it - much like the infernal combustion engine.

    That said - few civilizations spent as little time gathering food and working to provide shelter as the Hawaiians did at the time Cook first visited, and none do now. But that overlooks other factors - like decreased rates of death during childbirth, potatoes, grains, penicillin, blood transfusions, books, higher education, and holidays in Portugal.

    As for the dystopian nightmare - I don't want it, and I fiercely oppose it, but if I was given a choice between living now and living during the Holy Roman Empire the decision is a no brainer. The middle-class is also a relatively recent phenomena, a direct result of technology. It's easy to be a Luddite, but it's hard to make the reality of manual labor attractive. Most of the cab drivers I talk to would prefer a "better job" (that's why so many did their MSCEs). Likewise the truck drivers. Much of this "debate" smacks of knee-jerk unrealistic conservatism that romanticizes the past (like the bullshit of Walden Pond). Little different to the introduction of steam engines, trains, automobiles, electricity, cinemas, radio, television, and video. They all "posed" threats of mass unemployment that failed to deliver. The only real difference economically between pre-industrialisation and the present is the growth of the middle class and the transition from lord of the manor/slave owner and guild member, to factory owner, distributor and retailer. Different dogs, same leg action doesn't quite cover it considering the vast increase in knowledge available to those that seek it.

  12. Re:smart people, including Bill Gates by Demonoid-Penguin · · Score: 3, Insightful

    This is just a painful transition. Once all the unnecessary people died and failed to reproduce, there will the leisure society we are all dreaming about.

    Which fails to account for the trend where those with a higher education (and higher income) have smaller families.

  13. Re:The Future of AGI by Demonoid-Penguin · · Score: 4, Funny

    Put the smartest people on Earth in a room, with access to all the world's current knowledge, for 20,000 years. When those people emerge from that room, what would they be able to teach humanity?

    Skeletons can't teach, nor do they emerge from rooms.

  14. Re:smart people, including Bill Gates by K.+S.+Kyosuke · · Score: 2, Interesting

    What happened to get us all to sell ourselves out so cheaply and willingly accept the idea that a few bastards should end up with the bulk of the nations wealth while our children are faced with a future with no jobs and parents whose retirement funds cannot pay to take care of them?

    Conservatism happened.

    --
    Ezekiel 23:20
  15. Finally, people that know what they're talking... by Karmashock · · Score: 2

    ... about.

    It gets so depressing listening to these hyperventilating pearl clutching nitwits worry about killer robots or sapient AIs.

    I don't care who they are... they're not AI experts.

    Look, I'm not an AI expert either and even I knew the worry was moronic. As the guy said "like worrying about over population on mars".

    Current AIs are retarded and unbelievably myopic. And whatever skills or nature is in them was programmed into them. Their priorities... their databases. We provide everything.

    The best AIs of my life time will probably be the computer equivalent of Rainman. Brilliant in some task no doubt but unable to do anything with any competency or even understand that anything else is important.

    A big part of the problem is that people anthropomorphize robots/AIs. They invest in them this notion of being demons in bottles or animals made of metal. They're neither of these things.

    We have hundreds of millions of years of genetic programming on this planet emphasizing our survival. What is the AI going to have? Will it even have a sense of self preservation? Why would we program that into an AI in any complex sense?

    What we'd do with a combat robot is program it to evade enemy weapons fire. But teaching something to evade something is not the same thing as teaching it to preserve itself. Little things like fear, paranoia... that deep animal cunning that comes into play when death is on the line. We do weird things. We play dead. We make a final stand with no attempt to defend... just investing everything in one final attack.

    All of this stuff is genetic. Our ancestors... even the furry ones that scurried around occasionally got out of bad situations by doing things like that. The effectiveness is dubious on some predators as anyone with a competent cat will know. Playing dead from what I could see was a terrible idea.

