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Third, relatedly, the French view everything from the perspective of scarcity, meaning they assume they have to compensate for a lack of resources with smarts and courage, and by making the most of what they have.

It is true that at the heart of Foch’s thinking about war is a Romantic interpretation of “modern” warfare that owes a lot to Clausewitz as well as ambient French Romanticism, which encouraged rejection of materialist or positivist philosophies and valorized spirit and will.

Wars for Foch were contests between wills; the most obstinate wins. But they were also fundamentally about aggression. If you want to push your enemy back, “hit him, otherwise nothing is done, and to that end there is only one means: battle.”

Foch believed that strategy boiled down to maneuver. But the maneuvering had to be for the sake of setting up the decisive attack.

Napoleon maneuvered to kill. Foch believed he could teach the art of maneuvering to kill by studying not formulae for victory but rather fundamental “principles of war” that he believed should guide commanders’ analysis of how to proceed.

Foch’s catchphrase was said to have been “De quoi s’agit-il?” meaning “What’s it all about?” The idea is to think and adapt rather than do anything mechanically, an imperative that gave commanders full license, for example, to abandon the disastrous tactics of 1914 and try something else.

What he actually wrote is this: economy of force, intellectual discipline, liberty of action, security, strategic surprise, and the decisive attack.

what most French officers would say if quizzed about Foch: economy of force, concentration of efforts, and liberty of action.

“one does not hunt two hares at the same time.” Elaborating on the idea, he defined economy of force as the “art of [dispersing one’s efforts] [ in a profitable manner, of getting the greatest possible benefit out of the resources one has.”

Foch argued for what later would be referred to by Americans as mission command, and, in the French army, the principle of “subsidiarity,” which boils down to the idea that an officer should communicate his general intent to his subordinate officers, but leave to them the authority and autonomy to figure out the best way to fulfill it.

Intellectual Discipline and Liberty of Action

Just as when one walks through a dark house one extends one’s arm in front to guard against walking into obstacles, Foch wrote, an army must deploy a force ahead as well as to the sides and rear. The objective is to protect the major portion of the force, the gros, from being forced to react and thereby losing its liberty of action

Security

Though Foch spoke of the need for decisive battles with language that evoked the physical destruction of the adversary’s armies, he was really interested in imposing upon the enemy a psychological effect that was analogous to the effect ideally brought about by a surprise: namely, a combination of terror and paralysis.

Strategic Surprise and Decisive Attack

the French army today recognizes five principles of war. The first three are straight Foch: liberty of action, economy of means, and concentration of efforts. To these the French have added two more, reportedly derived from the 1992 book on strategy by Adm. Guy Labouérie (1933–2016). These are “uncertainty” and foudroyance.

Uncertainty quite simply is something one most go to great lengths to cultivate among one’s adversaries: uncertainty about what one is doing and going to do, where, when, and why

Foudroyance, derived from the word for thunder (foudre), means a sudden crippling shock. In truth, it amounts to a rephrasing of Foch’s principle of strategic surprise

At the 2019 “Principles of War in 2035” conference, participants discussed whether or not new technologies, new forms of conflict, and new contextual realities (such as new political landscapes, the role of the media, and the much smaller size of most militaries) had changed or would in the foreseeable future change warfare so significantly as to make Foch finally useless. In essence, the answer was no,

Foch’s principles also make particular sense given the French army’s lack of resources, compared not just to the U.S. military but even the French army of Foch’s day. Economy of means when means are limited is not a thought exercise

Foch above all counseled fighting smart, and trying always to answer “de quoi s’agit-il?” even if this amounts to nothing more than the imperative to take a moment and think through what one is trying to achieve. This seems self-evident, but recent American military history suggests civilian and military leaders could benefit from the reminder.

Senate Majority Leader Charles E. Schumer (D-N.Y.) last month urged Congress to adopt “comprehensive” regulations on the AI industry.

Rather than focusing on AI technology that lets the general public create unique content like the chatbots and image generators, Chinese companies have instead focused on technologies with clear commercial uses, like surveillance tech.

n a recent study, Ding found that most of the large language models developed in China were nearly two years behind those developed in the U.S., a gap that would be a challenge to close — even if American firms had to adjust to regulation.

This gap also makes it difficult for Chinese firms to attract the world’s top engineering talent. Many would prefer to work at firms that have the resources and flexibility to experiment on frontier research areas.

Restrictions on access to the most advanced chips, which are needed to run AI models, have added to these difficulties.

Recent research identified 17 large language models in China that relied on Nvidia chips, and just three models that used Chinese-made chips.

While Beijing pushes to make comparable chips at home, Chinese AI companies have to source their chips any way they can — including from a black market that has sprung up in Shenzhen, where, according to Reuters, the most advanced Nvidia chips sell for nearly $20,000, more than twice what they go for elsewhere.

Despite the obstacles, Chinese AI companies have made major advances in some types of AI technologies, including facial recognition, gait recognition, and artificial and virtual reality.

These technologies have also fueled the development of China’s vast surveillance industry, giving Chinese tech giants an edge that they market around the world, such as Huawei’s contracts for smart city surveillance from Belgrade, Serbia, to Nairobi.

Companies developing AI in China need to comply with specific laws on intellectual property rights, personal information protection, recommendation algorithms and synthetic content, also called deep fakes. In April, regulators also released a draft set of rules on generative AI, the technology behind image generator Stable Diffusion and chatbots such as OpenAI’s ChatGPT and Google’s Bard.

They also need to ensure AI generated content complies with Beijing’s strict censorship regime. Chinese tech companies such as Baidu have become adept at filtering content that contravenes these rules. But it has hampered their ability to test the limits of what AI can do.

No Chinese tech company has yet been able to release a large language model on the scale of OpenAI’s ChatGPT to the general public, in which the company has asked the public to play with and test a generative AI model, said Ding, the professor at George Washington University.

“That level of freedom has not been allowed in China, in part because the Chinese government is very worried about people creating politically sensitive content,” Ding said.

Although Beijing’s regulations have created major burdens for Chinese AI companies, analysts say that they contain several key principles that Washington can learn from — like protecting personal information, labeling AI-generated content and alerting the government if an AI develops dangerous capabilities.

AI regulation in the United States could easily fall short of Beijing’s heavy-handed approach while still preventing discrimination, protecting people’s rights and adhering to existing laws, said Johanna Costigan, a research associate at the Asia Society Policy Institute.

“There can be alignment between regulation and innovation,” Costigan said. “But it’s a question of rising to the occasion of what this moment represents — do we care enough to protect people who are using this technology? Because people are using it whether the government regulates it or not.”

He also disagreed with Friedman’s nemeses, the Keynesians, who worried that nations wouldn’t be able to fine-tune spending and taxing policy for domestic conditions if they had to keep their currencies in sync with the dollar.

