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it’s not a stretch to interpret the film as a premonition of how a seething, entropic country could collapse under the weight of Donald Trump’s return.

In America, you need less signposting on the route from our uneasy present to an imagined implosion. The movie’s refugee camps don’t look all that different from the tent encampments in many American cities. The paramilitary guy, in his fatigues and goofy red sunglasses, could easily be a Boogaloo Boi or an Oath Keeper. The culminating battle in the capital is a more intense version of scenes we witnessed on Jan. 6.

Early in the movie Lee says, “Every time I survived a war zone and got the photo, I thought I was sending a warning home: Don’t do this.” “Civil War” works as a similar sort of warning. It’s close enough to where America is right now that we don’t need Garland to fill in all the blanks.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

China under President Xi Jinping straddles the two networks, along with much of what’s come to be called the global south. Their hearts, and often pocketbooks, are with the Resistors but their heads are with the Includers

These wars very much are our business — and now clearly inescapable, since we’re deeply entwined in both conflicts. What’s crucial to keep in mind about America — as the leader of the Inclusion Network — is that right now we’re fighting the war in Ukraine on our terms, but we’re fighting the war in the Middle East on Iran’s terms.

CNN recently described, per a source familiar with it, a declassified U.S. intelligence assessment provided to Congress saying that Russia had lost 87 percent of its preinvasion active-duty ground troops and two-thirds of its tanks that it had prior to its invasion of Ukraine. Putin can still inflict a lot of damage on Ukraine with missiles, but his dream of occupying the whole country and using it as a launching pad to threaten the Inclusion Network — particularly the NATO-protected European Union — is now out of reach. Thank you, Kyiv.

At a breakfast with NATO leaders devoted to the Ukraine issue at Davos this year, Canada’s deputy prime minister, Chrystia Freeland, noted that it is we, the West, who should be thanking the Ukrainians, not forcing them to beg us for more weapons.

“What Putin wants is to transform the world order” that evolved since World War II and the post-Cold War — where “the competition between nations was about who can be richer and who can help their people prosper the most . … Putin hates that world because he loses in that world — his system is a loser in a peaceful, global, wealth-enhancing paradigm. And so what he wants is to move us back to dog-eat-dog, to a 19th-century, great power competition, because he thinks he can, if not win, be more effective there. … Let’s not think that this is a Ukrainian problem; this is a problem for us all.”

the Resistance Network “is orchestrated by Iran, Islamists and jihadists” in a process they refer to as the “unity of battlefields.” This network, he noted, “seeks to bridge militias, rejectionists, religious sects and sectarian leaders,” creating an anti-Israel, anti-American, anti-Western axis that can simultaneously pressure Israel in Gaza, in the West Bank and on the Lebanon border — as well as America in the Red Sea, in Syria and in Iraq and Saudi Arabia from all directions.

In stark contrast, Koteich said, stands the Inclusion Network, one that’s focused on “weaving together” global and regional markets instead of battlefronts, business conferences, news organizations, elites, hedge funds, tech incubators and major trade routes. This inclusion network, he added, “transcends traditional boundaries, creating a web of economic and technological interdependence that has the potential to redefine power structures and create new paradigms of regional stability.”

things are different in the Middle East. There, it is Iran that is sitting back comfortably — indirectly at war with Israel and America, and sometimes Saudi Arabia, by fighting through Tehran’s proxies: Hamas in Gaza, the Houthis in Yemen, Hezbollah in Lebanon and Syria, and Shiite militias in Iraq.

Iran is reaping all the benefits and paying virtually no cost for the work of its proxies, and the U.S., Israel and their tacit Arab allies have not yet manifested the will or the way to pressure Iran back — without getting into a hot war, which they all want to avoid.

The members of the Resistance Network are great at tearing down and breaking stuff, but, unlike the Inclusion Network, they have shown no capacity to build any government or society to which anyone would want to emigrate, let alone emulate

For all of these reasons, this is a moment of great peril as well as great opportunity — especially for Israel. The competition between the Resistance Network and the Inclusion Network means that the region has never been more hostile or more hospitable to accepting a Jewish state.

What turned the neurotic Presbyterian teenager into the great founder of the European Enlightenment?

your life might actually get better. Give up the prospect of life after death, and you will finally really appreciate life before it. Give up metaphysics, and you can concentrate on physics. Give up the idea of your precious, unique, irreplaceable self, and you might actually be more sympathetic to other people.

Go back to your backgammon game after your skeptical crisis, Hume wrote, and it will be exactly the same game.

Desideri retreated to an even more remote monastery. He worked on his Christian tracts and mastered the basic texts of Buddhism. He also translated the work of the great Buddhist philosopher Tsongkhapa into Italian.

