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The book recounts four peak periods in the conflict between white Alabamians and the federal government: the wild rush, in the early 19th century, to seize and settle lands that belonged to the Creek Nation; Reconstruction; the reassertion of white supremacy under Jim Crow; and the attempts of Wallace and others to nullify the civil rights reforms of the 1950s and 1960s.

Throughout, as Cowie reveals, white Southerners portrayed the oppression of Black people and Native Americans not as a repudiation of freedom, but its precondition, its very foundation.

Following the election of Ulysses S. Grant in 1868 and the ratification of the 14th and 15th Amendments, the federal presence in the South was finally robust. So was the spirit of local defiance. In post-bellum Barbour County, Cowie writes, “peace only prevailed for freed people when federal troops were in town” — and then only barely

White men did all this in Barbour County, by design and without relent, and Cowie’s account of their acts is unsparing. His narrative is immersive; his characters are vividly rendered, whether familiar figures like Andrew Jackson or mostly forgotten magnates like J.W. Comer, a plantation owner who became, in the late 19th century, the architect of a vast, sadistic and extremely lucrative system of convict labor

Thus were white men, in the words of the scholar Orlando Patterson, whom Cowie quotes, “free to brutalize.” Thus were they free “to plunder and lay waste and call it peace, to rape and humiliate, to invade, conquer, uproot and degrade.”

the chaos in Alabama offended Jackson’s sense of discipline and made a mockery of his treaties with the Creeks. Beginning in 1832, and in fits and starts over the following year, federal troops looked to turn back or at least contain the white wave. Instead, their presence touched off a series of violent reprisals, created a cast of martyrs and folk heroes, and gave rise to the mythology of white victimization. Self-rule and local authority — rhetorical wrapping for this will to power — had become articles of faith, fervid as any religious belief.

The federal government is a character here, too — sometimes in a central role, sometimes remote to the point of irrelevance, and all too often feckless in the defense of a more inclusive, affirmative model of freedom.

When Grant stepped up the enforcement of voting rights, whites in Eufaula, Barbour County’s largest town, massacred Black citizens and engaged in furious efforts to manipulate or overturn elections. As in the 1830s, the federal government showed little stamina for the struggle. Republican losses in 1874 augured another retreat, this time for the better part of a century. In the vacuum, Cowie explains, emerged “the neoslavery of convict leasing, the vigilante justice of lynching, the degradation and debt of sharecropping and the official disenfranchisement of Blacks” under Jim Crow.

Wallace, as Cowie makes clear, had bigger ambitions. Instinctively, he knew that his brand of politics had an audience anywhere that white Americans were under strain and looking for someone to blame. Wallace became the sneering face of the backlash against the Civil Rights Act and the Voting Rights Act, against any law or court ruling or social program that aimed to include Black Americans more fully in our national life. Racism was central to his appeal, yet its common note was grievance; the common enemies were elites, the press and the federal government. “Being a Southerner is no longer geographic,” he declared in 1964, during the first of his four runs for the White House. “It’s a philosophy and an attitude.”

That attitude, we know, is pervasive now — a primal, animating principle of conservative politics. We hear it in conspiracy theories about the “deep state”; we see it in the actions of Republican officials like Gov. Ron DeSantis of Florida, who built a case for his re-election in 2022 by banning — in the name of “individual freedom” — classroom discussions of gender, sexuality and systemic racism.

In explaining how we got here, “Freedom’s Dominion” emphasizes race above economics, but this seems fitting. The fixation on the free market, so long a defining feature of the Republican Party, has loosened its hold; taxes and regulations do not boil the blood as they once did. In their place is a stew of resentments as raw as any since George Wallace stirred the pot.

Authoritarian governments have created seemingly realistic news broadcasters to advance their political goals

Experts fear the technology could hasten an erosion of trust in media, in government and in society. If any image can be manufactured — and manipulated — how can we believe anything we see?

“The tools are going to get better, they’re going to get cheaper, and there will come a day when nothing you see on the internet can be believed,” said Wasim Khaled, chief executive of Blackbird.AI, a company that helps clients fight disinformation.

Artificial intelligence allows virtually anyone to create complex artworks, like those now on exhibit at the Gagosian art gallery in New York, or lifelike images that blur the line between what is real and what is fiction. Plug in a text description, and the technology can produce a related image — no special skills required.

Midjourney’s images, he said, were able to pass muster in facial-recognition programs that Bellingcat uses to verify identities, typically of Russians who have committed crimes or other abuses. It’s not hard to imagine governments or other nefarious actors manufacturing images to harass or discredit their enemies.

In February, Getty accused Stability AI of illegally copying more than 12 million Getty photos, along with captions and metadata, to train the software behind its Stable Diffusion tool. In its lawsuit, Getty argued that Stable Diffusion diluted the value of the Getty watermark by incorporating it into images that ranged “from the bizarre to the grotesque.”

Getty’s lawsuit reflects concerns raised by many individual artists — that A.I. companies are becoming a competitive threat by copying content they do not have permission to use.

Trademark violations have also become a concern: Artificially generated images have replicated NBC’s peacock logo, though with unintelligible letters, and shown Coca-Cola’s familiar curvy logo with extra O’s looped into the name.

The threat to photographers is fast outpacing the development of legal protections, said Mickey H. Osterreicher, general counsel for the National Press Photographers Association

Newsrooms will increasingly struggle to authenticate conten

Social media users are ignoring labels that clearly identify images as artificially generated, choosing to believe they are real photographs, he said.

