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AlphaGo’s victory demonstrated the unbridled potential of A.I. to achieve superhuman mastery of skills once considered too complicated for machines.

Mr. Lee, now 41, retired three years later, convinced that humans could no longer compete with computers at Go. Artificial intelligence, he said, had changed the very nature of a game that originated in China more than 2,500 years ago.

As society wrestles with what A.I. holds for humanity’s future, Mr. Lee is now urging others to avoid being caught unprepared, as he was, and to become familiar with the technology now. He delivers lectures about A.I., trying to give others the advance notice he wishes he had received before his match.

“I faced the issues of A.I. early, but it will happen for others,” Mr. Lee said recently at a community education fair in Seoul to a crowd of students and parents. “It may not be a happy ending.”

Mr. Lee is not a doomsayer. In his view, A.I. may replace some jobs, but it may create some, too. When considering A.I.’s grasp of Go, he said it was important to remember that humans both created the game and designed the A.I. system that mastered it.

What he worries about is that A.I. may change what humans value.

His immense talent was apparent from the start. He quickly became the best player of his age not only locally but across all of South Korea, Japan and China. He turned pro at 12.

“People used to be in awe of creativity, originality and innovation,” he said. “But since A.I. came, a lot of that has disappeared.”

By the time he was 20, Mr. Lee had reached 9-dan, the highest level of mastery in Go. Soon, he was among the best players in the world, described by some as the Roger Federer of the game.

Go posed a tantalizing challenge for A.I. researchers. The game is exponentially more complicated than chess, with it often being said that there are more possible positions on a Go board (10 with more than 100 zeros after it, by many mathematical estimates) than there are atoms in the universe.

The breakthrough came from DeepMind, which built AlphaGo using so-called neural networks: mathematical systems that can learn skills by analyzing enormous amounts of data. It started by feeding the network 30 million moves from high-level players. Then the program played game after game against itself until it learned which moves were successful and developed new strategies.

Mr. Lee said not having a true human opponent was disconcerting. AlphaGo played a style he had never seen, and it felt odd to not try to decipher what his opponent was thinking and feeling. The world watched in awe as AlphaGo pushed Mr. Lee into corners and made moves unthinkable to a human player.“I couldn’t get used to it,” he said. “I thought that A.I. would beat humans someday. I just didn’t think it was here yet.”

AlphaGo’s victory “was a watershed moment in the history of A.I.” said Demis Hassabis, DeepMind’s chief executive, in a written statement. It showed what computers that learn on their own from data “were really capable of,” he said.

Mr. Lee had a hard time accepting the defeat. What he regarded as an art form, an extension of a player’s own personality and style, was now cast aside for an algorithm’s ruthless efficiency.

His 17-year-old daughter is in her final year of high school. When they discuss what she should study at university, they often consider a future shaped by A.I.“We often talk about choosing a job that won’t be easily replaceable by A.I. or less impacted by A.I.,” he said. “It’s only a matter of time before A.I. is present everywhere.”

Mr. Vance “extracted what he needed from Appalachia.” Before anything else, the senator’s first betrayal was of his own region, the first portion of his soul to be sold.

Shortly after “Hillbilly Elegy” was released, writers throughout Appalachia denounced the classism and elitism of the book, as well as the self-serving ambitions of its author.

Without too much hyperbole, it could be said that J.D. Vance — a possible heir to the MAGA movement who has embraced some of the most noxious elements of the alt-right and the national conservative movement — is an infernal creation of the powerful liberals who championed his writing and elevated his platform. It’s hard to imagine that without “Hillbilly Elegy,” which was adapted into a film by the Democratic Party donor Ron Howard in 2020, Mr. Vance would have become the junior senator of Ohio, much less a nominee for vice president

Since being elected to the Senate, in large part due to the financial support of the tech billionaire and right-wing activist Peter Thiel, Mr. Vance has become a zealous convert to the MAGA cause. That’s a stunning reversal for a figure who eight years ago was celebrated as an astute voice of Never Trumper Republicanism, a man of learning who could formulate a centrist conservatism to supplant the dark turn that had taken hold of the G.O.P.