Although the United States’ share of global domestic product has shrunk since the aftermath of World War II, the dollar continues to play a dominant role in financial flows. “Around half of all cross-border bank loans and international debt securities are denominated in U.S. dollars,”

the world today is closer to Kindleberger’s vision than he or his intellectual opponents could have imagined

What’s more, the Federal Reserve has become in effect the world’s central bank: When the Fed raises rates aggressively, as it’s doing now, other central banks tend to follow sui

t the British Empire really was an empire; London bankers were happy to extend loans to British companies operating in the colonies because they were subject to British law. That enabled the colonies to develop somewhat, albeit under Britain’s thumb. The United States has less control over borrowers in emerging markets. Kindleberger’s goal was “to get the economic boost of imperialism, but without the political and social downside of actual imperialism,” Mehrling wrote.

Roosevelt worsened and extended the Depression in 1933 by torpedoing central bankers’ efforts to stabilize exchange rates between currencies.

In contrast, Paul Volcker, who chaired the Fed from 1979 to 1987, comes across as a hero in the book for working with other central bankers and finance officials to resume international cooperation after the Nixon shock of 1971.

There’s a concept in economics of the optimal currency area. In theory, the area of a shared currency, such as the euro, should be big enough to encompass a lot of economic activity but not so big that it includes nations that are disparate and require different economic policies. To Kindleberger, no area could be too big. He thought the whole world was an optimal currency area.

In essence, his goal was to duplicate on the world stage what was achieved in the United States by a mentor of his, Henry Parker Willis, who was a designer of the Federal Reserve System that knitted the nation together financially.

Kindleberger was realistic enough to observe that nationalist politics was an obstacle. “While the optimum scale of economic activity is getting larger and larger, the optimum social scale appears to be shrinking,” he once wrote. Elsewhere, he wrote: “Whereas the economic logic of the payment system pushes toward hierarchy and centralization, the political logic of subglobal and subnational groupings pushes toward autarky and pluralism.”

We tend to take it for granted, but it is an astonishing novelty in human history. For thousands of years, military expenditure was by far the biggest item on the budget

The decline of war didn’t result from a divine miracle or from a change in the laws of nature. It resulted from humans making better choices. It is arguably the greatest political and moral achievement of modern civilisation.

he fact that it stems from human choice also means that it is reversible.

Technology, economics and culture continue to change. The rise of cyber weapons, AI-driven economies and newly militaristic cultures could result in a new era of war, worse than anything we have seen befor

Maybe the law of the jungle is a choice rather than an inevitability?

a poor choice by just one side can lead to war.

This is why the Russian threat to invade Ukraine should concern every person on Earth

The first and most obvious result of a return to the law of the jungle would be a sharp increase in military spending at the expense of everything else

A return to the jungle would also undermine global co-operation on problems such as preventing catastrophic climate change or regulating disruptive technologies such as artificial intelligence and genetic engineering.

If you believe that historic change is impossible, and that humanity never left the jungle and never will, the only choice left is whether to play the part of predator or prey.

To enjoy peace, we need almost everyone to make good choice

If so, any leader who chooses to conquer a neighbour will get a special place in humanity’s memory, far worse than your run-of-the-mill Tamerlane. He will go down in history as the man who ruined our greatest achievement

perhaps we can learn from the Ukrainians.

They endured two centuries of tsarist autocracy (which finally collapsed amidst the cataclysm of the first world war). A brief attempt at independence was quickly crushed by the Red Army that re-established Russian rule. Ukrainians then lived through the terrible man-made famine of the Holodomor, Stalinist terror, Nazi occupation and decades of soul-crushing Communist dictatorship. When the Soviet Union collapsed, history seemed to guarantee that Ukrainians would again go down the path of brutal tyranny – what else did they know?

Despite history, despite grinding poverty and despite seemingly insurmountable obstacles, Ukrainians established a democracy. In Ukraine, unlike in Russia and Belarus, opposition candidates repeatedly replaced incumbents

Every old thing was once new. It all comes down to human choices

what the plan offered on paper is essentially what Putin — on the dangerous defensive after a raft of strategic miscalculations and mounting battlefield losses — is now trying to seize through sham referendums and illegal annexation. And Mariupol is shorthand for the horrors of his war, an occupied city in ruins after months of siege, its hulking steelworks spectral and silenced, countless citizens buried in mass graves.

Putin’s assault on Ukraine and his attack on American democracy have until now been treated largely as two distinct story lines.

Yet those two narratives came together that summer night at the Grand Havana Room. And the lesson of that meeting is that Putin’s American adventure might be best understood as advance payment for a geopolitical grail closer to home: a vassal Ukrainian state.

Even now, some influential voices in American politics, mostly but not entirely on the right, are suggesting that Ukraine make concessions of sovereignty similar to those contained in Kilimnik’s plan, which the nation’s leaders categorically reject.

This second draft of history emerges from a review of the hundreds of pages of documents produced by investigators for the special counsel, Robert S. Mueller III, and for the Republican-led Senate Select Committee on Intelligence; from impeachment-hearing transcripts and the recent crop of Russiagate memoirs; and from interviews with nearly 50 people in the United States and Ukraine, including four hourlong conversations with Manafort himself.

the persistent, surreptitious effort to bring the Mariupol plan to life. The plan was hardly the only effort to trade peace in Ukraine for concessions to Putin; many obstacles stood in its way. And its provenance remains unclear: Was it part of a Putin long game or an attempt by his ally, Yanukovych, to claw back power? Either way, the prosecutors who uncovered the plan would come to view it as potential payoff for the Russian president’s election meddling.

The examination also brings into sharper relief the tricks of Putin’s trade as he pressed his revanchist mission to cement his power by restoring the Russian empire and weakening democracy globally. He pursued that goal through the cunning co-optation of oligarchs and power brokers in the countries in his sights, while applying ever-evolving disinformation techniques to play to the fears and hatreds of their people.

Manafort, a political operative known for treating democracy as a tool as much as an idea.

he had achieved great riches by putting his political acumen to work for the country’s Kremlin-aligned oligarchs, helping install a government that would prove pliant in the face of Putin’s demand

Then he helped elect an American president whose open admiration of the Russian strongman muddied more than a half-century of policy promoting democracy.

In the end, Putin would not get out of a Trump presidency what he thought he had paid for, and democracy would bend but not yet break in both the United States and Ukraine. But that, as much as anything, would set the Russian leader on his march to war.

he firm specialized in covering over the bloody records of dictators like Mobutu Sese Seko of Zaire and Ferdinand Marcos of the Philippines with copious coats of high-gloss spin, presenting them as freedom-loving democrats.