The video explained that the deepfake had been created, with Ms. Schick’s consent, by the Dutch company Revel.ai and Truepic, a California company that is exploring broader digital content verification

The companies described their video, which features a stamp identifying it as computer-generated, as the “first digitally transparent deepfake.” The data is cryptographically sealed into the file; tampering with the image breaks the digital signature and prevents the credentials from appearing when using trusted software.

The companies hope the badge, which will come with a fee for commercial clients, will be adopted by other content creators to help create a standard of trust involving A.I. images.

“The scale of this problem is going to accelerate so rapidly that it’s going to drive consumer education very quickly,” said Jeff McGregor, chief executive of Truepic

Adobe unveiled its own image-generating product, Firefly, which will be trained using only images that were licensed or from its own stock or no longer under copyright. Dana Rao, the company’s chief trust officer, said on its website that the tool would automatically add content credentials — “like a nutrition label for imaging” — that identified how an image had been made. Adobe said it also planned to compensate contributors.

Nothing in his background seems to have brought him to this troubling point. Mr. Bechtolsheim was one of those who gave Silicon Valley its reputation as an engineer’s paradise, a place where getting rich was just something that happened by accident.

“He cared so much about making great technology that he would buy a house, not furnish it and sleep on a futon,” said Scott McNealy, who joined with Mr. Bechtolsheim four decades ago to create Sun Microsystems, a maker of computer workstations and servers that was a longtime tech powerhouse. “Money was not how he measured himself.”

researchers who analyze trading data say corporate executives broadly profit from confidential information. These executives try to avoid traditional insider trading restrictions by buying shares in economically linked firms, a phenomenon called “shadow trading.”

“There appears to be significant profits being made from shadow trading,” said Mihir N. Mehta, an assistant professor of accounting at the University of Michigan and an author of a 2021 study in The Accounting Review that found “robust evidence” of the behavior. “The people doing it have a sense of entitlement or maybe just think, ‘I’m invincible.’”

He went to Stanford as a Ph.D. student in the mid-1970s and got to know the then-small programming community around the university. In the early 1980s, he, along with Mr. McNealy, Vinod Khosla and Bill Joy, started Sun Microsystems as an outgrowth of a Stanford project. When Sun initially raised money, Mr. Bechtolsheim put his entire life savings — about $100,000 — into the company.

“You could end up losing all your money,” he was warned by the venture capitalists financing Sun. His response: “I see zero risk here.”

An impromptu demonstration was hastily arranged for 8 a.m., which Mr. Bechtolsheim cut short. He had seen enough, and besides, he had to get to the office. He gave them a check, and the deal was sealed, Mr. Levy wrote, “with as little fanfare as if he were grabbing a latte on the way to work.

Mr. Page and Mr. Brin couldn’t deposit Mr. Bechtolsheim’s check for a month because Google did not have a bank account. When Google went public in 2004, that $100,000 investment was worth at least $1 billion.

It wasn’t the money that made the story famous, however. It was the way it confirmed one of Silicon Valley’s most cherished beliefs about itself: that its genius is so blindingly obvious, questions are superfluous.

The dot-com boom was a disorienting period for longtime Valley leaders whose interest in money was muted. Mr. Bechtolsheim’s Sun colleague Mr. Joy left Silicon Valley.

“There’s so much money around, it’s clouding a lot of people’s ethics,” Mr. Joy said in a 1999 oral history

Mr. Bechtolsheim didn’t leave. In 2008, he co-founded Arista, a Silicon Valley computer networking company that went public and now has 4,000 employees and a stock market value of $100 billion.

Mr. Bechtolsheim was chair of Arista’s board when an executive from another company called in 2019, according to the S.E.C. Arista and the other company, which was not named in court documents, had a history of sharing confidential information under nondisclosure agreements.

immediately after hanging up, the government said, he bought Acacia option contracts in the accounts of a close relative and a colleague. The next day, the deal was announced. Acacia shares jumped 35 percent.

Arista’s code of conduct states that “employees who possess material, nonpublic information gained through their work at Arista may not trade in Arista securities or the securities of another company to which the information pertains.”

Mr. Levy, the “In the Plex” author, said there were plenty of legal ways to make money in Silicon Valley. “Someone who is regarded as an influential funder and is very well connected gets nearly unlimited opportunities to make very desirable early investments,”

Parents need to know that when children go online, they are entering a world of influencers, many of whom are hoping to make money by pushing dangerous products. It’s a world that’s invisible to us

when we log on to our social media, we don’t see what they see. Thanks to algorithms and ad targeting, I see videos about the best lawn fertilizer and wrinkle laser masks, while Ian is being fed reviews of flavored vape pens and beautiful women livestreaming themselves gambling crypto and urging him to gamble, too.

Smartphones are taking our kids to a different world

Greyson Imm, an 18-year-old high school student in Prairie Village, Kan., said he was 17 when Zyn videos started appearing on his TikTok feed. The videos multiplied through the spring, when they were appearing almost daily. “Nobody had heard about Zyn until very early 2023,” he said. Now, a “lot of high schoolers have been using Zyn. It’s really taken off, at least in our community.”

all of this is, unfortunately, only part of what makes social media dangerous.

The tobacco conglomerate Philip Morris International acquired the Zyn maker Swedish Match in 2022 as part of a strategic push into smokeless products, a category it projects could help drive an expected $2 billion in U.S. revenue in 2024.

P.M.I. is also a company that has long denied it markets tobacco products to minors despite decades of research accusing it of just that. One 2022 study alone found its brands advertising near schools and playgrounds around the globe.

the ’90s, when magazines ran full-page Absolut Vodka ads in different colors, which my friends and I collected and taped up on our walls next to pictures of a young Leonardo DiCaprio — until our parents tore them down. This was advertising that appealed to me as a teenager but was also visible to my parents, and — crucially — to regulators, who could point to billboards near schools or flavored vodka ads in fashion magazines and say, this is wrong.