As Mr. Vance noted in a Time magazine interview in 2016, Mr. Trump’s greatest failure as a political leader is that “he sees the worst in people, and he encourages the worst in people.” That’s turning out to be true of Mr. Vance, too.

Eight years ago, during the heated days of the 2016 Republican primary, Mr. Vance wrote that Mr. Trump’s policy proposals “range from immoral to absurd.” A few months later, he referred to Mr. Trump as “cultural heroin,” and called him “unfit for our nation’s highest office.” And memorably, in a text conversation with a former roommate, the future senator worried that Mr. Trump might be “America’s Hitler.”

Mr. Trump’s White House tenure, he said, had changed his mind, but it’s hard to take the senator entirely at his word.

At the outset of Christopher Marlowe’s late 16th-century play “The Tragical History of Dr. Faustus,” the scholar at the center of the tale abandons all the learning he has mastered. Law, philosophy, medicine — none of these have fulfilled his boundless ambition. Instead, he turns to magic, making the fateful decision to sell his soul to the demon Mephistopheles, for what he “most desires” — “a world of profit and delight, /Of power, of honor.”

Ties that link you to people like yourself are called bonding social capital. So, my ties to other elderly, male, white, Jewish professors — that’s my bonding social capital. And bridging social capital is your ties to people unlike yourself. So my ties to people of a different generation or a different gender or a different religion or a different politic or whatever, that’s my bridging social capital

in a diverse society like ours, we need a lot of bridging social capital

bonding social capital can be very useful, but it can also be extremely dangerous. So far, so good, except that bridging social capital is harder to build than bonding social capital. That’s the challenge, as I see it, of America today.

We want community, and yet there’s something that takes us away from community. Why?

The first answer is we’re busy. And you might think therefore busy people are going to be more online and less face to face.

the fact is busy people are more connected with the rest of the world. If you’re asking, “Why do we have people no longer connecting face to face,” it absolutely is not because we’re too busy.

Even when they arrive at college wanting something very different, an increasing number of students at elite universities seek the imprimatur of employment by a powerful firm and “making a bag” (slang for a sack of money) as quickly as possible.

Elite universities have always been major feeders into finance and consulting, and students have always wanted to make money. According to the annual American Freshman Survey, the biggest increase in students wanting to become “very well off financially” happened between the 1970s and 1980s, and it’s been creeping up since then.

According to a Harvard Crimson survey of Harvard Seniors, the share of 2024 graduates going into finance and consulting is 34 percent. (In 2022 and 2023 it exceeded 40 percent.

Another student, from Uruguay, who spent his second summer in a row practicing case studies in preparation for management consulting internship interviews, told me that everyone arrived on campus hoping to change the world. But what they learn at Harvard, he said, is that actually doing anything meaningful is too hard. People give up on their dreams, he told me, and decide they might as well make money. Someone else told me it was common at parties to hear their peers say they just want to sell out.

“There’s definitely a herd mentality,” Joshua Parker, a 21-year-old Harvard junior from Oahu, said. “If you’re not doing finance or tech, it can feel like you’re doing something wrong.”

As a freshman, he planned to major in environmental engineering. As a sophomore, he switched to economics, joining five of his six roommates. One of those roommates told me that he hoped to run a hedge fund by the time he was in his 30s. Before that, he wanted to earn a good salary, which he defined as $500,000 a year.

But in the last five years, faculty and administrators say, the pull of these industries has become supercharged. In an age of astronomical housing costs, high tuition and inequality, students and their parents increasingly see college as a means to a lucrative job, more than a place to explore.

These statistics approach the previous highs in 2007, after which the global financial crisis drove the share down to a recent low of 20 percent in 2009, from which it’s been regaining ground since

Fifteen years ago, fewer students went into tech. Adding in that sector, the share of graduates starting what some students non-disparagingly refer to as “sellout jobs” is more than half. (It was a record-shattering 60 percent in 2022 and nearly 54 percent in 2023.)

“When people say ‘selling out,’ I mean, obviously, there’s some implicit judgment there,” said Aden Barton, a 23-year-old Harvard senior who wrote an opinion column for the student newspaper headlined, “How Harvard Careerism Killed the Classroom.”