That sure sounded like Buddhist philosophy to me—except, of course, that Hume couldn’t have known anything about Buddhist philosophy.

He spent the next five years in the Buddhist monasteries tucked away in the mountains around Lhasa. The monasteries were among the largest academic institutions in the world at the time. Desideri embarked on their 12-year-long curriculum in theology and philosophy. He composed a series of Christian tracts in Tibetan verse, which he presented to the king. They were beautifully written on the scrolls used by the great Tibetan libraries, with elegant lettering and carved wooden cases.

Desideri describes Tibetan Buddhism in great and accurate detail, especially in one volume titled “Of the False and Peculiar Religion Observed in Tibet.” He explains emptiness, karma, reincarnation, and meditation, and he talks about the Buddhist denial of the self.

The drive to convert and conquer the “false and peculiar” in the name of some metaphysical absolute was certainly there, in the West and in the East. It still is

For a long time, the conventional wisdom was that the Jesuits were retrograde enforcers of orthodoxy. But Feingold taught me that in the 17th century, the Jesuits were actually on the cutting edge of intellectual and scientific life. They were devoted to Catholic theology, of course, and the Catholic authorities strictly controlled which ideas were permitted and which were forbidden. But the Jesuit fathers at the Royal College knew a great deal about mathematics and science and contemporary philosophy—even heretical philosophy.

La Flèche was also startlingly global. In the 1700s, alumni and teachers from the Royal College could be found in Paraguay, Martinique, the Dominican Republic, and Canada, and they were ubiquitous in India and China. In fact, the sleepy little town in France was one of the very few places in Europe where there were scholars who knew about both contemporary philosophy and Asian religion.

Twelve Jesuit fathers had been at La Flèche when Desideri visited and were still there when Hume arrived. So Hume had lots of opportunities to learn about Desideri.One name stood out: P. Charles François Dolu, a missionary in the Indies. This had to be the Père Tolu I had been looking for; the “Tolu” in Petech’s book was a transcription error. Dolu not only had been particularly interested in Desideri; he was also there for all of Hume’s stay. And he had spent time in the East. Could he be the missing link?

in the 1730s not one but two Europeans had experienced Buddhism firsthand, and both of them had been at the Royal College. Desideri was the first, and the second was Dolu. He had been part of another fascinating voyage to the East: the French embassy to Buddhist Siam.

Dolu was an evangelical Catholic, and Hume was a skeptical Protestant, but they had a lot in common—endless curiosity, a love of science and conversation, and, most of all, a sense of humor. Dolu was intelligent, knowledgeable, gregarious, and witty, and certainly “of some parts and learning.” He was just the sort of man Hume would have liked.

Of course, it’s impossible to know for sure what Hume learned at the Royal College, or whether any of it influenced the Treatise. Philosophers like Descartes, Malebranche, and Bayle had already put Hume on the skeptical path. But simply hearing about the Buddhist argument against the self could have nudged him further in that direction. Buddhist ideas might have percolated in his mind and influenced his thoughts, even if he didn’t track their source

my quirky personal project reflected a much broader trend. Historians have begun to think about the Enlightenment in a newly global way. Those creaky wooden ships carried ideas across the boundaries of continents, languages, and religions just as the Internet does now (although they were a lot slower and perhaps even more perilous). As part of this new global intellectual history, new bibliographies and biographies and translations of Desideri have started to appear, and new links between Eastern and Western philosophy keep emerging.

It’s easy to think of the Enlightenment as the exclusive invention of a few iconoclastic European philosophers. But in a broader sense, the spirit of the Enlightenment, the spirit that both Hume and the Buddha articulated, pervades the story I’ve been telling.

as I read Buddhist philosophy, I began to notice something that others had noticed before me. Some of the ideas in Buddhist philosophy sounded a lot like what I had read in Hume’s Treatise. But this was crazy. Surely in the 1730s, few people in Europe knew about Buddhist philosophy

But the characters in this story were even more strongly driven by the simple desire to know, and the simple thirst for experience. They wanted to know what had happened before and what would happen next, what was on the other shore of the ocean, the other side of the mountain, the other face of the religious or philosophical—or even sexual—divide.

Like Dolu and Desideri, the gender-bending abbé and the Siamese astronomer-king, and, most of all, like Hume himself, I had found my salvation in the sheer endless curiosity of the human mind—and the sheer endless variety of human experience.