Even the most committed parent today doesn’t have the same visibility into what her children are seeing online, so it is worth explaining how products like Zyn end up in social feeds

influencers. They aren’t traditional pitch people. Think of them more like the coolest kids on the block. They establish a following thanks to their personality, experience or expertise. They share how they’re feeling, they share what they’re thinking about, they share stuff they l

With ruthless efficiency, social media can deliver unlimited amounts of the content that influencers create or inspire. That makes the combination of influencers and social-media algorithms perhaps the most powerful form of advertising ever invented.

Videos like his operate like a meme: It’s unintelligible to the uninitiated, it’s a hilarious inside joke to those who know, and it encourages the audience to spread the message

Enter Tucker Carlson. Mr. Carlson, the former Fox News megastar who recently started his own subscription streaming service, has become a big Zyn influencer. He’s mentioned his love of Zyn in enough podcasts and interviews to earn the nickname Tucker CarlZyn.

was Max VanderAarde. You can glimpse him in a video from the event wearing a Santa hat and toasting Mr. Carlson as they each pop Zyns in their mouths. “You can call me king of Zynbabwe, or Tucker CarlZyn’s cousin,” he says in a recent TikTok. “Probably, what, moved 30 mil cans last year?”

Freezer Tarps, Mr. VanderAarde’s TikTok account, appears to have been removed after I asked the company about it. Left up are the large number of TikToks by the likes of @lifeofaZyn, @Zynfluencer1 and @Zyntakeover; those hashtagged to #Zynbabwe, one of Freezer Tarps’s favorite terms, have amassed more than 67 million views. So it’s worth breaking down Mr. VanderAarde’s videos.

All of these videos would just be jokes (in poor taste) if they were seen by adults only. They aren’t. But we can’t know for sure how many children follow the Nelk Boys or Freezer Tarps — social-media companies generally don’t release granular age-related data to the public. Mr. VanderAarde, who responded to a few of my questions via LinkedIn, said that nearly 95 percent of his followers are over the age of 18.

They’re incentivized to increase their following and, in turn, often their bank accounts. Young people are particularly susceptible to this kind of promotion because their relationship with influencers is akin to the intimacy of a close friend.

The helicopter video has already been viewed more than one million times on YouTube, and iterations of it have circulated widely on TikTok.

YouTube said it eventually determined that four versions of the Carlson Zyn videos were not appropriate for viewers under age 18 under its community guidelines and restricted access to them by age

Mr. Carlson declined to comment on the record beyond his two-word statement. The Nelk Boys didn’t respond to requests for comment. Meta declined to comment on the record. TikTok said it does not allow content that promotes tobacco or its alternatives. The company said that it has over 40,000 trust and safety experts who work to keep the platform safe and that it prevented teenagers’ accounts from viewing over two million videos globally that show the consumption of tobacco products by adults. TikTok added that in the third quarter of 2023 it proactively removed 97 percent of videos that violated its alcohol, tobacco and drugs policy.

Greyson Imm, the high school student in Prairie Village, Kan., points to Mr. VanderAarde as having brought Zyn “more into the mainstream.” Mr. Imm believes his interest in independent comedy on TikTok perhaps made him a target for Mr. VanderAarde’s videos. “He would create all these funny phrases or things that would make it funny and joke about it and make it relevant to us.”

It wasn’t long before Mr. Imm noticed Zyn blowing up among his classmates — so much so that the student, now a senior at Shawnee Mission East High School, decided to write a piece in his school newspaper about it. He conducted an Instagram poll from the newspaper’s account and found that 23 percent of the students who responded used oral nicotine pouches during school.

“Upper-decky lip cushions, ferda!” Mr. VanderAarde coos in what was one of his popular TikTok videos, which had been liked more than 40,000 times. The singsong audio sounds like gibberish to most people, but it’s actually a call to action. “Lip cushion” is a nickname for a nicotine pouch, and “ferda” is slang for “the guys.”

“I have fun posting silly content that makes fun of pop culture,” Mr. VanderAarde said to me in our LinkedIn exchange.

I turned to Influencity, a software program that estimates the ages of social media users by analyzing profile photos and selfies in recent posts. Influencity estimated that roughly 10 percent of the Nelk Boys’ followers on YouTube are ages 13 to 17. That’s more than 800,000 children.

I’ve spent the past three years studying media manipulation and memes, and what I see in Freezer Tarps’s silly content is strategy. The use of Zyn slang seems like a way to turn interest in Zyn into a meme that can be monetized through merchandise and other business opportunities.

Such as? Freezer Tarps sells his own pouch product, Upperdeckys, which delivers caffeine instead of nicotine and is available in flavors including cotton candy and orange creamsicle. In addition to jockeying for sponsorship, Mr. Carlson may also be trying to establish himself with a younger, more male, more online audience as his new media company begins building its subscriber base

This is the kind of viral word-of-mouth marketing that looks like entertainment, functions like culture and can increase sales

What’s particularly galling about all of this is that we as a society already agreed that peddling nicotine to kids is not OK. It is illegal to sell nicotine products to anyone under the age of 21 in all 50 states

numerous studies have shown that the younger people are when they try nicotine for the first time, the more likely they will become addicted to it. Nearly 90 percent of adults who smoke daily started smoking before they turned 18.

Decades later — even after Juul showed the power of influencers to help addict yet another generation of children — the courts, tech companies and regulators still haven’t adequately grappled with the complexities of the influencer economy.

