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Regular Old Intelligence is Sufficient--Even Lovely - 0 views

billmckibben.substack.com/...old-intelligence-is-sufficient ai control why benefits evaluation human crisis
shared by Javier E on 02 Apr 23 - No Cached
  • Ezra Klein, has done some of the most dedicated reporting on the topic since he moved to the Bay Area a few years ago, talking with many of the people creating this new technology.
  • one is that the people building these systems have only a limited sense of what’s actually happening inside the black box—the bot is doing endless calculations instantaneously, but not in a way even their inventors can actually follow
  • an obvious question, one Klein has asked: “’If you think calamity so possible, why do this at all?
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  • second, the people inventing them think they are potentially incredibly dangerous: ten percent of them, in fact, think they might extinguish the human species. They don’t know exactly how, but think Sorcerer’s Apprentice (or google ‘paper clip maximizer.’)
  • One pundit after another explains that an AI program called Deep Mind worked far faster than scientists doing experiments to uncover the basic structure of all the different proteins, which will allow quicker drug development. It’s regarded as ipso facto better because it’s faster, and hence—implicitly—worth taking the risks that come with AI.
  • That is, it seems to me, a dumb answer from smart people—the answer not of people who have thought hard about ethics or even outcomes, but the answer that would be supplied by a kind of cultist.
  • (Probably the kind with stock options).
  • it does go, fairly neatly, with the default modern assumption that if we can do something we should do it, which is what I want to talk about. The question that I think very few have bothered to answer is, why?
  • But why? The sun won’t blow up for a few billion years, meaning that if we don’t manage to drive ourselves to extinction, we’ve got all the time in the world. If it takes a generation or two for normal intelligence to come up with the structure of all the proteins, some people may die because a drug isn’t developed in time for their particular disease, but erring on the side of avoiding extinction seems mathematically sound
  • Allowing that we’re already good enough—indeed that our limitations are intrinsic to us, define us, and make us human—should guide us towards trying to shut down this technology before it does deep damage.
  • The other challenge that people cite, over and over again, to justify running the risks of AI is to “combat climate change,
  • As it happens, regular old intelligence has already give us most of what we need: engineers have cut the cost of solar power and windpower and the batteries to store the energy they produce so dramatically that they’re now the cheapest power on earth
  • We don’t actually need artificial intelligence in this case; we need natural compassion, so that we work with the necessary speed to deploy these technologies.
  • Beyond those, the cases become trivial, or worse
  • All of this is a way of saying something we don’t say as often as we should: humans are good enough. We don’t require improvement. We can solve the challenges we face, as humans.
  • It may take us longer than if we can employ some “new form of intelligence,” but slow and steady is the whole point of the race.
  • Unless, of course, you’re trying to make money, in which case “first-mover advantage” is the point
  • I find they often answer from something that sounds like the A.I.’s perspective. Many — not all, but enough that I feel comfortable in this characterization — feel that they have a responsibility to usher this new form of intelligence into the world.”
  • here’s the thing: pausing, slowing down, stopping calls on the one human gift shared by no other creature, and perhaps by no machine. We are the animal that can, if we want to, decide not to do something we’re capable of doing.
  • n individual terms, that ability forms the core of our ethical and religious systems; in societal terms it’s been crucial as technology has developed over the last century. We’ve, so far, reined in nuclear and biological weapons, designer babies, and a few other maximally dangerous new inventions
  • It’s time to say do it again, and fast—faster than the next iteration of this tech.
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He's Narrating Your New Audiobook. He's Also Been Dead for Nearly 10 Years. - WSJ - 0 views

www.wsj.com/...arrate-your-audiobook-7528cd96 translation audiobook ai
shared by Javier E on 06 Apr 23 - No Cached
  • AI’s reach into audiobook narration isn’t merely theoretical. Thousands of AI-narrated audiobooks are available on popular marketplaces including Alphabet Inc.’s Google Play Books and Apple Inc.’s Apple Books. Amazon.com Inc., AMZN +0.25% whose Audible unit is the largest U.S. audiobook service, doesn’t offer any for now, but says it is evaluating its position.
  • The technology hasn’t been widely embraced by the largest U.S. book publishers, which mostly use it for marketing efforts and some foreign-language title
  • it is a boon for smaller outfits and little-known authors, whose books might not have the sales potential to warrant the cost—traditionally at least $5,000—of recording an audio version.
