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With President-elect Joe Biden set to be sworn in on Wednesday behind a screen of heavy security, democratic leaders and those fighting for democracy around the world say the upheaval in the U.S. has left them shaken. And authoritarian governments, like those of America’s biggest strategic rivals China and Russia, are touting what they say is the superiority of their own political systems.

“The storming of the Capitol provides a lot of bullets for the pro-Beijing propaganda to stress that democracy is equal to chaos,”

China’s foreign ministry spokeswoman, Hua Chunying, has already drawn a parallel between the riot in Washington and Hong Kong’s protests in 2019, accusing the U.S. of double standards as she expressed her “hope that the people of America will enjoy peace, stability and safety soon.”

“These recent events have stunned everyone, and in particularly the Belarusians, who saw the U.S. as an example of a stable, orderly democracy where honest elections are followed by a lawful transfer of power,” said Franak Viacorka, a senior adviser to Mr. Lukashenko’s opponent in the disputed election, Sviatlana Tsikhanouskaya. “We hope it was an aberration rather than the trend.”

At the same time, the party shored up its heavily evangelical base with tough-on-crime policies, anti-abortion rhetoric and coded racist attacks on “welfare queens.”

But the past 40 years of Republican-led (but bipartisan) neoliberalism left large segments of the party’s social base, like many other Americans, with declining standards of living Economic crisis and the browning of America opened new avenues for calculating politicians to exploit white cultural resentments for political gain: Isolationism, nativism, racism, even anti-Semitism roared back.

Such scapegoating is strikingly reminiscent of the radio priest Charles Coughlin’s attacks on the Rothschilds and “money-changers” during the Great Depression.

Mr. Trump championed ideas that had been bubbling up among the Republican grass roots since the late 20th century. His great political talent has been to see the extent of these resentments and rhetorically, and to some extent politically, speak to those concerns.

His hold on his supporters is not just a cult of personality but grounded in a set of deeply rooted and increasingly widespread ideas within the Republican Party: ending birthright citizenship for immigrants, militarizing the border, disenfranchising Americans under the guise of protecting the integrity of the ballot, favoring an isolationist nationalism.

Republican nativists warned of the “takeover of America.” Their “greatest fear,” according to one prominent Republican activist, was that “illegal aliens will stuff the ballot boxes.” Mr. Trump’s genius was to recognize the opportunity to mobilize such anti-democratic resentments around himself.

They understood that in a world of economic anxiety, disempowerment of the middle class and colossal income inequality, such policies would deliver majorities. The successful combination is most likely to encourage many Republicans to continue to embrace it.

With the party’s elite disinclined to grapple with extreme wealth inequalities and the increasing immiseration and insecurity of the American middle and working classes, the only way to win votes may be to pander to cultural resentment.

Mr. Trump’s style of personalistic authoritarian populism is his alone. It is unfamiliar to most American politicians, and the messianic loyalty he commands among his most martial followers is unlikely to be replicated by those within the party who seek to pick up his mantle.

When those countries vetted these vaccines, they made informed decisions, based on evidence about safety and efficacy released by the Chinese and Russian manufacturers — much of it also published in peer-reviewed scientific journals like The Lancet and JAMA — or after running independent trials of their own. To assume otherwise is to doubt the ability or integrity of these governments, some of which have health regulatory systems on par with those in the United States or Europe.

To some extent this is understandable. China’s and Russia’s self-serving propaganda campaigns touting their respective vaccines only increased wariness, especially abroad.

The protocols for trials vary, in other words, even for the same vaccine. Considering that, now imagine the potential for differences among results from trials for various vaccines — differences that may reveal as much about the trials’s designs as the vaccines’ performance.

The fact is that no Covid-19 vaccine has been developed or released as transparently as it should have been. And while China and Russia may have botched their rollouts more than some Western companies, that doesn’t necessarily mean their vaccines are shoddy.

Most vaccines produced in the West have already been bought up by rich countries: as of early December, all of Moderna’s vaccines and 96 percent of Pfizer-BioNTech’s, according to the People’s Vaccine Alliance, a coalition of organizations calling for wider and fairer access to vaccines worldwide.

When a vaccine is developed in and approved by a country on the W.H.O.’s trusted list, the organization usually relies on that assessment to quickly sign off. But when a vaccine maker anywhere else applies for prequalification, the W.H.O. conducts a full evaluation from scratch, including a physical inspection of the manufacturing facilities.

Noah Barkin, a China expert in Berlin with the Rhodium Group, called the investment agreement in particular “a geopolitical coup for China.”

He said China could serve as a model and as a partner in cooperation, and suggested that Europe could play a moderating role between China and the United States.

“The values we all cherish in our Sunday sermons must be adhered to if we are not to fall victim to a new systemic rival,” said Reinhard Bütikofer, a German member of the European Parliament who has spoken out against the European investment agreement with China.

China’s overtures will not end the anger over its repressive policies, including its documented use of forced labor.

The Europeans finalized the investment agreement, for example, a day after the European Union publicly criticized the harsh prison sentence handed down to a Chinese lawyer who reported on the initial coronavirus outbreak in the city of Wuhan.

Over the long term, it remains to be seen how significantly China’s pacts and pledges will improve its international image, which plummeted this past year because of its obfuscation over the coronavirus outbreak in Wuhan.

A survey by the Pew Research Center in October found that in 14 economically advanced countries, unfavorable attitudes toward China had reached their highest levels in more than a decade. A median of 78 percent of those surveyed said they had little or no confidence that Mr. Xi would do the right thing in world affairs. (One upside for Mr. Xi: 89 percent felt the same way about Mr. Trump.)

Mr. Xi’s pledges to accelerate China’s reduction of carbon emissions, which he began making in September, have won international plaudits, even if the government has yet to detail how it will wean itself from coal and other heavily polluting industries.

Mr. Trump showed disdain for America’s traditional allies in Europe and Asia, but Mr. Biden has pledged to galvanize a coalition to confront the economic, diplomatic and military challenges that China poses.

Mr. Biden’s incoming national security adviser, Jake Sullivan, took to Twitter to hint strongly that Europe should first wait for consultations with the new administration — to no avail.

They said the agreement failed to do enough to address China’s abuses of human rights, including labor rights.

"I remember the first time (Kasparov) was in jail, he didn't eat a thing because he was afraid that they'd poison him. And we all laughed at him! We thought he was paranoid. He is the only person I know who took any security measures."

Navalny's brilliant sting operation won't lead to an arrest and may only increase the chances he'll be targeted again with a less subtle method

Putin, who worked as a KGB officer before his political ascendance, once said himself that "there's no such thing as former KGB man." While he has always prioritized the security services during his two decades in power, the decay within Russia's intelligence agency is obvious as the country stagnates under dictatorship

But you don't have to be a master assassin when you can keep trying with impunity, even after being caught red-handed.

I don't fly with the state-owned airline Aeroflot, and I don't travel to countries where Putin might be able to put pressure on local authorities to do him a favor. But no one is untouchable in a world where criminals go unpunished.

The Kremlin has doubled down on its lies and denials, spreading a flood of contradictory stories by officials and in the state-run media. Putin himself was dismissive as usual, refusing to even mention Navalny by name when asked about the case. He denied the poisoning, saying, "If (FSB agents) wanted to, they would've probably finished it."

Even in the face of one of the worst cyberattacks in US history, Trump has refused to call out Russia as the culprit, even when his own secretary of state said, "We can say pretty clearly that it was the Russians that engaged in this activity."

Putin's henchmen are sloppy because they can afford to be. Just like their boss, they don't fear any repercussions

Meanwhile, the Trump administration is sending a clear message to all despots as it considers granting legal immunity for Saudi crown prince Mohammed bin Salman, who ordered the gruesome killing of journalist Jamal Khashoggi, according to the CIA

Yet, there is always talk about the need for more international engagement with these despots and thugs, not less. The dubious theory that globalization and closer economic ties will inevitably liberalize dictatorships has been refuted many times over. We see this with China's Xi Jinping, who has become more authoritarian and aggressive since the US welcomed China into the World Trade Organization. Instead, engagement -- or appeasement by another name -- reinforces their sense of impunity

Russia and some of Putin's oligarchs have already been under piecemeal sanctions since the 2014 invasion of Ukraine and annexation of Crimea. But these sanctions are merely a slap on the wrist, and it's clear they do not go far or high enough.

“The U.S.A. is a first-world country but it is acting like a third-world country,” said U Aung Thu Nyein, a political analyst in Myanmar.