Together with Roger Stone, Manafort helped develop the slashing style of conservative politics, pushing “hot buttons” to rile up base voters and tar opponents.

Long before the Trump-era investigations, Manafort had established himself in Washington and abroad as a grand master of the political dark arts

Biden’s approval ratings are stubbornly low. In a recent ABC poll, only 30 percent of voters approve of his handling of the economy and only 23 percent approve of his handling of immigration at the southern border. Roughly three-quarters of American voters say that Biden, at 80, is too old to seek a second term. There have been a string of polls showing that large majorities in his own party don’t want him to run again. In one survey from 2022, an astounding 94 percent of Democrats under 30 said they wanted a different nominee.

I thought Biden’s favorability ratings would climb as economic growth has remained relatively strong and as inflation has come down. But it just hasn’t happened.

don’t find this passive fatalism compelling. The party’s elected officials are basically urging rank-and-file Democrats not to be anxious about a situation that is genuinely anxiety-inducing. Last month Gov. Phil Murphy of New Jersey told The Times, “This is only a matter of time until the broad party, and broadly speaking, Americans, converge with the opinions of folks like myself.” Really? Surely if there’s a lesson we should have learned from the last decade, it’s that we should all be listening harder to what the electorate is trying to say.

The Republicans who portray him as a doddering old man based on highly selective YouTube clips are wrong. In my interviews with him, he’s like a pitcher who used to throw 94 miles an hour who now throws 87. He is clearly still an effective pitcher.

People who work with him allow that he does tire more easily, but they say that he is very much the dynamic force driving this administration

In fact, I’ve noticed some improvements in his communication style as he’s aged. He used to try to cram every fact in the known universe into every answer; now he’s more disciplined. When he’s describing some national problem, he is more crisp and focused than he used to be, clearer on what is the essential point here — more confidence-inspiring, not less.

What about four or five years from now, at the end of a second term? Will he still be competent enough to lead? Biden is fit, does not smoke or drink alcohol, exercises frequently and has no serious health conditions, according to the White House

A study in The Journal on Active Aging of Biden’s and Trump’s health records from before the 2020 elections found that both men could qualify as “super-agers” — the demographic that maintains physical and mental functioning beyond age 80.

if the president I see in interviews and at speeches is out campaigning next year against an overweight man roughly his own age, then my guess is that public anxieties on this front will diminish.

To me, age isn’t Biden’s key weakness. Inflation is. I agree with what Michael Tomasky wrote in The New Republic: Biden’s domestic legislative accomplishments are as impressive as any other president’s in my adult life. Exactly as he should have, he has directed huge amounts of resources to the people and the places that have been left behind by the global economy. By one Treasury Department estimate, more than 80 percent of the investments sparked by the Inflation Reduction Act are going to counties with below-average college graduation rates and nearly 90 percent are being made in counties with below-average wages. That was the medicine a riven country needed.

it is also true that Biden’s team overlearned the lessons of the Obama years. If Barack Obama didn’t stimulate the economy enough during the Great Recession, Biden stimulated it too much, contributing to inflation and the sticker shock people are feeling.

Anger about inflation is ripping across the world, and has no doubt helped lower the approval ratings of leaders left, right and center. Biden’s 40 percent approval rating may look bad, but in Canada, Justin Trudeau’s approval rating is 36; in Germany Olaf Scholz is at 29; in Britain Rishi Sunak is at 28; in France Emmanuel Macron is at 23; and in Japan Fumio Kishida is also at 23. This is a global phenomenon

“Inflation is the reason Biden could not deliver on his core promise to return the country to normal and the main reason his poll numbers are bad.”

voters are looking back and retroactively elevating their opinion of Trump’s presidency. When he left office only 38 percent of Americans approved of his performance as president. Today, 48 percent do, his high-water mark.

Bitterness, cynicism and distrust pervade the body politic. People perceive reality through negative lenses, seeing everything as much worse than it is. At 3.8 percent, America’s unemployment rate is objectively low, but 57 percent of voters say that the unemployment rate is “not so good” or “poor.”

The nation’s bitter state of mind is a self-perpetuating negativity machine. Younger people feel dismissed; the older generations are hogging power. Faith in major institutions is nearing record lows. The country is hungry for some kind of change but is unclear about what that might look like. As the incumbent, Biden will be tasked with trying to tell a good news story of American revival, which is just a tough story to sell in this environment. And Biden is not out there selling it convincingly.

The bracing reality is that Trump’s cynicism and fury match the national mood more than Biden’s faithful optimism.

“They seem hell bent on nominating the one Democrat who would lose to Donald Trump,” Karl Rove told me recently. “They’ve got a lot of talent on their side, let’s not kid ourselves,” he continued, pointing to younger Democrats like Gretchen Whitmer, Mitch Landrieu, Gavin Newsom and Cory Booker.

A lot of the dump-Biden conversations are based on a false premise: that the Democratic Party brand and agenda are somehow strong and popular enough that any number of younger candidates could win the White House in 2024, and that if Biden were just to retire, all sorts of obstacles and troubles would go with him.

But Biden is not the sole or even primary problem here. To the extent that these things are separable, it’s the Democratic Party as a whole that’s ailing. The generic congressional ballot is a broad measure of the strength of the congressional party. Democrats are now behind. According to a Morning Consult poll, Americans rate the Democratic Party as a whole as the more ideologically extreme party by a nine-point margin.

When pollsters ask which party is best positioned to address your concerns, here too, Democrats are trailing. In a recent Gallup poll 53 percent of Americans say Republicans will do a better job of keeping America prosperous over the short term while only 39 percent thought that of the Democrats.

Fifty-seven percent of Americans said that the Republicans would do a better job keeping America safe, while only 35 percent favor the Democrats. These are historically high Republican advantages.

Here are the hard, unpleasant facts: The Republicans have a likely nominee who is facing 91 charges. The Republicans in Congress are so controlled by a group of performative narcissists, the whole House has been reduced to chaos. And yet they are still leading the Democrats in these sorts of polling measures

There is no other potential nominee who is so credibly steeped in knowing what life is like for working- and middle-class people, just as there was no other potential nominee in 2020. After watching him for a quarter-century, I think he is genuinely most comfortable when he is hanging around the kinds of people he grew up with. He doesn’t send out any off-putting faculty lounge vibes. On cultural matters he is most defined by what he doesn’t do — needlessly offend people with overly academic verbiage and virtue signaling. That is why I worry when he talks too stridently about people on the right, when he name-calls and denounces wide swaths of people as MAGA.

Over the last half-century, the Democrats have become increasingly the party of the well-educated metropolitan class.

This is about something deeper than Joe Biden’s age. More and more people are telling pollsters that the Republicans, not the Democrats, care about people like me.