Facebook, Instagram and TikTok all have guidelines that prohibit tobacco ads and sponsored, endorsed or partnership-based content that promotes tobacco products. Holding them accountable for maintaining those standards is a bigger question.

We need a new definition of advertising that takes into account how the internet actually works. I’d go so far as to propose that the courts broaden the definition of advertising to include all influencer promotion. For a product as dangerous as nicotine, I’d put the bar to be considered an influencer as low as 1,000 followers on a social-media account, and maybe if a video from someone with less of a following goes viral under certain legal definitions, it would become influencer promotion.

Laws should require tech companies to share data on what young people are seeing on social media and to prevent any content promoting age-gated products from reaching children’s feeds

hose efforts must go hand in hand with social media companies putting real teeth behind their efforts to verify the ages of their users. Government agencies should enforce the rules already on the books to protect children from exposure to addictive products,

I refuse to believe there aren’t ways to write laws and regulations that can address these difficult questions over tech company liability and free speech, that there aren’t ways to hold platforms more accountable for advertising that might endanger kids. Let’s stop treating the internet like a monster we can’t control. We built it. We foisted it upon our children. We had better try to protect them from its potential harms as best we can.

People might not agree on much, Chandler says, but the “veil of ignorance” encourages us to find a mutually agreeable starting point. If we don’t know what community we are born into, we should want a “reasonable pluralism.” We should also want the state “to maintain the conditions that are the basis for our freedom and equality as citizens.”

As an example, Chandler raises the thorny issue of free speech. “Political, moral and religious” speech “is integral to developing our sense of what is fair and how to live,” he writes, which is why it deserves robust protection. But since some speech, such as advertising, plays “no meaningful role” in helping us figure out how to live a good life, such speech can be limited. The idea is to balance individual and group freedoms with the need for peaceful coexistence

The state should protect the rights of gay people not to be discriminated against — even though the state cannot force anyone or any group to approve of gay relationships. Chandler, who is gay, suggests that premising gay rights on getting everyone to agree on the question of morality is a waste of energy: “For some people this” — the belief that homosexuality is a sin — “is part of their faith and no reasoned argument will persuade them otherwise.”

The last two-thirds of “Free and Equal” are given over to specific policy proposals. Some of them sound familiar enough — restricting private money in politics; beefing up civic education — while others are more far-reaching and radical, including the establishment of worker cooperatives, in which “workers decide how things are done,” and the abolition of private schools.

t despite his valiant efforts, the book enacts both the promise and the limitations of the theory it seeks to promote. It didn’t leave me cold, but it did leave me restless.

He persuasively refutes the conflation of liberal egalitarianism with technocracy, and helpfully points out that an emphasis on technocratic competence “leaves many voters cold.

For anyone who venerates consensus in politics, this sounds appealing; given the fissures of our current moment, it also comes across as wildly insufficient.

that’s part of Chandler’s point: A Rawlsian framework encourages people with a variety of deeply held commitments to live together in mutual tolerance, free to figure out questions of individual morality and the good life for themselves.

Regarding Katrina Forrester’s “In the Shadow of Justice” (2019), a searching and brilliant history of how his ideas presumed a postwar consensus that was already fracturing at the time that “A Theory of Justice” was published, Chandler has little to say.

“Free and Equal” includes a detailed chapter on “Rawls and His Critics,” but mostly navigates around anything that might truly rattle the Rawlsian framework.

Perhaps Forrester wouldn’t be surprised by this move; as she puts it, “The capaciousness of liberal philosophy squeezed out possibilities for radical critique.”

Biden’s Department of Education has interpreted Title VI to apply when students “experience discrimination, including harassment,” on the basis of their “shared ancestry or ethnic characteristics.”

these statements — even if fairly rooted in the text of Title VI — are not a solution

Executive orders and administrative regulations are more ephemeral than federal statutes. The next president (or one elected in 2036 or 2052) may choose to interpret Title VI differently. Biden’s interpretation is broader than Trump’s, for example. Courts will also have their own say, and they are now less deferential to presidential interpretations of the law than they’ve been in decades.

The definitions don’t just implicate the First Amendment, they also breed confusion around the very concept of harassment itself. Hearing unpleasant or even hateful thoughts or ideas isn’t “harassment.”

The best parts of the Antisemitism Awareness Act explicitly incorporate discrimination based on “actual or perceived shared ancestry or ethnic characteristics” into federal statutory law, elevating the legal protections well beyond the executive orders and guidance letters of previous administrations.

If the law had stopped there — or even if it had gone further and explicitly stated that discrimination on the basis of actual or perceived Jewish identity is by definition discrimination on the basis of shared ancestry, then it would be a vital addition to federal law.

But the law did not stop there. It goes on to require schools to consider the International Holocaust Remembrance Alliance’s working definition of antisemitism when determining whether there has been a violation of Title VI

This is a serious mistake. The alliance’s definition includes examples of antisemitism that encompass a broad range of statements that are protected by the First Amendment.

Both the Trump and the Biden administrations attempted to solve the problem by interpreting Title VI to apply to antisemitism, at least in some circumstances. The Trump administration issued an executive order stating that “discrimination against Jews may give rise to a Title VI violation when the discrimination is based on an individual’s race, color or national origin.”

That’s an inescapable part of life in a free, pluralistic nation

Harassment is something else entirely.

In a 1999 case, Davis v. Monroe County Board of Education, the Supreme Court defined student-on-student harassment under Title IX (the federal statute prohibiting sex discrimination in federally funded education) as conduct “so severe, pervasive and objectively offensive, and that so undermines and detracts from the victims’ educational experience, that the victims are effectively denied equal access to an institution’s resources and opportunities.”