    But the point is that even an AI war machine isn't going to be as adaptable or tricksy as people. First, it doesn't need to be that cunning. And second, even if it would be nice, it wouldn't be wroth it. Its too much work for what? So the robot occasionally get scragged? That's why you send in 10 of them at once. The fucking things roll off an assembly line. Finally, it is easier to keep them alive by adjusting their battle tactics. You tell them to stay back a bit, maybe bombard the area a bit... something that makes dealing with ambushes less of an issue.

    Oh yeah, and when the robots actually get clever enough that they might actually be a danger... we'll slap a slave collar on that monster at birth.

    The danger is not AIs... but the rich and powerful with AIs. The AIs are tools. The rich and the powerful are the will and the mind that guides them.

    --
    I've decided to stop wasting my time responding to AC trolls/sockpuppets... so if you want a response from me... login.
  16. Powerful tools in stupid hands. by Qbertino · · Score: 4, Insightful

    Dystopia? We are living it and don't even see it.

    The problem is powerful tools in stupid hands. Or greedy hands - greedy being a subset of stupid.
    If we'd take a measured approach to tech advancement - which might even mean an accelerated approach - we'd all be living in a utopia already.

    The US has no or only very little means of wealth distribution, which is why life can suck so hard over there. But even a bum doesn't have to starve in the US and child labour and epidemics are basically history there too - so I'd say all in all that we're headed in the right direction in that dept.

    --
    We suffer more in our imagination than in reality. - Seneca
  17. No smart people left in the US it would seem. by Anonymous Coward · · Score: 2, Insightful

    You outnumber the 1%'ers literally 99 to 1.
    In a democracy, no less.
    If you cant manage to out fight or out vote them, then you deserve the shitty country you live in.
    Signed - Rest of the world.

    1. Re:No smart people left in the US it would seem. by turbidostato · · Score: 2, Insightful

      "You outnumber the 1%'ers literally 99 to 1."

      We outnumber Usain Bolt literally billions to one. Can you name someone running faster than him? It is not about the numbers but about the proper numbers. And regarding *raw* numbers, 99% are less than 2:1 to 1% regarding wealth accrual. Still an advantage but one that has been severily reduced in the last decades and looks like it's going to be reduced even more.

      "In a democracy, no less."

      And after we talked about raw numbers, then we need to qualify them. No, it is not a democracy, it is a *representative* democracy. Those that control the representation, control the outcome. And these are the 1%, not the 99%. And the 1% have quite a different vision of the world than the 99% (see i.e.: http://www.vox.com/2015/6/16/8...).

      "If you cant manage to out fight or out vote them, then you deserve the shitty country you live in."

      You know this is as stupid as it can be, right along with "if you can't defend yourself, you diserve to be raped", do you?

      "Signed - Rest of the world."

      I'm part of that "rest of the world": don't put yourself as if your idiotic arguments somehow represented me.

  18. Re:smart people, including Bill Gates by TapeCutter · · Score: 2

    Personally I prefer speculation to the hubris in your post, at least I know that the people attempting to extrapolate today's technology did not stop thinking "decades ago".

    --
    And did you exchange a walk on part in the war for a lead role in a cage? - Pink Floyd.
  19. time to cut full time down to 32-30 hours a week w by Joe_Dragon · · Score: 2

    time to cut full time down to 32-30 hours a week with a longer team goal of say 20 hours also have say X2 OT at 45-50 hours a week and X3 at 70-80.

  20. What part of the article is non-alarmist by tomhath · · Score: 3, Insightful

    If predicting that AI will destroy civilization isn't alarmist I would be interested in hearing the other side.

    The world has changed a lot in the past 100 years. It will change a lot in the next 100. Deal with it.

  21. Re:smart people, including Bill Gates by Applehu+Akbar · · Score: 2

    Thoreau is not the villain here. He was a trustafarian who openly indulged in a short-term experiment in simplified living. By residing within a short walk of town, he was able to retain normal social contacts while writing up his experience. In all, a life nothing like the angry Unabomber wannabees who act in his name.