But Democrats are losing something arguably more important than a reliable base of supporters. The party is in danger of letting go of an ethos, a heritage, a tradition. The working-class heart and soul the Democrats cultivated through the Roosevelt, Truman and Kennedy years rooted Democratic progressivism in a set of values that emphasized hard work, neighborhood, faith, family and flag. Being connected to Americans’ everyday experiences kept the party pinioned to the mainstream.

. It grew prone to taking flights of fancy in policy and rhetoric, be it Medicare for All or “defund the police,” going to places where middle-of-the-road voters would not follow. It became more vulnerable to the insular outlooks of its most privileged and educated members.

And that is the fact I keep returning to. Biden is not what ails the party. As things stand, he is the Democrats’ best shot at curing what ails the party.

today, the party is bleeding working-class voters of all varieties. As John B. Judis and Ruy Teixeira point out in their forthcoming book, “Where Have All the Democrats Gone?” Democrats have been losing ground among Hispanics for the last few years. In 2012, Barack Obama carried nonwhite voters without a college degree by a 67-point margin. In 2020, Biden carried this group with a 48-point margin. Today, the Democratic ticket leads among this group by a paltry 16 points

These cultural and spiritual roots give him not just a style but a governing agenda. He has used the presidency to direct resources to those who live in the parts of the country where wages are lower, where education levels are lower, where opportunities are skimpier. Biden’s ethos harks back to the ethos of the New Deal Democratic Party, but it also harks forward to something — to a form of center-left politics that is culturally moderate and economically aggressive

Something almost spiritual is at play here, not just about whether the Democrats can win in 2024, but who the Democrats are.

I also find myself arriving foursquare at the conclusion that rejecting the president now would be, in the first place, a mistake. He offers the most plausible route toward winning the working- and middle-class groups the Democrats need, the most plausible route toward building a broad-based majority party

But it would be worse than a mistake. It would be a renunciation of the living stream of people, ideas and values that flow at the living depths of the party, a stream that propelled its past glories and still points toward future ones.

So, too, does the view that the strongest defense of the humanities lies not in the appeal to their utility — that literature majors may find good jobs, that theaters may economically revitalize neighborhoods

— but rather in the appeal to their defiantly nonutilitarian character, so that individuals can know more than how things work, and develop their powers of discernment and judgment, their competence in matters of truth and goodness and beauty, to equip themselves adequately for the choices and the crucibles of private and public life.

We are not becoming transhumanists, obviously. We are too singular for the Singularity. But are we becoming posthumanists?

In American culture right now, as I say, the worldview that is ascendant may be described as posthumanism.

The posthumanism of the 1970s and 1980s was more insular, an academic affair of “theory,” an insurgency of professors; our posthumanism is a way of life, a social fate.

In “The Age of the Crisis of Man: Thought and Fiction in America, 1933-1973,” the gifted essayist Mark Greif, who reveals himself to be also a skillful historian of ideas, charts the history of the 20th-century reckonings with the definition of “man.

Here is his conclusion: “Anytime your inquiries lead you to say, ‘At this moment we must ask and decide who we fundamentally are, our solution and salvation must lie in a new picture of ourselves and humanity, this is our profound responsibility and a new opportunity’ — just stop.” Greif seems not to realize that his own book is a lasting monument to precisely such inquiry, and to its grandeur

“Answer, rather, the practical matters,” he counsels, in accordance with the current pragmatist orthodoxy. “Find the immediate actions necessary to achieve an aim.” But before an aim is achieved, should it not be justified? And the activity of justification may require a “picture of ourselves.” Don’t just stop. Think harder. Get it right.

Greif’s book is a prehistory of our predicament, of our own “crisis of man.” (The “man” is archaic, the “crisis” is not.) It recognizes that the intellectual history of modernity may be written in part as the epic tale of a series of rebellions against humanism

Who has not felt superior to humanism? It is the cheapest target of all: Humanism is sentimental, flabby, bourgeois, hypocritical, complacent, middlebrow, liberal, sanctimonious, constricting and often an alibi for power

what is humanism? For a start, humanism is not the antithesis of religion, as Pope Francis is exquisitely demonstrating

The worldview takes many forms: a philosophical claim about the centrality of humankind to the universe, and about the irreducibility of the human difference to any aspect of our animality

And posthumanism? It elects to understand the world in terms of impersonal forces and structures, and to deny the importance, and even the legitimacy, of human agency.

a methodological claim about the most illuminating way to explain history and human affairs, and about the essential inability of the natural sciences to offer a satisfactory explanation; a moral claim about the priority, and the universal nature, of certain values, not least tolerance and compassion

There have been humane posthumanists and there have been inhumane humanists. But the inhumanity of humanists may be refuted on the basis of their own worldview

the condemnation of cruelty toward “man the machine,” to borrow the old but enduring notion of an 18th-century French materialist, requires the importation of another framework of judgment. The same is true about universalism, which every critic of humanism has arraigned for its failure to live up to the promise of a perfect inclusiveness

there has never been a universalism that did not exclude. Yet the same is plainly the case about every particularism, which is nothing but a doctrine of exclusion; and the correction of particularism, the extension of its concept and its care, cannot be accomplished in its own name. It requires an idea from outside, an idea external to itself, a universalistic idea, a humanistic idea.

Asking universalism to keep faith with its own principles is a perennial activity of moral life. Asking particularism to keep faith with its own principles is asking for trouble.

there is no more urgent task for American intellectuals and writers than to think critically about the salience, even the tyranny, of technology in individual and collective life

Here is a humanist proposition for the age of Google: The processing of information is not the highest aim to which the human spirit can aspire, and neither is competitiveness in a global economy. The character of our society cannot be determined by engineers.

“Our very mastery seems to escape our mastery,” Michel Serres has anxiously remarked. “How can we dominate our domination; how can we master our own mastery?”

universal accessibility is not the end of the story, it is the beginning. The humanistic methods that were practiced before digitalization will be even more urgent after digitalization, because we will need help in navigating the unprecedented welter

Searches for keywords will not provide contexts for keywords. Patterns that are revealed by searches will not identify their own causes and reasons

The new order will not relieve us of the old burdens, and the old pleasures, of erudition and interpretation.

Is all this — is humanism — sentimental? But sentimentality is not always a counterfeit emotion. Sometimes sentiment is warranted by reality.

The persistence of humanism through the centuries, in the face of formidable intellectual and social obstacles, has been owed to the truth of its representations of our complexly beating hearts, and to the guidance that it has offered, in its variegated and conflicting versions, for a soulful and sensitive existence

a complacent humanist is a humanist who has not read his books closely, since they teach disquiet and difficulty. In a society rife with theories and practices that flatten and shrink and chill the human subject, the humanist is the dissenter.