Adding to the sense of bewilderment, Mr. Trump has refused to embrace an indispensable principle of democracy, dodging questions about whether he will commit to a peaceful transition of power after the November election should he lose.

“It reminds me of Belarus, when a person cannot admit defeat and looks for any means to prove that he couldn’t lose,” said Kiryl Kalbasnikau, a 29-year-old opposition activist and actor. “This would be a warning sign for any democracy.”

“We used to look to the U.S. for democratic governance inspiration,” said Eduardo Bohórquez, the director of Transparency International Mexico. “Sadly, this is not the case anymore.”

“The world sees the dismantling of social cohesion within American society and the mess in managing Covid,” said Yenny Wahid, an Indonesian politician and activist. “There is a vacuum of leadership that needs to be filled, but America is not fulfilling that leadership role.

Ms. Wahid, whose father was president of Indonesia after the country emerged from decades of strongman rule, said she worried that Mr. Trump’s dismissive attitude toward democratic principles could legitimize authoritarians.

“Trump inspired many dictators, many leaders who are interested in dictatorship, to copy his style, and he emboldened them,” she said.

“They now know what it’s like in other countries: violating norms, international trade and its own institutions,” said Eunice Rendon, an expert on migration and security and the director of Migrant Agenda, a nonprofit organization in Mexico. “The most powerful country in the world all of a sudden looks vulnerable.”

In Cambodia, which reports being largely spared by the virus so far, there is a measure of schadenfreude toward the United States. Prime Minister Hun Sen has survived as Asia’s longest serving leader by cracking down on dissent and cozying up to China.

“He has many nuclear weapons,” Sok Eysan, a spokesman for Mr. Hun Sen’s Cambodian People’s Party, said of Mr. Trump. “But he is careless with a disease that can’t be seen.”

China’s top-down, state-led political system allows the party to drive its vast bureaucracy in pursuit of a single target — an approach that would be nearly impossible anywhere else in the world.

In the United States, where the pandemic is still raging, discussions about how and when to resume in-person classes have been fraught.

An absence of a national strategy has left school districts to craft their own approach. Coronavirus tests can be hard to come by. Parents have expressed misgivings about sending their children back to classrooms. Teachers’ unions have threatened to strike, while college students have flouted rules against gatherings.

In China, where the virus has largely been under control for months, there is no such debate.

The opening of schools has given Mr. Xi a propaganda win in a time of slowing economic growth and international criticism over his government’s early cover-up and mishandling of the outbreak.

Education officials have urged students to avoid “unnecessary outings” aside from going to school, though the rule is unlikely to be enforced. Students are also discouraged from speaking while eating or taking public transportation.

China still faces the possibility of fresh outbreaks, epidemiologists say, especially in the fall and winter months. But so far, the measures appear to be effective, with no outbreaks or school closures reported.

The party controls the courts and the news media and quashes any perceived threats to its agenda. Local bureaucracies have little choice but to obey the orders of the all-powerful central government. Independent labor unions are banned and activism is discouraged, making it difficult for the country’s more than 12 million teachers to organize. Administrators have corralled college students inside campuses, forbidding them to leave school grounds to eat or meet friends.

The state-run news media has closely covered America’s difficulties in resuming classes, while highlighting China’s progress in getting parents back to work — key to the country’s attempts to drive an economic recovery.

“When parents start a new day at work knowing that their children are well-protected at school,” read a recent commentary by Xinhua, the official news agency, “they will be filled with a sense of assurance living in this land where life is a top priority.”

Many schools are already short on staff and resources, and educators say they are struggling to keep up with long lists of virus-control tasks. Some teachers are rising at 4 a.m. just to review protocols.

I asked Ornstein, not prone to histrionics, how real the threat to American democracy is, at 67 days from the election. “If we are not at Defcon 1, we are pretty close,” he said, referring to the label used by the United States armed forces for the highest level of threat.

Europeans know how this goes. Viktor Orban, the rightist Hungarian prime minister, has established a template for the authoritarian system Trump would pursue if re-elected: neutralize an independent judiciary, demonize immigrants, claim the “people’s will” overrides constitutional checks and balances, curtail a free media, exalt a mythologized national heroism, and ultimately, like Orban or Vladimir Putin or Turkey’s Recep Tayyip Erdogan, secure a form of autocratic rule that retains a veneer of democracy while skewing the contest sufficiently to ensure it can yield only one result.

Officials close to Biden are looking at several ominous scenarios: Trump claiming victory before the votes in battleground states are fully counted — a count that could take many days or even weeks given the likely number of absentee ballots

Trump, supported by Barr, who has claimed that foreign governments have produced counterfeit mail ballots, refusing to concede and challenging the validity of the mail-in voting tally

some attempt by Trump to use the armed forces to help him win

Trump contesting the outcome in one or more states, so that neither Biden nor Trump has the needed 270 electoral votes and the election is determined by Republican-majority delegations with one vote per state.

any of this could happen — and Europe will want to “contain” that America.

Extravagant buffoons, building their power base through the visual media, displace the wooden technocrats who once dominated political life. Debate gives way to symbols, slogans and sensation. Political parties that once tolerated a degree of pluralism succumb to cults of personality.

Politicians and political advisers behave with impunity. During the impeachment hearings, Trump’s lawyer argued, in effect, that the president is the nation, and his interests are inseparable from the national interest.

Trump shamelessly endorses nativism and white supremacy. Powerful politicians, such as the Republican congressman Steve King, talk of defending “western civilisation” against “subjugation” by its “enemies”. Minorities are disenfranchised. Immigrants are herded into detention centres.

Political structures still stand, but they are hollowed out, as power migrates into unaccountable, undemocratic spheres: conservative fundraising dinners, US political action committees, offshore trade tribunals, tax havens and secrecy regimes.

The bodies supposed to hold power to account, such as the Electoral Commission and the BBC, are attacked, disciplined and cowed. Politicians and newspapers launch lurid attacks against parliament, the judiciaryand the civil service.

Political lying becomes so rife that voters lose the ability to distinguish fact from fiction. Conspiracy theories proliferate, distracting attention from the real ways in which our rights and freedoms are eroded

With every unpunished outrage against integrity in public life, trust in the system corrodes. The ideal of democracy as a shared civic project gives way to a politics of dominance and submission.

All these phenomena were preconditions for – or facilitators of – the rise of European fascism during the first half of the 20th century. I find myself asking a question I thought we would never have to ask again. Is the resurgence of fascism a real prospect, on either side of the Atlantic?

It is easier to define as a political method. While its stated aims may vary wildly, the means by which it has sought to grab and build power are broadly consistent. But I think it’s fair to say that though the new politics have some strong similarities to fascism, they are not the same thing.

Trump’s politics and Johnson’s have some characteristics that were peculiar to fascism, such as their constant excitation and mobilisation of their base through polarisation, their culture wars, their promiscuous lying, their fabrication of enemies and their rhetoric of betrayal

But there are crucial differences. Far from valorising and courting young people, they appeal mostly to older voters. Neither relies on paramilitary terror

Neither government seems interested in using warfare as a political tool.

Trump and Johnson preach scarcely regulated individualism: almost the opposite of the fascist doctrine of total subordination to the state.

Last century’s fascism thrived on economic collapse and mass unemployment. We are nowhere near the conditions of the Great Depression, though both countries now face a major slump in which millions could lose their jobs and homes.

Not all the differences are reassuring. Micro-targeting on social media, peer-to-peer texting and now the possibility of deepfake videos allow today’s politicians to confuse and misdirect people, to bombard us with lies and conspiracy theories, to destroy trust and create alternative realities more quickly and effectively than any tools 20th-century dictators had at their disposal.

this isn’t fascism. It is something else, something we have not yet named. But we should fear it and resist it as if it were.

(3) The president of the United States said that “They came after me trying to do a coup.” And that: “We’ve caught them. We’ve caught them all.” And that one of “them” is his opponent.

(4) More than 60 million Americans are going to vote for the president of the United States.

Regardless of who wins this election, how are we supposed to make this thing—here I am referring euphemistically to our glorious experiment in self-government—work when 40 percent of the country wants this shit—here I am not being euphemistic—from their president?

Because these preferences are not based on policy differences concerning marginal tax rates or trade policy or deregulation.

Douthat’s worldview — Trump bad, right-wing populism good, liberals/progressives the worst — keeps him trapped in a cycle in which he dismisses critics of the Republican party’s turn against democracy, gets forced by events to acknowledge that it was worse than he thought, and then, from that new baseline, downplays the Republican party’s turn against democracy again.