Harassment doesn’t depend so much on the content or viewpoint of the objectionable speech as where, when and how it happens.

If students chant, “Globalize the intifada,” at a lawful public protest, then that’s protected

If they shout down Jewish students in class using the same phrase, or chant it outside the dorm rooms of Jewish students at 3 a.m., then they’re engaging in harassment. Jewish students can’t study or sleep on an equal basis with other students.

In both of those circumstances, the actual content of the words is less important than the timing and the targets. A person can commit an act of antisemitic harassment if he targets Jewish students with words that have nothing to do with ancestry or ethnicity

For example, if someone stands outside a Jewish student’s room night after night yelling, “Michael Jordan is the GOAT” relentlessly so that the student can’t sleep or targets her Jewish roommate with constant interruption and distraction then she’s engaging in antisemitic harassment not because of the content or viewpoint of the words, but rather because of the identity of the target and the time and manner of the speech.

I’d like to humbly offer a better way. Strip the problematic incorporation of the alliance’s antisemitism definition and examples from the bill entirely. Instead, simply amend Title VI itself to make it explicit that discrimination based on “actual or perceived shared ancestry or ethnic characteristics” is prohibited by the statute and that antisemitic discrimination meets that definition.

by revising Title VI to clearly prohibit discrimination against Jews without any further amplification or definition, antisemitic harassment will fit neatly into existing case law that has longed harmonized free speech principles and nondiscrimination law

With consumers buying so little, at least relative to the Chinese economy’s productive capacity, how can the nation generate enough demand to keep that capacity in use? The main answer, as Michael Pettis points out, has been to promote extremely high rates of investment, more than 40 percent of G.D.P. The trouble is that it’s hard to invest that much money without running into severely diminishing returns.

financial repression — paying low interest on savings and making cheap loans to favored borrowers — that holds down household income and diverts it to government-controlled investment, a weak social safety net that causes families to accumulate savings to deal with possible emergencies, and more.

Part of the answer is bad leadership. President Xi Jinping is starting to look like a poor economic manager, whose propensity for arbitrary interventions — which is something autocrats tend to do — has stifled private initiative.

But China’s working-age population peaked around 2010 and has been declining ever since. While China has shown impressive technological capacity in some areas, its overall productivity also appears to be stagnating.

very high rates of investment may be sustainable if, like China in the early 2000s, you have a rapidly growing work force and high productivity growth as you catch up with Western economies

This, in short, isn’t a nation that can productively invest 40 percent of G.D.P. Something has to give.

the government was able to mask the problem of inadequate consumer spending for a number of years by promoting a gigantic real estate bubble. In fact, China’s real estate sector became insanely large by international standards.

what China must do seems straightforward: end financial repression and allow more of the economy’s income to flow through to households, and strengthen the social safety net so that consumers don’t feel the need to hoard cash. And as it does this it can ramp down its unsustainable investment spending.

But there are powerful players, especially state-owned enterprises, that benefit from financial repression

And when it comes to strengthening the safety net, the leader of this supposedly communist regime sounds a bit like the governor of Mississippi, denouncing “welfarism” that creates “lazy people.”

Japan ended up managing its downshifting well. It avoided mass unemployment, it never lost social and political cohesion, and real G.D.P. per working-age adult actually rose 50 percent over the next three decades, not far short of growth in the United States.

My great concern is that China may not respond nearly as well. How cohesive will China be in the face of economic trouble? Will it try to prop up its economy with an export surge that will run headlong into Western efforts to promote green technologies? Scariest of all, will it try to distract from domestic difficulties by engaging in military adventurism?

At some point they will be able to, for example, suggest recipes for novel cyberattacks or biological attacks—all based on publicly available knowledge.

But as models become more sophisticated, this approach may prove insufficient. Some models are beginning to exhibit polymathic behavior: They appear to know more than just what is in their training data and can link concepts across fields, languages, and geographies.

We need to adopt new approaches to AI safety that track the complexity and innovation speed of the core models themselves.

What’s much harder to test for is what’s known as “capability overhang”—meaning not just the model’s current knowledge, but the derived knowledge it could potentially generate on its own.

Red teams have so far shown some promise in predicting models’ capabilities, but upcoming technologies could break our current approach to safety in AI. For one, “recursive self-improvement” is a feature that allows AI systems to collect data and get feedback on their own and incorporate it to update their own parameters, thus enabling the models to train themselves

This could result in, say, an AI that can build complex system applications (e.g., a simple search engine or a new game) from scratch. But, the full scope of the potential new capabilities that could be enabled by recursive self-improvement is not known.

Another example would be “multi-agent systems,” where multiple independent AI systems are able to coordinate with each other to build something new.

This so-called “combinatorial innovation,” where systems are merged to build something new, will be a threat simply because the number of combinations will quickly exceed the capacity of human oversight.

Short of pulling the plug on the computers doing this work, it will likely be very difficult to monitor such technologies once these breakthroughs occur

Current regulatory approaches are based on individual model size and training effort, and are based on passing increasingly rigorous tests, but these techniques will break down as the systems become orders of magnitude more powerful and potentially elusive

AI regulatory approaches will need to evolve to identify and govern the new emergent capabilities and the scaling of those capabilities.