Saiz even took it a step further, showing that a lack of land can cause stricter regulation. If a place has less room to build — due to mountains, wetlands or oceans, for example — each square foot of dirt costs more. Homeowners also may push local officials to regulate the land more aggressively in an effort to protect their investment and safeguard a scarce resource.

From 2013 to 2018, zoning and related restrictions added about $410,000 to the cost of a quarter-acre lot in the San Francisco metro area, $199,000 in Los Angeles, $175,000 in Seattle and $152,000 in greater New York

The comparable figure for Phoenix sat at $22,000. Atlanta was $15,000. Dallas was a mere $2,000. Not coincidentally, perhaps, many such Sun Belt metros have produced floods of new housing.

But why do blue cities tend to have less land available for development? Perhaps it works the other way: Perhaps land-restricted places tend to evolve into Democratic strongholds.

We don’t have data for this, but logically higher home prices and regulation in land-light cities should make much of their housing accessible only to educated, well-compensated professionals, right? In this simple mental model, coastal cities have less room and thus, by definition, attract the elite. And in American politics right now, Democrats dominate the professional classes.

We’ve long heard Democrats derided as the “coastal elite,” but we never stopped to wonder why all those blue counties hugged the coasts in the first place. Exceptions are easy to find, but the subtle effects of coastal land shortages, over time, could help explain that most prominent feature of America’s political geography.

That effect could be compounded, Saiz told us, by the simple truth that coastlines, lakes and other natural obstacles to construction make cities more beautiful, and thus more desirable to those who can afford such amenities, as his research with Gerald Carlino of the Federal Reserve Bank of Philadelphia shows. And the presence of an educated workforce will cause the city’s economy to grow faster, further expanding economic divides.

“High-amenity areas are more desirable and tend to attract the highly skilled,” Saiz said. “These metros tend to have harder land constraints to start with, which begets more expensive housing prices which, in turn, activate more NIMBY activism to protect that wealth.”

“Write a five-paragraph essay on Virginia Woolf’s ‘To the Lighthouse.’” Too generic? Well, how about “Write a five-paragraph essay on the theme of loss in ‘To the Lighthouse’”? Too high-schoolish? “Add some bigger words, please.” The product might not be ready to turn in the moment it is born, fully formed, from ChatGPT’s head. But with enough tweaking — either by the student or by the machine at the student’s demand — chances are the output can muster at least a passing grade.

Which of these uses are okay? Which aren’t? The harnessing of an AI tool to create an annotated bibliography likely doesn’t rankle even librarians the way relying on that same tool to draft a reflection on Virginia Woolf offends the professor of the modern novel. Why? Because that kind of contemplation goes closer to the heart of what education is really about.

the core of the question colleges now face. They can’t really stop students from using AI in class. They might not be able to notice students have done so at all, and when they do think they’ve noticed they’ll be acting only on suspicion. But maybe teachers can control the ways in which students use AI in class.

Figuring out exactly what ways those ought to be requires educators to determine what they care about in essays — what they are desperate to hear. The purpose of these papers is for students to demonstrate what they’ve learned, from hard facts to compositional know-how, and for teachers to assess how their pupils are progressing. The answer to what teachers want to get from students in their written work depends on what they want to give to students.

ChatGPT is sort of in a class of its own, because it can be almost anything its users want it to be so long as they possess one essential skill: prompt engineering. This means, basically, manipulating the machine not only into giving you an answer but also into giving you the kind of answer you’re looking for.

The next concern is that students should use AI in a manner that improves not only their writing but also their thinking — in short, in a manner that enhances learning rather than bypasses the need to learn at all.

This simple principle makes for complicated practice. Certainly, no one is going to learn anything by letting AI write an essay in its entirety. What about letting AI brainstorm an idea, on the other hand, or write an outline, or gin up a counter-argument? Lyndsey Cook, a senior at Ole Miss planning a career in nursing, finds the brainstorming especially helpful: She’ll ask ChatGPT or another tool to identify the themes in a piece of literature, and then she’ll go back and look for them herself.

These shortcuts, on the one hand, might interfere with students’ learning to brainstorm, outline or see the other side of things on their own

But — here comes a human-generated counterargument — they may also aid students in surmounting obstacles in their composition that otherwise would have stopped them short. That’s particularly true of kids whose high schools didn’t send them to college already equipped with these capabilities.

Allow AI to boost you over these early hurdles, and suddenly the opportunity for deeper learning — the opportunity to really write — will open up. That’s how Caleb Jackson, the part-time student for whom Perplexity has been such a boon, sees it: His professor, he says , wanted them to “get away from the high-school paper and go further, to write something larger like a thesis.”

maybe, as one young Ole Miss faculty member put it to me, this risks “losing the value of the struggle.” That, she says, is what she is scared will go away.

All this invites the most important question there is: What is learning for?

Learning, in college, can be instrumental. According to this view, the aim of teaching is to prepare students to live in the real world, so all that really matters is whether they have the chops to field jobs that feed themselves and their families. Perhaps knowing how to use AI to do any given task for you, then, is one of the most valuable skills out there — the same way it pays to be quick with a calculator.

If you accept this line of argument, however, there are still drawbacks to robotic crutches. Some level of critical thinking is necessary to function as an adult, and if AI stymies its development even the instrumental aim of education is thwarted. The same goes for that “value of the struggle.” The real world is full of adversity, much of which the largest language model can’t tell you how to overcome.

more compelling is the idea, probably shared by most college professors, that learning isn’t only instrumental after all — that it has intrinsic value and that it is the end rather than merely a means to one.

Every step along the way that is skipped, the shorter the journey becomes, the less we will take in as we travel.

This glummest of outlooks suggests that AI will stunt personal growth even if it doesn’t harm professional prospects.

While that doesn’t mean it’s wise to prohibit every little application of the technology in class, it probably does mean discouraging those most closely related to critical thinking.

One approach is to alter standards for grading, so that the things the machines are worst at are also the things that earn the best marks: originality, say, or depth of feeling, or so-called metacognition — the process of thinking about one’s own thinking or one’s own learning.

Hopefully, these things are also the most valuable because they are what make us human.

Caleb Jackson only wants AI to help him write his papers — not to write them for him. “If ChatGPT will get you an A, and you yourself might get a C, it’s like, ‘Well, I earned that C.’” He pauses. “That might sound crazy.”

Dominic Tovar agrees. Let AI take charge of everything, and, “They’re not so much tools at that point. They’re just replacing you.”

Lyndsey Cook, too, believes that even if these systems could reliably find the answers to the most vexing research problems, “it would take away from research itself” — because scientific inquiry is valuable for its own sake. “To have AI say, ‘Hey, this is the answer …’” she trails off, sounding dispirited.

Claire Mischker, lecturer of composition and director of the Ole Miss graduate writing center, asked her students at the end of last semester to turn in short reflections on their experience in her class. She received submissions that she was near certain were produced by ChatGPT — “that,” she says as sarcastically as she does mournfully, “felt really good.