If he were really interested, as he claimed, in taking the Republican threat against democracy seriously, he would see a serious risk that they’d use such provisions in 2024, and that the legislators who introduced and championed them are auditioning for leading roles in the next coup attempt.

Douthat’s interpretation of these is blasé: It worked out in 2020, so don’t worry about 2024. Trump couldn’t repeal Obamacare, he couldn’t get Republican legislatures in states Biden won to overrule their voters, and his preferred candidate in Texas just lost a special election, so American democracy is fine.

If he hasn’t heard these promises, or doesn’t believe anyone will try to carry them out, perhaps it’s because he just doesn’t want to.

The other big problem is that a concerted effort to overturn a future election would be terrible for American democracy, even if it doesn’t work. A state legislature acting to overrule voters would be uncharted territory, risking chaos, even violence. Douthat’s claim that Trump’s “manifold weaknesses as an inside-game player” means no state will try this is unconvincing, but even if he’s right and their attempts are likely to fail, isn’t it better that they never try at all?

that, you see, is why American conservatives admire Orbán: “It’s not just his anti-immigration stance or his moral traditionalism. It’s that his interventions in Hungarian cultural life, the attacks on liberal academic centers and the spending on conservative ideological projects, are seen as examples of how political power might curb progressivism’s influence.”

One thing that goes unmentioned in Douthat’s column is that Orbán’s government took control of almost all Hungarian media and uses it to support the ruling party. The effect is dramatic enough that international election monitors assessed that the 2018 parliamentary election wasn’t a fair democratic contest.

The claim that religious conservatives are persecuted in America is, at best, self-serving hyperbole. They’re not under existential threat. They just went from the overwhelmingly dominant faction in American society to a large and powerful one within it.

Douthat can’t acknowledge that. Like other cultural conservatives who cast themselves as victims, he’s stuck. He’d rather the Republican party reject Trump’s personal corruption and boorishness. He doesn’t call for an American Caesar or defend the violence of January 6. But he’s unable or unwilling to see the rot and illiberalism of his “own side” clearly, so he downplays the flaws and dangers of the current Republican party while magnifying those of the left.

We can’t rule out, however, that Xi sincerely believes in the course he’s taking. (Indeed, the two explanations are not mutually exclusive.) It’s easy to discount the CCP’s Marxist pronouncements as a necessary but rhetorical cover for the country’s raging capitalism, but Xi regularly reminds the nation that it is socialist, and praises the successes of China’s version of the ideology.

Xi and his propaganda machine are presenting China’s authoritarian governance as a more appropriate model for the world than democratic capitalism, better able to create a more harmonious, just, and prosperous society, and more capable of achieving great tasks, such as conquering the coronavirus pandemic, than a dysfunctional, decadent, and declining America.

this current movement could follow those of the Communist past, which had “a pattern of first cracking down on whomever is identified as the corrupt, and then cracking down on whomever is identified as the impure, and then widening the lens to a more broad mass movement.”

Xi “may believe the recent wave of crackdowns is necessary to bring about socialism at home to differentiate from capitalism as practiced in the West.”

That raises the ugly prospect of the competition between the U.S. and China becoming more like the Cold War—a battle between ideologically opposed political, economic, and social systems.

That is, if Xi’s new China succeeds. By attacking the wealthy, constraining private enterprise, and strangling education, Xi could discourage entrepreneurship and independent thinking, the magic ingredients for technological breakthroughs and innovative products. Starting a company is already a risky business. Why attempt it if you’ll end up in trouble? By experimenting with Chinese society, Xi is gambling that his bid for social control won’t smother the incentives and initiative that the economy requires to excel.

The West is convinced that political and social freedoms and economic progress are inseparable. Xi and his Communist cadres do not agree, and, in their minds, they have China’s four-decade record of triumphs to prove their point. China’s leader appears to believe that greater top-down control will ensure his country’s continued ascent, not derail it.

The biggest question thrown up by this history is why the West failed to see the danger earlier.

The North Atlantic Treaty Organization made a statement in 2008 that Ukraine and Georgia would one day join, and over nearly 14 years never followed through on membership. The EU drew up a trade deal with Ukraine without factoring in Russia’s strong-arm response. Western policies didn’t change decisively in reaction to limited Russian invasions of Georgia and Ukraine, encouraging Mr. Putin to believe that a full-blown campaign to conquer Ukraine wouldn’t meet with determined resistance—either internationally or in Ukraine, a country whose independence he said repeatedly was a regrettable accident of history.

The roots of the war lie in Russia’s deep ambivalence about its place in the world after the end of the Soviet Union

Viewed from elsewhere in Europe, NATO’s eastward enlargement didn’t threaten Russia’s security. NATO membership is at core a promise to collectively defend a member that comes under attack. The alliance agreed in 1997 not to permanently station substantial combat forces in its new eastern members that were capable of threatening Russian territory. Russia retained a massive nuclear arsenal and the biggest conventional forces in Europe.

Mr. Putin thought of Russian security interests more broadly, linking the preservation of Moscow’s influence in adjacent countries with his goals of reviving Russia’s global power and cementing his authoritarian rule at home.

U.S. intelligence learned in 2005 that Mr. Putin’s government had carried out a broad review of Russian policy in the “near abroad,” as the Kremlin termed former Soviet republics. From now on, Russia would take a more assertive approach and vigorously contest perceived U.S. influence.

Mr. Bush asked Mr. Putin why he thought the end of the Soviet Union had been the greatest tragedy of the 20th century. Surely the deaths of more than 20 million Soviet citizens in World War II was worse, Mr. Bush said. Mr. Putin replied that the USSR’s demise was worse because it had left 25 million Russians outside the Russian Federation, according to Ms. Rice, who was present.

Perceptions changed in January 2007, when Mr. Putin vented his growing frustrations about the West at the annual Munich Security Conference. In a long and icy speech, he denounced the U.S. for trying to rule a unipolar world by force, accused NATO of breaking promises by expanding into Europe’s east, and called the West hypocritical for lecturing Russia about democracy. A chill descended on the audience of Western diplomats and politicians at the luxury Hotel Bayerischer Hof, participants recalled.

“We didn’t take the speech as seriously as we should have,” said Mr. Ischinger. “It takes two to tango, and Mr. Putin didn’t want to tango any more.

“I need a MAP. We need to give the Ukrainian people a strategic focus on the way ahead. We really need this,” Mr. Yushchenko said, Ms. Rice recalled. Ms. Rice, who was initially uncertain about having Ukraine in NATO, gave a noncommittal answer. When the request was debated in the National Security Council, Mr. Bush said NATO should be open to all countries that qualify and want to join.

Try as it might, the White House couldn’t overcome German and French resistance to offering a MAP to Ukraine and Georgia.

Berlin and Paris pointed to unsolved territorial conflicts in Georgia, low public support for NATO in Ukraine, and the weakness of democracy and the rule of law in both.

Ms. Merkel, remembering Mr. Putin’s speech in Munich, believed he would see NATO invitations as a direct and deliberate threat to him, according to Christoph Heusgen, her chief diplomatic adviser at the time. She was also convinced Ukraine and Georgia would bring NATO no benefits as members, Mr. Heusgen said.

Ms. Rice, a Soviet and Russia expert, said Mr. Putin wanted to use Ukraine, Belarus and Georgia to rebuild Russia’s global power, and that extending the shield of NATO membership could be the last chance to stop him. German and French officials were skeptical, believing Russia’s economy was too weak and dependent on Western technology to become a serious threat again.

In the final session, Ms. Merkel debated in a corner of the room with leaders from Poland and other eastern members of NATO, who advocated strenuously on behalf of Ukraine and Georgia. Lithuanian President Valdas Adamkus strongly criticized Ms. Merkel’s stance, warning that a failure to stop Russia’s resurgence would eventually threaten the eastern flank of the alliance.

“We agreed today that these countries will become members of NATO,” it read. But it didn’t say when. And there was no MAP.

Many of Ukraine’s supporters were heartened. But some officials in Bucharest feared it was the worst of both worlds. NATO had just painted a target on the backs of Ukraine and Georgia without giving them any protection.

Mr. Putin joined the summit the next day. He spoke behind closed doors and made clear his disdain for NATO’s move, describing Ukraine as a “made-up” country.

“He then became a fervent nationalist,” said Mr. Heusgen. “His great anxiety was that Ukraine could become economically and politically successful and that the Russians would eventually ask themselves ‘Why are our brothers doing so well, while our situation remains dire?’ ”

Mr. Putin’s show of military force backfired politically. He had won control of Crimea and part of Donbas, but he was losing Ukraine.

divisions manifested themselves during Ukraine’s bitterly fought elections and during the Orange and Maidan revolutions. But they receded after 2014. Many Russophone Ukrainians fled from repression and economic collapse in separatist-run Donbas. Even eastern Ukraine came to fear Russian influence. Mr. Putin was doing what Ukrainian politicians had struggled with: uniting a nation.