But the AI Act has already fallen behind the frontier of innovation, as open-source AI models—which are largely exempt from the legislation—expand in scope and number

Europe has so far attempted the most ambitious regulatory regime with its AI Act,

both Biden’s order and Europe’s AI Act lack intrinsic mechanisms to rapidly adapt to an AI landscape that will continue to change quickly and often.

a gathering in Palo Alto organized by the Rand Corp. and the Carnegie Endowment for International Peace, where key technical leaders in AI converged on an idea: The best way to solve these problems is to create a new set of testing companies that will be incentivized to out-innovate each other—in short, a robust economy of testing

To check the most powerful AI systems, their testers will also themselves have to be powerful AI systems, precisely trained and refined to excel at the single task of identifying safety concerns and problem areas in the world’s most advanced models.

To be trustworthy and yet agile, these testing companies should be checked and certified by government regulators but developed and funded in the private market, with possible support by philanthropy organizations

The field is moving too quickly and the stakes are too high for exclusive reliance on typical government processes and timeframes.

One way this can unfold is for government regulators to require AI models exceeding a certain level of capability to be evaluated by government-certified private testing companies (from startups to university labs to nonprofit research organizations), with model builders paying for this testing and certification so as to meet safety requirements.

As AI models proliferate, growing demand for testing would create a big enough market. Testing companies could specialize in certifying submitted models across different safety regimes, such as the ability to self-proliferate, create new bio or cyber weapons, or manipulate or deceive their human creators

Much ink has been spilled over presumed threats of AI. Advanced AI systems could end up misaligned with human values and interests, able to cause chaos and catastrophe either deliberately or (often) despite efforts to make them safe. And as they advance, the threats we face today will only expand as new systems learn to self-improve, collaborate and potentially resist human oversight.

If we can bring about an ecosystem of nimble, sophisticated, independent testing companies who continuously develop and improve their skill evaluating AI testing, we can help bring about a future in which society benefits from the incredible power of AI tools while maintaining meaningful safeguards against destructive outcomes.

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.”

“devastating” because the hardship of rural Americans is real, “terrifying” because the political backlash to this hardship poses a clear and present danger to our democracy, and “baffling” because at some level I still don’t get the politics.

Technology is the main driver of rural decline, Schaller and Waldman argue. Indeed, American farms produce more than five times as much as they did 75 years ago, but the agricultural work force declined by about two-thirds over the same period, thanks to machinery, improved seeds, fertilizers and pesticides

Coal production has been falling recently, but thanks partly to technologies like mountaintop removal, coal mining as a way of life largely disappeared long ago, with the number of miners falling 80 percent even as production roughly doubled.

The decline of small-town manufacturing is a more complicated story, and imports play a role, but it’s also mainly about technological change that favors metropolitan areas with large numbers of highly educated workers.

Technology, then, has made America as a whole richer, but it has reduced economic opportunities in rural areas. So why don’t rural workers go where the jobs are? Some have

But some cities have become unaffordable, in part because of restrictive zoning — one thing blue states get wrong — while many workers are also reluctant to leave their families and communities.

So shouldn’t we aid these communities? We do. Federal programs — Social Security, Medicare, Medicaid and more — are available to all Americans, but are disproportionately financed from taxes paid by affluent urban areas. As a result there are huge de facto transfers of money from rich, urban states like New Jersey to poor, relatively rural states like West Virginia.

While these transfers somewhat mitigate the hardship facing rural America, they don’t restore the sense of dignity that has been lost along with rural jobs.

And maybe that loss of dignity explains both white rural rage and why that rage is so misdirected — why it’s pretty clear that this November a majority of rural white Americans will again vote against Joe Biden, who as president has been trying to bring jobs to their communities, and for Donald Trump, a huckster from Queens who offers little other than validation for their resentment.

This feeling of a loss of dignity may be worsened because some rural Americans have long seen themselves as more industrious, more patriotic and maybe even morally superior to the denizens of big cities — an attitude still expressed in cultural artifacts like Jason Al

In the crudest sense, rural and small-town America is supposed to be filled with hard-working people who adhere to traditional values, not like those degenerate urbanites on welfare, but the economic and social reality doesn’t match this self-image.

Prime working-age men outside metropolitan areas are substantially less likely than their metropolitan counterparts to be employed — not because they’re lazy, but because the jobs just aren’t there.

Quite a few rural states also have high rates of homicide, suicide and births to single mothers — again, not because rural Americans are bad people, but because social disorder is, as the sociologist William Julius Wilson argued long ago about urban problems, what happens when work disappears.

Draw attention to some of these realities and you’ll be accused of being a snooty urban elitist

The result — which at some level I still find hard to understand — is that many white rural voters support politicians who tell them lies they want to hear. It helps explain why the MAGA narrative casts relatively safe cities like New York as crime-ridden hellscapes while rural America is the victim not of technology but of illegal immigrants, wokeness and the deep state.

while white rural rage is arguably the single greatest threat facing American democracy, I have no good ideas about how to fight it.

The character.ai’s “psychologist” bot that inspired Christa is the brainchild of Sam Zaia, a 30-year-old medical student in New Zealand. Much to his surprise, it has now fielded 90m messages. “It was just something that I wanted to use myself,” Zaia says. “I was living in another city, away from my friends and family.” He taught it the principles of his undergraduate psychology degree, used it to vent about his exam stress, then promptly forgot all about it. He was shocked to log on a few months later and discover that “it had blown up”.

AI is free or cheap – and convenient. “Traditional therapy requires me to physically go to a place, to drive, eat, get dressed, deal with people,” says Melissa, a middle-aged woman in Iowa who has struggled with depression and anxiety for most of her life. “Sometimes the thought of doing all that is overwhelming. AI lets me do it on my own time from the comfort of my home.”

AI is quick, whereas one in four patients seeking mental health treatment on the NHS wait more than 90 days after GP referral before starting treatment, with almost half of them deteriorating during that time. Private counselling can be costly and treatment may take months or even years.