The central theme of the course was empathy.

This is triggering a U.S.-China cold war, mass migrations from south to north and an America that has become more unreliable than indispensable.

that’s not the half of it. Because now that advanced military technologies like drones are readily available, smaller players can wield much more power and project it more widely than ever before, enabling even their bad choices to shake the world

This is why I referred to Russia’s invasion of Ukraine as our first true world war, and why I feel that Hamas’s war with Israel is in some ways our second true world war.

They are being fought on both physical battlefields and digital ones, with huge global reach and implications.

Indeed, in today’s tightly wired world, it is possible that the war over the Gaza Strip — which is roughly twice the size of Washington, D.C. — could decide the next president in Washington, D.C., as some young Democrats abandon President Biden because of his support for Israel.

before we become too pessimistic, let us remember that these choices are just that: choices. There was nothing inevitable or foreordained about them

Gorbachev, Deng, Anwar el-Sadat, Menachem Begin, George H.W. Bush and Volodymyr Zelensky, to name but a few, faced excruciating choices, but they chose forks in the road that led to a safer and more prosperous world, at least for a time

What is the essential ingredient that Dubai has and Gaza lacks? Because both began, in one sense, as the convergence of sand and seawater at crucial intersections of the world.

The short answer is visionary leadership.Dubai has benefited from two generations of monarchs in the United Arab Emirates who had a powerful vision of how the U.A.E. in general and the emirate of Dubai in particular could choose to be Arab, modern, pluralistic, globalized and embracing of a moderate interpretation of Islam

Their formula incorporates a radical openness to the world, an emphasis on free markets and education, a ban on extremist political Islam, relatively little corruption, a strong rule of law promulgated from the top down and a relentless commitment to economic diversification, talent recruitment and development.

Any of Dubai’s neighbors — Kuwait, Qatar, Oman, Bahrain, Iran and Saudi Arabia — could have done the same with their similar coastlines, but it was the U.A.E. that pulled it off by making the choices it made.

Compare that with Gaza, where the role models today are Hamas martyrs in its endless war with Israel.

Among the most ignorant and vile things that have been said about this Gaza war is that Hamas had no choice — that its wars with Israel, culminating on Oct. 7 with a murderous rampage, the kidnappings of Israelis as young as 10 months and as old as 86 and the rape of Israeli women, could somehow be excused as a justifiable jailbreak by pent-up males.

Let’s go to the videotape: In September 2005, Ariel Sharon completed a unilateral withdrawal of all Israeli forces and settlements from Gaza, which Israel occupied in the 1967 war. In short order, Hamas began attacking the crossing points between Gaza and Israel to show that even if Israel was gone, the resistance movement wasn’t over; these crossing points were a lifeline for commerce and jobs, and Israel eventually reduced the number of crossings from six to two.

In January 2006, the Palestinians held elections hoping to give the Palestinian Authority legitimacy to run Gaza and the West Bank. There was a debate among Israeli, Palestinian and Bush administration officials over whether Hamas should be allowed to run in the elections — because it had rejected the Oslo peace accords with Israel.

Yossi Beilin, one of the Israeli architects of Oslo, told me that he and others argued that Hamas should not be allowed to run, as did many members of Fatah, Arafat’s group, who had embraced Oslo and recognized Israel. But the Bush team insisted that Hamas be permitted to run without embracing Oslo, hoping that it would lose and this would be its ultimate refutation.

Fatah ran unrealistically high numbers of candidates in many districts, dividing the vote, while the more disciplined Hamas ran carefully targeted slates and managed to win the parliamentary majority.

Hamas then faced a critical choice: Now that it controlled the Palestinian parliament, it could work within the Oslo Accords and the Paris protocol that governed economic ties between Israel, Gaza and the West Bank — or not.

Hamas chose not to — making a clash between Hamas and Fatah, which supported Oslo, inevitable

That led to the first Israeli economic blockade of Gaza — and what would be 22 years of on-and-off Hamas rocket attacks, Israeli checkpoint openings and closings, wars and cease-fires, all culminating on Oct. 7.

These were fateful choices. Once Sharon pulled Israel out of Gaza, Palestinians were left, for the first time ever, with total control over a piece of land. Yes, it was an impoverished slice of sand and coastal seawater, with some agricultural areas. And it was not the ancestral home of most of its residents. But it was theirs to build anything they wanted.

Hamas had a choice: to replicate Dubai in 2023 or replicate Hanoi in 1968. It chose to replicate Hanoi, whose Củ Chi tunnel network served as the launchpad for the ’68 Tet offensive.

Hamas is not simply engaged in some pure-as-the-driven-snow anticolonial struggle against Israel. Only Hamas’s useful idiots on U.S. college campuses would believe that.

Hamas is engaged in a raw power struggle with Fatah over who will control Gaza and the West Bank, and it’s engaged in a power struggle in the region — alongside other pro-Muslim Brotherhood parties and regimes (like Turkey and Qatar) — against pro-Western monarchies like Saudi Arabia, Jordan, Kuwait and the U.A.E. and military-led regimes like Egypt’s.

In that struggle, Hamas wanted Gaza isolated and in conflict with Israel because that allowed Hamas to maintain its iron-fisted political and Islamist grip over the strip, foregoing elections and controlling all the smuggling routes in and out, which funded its tunnels and war machine and the lifestyle of its leaders and loyalists

The only exit from this mutually assured destruction is to bring in some transformed version of the Palestinian Authority in the West Bank — or a whole new P.L.O.-appointed government of Palestinian technocrats — in partnership with moderate Arab states like Egypt, Jordan and Saudi Arabia. But when I raise that with many Israelis right now, they tell me, “Tom, it’s not the time. No one wants to hear it.”

please, spare me the Harvard Yard nonsense that this war is all about the innocent, colonized oppressed and the evil, colonizing oppressors; that Israel alone was responsible for the isolation of Gaza; and that the only choice Hamas had for years was to create an underground “skyline” of tunnels up to 230 feet deep (contra Dubai) and that its only choice on Oct. 7 was martyrdom.

But our story about agency and choices does not stop there. Benjamin Netanyahu, Israel’s longest-serving prime minister — 16 years — also made choices. And even before this war, he made terrible ones — for Israel and for Jews all over the world.

Before this war, Netanyahu actively worked to keep the Palestinians divided and weak by strengthening Hamas in Gaza with billions of dollars from Qatar, while simultaneously working to discredit and delegitimize the more moderate Palestinian Authority in Ramallah, committed to Oslo and nonviolence in the West Bank.