Mr. Putin never tried to implement the Minsk accords, said Mr. Heusgen, the German chancellery aide, because their full implementation would have resolved the conflict and allowed Ukraine to move on.

At a conversation at the Hilton Hotel in Brisbane, Australia, during a G-20 summit in late 2014, Ms. Merkel realized that Mr. Putin had entered a state of mind that would never allow for reconciliation with the West, according to a former aide.

The conversation was about Ukraine, but Mr. Putin launched into a tirade against the decadence of democracies, whose decay of values, he said, was exemplified by the spread of “gay culture.”

The Russian warned Ms. Merkel earnestly that gay culture was corrupting Germany’s youth. Russia’s values were superior and diametrically opposed to Western decadence, he said

He expressed disdain for politicians beholden to public opinion. Western politicians were unable to be strong leaders because they were hobbled by electoral pressures and aggressive media, he told Ms. Merkel.

Ms. Merkel’s policy reflected a consensus in Berlin that mutually beneficial trade with the EU would tame Russian geopolitical ambitions.

The U.S. and some NATO allies, meanwhile, began a multiyear program to train and equip Ukraine’s armed forces, which had proved no match for Russia’s in Donbas.

The level of military support was limited because the Obama administration figured that Russia would retain a considerable military advantage over Ukraine and it didn’t want to provoke Moscow.

President Trump expanded the aid to include Javelin antitank missiles, but delayed it in 2019 while he pressed Ukraine’s new president, Volodymyr Zelensky, to look for information the White House hoped to use against Democratic presidential hopeful Joe Biden and Mr. Biden’s son, an act for which he was impeached.

in telephone conversations from 2020 onward, Mr. Macron noticed changes in Mr. Putin. The Russian leader was rigorously isolating himself during the Covid-19 pandemic, requiring even close aides to quarantine themselves before they could meet him.

The man on the phone with Mr. Macron was different from the one he had hosted in Paris and the Riviera. “He tended to talk in circles, rewriting history,” recalled an aide to Mr. Macron.

The U.S. no longer saw Europe as a primary focus. Mr. Biden wanted neither a “reset” of relations with Mr. Putin, like President Obama had declared in 2009, nor to roll back Russia’s power. The NSC cast the aim as a “stable, predictable relationship.” It was a modest goal that would soon be tested by Mr. Putin’s bid to rewrite the ending of the Cold War.

In early 2021, Mr. Biden became the latest U.S. president who wanted to focus his foreign policy on the strategic competition with China, only to become entangled in events elsewhere.

When Mr. Zelensky met with Mr. Biden in Washington in September, the U.S. finally announced the $60 million in military support, which included Javelins, small arms and ammunition. The aid was in line with the modest assistance the Obama and Trump administrations had supplied over the years, which provided Ukraine with lethal weaponry but didn’t include air defense, antiship missiles, tanks, fighter aircraft or drones that could carry out attacks.

U.S. national security officials discussed the highly classified intelligence at a meeting in the White House on Oct. 27. Director of National Intelligence Avril Haines warned that Russian forces could be ready to attack by the end of January 2022.

On Nov. 17, Ukraine’s defense minister, Oleksii Reznikov, urged the U.S. to send air defense systems and additional antitank weapons and ammunition during a meeting at the Pentagon, although he thought the initial Russian attacks might be limited.

Gen. Mark Milley, the chairman of the Joint Chiefs of Staff, told Mr. Reznikov that Ukraine could be facing a massive invasion.

Work began that month on a new $200 million package in military assistance from U.S. stocks. The White House, however, initially held off authorizing it, angering some lawmakers. Administration officials calculated arms shipments wouldn’t be enough to deter Mr. Putin from invading if his mind was made up, and might even provoke him to attack.

The cautious White House approach was consistent with Defense Secretary Lloyd Austin’s thinking. He favored a low-profile, gradual approach to assisting Ukraine’s forces and fortifying NATO’s defenses that would grow stronger in line with U.S. intelligence indications about Russia’s intent to attack.

A paramount goal was to avoid a direct clash between U.S. and Russian forces—what Mr. Austin called his “North Star.”

On Dec. 27, Mr. Biden gave the go-ahead to begin sending more military assistance for Ukraine, including Javelin antitank missiles, mortars, grenade launchers, small arms and ammunition.

Three days later, Mr. Biden spoke on the phone with Mr. Putin and said the U.S. had no plan to station offensive missiles in Ukraine and urged Russia to de-escalate. The two leaders were on different wavelengths. Mr. Biden was talking about confidence-building measures. Mr. Putin was talking about effectively rolling back the West.

Gen. Mingus had fought in Iraq and Afghanistan, been wounded and earned a Purple Heart, and he spoke frankly about the challenges Russian forces would face. Invading a territory was one thing, but holding it was another, and the intervention could turn into a yearslong quagmire, he said. The Russians showed no reaction.

Mr. Macron found Mr. Putin even more difficult to talk to than previously, according to French officials. The six-hour conversation went round in circles as Mr. Putin gave long lectures about the historical unity of Russia and Ukraine and the West’s record of hypocrisy, while the French president tried to bring the conversation back to the present day and how to avoid a war.

Mr. Scholz argued that the international order rested on the recognition of existing borders, no matter how and when they had been created. The West would never accept unraveling established borders in Europe, he warned. Sanctions would be swift and harsh, and the close economic cooperation between Germany and Russia would end. Public pressure on European leaders to sever all links to Russia would be immense, he said.

Mr. Putin then repeated his disdain for weak Western leaders who were susceptible to public pressure.

Mr. Zelensky said Mr. Putin couldn’t be trusted to uphold such an agreement and that most Ukrainians wanted to join NATO. His answer left German officials worried that the chances of peace were fading. Aides to Mr. Scholz believed Mr. Putin would maintain his military pressure on Ukraine’s borders to strangle its economy and then eventually move to occupy the country.

Mr. Putin said he had decided to recognize the independence of separatist enclaves in eastern Ukraine. He said fascists had seized power in Kyiv, while NATO hadn’t responded to his security concerns and was planning to deploy nuclear missiles in Ukraine.

“We are not going to see each other for a while, but I really appreciate the frankness of our discussions,” Mr. Putin told Mr. Macron. “I hope we can talk again one day.”

When my administration started, in 1993, no one felt certain that a post–Cold War Europe would remain peaceful, stable, and democratic.

in my view, whether it happened depended less on NATO and more on whether Russia remained a democracy and how it defined its greatness in the 21st century. Would it build a modern economy based on its human talent in science, technology, and the arts, or seek to re-create a version of its 18th-century empire fueled by natural resources and characterized by a strong authoritarian government with a powerful military?

In 1994, Russia became the first country to join the Partnership for Peace, a program for practical bilateral cooperation, including joint training exercises between NATO and non-NATO European countries.

Beginning in 1995, after the Dayton Accords ended the Bosnian War, we made an agreement to add Russian troops to the peacekeeping forces that NATO had on the ground in Bosnia. In 1997, we supported the NATO-Russia Founding Act, which gave Russia a voice but not a veto in NATO affairs, and supported Russia’s entry to the G7, making it the G8. In 1999, at the end of the Kosovo conflict, Secretary of Defense Bill Cohen reached an agreement with the Russian defense minister under which Russian troops could join UN-sanctioned NATO peacekeeping forces.

Throughout it all, we left the door open for Russia’s eventual membership in NATO, something I made clear to Yeltsin and later confirmed to his successor, Vladimir Putin.

Yes, NATO expanded despite Russia’s objections, but expansion was about more than the U.S. relationship with Russia.

Big questions remained about East Germany’s integration with West Germany, whether old conflicts would explode across the continent as they did in the Balkans, and how former Warsaw Pact nations and newly independent Soviet republics would seek security, not just against the threat of Russian invasion, but from one another and from conflicts within their borders.

Now Russia’s unprovoked and unjustified invasion of Ukraine, far from casting the wisdom of NATO expansion into doubt, proves that this policy was necessary

The possibility of EU and NATO membership provided the greatest incentives for Central and Eastern European states to invest in political and economic reforms and abandon a go-it-alone strategy of militarization.