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  • Apple and Google said they allow users to create audiobooks free of charge that use digitally replicated human voices. The voices featured in audiobooks generated by Apple and Google come from real people, whose voices helped train their automated-narration engines.
  • Ms. Papel said there is still plenty of work for professional narrators because the new era of AI auto-narration is just getting under way, though she said that might not be the case in the future.
  • “From what I can see, human narrators are freaking out,
  • Melissa Papel, a Paris-born actress who records from her home studio in Los Angeles, said she recorded eight hours of content for DeepZen, reading in French from different books. “One called for me to read in an angry way, another in a disgusted way, a humorous way, a dramatic way,” she said.
  • Charles Watkinson, director of the University of Michigan Press, said the publisher has made about 100 audiobooks using Google’s free auto-narrated audiobook platform since early last year. The new technology made those titles possible because it eliminated the costs associated with using a production studio, support staff and human narrators.
  • “I understood that they would use my voice to teach software how to speak more humanly,” Ms. Papel said. “I didn’t realize they could use my voice to pronounce words I didn’t say. That’s incredible.”
  • DeepZen pays its narrators a flat fee plus a royalty based on the revenue the company generates from different projects. The agreements span multiple years
  • a national union that represents performers, including professional audiobook narrators, said he expects AI to eventually disrupt the industry.
  • Audiobook sales rose 7% last year, according to the Association of American Publishers, while print book sales declined by 5.8%, according to book tracker Circana BookScan.
  • eepZen says it has signed deals with 35 publishers in the U.S. and abroad and is working with 25 authors.
  • Josiah Ziegler, a psychiatrist in Fort Collins, Colo., last year created Intellectual Classics, which focuses on nonfiction works that are out of copyright and don’t have an audiobook edition. 
  • He chose Mr. Herrmann as the narrator for “The War with Mexico,” a work by Justin H. Smith that won the 1920 Pulitzer Prize for history whose audiobook version Dr. Ziegler expects to publish later this year.
  • DeepZen, which has created nearly a hundred audiobooks featuring Mr. Herrmann’s voice, is pursuing the rights of other well-known stars who have died.
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Can things get any worse for Olaf Scholz? | The Spectator - 0 views

www.spectator.co.uk/...-get-any-worse-for-olaf-scholz germany chancellor SPD evaluation 2023 politics
shared by Javier E on 31 Dec 23 - No Cached
  • A survey earlier this month suggested that only a fifth of voters are currently satisfied with the chancellor’s work – the worst result recorded since this type of polling began a quarter of a century ago
  • If they could pick a chancellor from any political party, only 5 per cent said they would choose Scholz.
  • This year has also been a difficult one for Germans.
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  • Food prices have risen by another 6.1 per cent from already high levels in 2022
  • Soaring energy prices mean that 5.5 million Germans say they weren’t able to heat their house properly over the past year
  • there have been further investigations into his alleged connections to a tax fraud scheme that happened when he was mayor of Hamburg (Scholz denies any wrongdoing).
  • ‘Food…petrol and energy: everything has become so expensive that I have nothing left at the end of the month. There was a time when I could go out sometimes, or go to the cinema. Such extras are no longer possible.’
  • three quarters said they had to make cuts in their spending on consumer items and leisure time activities.
  • Recent scandals and spectacular failings of his government have cemented the public’s impression of incompetence.
  • Only around a quarter think he is fit to be chancellor, down from over 60 per cent when he took office in December 2021.
  • Last month, a bombshell ruling by the constitutional court declared the creative accounting of his administration illegal, blowing a €60 billion (£52 billion) hole in public finances and an even bigger one in what remained of Scholz’s reputation as a crisis chancellor.
  • What’s worse is that he doesn’t appear to care about the increasing despair in his country. Naturally aloof, his mannerisms and rhetoric sometimes drift into outright dismissiveness
  • Currently only 15 per cent would vote for his centre-left Social Democrats (SPD). That marks a 10 point-drop in support from the last election and the lowest result in the SPD’s post-war history by some margin.
  • One would think that such catastrophic loss of confidence would lead to serious soul-searching by Scholz or, failing that, within the SPD, which still thinks of itself as one of Germany’s main political parties. But there is no sign of any such critical reflection.