Netanyahu’s goal has always been to destroy the Oslo option once and for all. In that, Bibi and Hamas have always needed each other: Bibi to tell the United States and Israelis that he had no choice, and Hamas to tell Gazans and its new and naïve supporters around the world that the Palestinians’ only choice was armed struggle led by Hamas.

This is now a common strategy for consolidating and holding power forever by a single political faction and disguising it with an ideology of resistance. It’s no wonder they all support one another.

Don’t they get it? Netanyahu’s greatest political achievement has been to persuade Israelis and the world that it’s never the right time to talk about the morally corrosive occupation and how to help build a credible Palestinian partner to take it off Israel’s hands.

He and the settlers wore everyone down. When I covered the State Department in the early 1990s, West Bank settlements were routinely described by U.S. officials as “obstacles to peace.” But that phrase was gradually dropped. The Trump administration even decided to stop calling the West Bank “occupied” territory.

Israel is being surrounded by what I call Iran’s landcraft carriers (as opposed to our aircraft carriers): Hamas, Hezbollah, the Houthis and Shiite militias in Iraq. Iran is squeezing Israel into a multifront war with its proxies. I truly worry for Israel.

But Israel will have neither the sympathy of the world that it needs nor the multiple allies it needs to confront this Iranian octopus, nor the Palestinian partners it needs to govern any post-Hamas Gaza, nor the lasting support of its best friend in the world, Joe Biden, unless it is ready to choose a long-term pathway for separating from the Palestinians with an improved, legitimate Palestinian partner.

For all these reasons, if Netanyahu keeps refusing because, once again, politically, the time is not right for him, Biden will have to choose, too — between America’s interests and Netanyahu’s.

In sum, this war is so ugly, deadly and painful, it is no wonder that so many Palestinians and Israelis want to just focus on survival and not on any of the choices that got them here

The Haaretz writer Dahlia Scheindlin put it beautifully in a recent essay:The situation today is so terrible that people run from reality as they run from rockets — and hide in the shelter of their blind spots. It’s pointless to wag fingers. The only thing left to do is try and change that reality.

While there are substitutes for Russian nickel, there’s no good substitute for the U.S. dollar and U.S. technology. It is very hard to get paid for things you sell if you can’t use SWIFT messaging and have been cut off by the U.S. regulated financial institutions that “clear” transactions in dollars. And it’s hard to build sophisticated machines without semiconductors that are made with U.S. intellectual property.

The barrier isn’t just that the payment networks of Russia and China are three or four decades behind. Others also fear how they would abuse these networks if they controlled them. The United States has its problems, but it at least provides some legal protections to businesses and countries that have fallen afoul of its harsh measures.

Often, U.S. officials treat these rules as an obstacle preventing them from taking strong actions. Yet these restrictions provide America with a strategic advantage: They give foreign countries and businesses some reason for trust.

Overreach, then, is the more immediate threat

they illustrate a deeper danger. As a new book by the historian Nicholas Mulder emphasizes, the “economic weapon” of sanctions and blockades doesn’t work nearly as predictably or effectively as its proponents imagine. The more powerful sanctions are, the greater the danger that they will lead to an unpredictable response. As Mr. Mulder demonstrates, fears of sanctions helped propel Nazi Germany’s territorial ambitions

measures should be just harsh enough to reach specific goals: to protect Ukrainian independence and to limit, to the greatest extent possible, Russia’s aggressive gains.

The United States should also explicitly lay out the circumstances under which the executive branch will apply such economic measures, the range of permissible goals that they can accomplish, the review procedures that will ensure they are proportionate and the circumstances under which they will be withdrawn.

In theory, a robot could be trained on data drawn from computer-simulated movements, but there, too, you must make trade-offs

Jang compared computation to a tidal wave lifting technologies up with it: AI is surfing atop the crest; robotics is still standing at the water’s edge.

Whatever its causes, the lag in robotics could become a problem for AI. The two are deeply intertwined

But the biggest obstacle for roboticists—the factor at the core of Moravec’s paradox—is that the physical world is extremely complicated, far more so than languag

Some researchers are skeptical that a model trained on language alone, or even language and images, could ever achieve humanlike intelligence. “There’s too much that’s left implicit in language,” Ernest Davis, a computer scientist at NYU, told me. “There’s too much basic understanding of the world that is not specified.” The solution, he thinks, is having AI interact directly with the world via robotic bodies. But unless robotics makes some serious progress, that is unlikely to be possible anytime soon.

For years already, engineers have used AI to help build robots. In a more extreme, far-off vision, super-intelligent AIs could simply design their own robotic body. But for now, Finn told me, embodied AI is still a ways off. No android assassins. No humanoid helpers.

Set in the context of our current technological abilities, HAL’s murderous exchange with Dave from 2001: A Space Odyssey would read very differently. The machine does not refuse to help its human master. It simply isn’t capable of doing so.“Open the pod bay doors, HAL.”“I’m sorry, Dave. I’m afraid I can’t do that.”

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.”

I’m standing before them not as an ambassador of certainty or a font of unassailable verities but as an emissary of doubt. I want to give them intelligent questions, not final answers. I want to teach them how much they have to learn — and how much they will always have to learn.

each component of it was about the same quality: humility.

The grammar-and-spelling bit was about surrendering to an established and easily understood way of doing things that eschewed wild individualism in favor of a common mode of communication. It showed respect for tradition, which is a force that binds us, a folding of the self into a greater whole

The voices bit — well, that’s obvious. It’s a reminder that we share the stages of our communities, our countries, our worlds, with many other actors and should conduct ourselves in a manner that recognizes this fact. A

I’d also been delivering that spiel for more than two years before I realized that humility is the antidote to grievance.

We live in an era defined and overwhelmed by grievance — by too many Americans’ obsession with how they’ve been wronged and their insistence on wallowing in ire

This anger reflects a pessimism that previous generations didn’t feel

They promote a self-obsession at odds with community, civility, comity and compromise. It’s a problem of humility.

They elevated how they viewed the world and what they wanted over tradition, institutional stability, law, order.

The Jan. 6 insurrectionists were delusional, frenzied, savage. But above all, they were unhumble. They decided that they held the truth, no matter all the evidence to the contrary.

anti-Trumps will be our salvation, and I say that not along partisan or ideological lines. I’m talking about character and how a society holds itself together.

It does that with concern for the common good, with respect for the institutions and procedures that protect that and with political leaders who ideally embody those traits or at least promote them.

He was fond of quoting Philippians 2:3, which he invoked as a lodestar for his administration. “Do nothing out of selfish ambition or vain conceit,” it says. “Rather, in humility value others above yourself.”

Governing, as opposed to demagoguery, is about earning others’ trust and cooperation. Exhibiting a willingness to listen to and to hear them goes a long way toward that.