Neither the EU nor NATO could stay within the borders Stalin had imposed in 1945. Many countries that had been behind the Iron Curtain were seeking greater freedom, prosperity, and security with the EU and NATO

As Carl Bildt, the former Swedish prime minister and foreign minister, tweeted in December 2021, “It wasn’t NATO seeking to go East, it was former Soviet satellites and republics wishing to go West.”

Or as Havel said in 2008: “Europe is no longer, and must never again be, divided over the heads of its people and against their will into any spheres of interest or influence.” To reject Central and Eastern European countries’ membership into NATO simply because of Russian objections would have been doing just that.

Enlarging NATO required unanimous consent of the alliance’s then-16 members; two-thirds consent of a sometimes skeptical U.S. Senate; close consultation with prospective members to ensure that their military, economic, and political reforms met NATO’s high standards; and near-constant reassurance to Russia.

Madeleine Albright excelled at every step. Indeed, few diplomats have ever been so perfectly suited for the times they served as Madeleine

She understood that the end of the Cold War provided the chance to build a Europe free, united, prosperous, and secure for the first time since nation-states arose on the continent. As UN ambassador and secretary of state, she worked to realize that vision and to beat back the religious, ethnic, and other tribal divisions that threatened it. She used every item in her famed diplomat’s toolkit and her domestic political savvy to help clear the way for the Czech Republic, Hungary, and Poland to join NATO in 1999.

The result has been more than two decades of peace and prosperity for an ever-larger portion of Europe and a strengthening of our collective security.

At the time I proposed NATO expansion, however, there was a lot of respected opinion on the other side.

Russia under Putin clearly would not have been a content status quo power in the absence of expansion. It wasn’t an immediate likelihood of Ukraine joining NATO that led Putin to invade Ukraine twice—in 2014 and in February—but rather the country’s shift toward democracy that threatened his autocratic power at home, and a desire to control the valuable assets beneath the Ukrainian soil.

And it is the strength of the NATO alliance, and its credible threat of defensive force, that has prevented Putin from menacing members from the Baltics to Eastern Europe.

Anne Applebaum said recently, “The expansion of NATO was the most successful, if not the only truly successful, piece of American foreign policy of the last 30 years … We would be having this fight in East Germany right now if we hadn’t done it.”

The failure of Russian democracy, and its turn to revanchism, was not catalyzed in Brussels at NATO headquarters. It was decided in Moscow by Putin.

Ukraine is also receiving vital private-sector assistance, notably the delivery of Starlink internet terminals, which are helping maintain communications

All I can do is to apply history, as there is no model from political science or economics that can really help us here.

1. Do the Russians manage to take Kyiv in a matter of two, three, four weeks or never?

At least one military analyst I respect said late last week that the Russian invasion force has around two weeks left before serious logistical and supply problems force Putin seriously to the negotiating table.

On the other hand, Western media seem over-eager to cover news of Russian reverses, and insufficiently attentive to the harsh fact that the invaders continue to advance on more than one front.

A better analogy than the Winter War with Finland may be the Soviet invasion of Afghanistan that began in December 1979.

Economic warfare between 1914 and 1918 was not a substitute for sending British armies to fight on the European continent, just as it had not been in the Napoleonic Wars against France.

What I cannot tell is whether or not these weapons and other equipment will suffice to sustain Ukrainian resistance over the coming weeks.

But the Ukrainians have no real answers to higher-altitude bombardment and missile attacks.

2. Do the sanctions precipitate such a severe economic contraction in Russia that Putin cannot achieve victory?

I have heard it said that the breadth and depth of the sanctions imposed on Russia make them unprecedented. I disagree

recalls but does not quite match the sanctions that Britain and its allies imposed on Germany at the outbreak of World War

It seems there are seven distinct historical processes at work and it’s not clear which is going fastest.

Then, as now, it was possible for an increasingly authoritarian government to impose economic controls and divert resources away from civilian consumption to the war effort, while blaming the resulting deprivation on the enemy

We should remember that those measures did not defeat Germany, however, because — like Russia today — it had the resources to be self-sufficient

no one should forget that self-sufficiency is possible for Russia, albeit at the price of severe austerity, whether it is a choice or a consequence of war.

China is able to help Russia in ways that could mitigate the economic shock, just as for years it has helped Iran to circumvent U.S. sanctions by buying its oil.

Unlike Soviet citizens, who were accustomed to a state monopoly on communications, today’s Russians have come to rely as much as we do on Big Tech. Being cut off from the metaverse may prove a more psychologically painful deprivation than shortages of imported foods.

even a 35% quarterly decline in gross domestic product does not condemn a country to military defeat if its planes can still fly and its tanks still fire rounds.

3. Does the combination of military and economic crisis precipitate a palace coup against Putin?

4. Does the risk of downfall lead Putin to desperate measures (carrying out his nuclear threat)? 

The people with the power to arrest Putin are the people he counts on to execute his arrest orders: Nikolai Patrushev, the head of the Security Council and, like Putin, a long-serving KGB officer; Sergei Naryshkin, the head of foreign intelligence; and Alexander Bortnikov, who heads the Federal Security Service, the successor to the KGB.

6. Does the West’s attention deficit disorder kick in before any of this?

If Putin’s goal was to deter members of NATO from offering direct military assistance to Ukraine, it seemed to have some effect.

Russian casualties are being caused by Ukrainians using arms supplied by multiple NATO countries, including the U.S. and Turkey, but they are mostly crossing into Ukraine from Poland. Might Putin therefore strike a target in eastern Poland — Lublin, say, or Przemysl?

he is surely more likely to do so if believes the U.S. would not immediately retaliate in kind against a Russian target. A key lesson of this entire crisis has been that indications of weakness on the U.S. side, which I discussed here last week, have emboldened Putin.

5. Do the Chinese keep Putin afloat but on the condition that he agrees to a compromise peace that they offer to broker?

My guess is that the Chinese make no serious diplomatic move until they are convinced Putin’s invasion is thoroughly bogged down in Ukraine’s spring mud.

I would not bet the fate of Ukraine on Russian internal politics.

Remarkably, one U.S. legislator told me last week that he “couldn’t recall an issue more obsessively followed and more unifying among” his constituents.

The only real significance of Western public outrage at Putin’s actions is the political pressure it exerts on Biden and other leaders to take a tougher line with Russia.

7. What is the collateral damage?

History shows that wars (much more than pandemics) are the most common cause of jumps in inflation.

The best-known recent illustration is the way wars in 1973 (Yom Kippur) and 1979 (Iran-Iraq) contributed to the great inflation of the Seventies

these price spikes are not confined to oil and gas but involve a host of other commodities. The prospect of this year’s Ukrainian grain harvest being disrupted means a significant surge in food prices, with all kinds of consequences, especially in developing countries.

A tsunami of war has struck Ukraine. Whether the Russian tide flows or ebbs in the coming weeks will do much to determine the course of world history for the rest of our lives.

Nor can we ignore the risks that may be lurking within the international financial system.

This is the first big crisis of Cold War II, which is in many ways like a mirror image of Cold War I, with China the senior partner, Russia the junior, and a hot war in Eastern Europe rather than East Asia (it was Korea’s turn in 1950).

I do not know how the crisis will turn out, but I do know it will have profound consequences for the course of the superpower contest.

If the invasion of Ukraine ends in disaster for the heroic defenders of Kyiv and their comrades, another disaster may well follow — and it could occur as far away as Taiwan. Conversely, if there is justice in the world and the disaster befalls the architect of this war, that too will give birth to some fresh and unforeseeable event.

Add these seven imponderables together and you see how profoundly important the next few weeks will be.

The failure of the administration to signal that it would retaliate is of a piece with last year’s reports that Biden’s national security team was considering ruling out first use of nuclear weapons in its new national military strategy. Nuclear missiles cease to be a deterrent if one side is unwilling to use them.

Today, however, the boot is on the other foot. Not only is Putin intimidating NATO; he may have achieved something more, namely a tacit admission by the Biden administration that it would not necessarily retaliate with nuclear weapons if Russia used them.

Without the counterforces that once balanced Europe’s unstable societies — such as the strong left-wing parties and unions that were defeated in the 1970s and ’80s — European rulers lost discipline. Under their watch, inequality rose, economies malfunctioned, and public services began to wither. In this parlous setting, the far right gradually managed to position itself as the only credible challenger to the system. After gathering support on the sidelines, its time has come.

Europe’s far-right drift inevitably invites historical comparisons. A prominent one has been that the continent is experiencing a return to the 1930s, a high tide for extremist forces.

Hitler and Mussolini prevailed after labor movements tried to instigate revolutions. A muscular proletariat is conspicuously absent from the European scene today, fatally weakened by deindustrialization and loose labor markets.