“But it really is just almost a descriptive term at this point for people pursuing certain career paths,” he continued. “I’m not trying to denigrate anybody’s career path nor my own.” (He interned at a hedge fund last summer.)

David Halek, director of employer relations at Yale’s Office of Career Strategy, thinks students may use the term “sell out” because of the perceived certainty: “It’s the easy path to follow. It is well defined,” he said.

“It’s hard to conceptualize other things,” said Andy Wang, a social studies concentrator at Harvard who recently graduated.

Some students talk about turning to a different career later on, after they’ve made enough money. “Nowadays, English concentrators often say they’re going into finance or management consulting for a couple of years before writing their novel,” said James Wood, a Harvard professor of the practice of literary criticism.

And a surprising number of students explain their desire for a corporate job by drawing on the ethos of effective altruism: Whether they are conscious of the movement or not, they believe they can have greater impact by maximizing earnings to donate to a cause than working for that cause.

Roger Woolsey, executive director of the career center at Union College, a private liberal arts college in Schenectady, N.Y, said he first noticed a change around 2015, with students who had been in high school during the Great Recession and who therefore prioritized financial security.

that might be why students and their parents were much more focused on professional outcomes than they used to be. “In the past few years,” she said, “I’ve seen a higher level of interest in this first-destination data” — stats on what jobs graduates are getting out of college.

“The students saw what their parents went through, and the parents saw what happened to themselves,” he said. “You couple that with college tuition continuing to rise,” he continued, and students started looking for monetary payoffs right after graduation.

“Twenty years ago, an ‘introduction to investment banking’ event was held at the undergraduate library at Harvard,” said Howard Gardner, a professor at the Harvard Graduate School of Education. “Forty students showed up, all men, and when asked to define ‘investment banking,’ none raised their hands.”

Now, according to Goldman Sachs, the bank had six times as many applicants this year for summer internships as it did 10 years ago, and was 20 percent more selective for this summer’s class than it was last year.

“Harvard is more diverse than ever before,” Mr. Contomanolis said, with nearly one in five students eligible for a low-income Pell Grant. Those students, he said, weigh whether to, for instance, “take a job back in my border town community in Texas and make a big impact in a kind of public service sense” or get a job with “a salary that would be life changing for my family.

according to The Harvard Crimson’s senior survey, as Mr. Barton noted in his opinion column, “The aggregate rate of ‘selling out’ is about the same — around 60 percent — for all income brackets.” The main distinction is that students from low-income families are comparatively more likely to go into technology than finance.

In other words, there is something additional at play, which Mr. Barton argues has to do with the nature of prestige. “If you tell me you’re working at Goldman Sachs or McKinsey, that’s amazing, their eyes are going to light up,” Mr. Barton said. “If you tell somebody, ‘Oh, I took this random nonprofit job,’ or even a journalism job, even if you’re going to a huge name, it’s going to be a little bit of a question mark.”

“Even if you don’t want to do it for the rest of your life, it’s seen kind of as the golden standard of a smart, hardworking person,”

Matine Khalighi, 22, founded a nonprofit to award scholarships to homeless youth when he was in eighth grade. When he began studying economics at Harvard, his nonprofit, EEqual, was granting 50 scholarships a year. But some of the corporations that funded EEqual were contributing to inequality that created homelessness, he said. Philanthropy wasn’t the solution for systemic change, he decided. Instead, he turned to finance, with the idea that the sector could marshal capital quickly for social impact.

Part of that has to do with recruitment; the most prestigious banks and consulting firms do so only at certain colleges, and they have intensified their presence on those campuses in recent years. Over the last five years or so, “the idea of thinking about your professional path has moved much earlier in the undergraduate experience,” Ms. Ciesil said. She said the banks first began talking to students earlier, and it was the entrance of Big Tech onto the scene, asking for junior summer applications by the end of sophomore year, that accelerated recruitment timelines.

The marker that really distinguishes Gen Z is how pessimistic its members are, and how much they feel like life is beyond their control, according to Jean Twenge, a psychologist who analyzed data from national surveys of high school students and first-year college students in her book “Generations.”