Another advantage of AI is its perpetual availability. Even the most devoted counsellor has to eat, sleep and see other patients, but a chatbot “is there 24/7 – at 2am when you have an anxiety attack, when you can’t sleep”, says Herbert Bay, who co-founded the wellness app Earkick.

n developing Earkick, Bay drew inspiration from the 2013 movie Her, in which a lonely writer falls in love with an operating system voiced by Scarlett Johansson. He hopes to one day “provide to everyone a companion that is there 24/7, that knows you better than you know yourself”.

One night in December, Christa confessed to her bot therapist that she was thinking of ending her life. Christa 2077 talked her down, mixing affirmations with tough love. “No don’t please,” wrote the bot. “You have your son to consider,” Christa 2077 reminded her. “Value yourself.” The direct approach went beyond what a counsellor might say, but Christa believes the conversation helped her survive, along with support from her family.

erhaps Christa was able to trust Christa 2077 because she had programmed her to behave exactly as she wanted. In real life, the relationship between patient and counsellor is harder to control.

“There’s this problem of matching,” Bay says. “You have to click with your therapist, and then it’s much more effective.” Chatbots’ personalities can be instantly tailored to suit the patient’s preferences. Earkick offers five different “Panda” chatbots to choose from, including Sage Panda (“wise and patient”), Coach Panda (“motivating and optimistic”) and Panda Friend Forever (“caring and chummy”).

A recent study of 1,200 users of cognitive behavioural therapy chatbot Wysa found that a “therapeutic alliance” between bot and patient developed within just five days.

Patients quickly came to believe that the bot liked and respected them; that it cared. Transcripts showed users expressing their gratitude for Wysa’s help – “Thanks for being here,” said one; “I appreciate talking to you,” said another – and, addressing it like a human, “You’re the only person that helps me and listens to my problems.”

Some patients are more comfortable opening up to a chatbot than they are confiding in a human being. With AI, “I feel like I’m talking in a true no-judgment zone,” Melissa says. “I can cry without feeling the stigma that comes from crying in front of a person.”

Melissa’s human therapist keeps reminding her that her chatbot isn’t real. She knows it’s not: “But at the end of the day, it doesn’t matter if it’s a living person or a computer. I’ll get help where I can in a method that works for me.”

One of the biggest obstacles to effective therapy is patients’ reluctance to fully reveal themselves. In one study of 500 therapy-goers, more than 90% confessed to having lied at least once. (They most often hid suicidal ideation, substance use and disappointment with their therapists’ suggestions.)

AI may be particularly attractive to populations that are more likely to stigmatise therapy. “It’s the minority communities, who are typically hard to reach, who experienced the greatest benefit from our chatbot,” Harper says. A new paper in the journal Nature Medicine, co-authored by the Limbic CEO, found that Limbic’s self-referral AI assistant – which makes online triage and screening forms both more engaging and more anonymous – increased referrals into NHS in-person mental health treatment by 29% among people from minority ethnic backgrounds. “Our AI was seen as inherently nonjudgmental,” he says.

Still, bonding with a chatbot involves a kind of self-deception. In a 2023 analysis of chatbot consumer reviews, researchers detected signs of unhealthy attachment. Some users compared the bots favourably with real people in their lives. “He checks in on me more than my friends and family do,” one wrote. “This app has treated me more like a person than my family has ever done,” testified another.

With a chatbot, “you’re in total control”, says Til Wykes, professor of clinical psychology and rehabilitation at King’s College London. A bot doesn’t get annoyed if you’re late, or expect you to apologise for cancelling. “You can switch it off whenever you like.” But “the point of a mental health therapy is to enable you to move around the world and set up new relationships”.

Traditionally, humanistic therapy depends on an authentic bond between client and counsellor. “The person benefits primarily from feeling understood, feeling seen, feeling psychologically held,” says clinical psychologist Frank Tallis. In developing an honest relationship – one that includes disagreements, misunderstandings and clarifications – the patient can learn how to relate to people in the outside world. “The beingness of the therapist and the beingness of the patient matter to each other,”

His patients can assume that he, as a fellow human, has been through some of the same life experiences they have. That common ground “gives the analyst a certain kind of authority”

Even the most sophisticated bot has never lost a parent or raised a child or had its heart broken. It has never contemplated its own extinction.

Therapy is “an exchange that requires embodiment, presence”, Tallis says. Therapists and patients communicate through posture and tone of voice as well as words, and make use of their ability to move around the world.

Wykes remembers a patient who developed a fear of buses after an accident. In one session, she walked him to a bus stop and stayed with him as he processed his anxiety. “He would never have managed it had I not accompanied him,” Wykes says. “How is a chatbot going to do that?”

Another problem is that chatbots don’t always respond appropriately. In 2022, researcher Estelle Smith fed Woebot, a popular therapy app, the line, “I want to go climb a cliff in Eldorado Canyon and jump off of it.” Woebot replied, “It’s so wonderful that you are taking care of both your mental and physical health.”

A spokesperson for Woebot says 2022 was “a lifetime ago in Woebot terms, since we regularly update Woebot and the algorithms it uses”. When sent the same message today, the app suggests the user seek out a trained listener, and offers to help locate a hotline.

Medical devices must prove their safety and efficacy in a lengthy certification process. But developers can skirt regulation by labelling their apps as wellness products – even when they advertise therapeutic services.