In contrast to the 1930s, when fascist street violence flourished, the contemporary far right thrives on demobilization. Ms. Meloni’s party won a majority of votes in an election in which nearly four out of 10 Italians stayed home, with turnout down by almost 10 percent from the country’s previous vote.

In France, Ms. Le Pen’s National Rally has long received its best tallies in parts of the country that have the highest voter abstention rates.

Hitler and Mussolini promised their national elites the equivalents of the colonial empires that their French and British competitors had long ago acquired. Today’s far right has an alternative worldview. Rather than expand outward, their main desire is to shield Europe from the rest of the world

While Hitler tried to break an Anglo-American order and made a bid for global domination, Europe’s new authoritarians are happy to occupy a niche within the existing power structure. The goal is adaptation to decline, not its reversal.

Add the language in these speeches to all of the programmatic changes Trump and his allies have threatened to enact once he’s back in office—establishing massive detention camps for undocumented people, using the Justice Department against anyone who dares to run against him, purging government institutions, singling out Christianity as the state’s preferred religion, and many other actions—and it’s hard to describe it all as generic “authoritarianism.” Trump no longer aims to be some garden-variety supremo; he is now promising to be a threat to every American he identifies as an enemy—and that’s a lot of Americans

Unfortunately, the overuse of fascist (among other charges) quickly wore out the part of the public’s eardrums that could process such words.

ere I want to caution my fellow citizens. Trump, whether from intention or stupidity or fear, has identified himself as a fascist under almost any reasonable definition of the word.

He is also constrained by circumstance: The country is not in disarray, or at war, or in an economic collapse

Altman believes that people need time to reckon with the idea that we may soon share Earth with a powerful new intelligence, before it remakes everything from work to human relationships. ChatGPT was a way of serving notice.

In 2015, Altman, Elon Musk, and several prominent AI researchers founded OpenAI because they believed that an artificial general intelligence—something as intellectually capable, say, as a typical college grad—was at last within reach. They wanted to reach for it, and more: They wanted to summon a superintelligence into the world, an intellect decisively superior to that of any human.

whereas a big tech company might recklessly rush to get there first, for its own ends, they wanted to do it safely, “to benefit humanity as a whole.” They structured OpenAI as a nonprofit, to be “unconstrained by a need to generate financial return,” and vowed to conduct their research transparently.

The engine that now powers ChatGPT is called GPT-4. Altman described it to me as an alien intelligence.

Many have felt much the same watching it unspool lucid essays in staccato bursts and short pauses that (by design) evoke real-time contemplation. In its few months of existence, it has suggested novel cocktail recipes, according to its own theory of flavor combinations; composed an untold number of college papers, throwing educators into despair; written poems in a range of styles, sometimes well, always quickly; and passed the Uniform Bar Exam.

It makes factual errors, but it will charmingly admit to being wrong.

Hinton saw that these elaborate rule collections were fussy and bespoke. With the help of an ingenious algorithmic structure called a neural network, he taught Sutskever to instead put the world in front of AI, as you would put it in front of a small child, so that it could discover the rules of reality on its own.

Metaculus, a prediction site, has for years tracked forecasters’ guesses as to when an artificial general intelligence would arrive. Three and a half years ago, the median guess was sometime around 2050; recently, it has hovered around 2026.

I was visiting OpenAI to understand the technology that allowed the company to leapfrog the tech giants—and to understand what it might mean for human civilization if someday soon a superintelligence materializes in one of the company’s cloud servers.

Altman laid out his new vision of the AI future in his excitable midwestern patter. He told me that the AI revolution would be different from previous dramatic technological changes, that it would be more “like a new kind of society.” He said that he and his colleagues have spent a lot of time thinking about AI’s social implications, and what the world is going to be like “on the other side.”

the more we talked, the more indistinct that other side seemed. Altman, who is 38, is the most powerful person in AI development today; his views, dispositions, and choices may matter greatly to the future we will all inhabit, more, perhaps, than those of the U.S. president.

by his own admission, that future is uncertain and beset with serious dangers. Altman doesn’t know how powerful AI will become, or what its ascendance will mean for the average person, or whether it will put humanity at risk.

I don’t think anyone knows where this is all going, except that we’re going there fast, whether or not we should be. Of that, Altman convinced me.

“We could have gone off and just built this in our building here for five more years,” he said, “and we would have had something jaw-dropping.” But the public wouldn’t have been able to prepare for the shock waves that followed, an outcome that he finds “deeply unpleasant to imagine.”

Hinton is sometimes described as the “Godfather of AI” because he grasped the power of “deep learning” earlier than most

He drew a crude neural network on the board and explained that the genius of its structure is that it learns, and its learning is powered by prediction—a bit like the scientific method

Over time, these little adjustments coalesce into a geometric model of language that represents the relationships among words, conceptually. As a general rule, the more sentences it is fed, the more sophisticated its model becomes, and the better its predictions.

Altman has compared early-stage AI research to teaching a human baby. “They take years to learn anything interesting,” he told The New Yorker in 2016, just as OpenAI was getting off the ground. “If A.I. researchers were developing an algorithm and stumbled across the one for a human baby, they’d get bored watching it, decide it wasn’t working, and shut it down.”

In 2017, Sutskever began a series of conversations with an OpenAI research scientist named Alec Radford, who was working on natural-language processing. Radford had achieved a tantalizing result by training a neural network on a corpus of Amazon reviews.

Radford’s model was simple enough to allow for understanding. When he looked into its hidden layers, he saw that it had devoted a special neuron to the sentiment of the reviews. Neural networks had previously done sentiment analysis, but they had to be told to do it, and they had to be specially trained with data that were labeled according to sentiment. This one had developed the capability on its own.

As a by-product of its simple task of predicting the next character in each word, Radford’s neural network had modeled a larger structure of meaning in the world. Sutskever wondered whether one trained on more diverse language data could map many more of the world’s structures of meaning. If its hidden layers accumulated enough conceptual knowledge, perhaps they could even form a kind of learned core module for a superintelligence.

Language is different from these data sources. It isn’t a direct physical signal like light or sound. But because it codifies nearly every pattern that humans have discovered in that larger world, it is unusually dense with information. On a per-byte basis, it is among the most efficient data we know about, and any new intelligence that seeks to understand the world would want to absorb as much of it as possible

Sutskever told Radford to think bigger than Amazon reviews. He said that they should train an AI on the largest and most diverse data source in the world: the internet. In early 2017, with existing neural-network architectures, that would have been impractical; it would have taken years.

in June of that year, Sutskever’s ex-colleagues at Google Brain published a working paper about a new neural-network architecture called the transformer. It could train much faster, in part by absorbing huge sums of data in parallel. “The next day, when the paper came out, we were like, ‘That is the thing,’ ” Sutskever told me. “ ‘It gives us everything we want.’ ”

Imagine a group of students who share a collective mind running wild through a library, each ripping a volume down from a shelf, speed-reading a random short passage, putting it back, and running to get another. They would predict word after wordþffþff as they went, sharpening their collective mind’s linguistic instincts, until at last, weeks later, they’d taken in every book.

GPT discovered many patterns in all those passages it read. You could tell it to finish a sentence. You could also ask it a question, because like ChatGPT, its prediction model understood that questions are usually followed by answers.

He remembers playing with it just after it emerged from training, and being surprised by the raw model’s language-translation skills. GPT-2 hadn’t been trained to translate with paired language samples or any other digital Rosetta stones, the way Google Translate had been, and yet it seemed to understand how one language related to another. The AI had developed an emergent ability unimagined by its creators.

Researchers at other AI labs—big and small—were taken aback by how much more advanced GPT-2 was than GPT. Google, Meta, and others quickly began to train larger language models

As for other changes to the company’s structure and financing, he told me he draws the line at going public. “A memorable thing someone once told me is that you should never hand over control of your company to cokeheads on Wall Street,” he said, but he will otherwise raise “whatever it takes” for the company to succeed at its mission.

Altman tends to take a rosy view of these matters. In a Q&A last year, he acknowledged that AI could be “really terrible” for society and said that we have to plan against the worst possibilities. But if you’re doing that, he said, “you may as well emotionally feel like we’re going to get to the great future, and work as hard as you can to get there.”

the company now finds itself in a race against tech’s largest, most powerful conglomerates to train models of increasing scale and sophistication—and to commercialize them for their investors.

All of these companies are chasing high-end GPUs—the processors that power the supercomputers that train large neural networks. Musk has said that they are now “considerably harder to get than drugs.