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Opinion | It's 2086. This Is What American History Could Look Like. - The New York Times - 0 views

www.nytimes.com/...jan-6-shaman-past-future.html historiography revisionist condemnation US culture
shared by Javier E on 05 Jan 24 - No Cached
  • If it seems far-fetched that a notorious insurgent could be given such a place of honor, the past begs to differ. When the Confederate president, Jefferson Davis, was imprisoned after the Civil War (rumored to be dressed at the time of his arrest in his own outlandish costume), he was more reviled and mocked than any Capitol rioter, and his crimes far more serious. His statue joined George Washington’s in the Capitol 65 years later.
  • As curators at the Smithsonian’s National Museum of American History, we are regularly confronted by hard physical evidence of just how slippery the past can be.
  • It is chilling, but not impossible, to envision the signs screaming “Stop the steal!” picked up on the garbage-strewn National Mall on Jan. 7, 2021, treated one day as patriotic treasures, displayed alongside the writing desk Thomas Jefferson used to draft the Declaration of Independence or the inkwell Abraham Lincoln dipped into to compose the Emancipation Proclamation.
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  • History, however, may have other plans. Contrary to the mantra, it has no right or wrong side.
  • Judging, it turns out, isn’t history’s strong suit. Notions of justice change radically over time, and they are not the reason we collect, preserve or display objects from the past
  • To curators and historians, the evolving meaning of our objects is far more fascinating than whom they label as unrighteous
  • The collections of the Smithsonian contain, for instance, pikes from John Brown’s failed slave rebellion in the South in 1859. At different moments since then, his pikes have symbolized a demented terrorist’s scheme for mass murder, a religious fanatic’s fiery crusade and a hero’s lonely struggle for justice.
  • Nothing in our past, no matter how blatant it may seem to us today, is guaranteed eternal condemnation
  • Our recent reckoning with American history has shown the indelible impact of staid forms of institutional power, like dedicating monuments, inscribing plaques and holding hearings. Enshrining rioters as heroes could be done fairly quietly.
  • There’s no controlling what the future will say about us. Generations just keep coming, re-evaluating old heroes and asking new questions.
  • We cannot know; we have no ownership over what is to come. The best we can do is map our moment scrupulously, to preserve the signposts that will lead to a place we’ll never see.
  • As curators, as historians, as citizens, we are frequently reminded that the past is a foreign country. But so is the future.
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Suddenly There Aren't Enough Babies. The Whole World Is Alarmed. - WSJ - 0 views

www.wsj.com/...-global-decline-cause-ddaf8be2 population demographic revolution decline global response
shared by Javier E on 14 May 24 - No Cached
  • The world is at a startling demographic milestone. Sometime soon, the global fertility rate will drop below the point needed to keep population constant. It may have already happened.
  • Fertility is falling almost everywhere, for women across all levels of income, education and labor-force participation.
  • Governments have rolled out programs to stop the decline—but so far they’ve barely made a dent.
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  • It’s dropping in developing countries, too. India surpassed China as the most populous country last year, yet its fertility is now below replacement.
  • “The demographic winter is coming,”
  • Smaller populations come with diminished global clout, raising questions in the U.S., China and Russia about their long-term standings as superpowers.
  • Some demographers think the world’s population could start shrinking within four decades—one of the few times it’s happened in history.
  • A year ago Japanese Prime Minister Fumio Kishida declared that the collapse of the country’s birthrate left it “standing on the verge of whether we can continue to function as a society.”
  • Had fertility stayed near 2.1, where it stood in 2007, the U.S. would have welcomed an estimated 10.6 million more babies since
  • In 2017, when the global fertility rate—a snapshot of how many babies a woman is expected to have over her lifetime—was 2.5, the United Nations thought it would slip to 2.4 in the late 2020s. Yet by 2021, the U.N. concluded, it was already down to 2.3—close to what demographers consider the global replacement rate of about 2.2
  • He has found that national birth registries are typically reporting births 10% to 20% below what the U.N. projected.
  • China reported 9 million births last year, 16% less than projected in the U.N.’s central scenario. In the U.S., 3.59 million babies were born last year, 4% less than the U.N. projected. In other countries, the undershoot is even larger: Egypt reported 17% fewer births last year. In 2022, Kenya reported 18% fewer.
  • In 2017 the U.N. projected world population, then 7.6 billion, would keep climbing to 11.2 billion in 2100. By 2022 it had lowered and brought forward the peak to 10.4 billion in the 2080s. That, too, is likely out of date
  • the University of Washington now thinks it will peak around 9.5 billion in 2061 then start declining. 
  • The falling birthrates come with huge implications for the way people live, how economies grow and the standings of the world’s superpowers.