In his 2007 history of the movement, Radicals for Capitalism, Brian Doherty identifies five key figures who most shaped the nascent ideology and its organized advocacy: author Ayn Rand, and economists Ludwig von Mises, F. A. Hayek, Milton Friedman, and Murray Rothbard

With one exception, all paired radical free-market and smaller government views with liberal tolerance and cosmopolitanism on social issues. None were religious, and Rand and Mises were both avowedly irreligious. Friedman and Hayek both trended more moderate and pragmatic, and also achieved the highest degree of mainstream intellectual recognitio

It was in Rothbard that the divergence began which today has culminated in the Libertarian Party’s convention transforming into a literal Trump rally

He was in many ways the most radical—an avowed anarchist—and the most marginal

he was also the most involved in creating a self-consciously libertarian movement and many of its institutions. In this he was aided by his skills as a prolific polemicist.

From the start, Trump’s brand of illiberal populism had more than a passing resemblance to Rothbard’s paleo strategy—minus, as many classical liberal critics had long predicted, any meaningful moves to actually shrink government

By accommodating and embracing conservative culture warriors, even including avowed white supremacists, Rothbard believed he was forming the basis of a political coalition to demolish modern big government

As he outlined in a 1992 essay, “Right Wing Populism: A Strategy for the Paleo Movement,” paleolibertarianism was an explicit alliance between small-government radicalism and the extremist far-right.

Across the loose constellation of libertarian think tanks, advocacy organizations, and electoral efforts in both the L.P. and the GOP, the embrace or rejection of Rothbard’s “paleo” idea was a source of perennial tension. Rothbard himself was involved for a time in both the Libertarian Party and the Cato Institute, co-founding the latter before being acrimoniously ejected after a few years.

the other end of the movement came to embrace the view of libertarianism as fundamentally an extension of the larger liberal tradition, continuous with a classical liberal political philosophy rather than a socially conservative one.

Free markets and limited government were still a big part of the picture, but in service to a vision of a dynamic and pluralistic free society.

As much as each held a dim view of the other, both continued to work under the “libertarian” label.

it included an open embrace of police brutality, fuming about the need to “dispense instant punishment” to “bums,” while railing against efforts to undo America’s white supremacist past. Later, opposition to immigration became one of the paleo posture’s signature issues.

it still embodied the burn-it-all-down reactionary ethos that saw tearing down established institutions as a necessary first step, even if that required an unrestrained autocrat

After the deadly 2017 neo-Nazi rally in Charlottesville, the then party leadership denounced the “blood and soil” rhetoric. But to the Rothbardians, this smacked of unacceptable wokeness. Within a few days, the Mises Caucus—named more for the ideas exhibited by the think-tank than the actual economist—was founded. Over the next few years, this group began launching hostile takeovers of state parties and then the national party. As they did so, the party increasingly adopted rhetoric that sounded more like the tiki-torch brigade than one committed to individual liberty.

The two camps within the movement—the cosmopolitan and the paleo—already strained to nearly the breaking point, went through the inevitable rupture. A number of differences and disagreements fueled the split, but most central was the divide into MAGA-friendly and anti-Trump sympathies.

It is no longer possible to ignore the conflict of visions about what kind of society freedom was supposed to yield. One in which private bigotry and established hierarchies were allowed free rein? Or an open and all-embracing one where different people and lifestyles disapproved by the traditional order could flourish?

The only way the libertarian movement’s demise could bring down libertarianism as a political-philosophical framework is if one expected the ideas themselves to disappear. Happily, a robust conviction of the centrality of individual liberty—or of the need to fight a tyrannical state—is in no danger of fully fading away.

Everywhere, new investment in green energy generation is being propelled by general concern for the climate, shifting corporate and household demand, the plunging prices for solar and batteries triggered by Chinese policy, and a combination of national and regional interventions

How different would we expect this data to look without the IRA?

The most useful overview of these modeling efforts that I have been able to find is by Bistline et al “Power sector impacts of the Inflation Reduction Act of 2022” in Environmental Research Letters November 2023. If anyone has a better source, please let me know.

The top panel shows the historical trajectory of US generating capacity from 1980 to 2021. The second half of the graphic shows how 11 different models predict that the US electricity system might be expected to develop up to 2035, with and without IRA.

all the models expect the trends of the 2010s to continue through to the 2030s which means that solar, wind and battery storage dominate America’s energy future. Even without the IRA, the low carbon share of electricity generation will likely rise to 50-55% by 2035. Bidenomics bumps that to 70-80 percent.

The question is: “How does the renewable surge of 2022-2024, compare to the model-based expectations, with and without the IRA?”