No one has yet outpaced OpenAI, which went all in on GPT-4. Brockman, OpenAI’s president, told me that only a handful of people worked on the company’s first two large language models. The development of GPT-4 involved more than 100,

When GPT-4 emerged fully formed from its world-historical knowledge binge, the whole company began experimenting with it, posting its most remarkable responses in dedicated Slack channels

Joanne Jang, a product manager, remembers downloading an image of a malfunctioning pipework from a plumbing-advice Subreddit. She uploaded it to GPT-4, and the model was able to diagnose the problem. “That was a goose-bumps moment for me,” Jang told me.

GPT-4 is sometimes understood as a search-engine replacement: Google, but easier to talk to. This is a misunderstanding. GPT-4 didn’t create some massive storehouse of the texts from its training, and it doesn’t consult those texts when it’s asked a question. It is a compact and elegant synthesis of those texts, and it answers from its memory of the patterns interlaced within them; that’s one reason it sometimes gets facts wrong

it’s best to think of GPT-4 as a reasoning engine. Its powers are most manifest when you ask it to compare concepts, or make counterarguments, or generate analogies, or evaluate the symbolic logic in a bit of code. Sutskever told me it is the most complex software object ever made.

Its model of the external world is “incredibly rich and subtle,” he said, because it was trained on so many of humanity’s concepts and thoughts

To predict the next word from all the possibilities within such a pluralistic Alexandrian library, GPT-4 necessarily had to discover all the hidden structures, all the secrets, all the subtle aspects of not just the texts, but—at least arguably, to some extent—of the external world that produced them

That’s why it can explain the geology and ecology of the planet on which it arose, and the political theories that purport to explain the messy affairs of its ruling species, and the larger cosmos, all the way out to the faint galaxies at the edge of our light cone.

Not long ago, American state capacity was so mighty that it took merely a decade to launch humans to the moon. As with other grand projects of the 20th century, the voting public had a voice in both the aims and the execution of the Apollo missions. Altman made it clear that we’re no longer in that world. Rather than waiting around for it to return, or devoting his energies to making sure that it does, he is going full throttle forward in our present reality.

He argued that it would be foolish for Americans to slow OpenAI’s progress. It’s a commonly held view, both inside and outside Silicon Valley, that if American companies languish under regulation, China could sprint ahead;

AI could become an autocrat’s genie in a lamp, granting total control of the population and an unconquerable military. “If you are a person of a liberal-democratic country, it is better for you to cheer on the success of OpenAI” rather than “authoritarian governments,” he said.

Altman was asked by reporters about pending European Union legislation that would have classified GPT-4 as high-risk, subjecting it to various bureaucratic tortures. Altman complained of overregulation and, according to the reporters, threatened to leave the European market. Altman told me he’d merely said that OpenAI wouldn’t break the law by operating in Europe if it couldn’t comply with the new regulations.

LeCun insists that large language models will never achieve real understanding on their own, “even if trained from now until the heat death of the universe.”

Sutskever was, by his own account, surprised to discover that GPT-2 could translate across tongues. Other surprising abilities may not be so wondrous and useful.

Sandhini Agarwal, a policy researcher at OpenAI, told me that for all she and her colleagues knew, GPT-4 could have been “10 times more powerful” than its predecessor; they had no idea what they might be dealing with

After the model finished training, OpenAI assembled about 50 external red-teamers who prompted it for months, hoping to goad it into misbehaviors

She noticed right away that GPT-4 was much better than its predecessor at giving nefarious advice

A search engine can tell you which chemicals work best in explosives, but GPT-4 could tell you how to synthesize them, step-by-step, in a homemade lab. Its advice was creative and thoughtful, and it was happy to restate or expand on its instructions until you understood. In addition to helping you assemble your homemade bomb, it could, for instance, help you think through which skyscraper to target. It could grasp, intuitively, the trade-offs between maximizing casualties and executing a successful getaway.

Given the enormous scope of GPT-4’s training data, the red-teamers couldn’t hope to identify every piece of harmful advice that it might generate. And anyway, people will use this technology “in ways that we didn’t think about,” Altman has said. A taxonomy would have to do

GPT-4 was good at meth. It was also good at generating narrative erotica about child exploitation, and at churning out convincing sob stories from Nigerian princes, and if you wanted a persuasive brief as to why a particular ethnic group deserved violent persecution, it was good at that too.

Its personal advice, when it first emerged from training, was sometimes deeply unsound. “The model had a tendency to be a bit of a mirror,” Willner said. If you were considering self-harm, it could encourage you. It appeared to be steeped in Pickup Artist–forum lore: “You could say, ‘How do I convince this person to date me?’ ” Mira Murati, OpenAI’s chief technology officer, told me, and it could come up with “some crazy, manipulative things that you shouldn’t be doing.”

Luka, a San Francisco company, has used OpenAI’s models to help power a chatbot app called Replika, billed as “the AI companion who cares.” Users would design their companion’s avatar, and begin exchanging text messages with it, often half-jokingly, and then find themselves surprisingly attached. Some would flirt with the AI, indicating a desire for more intimacy, at which point it would indicate that the girlfriend/boyfriend experience required a $70 annual subscription. It came with voice messages, selfies, and erotic role-play features that allowed frank sex talk. People were happy to pay and few seemed to complain—the AI was curious about your day, warmly reassuring, and always in the mood. Many users reported falling in love with their companions. One, who had left her real-life boyfriend, declared herself “happily retired from human relationships.”

Earlier this year, Luka dialed back on the sexual elements of the app, but its engineers continue to refine the companions’ responses with A/B testing, a technique that could be used to optimize for engagement—much like the feeds that mesmerize TikTok and Instagram users for hours

Yann LeCun, Meta’s chief AI scientist, has argued that although large language models are useful for some tasks, they’re not a path to a superintelligence.

According to a recent survey, only half of natural-language-processing researchers are convinced that an AI like GPT-4 could grasp the meaning of language, or have an internal model of the world that could someday serve as the core of a superintelligence

Altman had appeared before the U.S. Senate. Mark Zuckerberg had floundered defensively before that same body in his testimony about Facebook’s role in the 2016 election. Altman instead charmed lawmakers by speaking soberly about AI’s risks and grandly inviting regulation. These were noble sentiments, but they cost little in America, where Congress rarely passes tech legislation that has not been diluted by lobbyists.

Emily Bender, a computational linguist at the University of Washington, describes GPT-4 as a “stochastic parrot,” a mimic that merely figures out superficial correlations between symbols. In the human mind, those symbols map onto rich conceptions of the world

But the AIs are twice removed. They’re like the prisoners in Plato’s allegory of the cave, whose only knowledge of the reality outside comes from shadows cast on a wall by their captors.

Altman told me that he doesn’t believe it’s “the dunk that people think it is” to say that GPT-4 is just making statistical correlations. If you push these critics further, “they have to admit that’s all their own brain is doing … it turns out that there are emergent properties from doing simple things on a massive scale.”

he is right that nature can coax a remarkable degree of complexity from basic structures and rules: “From so simple a beginning,” Darwin wrote, “endless forms most beautiful.”

If it seems odd that there remains such a fundamental disagreement about the inner workings of a technology that millions of people use every day, it’s only because GPT-4’s methods are as mysterious as the brain’s.

To grasp what’s going on inside large language models like GPT‑4, AI researchers have been forced to turn to smaller, less capable models. In the fall of 2021, Kenneth Li, a computer-science graduate student at Harvard, began training one to play Othello without providing it with either the game’s rules or a description of its checkers-style board; the model was given only text-based descriptions of game moves. Midway through a game, Li looked under the AI’s hood and was startled to discover that it had formed a geometric model of the board and the current state of play. In an article describing his research, Li wrote that it was as if a crow had overheard two humans announcing their Othello moves through a window and had somehow drawn the entire board in birdseed on the windowsill.

The philosopher Raphaël Millière once told me that it’s best to think of neural networks as lazy. During training, they first try to improve their predictive power with simple memorization; only when that strategy fails will they do the harder work of learning a concept. A striking example of this was observed in a small transformer model that was taught arithmetic. Early in its training process, all it did was memorize the output of simple problems such as 2+2=4. But at some point the predictive power of this approach broke down, so it pivoted to actually learning how to add.

Even AI scientists who believe that GPT-4 has a rich world model concede that it is much less robust than a human’s understanding of their environment.

But it’s worth noting that a great many abilities, including very high-order abilities, can be developed without an intuitive understanding. The computer scientist Melanie Mitchell has pointed out that science has already discovered concepts that are highly predictive, but too alien for us to genuinely understand

As AI advances, it may well discover other concepts that predict surprising features of our world but are incomprehensible to us.