  • In the U.S., a short-lived pandemic baby boomlet has reversed. The total fertility rate fell to 1.62 last year, according to provisional government figures, the lowest on record.
  • In 2017, when the fertility rate was 1.8, the Census Bureau projected it would converge over the long run to 2.0. It has since revised that down to 1.5. “It has snuck up on us,”
  • Historians refer to the decline in fertility that began in the 18th century in industrializing countries as the demographic transition. As lifespans lengthened and more children survived to adulthood, the impetus for bearing more children declined. As women became better educated and joined the workforce, they delayed marriage and childbirth, resulting in fewer children. 
  • Some demographers see this as part of a “second demographic transition,” a societywide reorientation toward individualism that puts less emphasis on marriage and parenthood, and makes fewer or no children more acceptable. 
  • In research published in 2021, the University of Maryland’s Kearney and two co-authors looked for possible explanations for the continued drop. They found that state-level differences in parental abortion notification laws, unemployment, Medicaid availability, housing costs, contraceptive usage, religiosity, child-care costs and student debt could explain almost none of the decline
  • “We suspect that this shift reflects broad societal changes that are hard to measure or quantify,” they conclude.
  • while raising children is no more expensive than before, parents’ preferences and perceived constraints have changed
  • “If people have a preference for spending time building a career, on leisure, relationships outside the home, that’s more likely to come in conflict with childbearing.” 
  • Once a low fertility cycle kicks in, it effectively resets a society’s norms and is thus hard to break, said Jackson. “The fewer children you see your colleagues and peers and neighbors having, it changes the whole social climate,”
  • Fertility is below replacement in India even though the country is still poor and many women don’t work—factors that usually sustain fertility.
  • Urbanization and the internet have given even women in traditional male-dominated villages a glimpse of societies where fewer children and a higher quality of life are the norm. “People are plugged into the global culture,
  • mothers and fathers, especially those that are highly educated, spend more time with their children than in the past. “The intensity of parenting is a constraint,”
  • Sub-Saharan Africa once appeared resistant to the global slide in fertility, but that too is changing. The share of all women of reproductive age using modern contraception grew from 17% in 2012 to 23% in 2022
  • Jose Rimon, a professor of public health at Johns Hopkins University, credits that to a push by national leaders in Africa which, he predicted, would drive fertility down faster than the U.N. projects. 
  • Mae Mariyam Thomas, 38, who lives in Mumbai and runs an audio production company, said she’s opted against having children because she never felt the tug of motherhood. She sees peers struggling to meet the right person, getting married later and, in some instances, divorcing before they have kids. At least three of her friends have frozen their eggs,
  • Danielle Vermeer grew up third in a family of four children on Chicago’s North Side, where her neighborhood was filled with Catholics of Italian, Irish and Polish descent and half her close friends had as many siblings as her or more.
  • Her Italian-American father was one of four children who produced 14 grandchildren. Now her parents have five grandchildren, including Vermeer’s two children, ages 4 and 7.
  • The 35-year-old, who is the co-founder of a fashion thrifting app, said that before setting out to have children, she consulted dozens of other couples and her Catholic church and read at least eight books on the subject, including one by Pope Paul VI. She and her husband settled on two as the right number.“The act of bringing a child into this world is an incredible responsibility,” she said.
  • Perhaps no country has been trying longer than Japan. After fertility fell to 1.5 in the early 1990s, the government rolled out a succession of plans that included parental leave and subsidized child care. Fertility kept falling.
  • In 2005, Kuniko Inoguchi was appointed the country’s first minister responsible for gender equality and birthrate. The main obstacle, she declared, was money: People couldn’t afford to get married or have children. Japan made hospital maternity care free and introduced a stipend paid upon birth of the child. 
  • Japan’s fertility rate climbed from 1.26 in 2005 to 1.45 in 2015. But then it started declining again, and in 2022 was back to 1.26.
  • This year, Prime Minister Fumio Kishida rolled out yet another program to increase births that extends monthly allowances to all children under 18 regardless of income, free college for families with three children, and fully paid parental leave.
  • noguchi, now a member of parliament’s upper house, said the constraint on would-be parents is no longer money, but time. She has pressed the government and businesses to adopt a four-day workweek
  • If you’re a government official or manager of a big corporation, you should not worry over questions of salary now, but that in 20 years time you will have no customers, no clients, no applicants to the Self-Defense Forces.”