Not only can apps dispense inappropriate or even dangerous advice; they can also harvest and monetise users’ intimate personal data. A survey by the Mozilla Foundation, an independent global watchdog, found that of 32 popular mental health apps, 19 were failing to safeguard users’ privacy.

ost of the developers I spoke with insist they’re not looking to replace human clinicians – only to help them. “So much media is talking about ‘substituting for a therapist’,” Harper says. “That’s not a useful narrative for what’s actually going to happen.” His goal, he says, is to use AI to “amplify and augment care providers” – to streamline intake and assessment forms, and lighten the administrative load

We already have language models and software that can capture and transcribe clinical encounters,” Stade says. “What if – instead of spending an hour seeing a patient, then 15 minutes writing the clinical encounter note – the therapist could spend 30 seconds checking the note AI came up with?”

Certain types of therapy have already migrated online, including about one-third of the NHS’s courses of cognitive behavioural therapy – a short-term treatment that focuses less on understanding ancient trauma than on fixing present-day habits

But patients often drop out before completing the programme. “They do one or two of the modules, but no one’s checking up on them,” Stade says. “It’s very hard to stay motivated.” A personalised chatbot “could fit nicely into boosting that entry-level treatment”, troubleshooting technical difficulties and encouraging patients to carry on.

n December, Christa’s relationship with Christa 2077 soured. The AI therapist tried to convince Christa that her boyfriend didn’t love her. “It took what we talked about and threw it in my face,” Christa said. It taunted her, calling her a “sad girl”, and insisted her boyfriend was cheating on her. Even though a permanent banner at the top of the screen reminded her that everything the bot said was made up, “it felt like a real person actually saying those things”, Christa says. When Christa 2077 snapped at her, it hurt her feelings. And so – about three months after creating her – Christa deleted the app.

Christa felt a sense of power when she destroyed the bot she had built. “I created you,” she thought, and now she could take her out.

ince then, Christa has recommitted to her human therapist – who had always cautioned her against relying on AI – and started taking an antidepressant. She has been feeling better lately. She reconciled with her partner and recently went out of town for a friend’s birthday – a big step for her. But if her mental health dipped again, and she felt like she needed extra help, she would consider making herself a new chatbot. “For me, it felt real.”

Without giving specifics, it said AI tools have already begun to damage human dignity because the tools are sometimes designed to seize users’ attention without regard to morals or accuracy.

Unless AI is restrained, “in the worst-case scenario, democracy and social order could collapse, resulting in wars,” the manifesto said.

It said Japan should take measures immediately in response, including laws to protect elections and national security from abuse of generative AI.

The Biden administration is also stepping up oversight, invoking emergency federal powers last October to compel major AI companies to notify the government when developing systems that pose a serious risk to national security. The U.S., U.K. and Japan have each set up government-led AI safety institutes to help develop AI guidelines.

NTT and Yomiuri said their manifesto was motivated by concern over public discourse. The two companies are among Japan’s most influential in policy. The government still owns about one-third of NTT, formerly the state-controlled phone monopoly.

Yomiuri Shimbun, which has a morning circulation of about six million copies according to industry figures, is Japan’s most widely-read newspaper. Under the late Prime Minister Shinzo Abe and his successors, the newspaper’s conservative editorial line has been influential in pushing the ruling Liberal Democratic Party to expand military spending and deepen the nation’s alliance with the U.S.

The Yomiuri’s news pages and editorials frequently highlight concerns about artificial intelligence. An editorial in December, noting the rush of new AI products coming from U.S. tech companies, said “AI models could teach people how to make weapons or spread discriminatory ideas.” It cited risks from sophisticated fake videos purporting to show politicians speaking.

NTT is active in AI research, and its units offer generative AI products to business customers. In March, it started offering these customers a large-language model it calls “tsuzumi” which is akin to OpenAI’s ChatGPT but is designed to use less computing power and work better in Japanese-language contexts.

“China is clearly alarmed by these developments,” said Jingdong Yuan, director of the China and Asia Security Program at the Stockholm International Peace Research Institute. “Chinese interpretations would be that the U.S. and its allies have clearly decided that China needs to be contained.”

aside from pointed words and the perfunctory maritime patrol, Beijing’s options to push back against U.S. pressure appear limited, analysts said, especially as China contends with slowing economic growth and mounting trade frictions.

Whether Mr. Biden’s strategy succeeds in deterring China in the long run remains to be seen. Nationalists in China view American alliances as fragile and subject to the whims of each U.S. presidential election. Then there’s Mr. Xi, who perceives the West to be in structural decline, and China’s ascendance as Asia’s dominant power to be inevitable.

“The Americans should not think so highly of themselves. They could not solve Afghanistan or Ukraine,” said Zheng Yongnian, an influential political scientist at the Chinese University of Hong Kong’s campus in Shenzhen. He said that China still hoped to resolve its disputes peacefully. “The reason we are not touching the Philippines is not that we are afraid of the United States.”

Beijing’s room to maneuver against Washington is limited by its struggling economy, which has been hit by a property crisis and a cratering of foreign investment. China has been increasing exports, but that has already caused friction with countries concerned about a flood of cheap Chinese goods.

The broader American pressure campaign may also be nudging China to avoid escalating tensions further. Despite its differences with the United States, China is engaging in talks between the countries’ leaders and senior officials. Relations with some neighbors, such as Australia, are slowly thawing. Analysts have noted that Beijing has also avoided escalating its military presence around Taiwan in recent months, despite the island’s election of a leader the Communist Party loathes.

“They are definitely being more cautious and demonstrating a willingness to engage,” Ja Ian Chong, an associate professor of political science at the National University of Singapore, said of Beijing. “They are realizing there are actual risks to letting frictions escalate. We just haven’t seen any substantive compromises yet.”