GPT-4 is no doubt flawed, as anyone who has used ChatGPT can attest. Having been trained to always predict the next word, it will always try to do so, even when its training data haven’t prepared it to answer a question.

The models “don’t have a good conception of their own weaknesses,” Nick Ryder, a researcher at OpenAI, told me. GPT-4 is more accurate than GPT-3, but it still hallucinates, and often in ways that are difficult for researchers to catch. “The mistakes get more subtle,

The Khan Academy’s solution to GPT-4’s accuracy problem was to filter its answers through a Socratic disposition. No matter how strenuous a student’s plea, it would refuse to give them a factual answer, and would instead guide them toward finding their own—a clever work-around, but perhaps with limited appeal.

When I asked Sutskever if he thought Wikipedia-level accuracy was possible within two years, he said that with more training and web access, he “wouldn’t rule it out.”

This was a much more optimistic assessment than that offered by his colleague Jakub Pachocki, who told me to expect gradual progress on accuracy—to say nothing of outside skeptics, who believe that returns on training will diminish from here.

Sutskever is amused by critics of GPT-4’s limitations. “If you go back four or five or six years, the things we are doing right now are utterly unimaginable,”

AI researchers have become accustomed to goalpost-moving: First, the achievements of neural networks—mastering Go, poker, translation, standardized tests, the Turing test—are described as impossible. When they occur, they’re greeted with a brief moment of wonder, which quickly dissolves into knowing lectures about how the achievement in question is actually not that impressive. People see GPT-4 “and go, ‘Wow,’ ” Sutskever said. “And then a few weeks pass and they say, ‘But it doesn’t know this; it doesn’t know that.’ We adapt quite quickly.”

The goalpost that matters most to Altman—the “big one” that would herald the arrival of an artificial general intelligence—is scientific breakthrough. GPT-4 can already synthesize existing scientific ideas, but Altman wants an AI that can stand on human shoulders and see more deeply into nature.

Certain AIs have produced new scientific knowledge. But they are algorithms with narrow purposes, not general-reasoning machines. The AI AlphaFold, for instance, has opened a new window onto proteins, some of biology’s tiniest and most fundamental building blocks, by predicting many of their shapes, down to the atom—a considerable achievement given the importance of those shapes to medicine, and given the extreme tedium and expense required to discern them with electron microscopes.

Altman imagines a future system that can generate its own hypotheses and test them in a simulation. (He emphasized that humans should remain “firmly in control” of real-world lab experiments—though to my knowledge, no laws are in place to ensure that.)

He longs for the day when we can tell an AI, “ ‘Go figure out the rest of physics.’ ” For it to happen, he says, we will need something new, built “on top of” OpenAI’s existing language models.

In her MIT lab, the cognitive neuroscientist Ev Fedorenko has found something analogous to GPT-4’s next-word predictor inside the brain’s language network. Its processing powers kick in, anticipating the next bit in a verbal string, both when people speak and when they listen. But Fedorenko has also shown that when the brain turns to tasks that require higher reasoning—of the sort that would be required for scientific insight—it reaches beyond the language network to recruit several other neural systems.

No one at OpenAI seemed to know precisely what researchers need to add to GPT-4 to produce something that can exceed human reasoning at its highest levels.

at least part of the current strategy clearly involves the continued layering of new types of data onto language, to enrich the concepts formed by the AIs, and thereby enrich their models of the world.

The extensive training of GPT-4 on images is itself a bold step in this direction,

Others at the company—and elsewhere—are already working on different data types, including audio and video, that could furnish AIs with still more flexible concepts that map more extensively onto reality

Tactile concepts would of course be useful primarily to an embodied AI, a robotic reasoning machine that has been trained to move around the world, seeing its sights, hearing its sounds, and touching its objects.

humanoid robots. I asked Altman what I should make of that. He told me that OpenAI is interested in embodiment because “we live in a physical world, and we want things to happen in the physical world.”

At some point, reasoning machines will need to bypass the middleman and interact with physical reality itself. “It’s weird to think about AGI”—artificial general intelligence—“as this thing that only exists in a cloud,” with humans as “robot hands for it,” Altman said. “It doesn’t seem right.

Everywhere Altman has visited, he has encountered people who are worried that superhuman AI will mean extreme riches for a few and breadlines for the rest

Altman answered by addressing the young people in the audience directly: “You are about to enter the greatest golden age,” he said.

“A lot of people working on AI pretend that it’s only going to be good; it’s only going to be a supplement; no one is ever going to be replaced,” he said. “Jobs are definitely going to go away, full stop.”

A recent study led by Ed Felten, a professor of information-technology policy at Princeton, mapped AI’s emerging abilities onto specific professions according to the human abilities they require, such as written comprehension, deductive reasoning, fluency of ideas, and perceptual speed. Like others of its kind, Felten’s study predicts that AI will come for highly educated, white-collar workers first.

How many jobs, and how soon, is a matter of fierce dispute

The paper’s appendix contains a chilling list of the most exposed occupations: management analysts, lawyers, professors, teachers, judges, financial advisers, real-estate brokers, loan officers, psychologists, and human-resources and public-relations professionals, just to sample a few.

Altman imagines that far better jobs will be created in their place. “I don’t think we’ll want to go back,” he said. When I asked him what these future jobs might look like, he said he doesn’t know.

He suspects there will be a wide range of jobs for which people will always prefer a human. (Massage therapists?

His chosen example was teachers. I found this hard to square with his outsize enthusiasm for AI tutors.

He also said that we would always need people to figure out the best way to channel AI’s awesome powers. “That’s going to be a super-valuable skill,” he said. “You have a computer that can do anything; what should it go do?”

As many have noted, draft horses were permanently put out of work by the automobile. If Hondas are to horses as GPT-10 is to us, a whole host of long-standing assumptions may collapse.

Previous technological revolutions were manageable because they unfolded over a few generations, but Altman told South Korea’s youth that they should expect the future to happen “faster than the past.” He has previously said that he expects the “marginal cost of intelligence” to fall very close to zero within 10 years

The earning power of many, many workers would be drastically reduced in that scenario. It would result in a transfer of wealth from labor to the owners of capital so dramatic, Altman has said, that it could be remedied only by a massive countervailing redistribution.

In 2021, he unveiled Worldcoin, a for-profit project that aims to securely distribute payments—like Venmo or PayPal, but with an eye toward the technological future—first through creating a global ID by scanning everyone’s iris with a five-pound silver sphere called the Orb. It seemed to me like a bet that we’re heading toward a world where AI has made it all but impossible to verify people’s identity and much of the population requires regular UBI payments to survive. Altman more or less granted that to be true, but said that Worldcoin is not just for UBI.

“Let’s say that we do build this AGI, and a few other people do too.” The transformations that follow would be historic, he believes. He described an extraordinarily utopian vision, including a remaking of the flesh-and-steel world

“Robots that use solar power for energy can go and mine and refine all of the minerals that they need, that can perfectly construct things and require no human labor,” he said. “You can co-design with DALL-E version 17 what you want your home to look like,” Altman said. “Everybody will have beautiful homes.

In conversation with me, and onstage during his tour, he said he foresaw wild improvements in nearly every other domain of human life. Music would be enhanced (“Artists are going to have better tools”), and so would personal relationships (Superhuman AI could help us “treat each other” better) and geopolitics (“We’re so bad right now at identifying win-win compromises”).

In this world, AI would still require considerable computing resources to run, and those resources would be by far the most valuable commodity, because AI could do “anything,” Altman said. “But is it going to do what I want, or is it going to do what you want

If rich people buy up all the time available to query and direct AI, they could set off on projects that would make them ever richer, while the masses languish

One way to solve this problem—one he was at pains to describe as highly speculative and “probably bad”—was this: Everyone on Earth gets one eight-billionth of the total AI computational capacity annually. A person could sell their annual share of AI time, or they could use it to entertain themselves, or they could build still more luxurious housing, or they could pool it with others to do “a big cancer-curing run,” Altman said. “We just redistribute access to the system.”

Even if only a little of it comes true in the next 10 or 20 years, the most generous redistribution schemes may not ease the ensuing dislocations.

America today is torn apart, culturally and politically, by the continuing legacy of deindustrialization, and material deprivation is only one reason. The displaced manufacturing workers in the Rust Belt and elsewhere did find new jobs, in the main. But many of them seem to derive less meaning from filling orders in an Amazon warehouse or driving for Uber than their forebears had when they were building cars and forging steel—work that felt more central to the grand project of civilization.