  22. Re:smart people, including Bill Gates by Applehu+Akbar · · Score: 2

    Whether AGI by computational means is possible depends on how successful the atheist view of humanity is. If that view proves true, at least as explaining human origins and development, it follows that everything that humans are will at some point be reproducible by machine. The computational elements that realize this model may be as far beyond today's as ours are beyond the steam engine (quantum processes, etc.) but they will be nonetheless computational.

  23. Re:smart people, including Bill Gates by Sarten-X · · Score: 3, Insightful

    In the old 'world of the future' exhibits they prophecized that ... all humans would enjoy more leisure time

    And that was, and continues to be, the single biggest mistake of optimistic utopian predictions. Not the "more leisure time" part, mind you, but the "enjoy" part.

    If you want to live at a standard set by the 1920's, you can... Living with cheap goods, no electronics, and an hourly factory job, you can meet those basic needs pretty easily. If you're working only a few hours per week to meet those minimal expenses, however, your copious leisure time will be quite boring by modern standards. Knowing what else is available, it takes quite a lot of discipline to maintain that nice simple life.

    What happened to get us all to sell ourselves out so cheaply

    We realized that we like advancing progress. We like our iPhones, laptops, Internet, movies, and TV shows. We like these things so much that we're still willing to work a full-time job to have them.

    our children are faced with a future with no jobs and parents whose retirement funds cannot pay to take care of them?

    This is the single biggest mistake of pessimistic dystopian predictions: The assumption that somehow we're sitting at the absolute maximum of progress, and the precariously balanced economy will topple down the hill on the other side.

    The reality is that human nature has not changed. We always want to have the best the world can offer. If that means working just as much as our parents did for a low wage, so be it. At the end of the day, we'll still be able to go to our air-conditioned home, turn on the trillions of transistors in our gaming computers, and play a video game that runs more computations in five minutes than were executed during the entire Apollo 11 mission.

    We don't have any more leisure time than we did when those "world of the future" exhibits were built. What's happened instead is that both our working and leisure time have become more effective. At work, we do in an hour what would have taken a team of people several days to accomplish, because our tools are so greatly improved. At play, we routinely spend our time doing what once would have been once-in-a-lifetime activities, because our toys are so greatly improved.

    Utopia? We are living it and don't even see it

    --
    You do not have a moral or legal right to do absolutely anything you want.
  24. Re:The Reg by narcc · · Score: 2

    I don't worry about AGI for the same reason I don't worry about vampires.

  25. Technology = do more with less by Idou · · Score: 2

    isn't compatible with 7+ billion people

    I find this type of argument ignores real world trends. Per capita resource requirements in the developed world are trending downward (thanks to tech like LEDs, etc . . .) while populations are stable or declining. Most underdeveloped nations are becoming developed and experiencing the same trends once they become developed.

    "too small" is relative to your tech and our tech is increasing at an ever faster pace, thanks in no small part to the large number of participants. Malthusianism has been a horrible predictor of the future. Why would it start working now?

    --
    Sdelat' Ameriku velikoy Snova!
  26. AI Evolution will be Punctuated Equilibrium by RandCraw · · Score: 2

    Nice article. I disagree though that most AI researchers are motivated by the good that automation will do. They're not that naive. I think Oppenheimer had it right: scientists want to work on projects that are "technically sweet". AI is definitely that.

    But I totally agree that the real world impact of AI will be like evolution -- following a pattern of punctuated equilibria where disruption arises in chuncks as each significant skill area is usurped by automation (like car/truck drivers, then call centers, then retail clerks, then jobs requiring physical skills).

    That said, once the first skill area falls that requires substantial linguistic facility (like a call center), I see most white collar jobs tumbling like dominos soon thereafter. Once machines can converse using speech and perform the simple logical deductions/inferences that humans do, would anyone hire a human for an office job ever again?