  • Hungarian Prime Minister Viktor Orban has pushed one of Europe’s most ambitious natality agendas. Last year he expanded tax benefits for mothers so that women under the age of 30 who have a child are exempt from paying personal income tax for life. That’s on top of housing and child-care subsidies as well as generous maternity leaves. 
  • Hungary’s fertility rate, though still well below replacement, has risen since 2010. But the Vienna Institute of Demography attributed this primarily to women delaying childbirth because of a debt crisis that hit around 2010. Adjusted for that, fertility has risen only slightly, it concluded.
  • The usual prescription in advanced countries is more immigration, but that has two problems.
  • With no reversal in birthrates in sight, the attendant economic pressures are intensifying. Since the pandemic, labor shortages have become endemic throughout developed countries. That will only worsen in coming years as the postcrisis fall in birthrates yields an ever-shrinking inflow of young workers, placing more strain on healthcare and retirement systems.
  • worsening demographics could make this a second consecutive “lost decade” for global economic growth.
  • The Institute for Health Metrics and Evaluation found little evidence that pronatalist policies lead to sustained rebounds in fertility. A woman may get pregnant sooner to capture a baby bonus, researchers say, but likely won’t have more kids over the course of her lifetime.
  • As more countries confront stagnant population, immigration between them is a zero-sum gam
  • Historically, host countries have sought skilled migrants who enter through formal, legal channels, but recent inflows have been predominantly unskilled migrants often entering illegally and claiming asylum.
  • High levels of immigration have also historically aroused political resistance,
  • Many of the leaders keenest to raise birthrates are most resistant to immigratio
  • As birthrates fall, more regions and communities experience depopulation, with consequences ranging from closed schools to stagnant property values. Less selective colleges will soon struggle to fill classrooms because of the plunge in birthrates that began in 2007, said Fernández-Villaverde. Vance said rural hospitals can’t stay open because of the falling local population.
  • An economy with fewer children will struggle to finance pensions and healthcare for growing ranks of elderly. South Korea’s national pension fund, one of the world’s largest, is on track to be depleted by 2055
  • There’s been little public pressure to act, said Sok Chul Hong, an economist at Seoul National University. “The elderly are not very interested in pension reform, and the youth are apathetic towards politics,” he said. “It is truly an ironic situation.”
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Opinion | Administrators Will Be the End of Us - The New York Times - 0 views

www.nytimes.com/...american-life-bureaucracy.html bureaucracy administration populism culture history crisis
shared by Javier E on 19 Jan 24 - No Cached
  • I looked into the growing bureaucratization of American life. It’s not only that growing bureaucracies cost a lot of money; they also enervate American society. They redistribute power from workers to rule makers, and in so doing sap initiative, discretion, creativity and drive.
  • . Over a third of all health care costs go to administration. As the health care expert David Himmelstein put it in 2020, “The average American is paying more than $2,000 a year for useless bureaucracy.”
  • The growth of bureaucracy costs America over $3 trillion in lost economic output every year, Gary Hamel and Michele Zanini estimated in 2016 in The Harvard Business Review
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  • 17 percent of G.D.P.
  • there is now one administrator or manager for every 4.7 employees, doing things like designing anti-harassment trainings, writing corporate mission statements, collecting data and managing “systems.”
  • This situation is especially grave in higher education. The Massachusetts Institute of Technology now has almost eight times as many nonfaculty employees as faculty employees
  • The general job of administrators, who are invariably good and well-meaning people, is to supervise and control, and they gain power and job security by hiring more people to work for them to create more supervision and control
  • As Philip K. Howard has been arguing for years, good organizations give people discretion to do what is right. But the trend in public and private sector organizations has been to write rules that rob people of the power of discretion
  • Their power is similar to what Annie Lowrey of The Atlantic has called the “time tax.” If you’ve ever fought a health care, corporate or university bureaucracy, you quickly realize you don’t have the time for it, so you give up
  • kids’ activities, from travel sports to recess, are supervised, and rules dominate. Parents are afraid their kids might be harmed, but as Jonathan Haidt and Greg Lukianoff have argued, by being overprotective, parents make their kids more fragile and more vulnerable to harm.
  • High school students design their lives to fit the metrics that college admissions officers require. And what traits are selective schools looking for? They’re looking for students who are willing to conform to the formulas the gatekeepers devise.