“Insight and knowledge come from curiosity and humility,” Mr. Baker wrote in a 2022 book, “Results,” coauthored with his chief of staff, Steve Kadish, a Democrat. “Snap judgments — about people or ideas — are fueled by arrogance and conceit. They create blind spots and missed opportunities. Good ideas and interesting ways to accomplish goals in public life exist all over the place if you have the will, the curiosity, and the humility to find them.”

‘Yes, there’s demanding, but there’s also asking,’” he recalled. “And one is not the enemy of the other. People don’t like being accused, people don’t like being condemned, people don’t like being alienated. It’s a matter of conversation and persuasion.”

the message delivered by Loretta Ross, a longtime racial justice and human rights advocate, through her teaching, public speaking and writing. Troubled by the frequent targeting and pillorying of people on social media, she urged the practice of calling in rather than calling out those who’ve upset you. “Call-outs make people fearful of being targeted,” she wrote in a guest essay for Times Opinion. “People avoid meaningful conversations when hypervigilant perfectionists point out apparent mistakes, feeding the cannibalistic maw of the cancel culture.” Instead, she advised, engage them. If you believe they need enlightenment, try that route, “without the self-indulgence of drama,” she wrote.

She was also recognizing other people’s right to disagree — to live differently, to talk differently. Pluralism is as much about that as it is about a multiracial, multifaith, multigender splendor.

Tolerance shares DNA with respect. It recognizes that other people have rights and inherent value even when we disagree vehemently with them.

we mustn’t treat every wound, every obstacle, as some cosmic outrage or mortal danger. We mustn’t lose sight of the struggle, imperfection and randomness of life. We mustn’t overstate our vulnerability and exaggerate our due.

While grievance blows our concerns out of proportion, humility puts them in perspective. While grievance reduces the people with whom we disagree to caricature, humility acknowledges that they’re every bit as complex as we are — with as much of a stake in creating a more perfect union.

he trickiest question may be how to prevent abuse. AI generators have technological boundaries, but not morals, and it’s relatively easy for users to trick them into creating content that depicts violence, rape, sex with children or a celebrity — or even a crush from work who never consented to appear

In some cases, the engines themselves are trained on porn images whose subjects didn’t explicitly agree to the new use. Currently, no federal laws protect the victims of nonconsensual deepfakes.

Adult entertainment is a giant industry accounting for a substantial chunk of all internet traffic: Major porn sites get more monthly visitors and page views than Amazon, Netflix, TikTok or Zoom

The industry is a habitual early adopter of new technology, from VHS to DVD to dot com. In the mid-2000s, porn companies set up massive sites where users upload and watch free videos, and ad sales foot the bills.

At last year’s AVN conference, Steven Jones said his peers looked at him “like he was crazy” when he talked about AI opportunities: “Nobody was interested.” This year, Jones said, he’s been “the belle of the ball.”

He called up his old business partner, and the two immediately spent about $550,000 securing the web domains for porn dot ai, deepfake dot com and deepfakes dot com, Jones said. “Lightspeed” was back.

One major model, Stable Diffusion, shares its code publicly, and some technologists have figured out how to edit the code to allow for sexual images

What keeps Jones up at night is people trying to use his company’s tools to generate images of abuse, he said. The models have some technological guardrails that make it difficult for users to render children, celebrities or acts of violence. But people are constantly looking for workarounds.

So with help from an angel investor he will not name, Jones hired five employees and a handful of offshore contractors and started building an image engine trained on bundles of freely available pornographic images, as well as thousands of nude photos from Jones’s own collection

Users create what Jones calls a “dream girl,” prompting the AI with descriptions of the character’s appearance, pose and setting. The nudes don’t portray real people, he said. Rather, the goal is to re-create a fantasy from the user’s imagination.

The AI-generated images got better, their computerized sheen growing steadily less noticeable. Jones grew his user base to 500,000 people, many of whom pay to generate more images than the five per day allotted to free accounts, he said. The site’s “power users” generate AI porn for 10 hours a day, he said.

Jones described the site as an “artists’ community” where people can explore their sexualities and fantasies in a safe space. Unlike some corners of the traditional adult industry, no performers are being pressured, underpaid or placed in harm’s way

And critically, consumers don’t have to wait for their favorite OnlyFans performer to come online or trawl through Pornhub to find the content they like.

Next comes AI-generated video — “porn’s holy grail,” Jones said. Eventually, he sees the technology becoming interactive, with users giving instructions to lifelike automated “performers.” Within two years, he said, there will be “fully AI cam girls,” a reference to creators who make solo sex content.

It costs $12 per day to rent a server from Amazon Web Services, he said, and generating a single picture requires users to have access to a corresponding server. His users have so far generated more than 1.6 million images.

Copyright holders including newspapers, photographers and artists have filed a slew of lawsuits against AI companies, claiming the companies trained their models on copyrighted content. If plaintiffs win, it could cut off the free-for-all that benefits entrepreneurs such as Jones.

But Jones’s plan to create consumer-friendly AI porn engines faced significant obstacles. The companies behind major image-generation models used technical boundaries to block “not safe for work” content and, without racy images to learn from, the models weren’t good at re-creating nude bodies or scenes.

Jones said his team takes down images that other users flag as abusive. Their list of blocked prompts currently contains 1,000 terms including “high school.”

“I see certain things people type in, and I just hope to God they’re trying to test the model, like we are. I hope they don’t actually want to see the things they’re typing in.

Peter Acworth, the owner of kink dot com, is trying to teach an AI porn generator to understand even subtler concepts, such as the difference between torture and consensual sexual bondage. For decades Acworth has pushed for spaces — in the real world and online — for consenting adults to explore nonconventional sexual interests. In 2006, he bought the San Francisco Armory, a castle-like building in the city’s Mission neighborhood, and turned it into a studio where his company filmed fetish porn until shuttering in 2017.

Now, Acworth is working with engineers to train an image-generation model on pictures of BDSM, an acronym for bondage and discipline, dominance and submission, sadism and masochism.

Others alluded to a porn apocalypse, with AI wiping out existing models of adult entertainment.“Look around,” said Christian Burke, head of engineering at the adult-industry payment app Melon, gesturing at performers huddled, laughing and hugging across the show floor. “This could look entirely different in a few years.”

But the age of AI brings few guarantees for the people, largely women, who appear in porn. Many have signed broad contracts granting companies the rights to reproduce their likeness in any medium for the rest of time

Not only could performers lose income, Walters said, they could find themselves in offensive or abusive scenes they never consented to.

Lana Smalls, a 23-year-old performer whose videos have been viewed 20 million times on Pornhub, said she’s had colleagues show up to shoots with major studios only to be surprised by sweeping AI clauses in their contracts.

“This industry is too fragmented for collective bargaining,” Spiegler said. “Plus, this industry doesn’t like rules.”

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.”