Money, of course, helps give people a sense of control. And because of income inequality, “there’s this idea that you either make it or you don’t, so you better make it,” Ms. Twenge said.

Mihir Desai, a professor at Harvard’s business and law schools, wrote a 2017 essay in The Crimson titled “The Trouble With Optionality,” arguing that students who habitually pursue the security of prestigious employment foreclose the risk-taking and longer-range thinking necessary for more unusual or idealistic achievements.

Mr. Desai believes that’s often because they are responding to the bigger picture, like threats to workers from artificial intelligence, and political and financial upheaval.

he’s observed two trends among students pursuing wealth. There’s “the option-buyer,” the student who takes a job in finance or consulting to buy more time or to keep options open. Then there’s what he calls “the lottery ticket buyer,” the students who go all-in on a risky venture, like a start-up or new technology, hoping to make a windfall.

In the last five years, Roosevelt Montás, a senior lecturer at Columbia University and the former director of its Center for the Core Curriculum, has noticed a new trend when he asks students in his American Political Thought classes to consider their future.

“Almost every discussion, someone will come in and say, ‘Well, I can go and make a lot of money and do more good with that money than I could by doing some kind of charitable or service profession,’” Mr. Montás said. “It’s there constantly — a way of justifying a career that is organized around making money.”

Mr. Desai said all of this logic goes, “‘Make the bag so you can do good in the world, make the bag so you can go into retirement, make the bag so you can then go do what you really want to do.’”

But this “really underestimates how important work is to people’s lives,” he said. “What it gets wrong is, you spend 15 years at the hedge fund, you’re going to be a different person. You don’t just go work and make a lot of money, you go work and you become a different person.”

Nevertheless, in more than two hours of extreme-weather depiction, the makers of “Twisters” opted to exclude even the tiniest nod to the chief driver of extreme weather.

In an interview with CNN’s Thomas Page, the movie’s director, Lee Isaac Chung, said, “I just don’t feel like films are meant to be message-oriented.”

It is not — and does not aspire to be — high cinematic art.

It is, however, a golden opportunity to talk about what scientists know and don’t know about how climate change might be affecting the formation, strength, frequency and geographic distribution of tornadoes, or why they now tend to develop in groups.

There’s a lot of talk in this movie about how tornadoes are getting bigger and more frequent, how they’re popping up in places, like New York City, that don’t historically experience the meteorological conditions that would spawn a tornado

There’s no talk at all about the science of global climate breakdown and what it will mean for people in the path of its destruction. That’s all of us.

if these filmmakers had allowed their characters — who include, after all, research scientists and climatologists — to muse aloud about how climate change might be affecting their work. In between lines like, “We’ve never seen tornadoes like this before,” would it have hurt to introduce, however briefly, the idea that something much bigger than a tornado threatens the planet those scientists are studying?

I’m guessing the decision to exclude even a passing reference to climate change in a film about weather disasters has very little to do with cinematic art, or even with climate science, and everything to do with avoiding the cross hairs of political polarity.

artifacts of popular culture have always had immense power to articulate changing attitudes, engage empathy and open firmly resistant minds. Think about how swiftly Rachel Carson’s “Silent Spring” changed attitudes toward the fragile natural world and led to new regulations of synthetic pesticides

how Joni Mitchell’s “Big Yellow Taxi” and John Prine’s “Paradise” expanded awareness of the environmental movement.

the CBS drama “Madam Secretary” proved that even a single episode with a climate-based story line could significantly affect viewers’ understanding of the human costs of climate change.

his is why Percy Bysshe Shelley called poets “the unacknowledged legislators of the world.” When art changes opinions or opens hearts, it changes the world as profoundly as any legislation does.

With MAGA politicians at every level denying that climate change even exists, real climate legislation is now nearly impossible to pass. And with the Supreme Court determined to quash all executive-branch efforts to address the changing climate, too, we seem to be at the mercy of artists to save us.

In a missed opportunity the size of an F5 tornado’s debris field, we got no help from the makers of “Twisters.”