  • t Stanford is apparently now tamed. I invite you to read Ginevra Davis’s essay “Stanford’s War on Social Life” in Palladium, which won a vaunted Sidney Award in 2022 and details how university administrators cracked down on student initiatives to make everything boring, supervised and safe.
  • Mark Edmundson teaches literature at the University of Virginia. The annual self-evaluations he had to submit used to be one page. Now he has to fill out about 15 electronic pages of bureaucratese that include demonstrating how his work advances D.E.I., to make sure his every waking moment conforms to the reigning ideology.
  • the whole administrative apparatus comes with an implied view of human nature. People are weak, fragile, vulnerable and kind of stupid. They need administrators to run their lives
  • The result is the soft despotism that Tocqueville warned us about centuries ago, a power that “is absolute, minute, regular, provident and mild.”
  • this kind of power is now centerless. Presidents and executives don’t run companies, universities or nations. Power is now held by everyone who issues work surveys and annual reports, the people who create H.R. trainings and collect data
  • Trumpian populism is about many things, but one of them is this: working-class people rebelling against administrators. It is about people who want to lead lives of freedom, creativity and vitality, who find themselves working at jobs, sending their kids to schools and visiting hospitals, where they confront “an immense and tutelary power” (Tocqueville’s words) that is out to diminish them.
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In 1973, an MIT computer predicted when civilization will end - Big Think - 0 views

bigthink.com/...ilization-so-far-its-on-target computer civilization doom prediction end
shared by Javier E on 26 Jan 24 - No Cached
  • What World One showed was that by 2040 there would be a global collapse if the expansion of the population and industry was to continue at the current levels.
  • The prediction, which recently reappeared in Australian media, was made by a program dubbed World One. It was originally created by the computer pioneer Jay Forrester, who was commissioned by the Club of Rome to model how well the world could sustain its growth.
  • In fact, 2020 is the first milestone envisioned by World One. That’s when the quality of life is supposed to drop dramatically. The broadcaster presented this scenario and how it would lead to the demise of large numbers of people:
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  • the model’s calculations took into account trends in pollution levels, population growth, the amount of natural resources and the overall quality of life on Earth. The model’s predictions for the worsening quality of life and the dwindling natural resources have so far been unnervingly on target.
  • “At around 2020, the condition of the planet becomes highly critical. If we do nothing about it, the quality of life goes down to zero. Pollution becomes so seriously it will start to kill people, which in turn will cause the population to diminish, lower than it was in the 1900. At this stage, around 2040 to 2050, civilised life as we know it on this planet will cease to exist.”
  • Alexander King, the then-leader of the Club of Rome, evaluated the program’s results to also mean that nation-states will lose their sovereignty, forecasting a New World Order with corporations managing everything.
  • “Sovereignty of nations is no longer absolute,” King told ABC. “There is a gradual diminishing of sovereignty, little bit by little bit. Even in the big nations, this will happen.”
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Neal Stephenson's Most Stunning Prediction - The Atlantic - 0 views

www.theatlantic.com/...677364 Stephenson science fiction prediction ai learning
shared by Javier E on 08 Feb 24 - No Cached
  • Think about any concept that we might want to teach somebody—for instance, the Pythagorean theorem. There must be thousands of old and new explanations of the Pythagorean theorem online. The real thing we need is to understand each child’s learning style so we can immediately connect them to the one out of those thousands that is the best fit for how they learn. That to me sounds like an AI kind of project, but it’s a different kind of AI application from DALL-E or large language models.
  • Right now a lot of generative AI is free, but the technology is also very expensive to run. How do you think access to generative AI might play out?
  • Stephenson: There was a bit of early internet utopianism in the book, which was written during that era in the mid-’90s when the internet was coming online. There was a tendency to assume that when all the world’s knowledge comes online, everyone will flock to it
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  • It turns out that if you give everyone access to the Library of Congress, what they do is watch videos on TikTok
  • A chatbot is not an oracle; it’s a statistics engine that creates sentences that sound accurate. Right now my sense is that it’s like we’ve just invented transistors. We’ve got a couple of consumer products that people are starting to adopt, like the transistor radio, but we don’t yet know how the transistor will transform society
  • We’re in the transistor-radio stage of AI. I think a lot of the ferment that’s happening right now in the industry is venture capitalists putting money into business plans, and teams that are rapidly evaluating a whole lot of different things that could be done well. I’m sure that some things are going to emerge that I wouldn’t dare try to predict, because the results of the creative frenzy of millions of people is always more interesting than what a single person can think of.
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