The answer is either, “so so”, or, more charitably, it is “too early to tell”. In broad terms the current rate of expansion is slightly above the rate the models predict without the provision of additional Bidenomics incentives. But what is also clear is that the current rate of expansion, is far short of the long-run pace that should be expected from the IRA

At this point, defenders of the IRA interject that the IRA has only just come into effect. Cash from the IRA is only beginning to flow. And in an environment of higher costs for renewable energy equipment and higher interest rates, cash matters.

So, to judge the impact of the IRA to date, the real question is not what has been built in 2022 and 2023, but what is in the pipeline.

As Yakov Feygin put it: “Maybe the pithiest way to put it is that there are pre-IRA trends and outside IRA trends, but IRA has served to rapidly compress the timeframes for installation in a lot of technologies. So five years has turned into two, for example.”

Advised by JP Morgan, sophisticated global players like Ørsted are optimizing their use of both the production and investment tax credits offered by the IRA to launch large new renewable schemes. Of course, correlation is not the same as causation

Where the IRA is perhaps doing its most important work may be in incentivizing the middle bracket of projects where green momentum is less certain.

According to Utility Drive: “The 10 largest U.S. developers plan to build 110,364 MW of new wind and solar projects over the next five years, according to S&P Global Market Intelligence, but the majority of these projects remain in early stages of development. Just 15% of planned wind and solar projects are under construction, and 13% are considered to be in advanced stages of development, … ”

So there is a lot to get excited about, at, what we are learning to call, the “meso”-level of the economy (more on this in a future post).

Along with Texas, the pipelines for the PJM, MISO and Southeast regions (which includes Florida) look particularly healthy.

The relatively modest California numbers should not be a surprise. As Yakov Feygin and others pointed out, what is needed in California is not more raw generating capacity, but more battery storage. And that is what we are seeing in the data.

The numbers would be even larger if it were not for the truly surreal logjam in California’s system for authorizing interconnections. According to Hamilton/Brookings data the volume of hybrid solar and batter capacity in the queue for approval is 6.5 times the capacity currently operating in the state. In other words there is an entire energy transition waiting to happen when the overloaded managerial processes of the system catch up

Texas’s less bureaucratic system seems to be one of its key advantages in the extremely rapid roll-out of solar.

though it may be true that globally speaking the United States as a whole is a laggard in renewable energy development,

If California (with an economy roughly comparable to that of Germany at current exchange rates) and Texas (with an economy roughly the size of Italy’s) were countries, they would be #3 and #5 in the world in solar capacity per capita.

the obvious question is, which are the laggards in the US energy system.

The states that I have highlighted in red stand out either for their unusually low existing level of renewable power capacity or their lack of current momentum.

What the state-level data reveal is that there are a significant number of large states in the USA where solar and wind energy have barely made any impact. Pennsylvania, for instance

The relative levels of sunshine between US states is irrelevant. As the global solar atlas shows, the entire United States has far better solar potential than North West Europe. If you can grow corn and tobbaco, you can do utility-scale solar. The fact that Arizona is not a solar giant is mind boggling.

Texas is both big and truly remarkable. California already is a world leader in renewable energy. Meanwhile, the majority of the US electricity system presents a very different picture. There is a huge distance to be traveled and the pace of solar build-out is unremarkable.

This is where national level incentives like the IRA must prove themselves

And these local battles in America matter. Given the extremely high per capita energy consumption in the USA, greening state-level energy systems is significant at the global level. It does not compare to the super-sized levels of emissions in China, but it matters.

Indonesia’s total installed electricity generating capacity is rated at 81 GW. As far as immediate impact on the global carbon balance is concerned, cleaning up the power systems of Pennsylvania and Illinois would make an even bigger impact.

A key test of Biden-era climate and industrial policy will be whether it can untie the local political economy of fossil fuels, which, across many regions of the United States still stands in the way of a green energy transition that now has all the force of economics and technological advantage on its side.

Arguing that “culture war is class warfare,” Mr. Vance has repeatedly encouraged Republicans to use the machinery of government to reclaim institutions that he sees as wholly captured by the left.

In Mr. Vance’s telling, his perspective has been shaped most by his own biography: as a son of Middletown, Ohio; a veteran of a war defined by Washington’s mistakes; an author who was feted by coastal elites whom he came to despise

“You hear European elites and American elites talking in frightened tones about threats to democracy,” he told an interviewer this year. “Isn’t it a greater threat to democracy if people keep voting for less migration but don’t get it?”

He has said that Alex Jones, the Infowars conspiracy theorist, is a more reputable source of information than Rachel Maddow

Mr. Vance recently contributed an admiring blurb for a book co-written by the far-right activist Jack Posobiec, who promoted the “Pizzagate” hoax. He is also listed as the author of a foreword for an upcoming book by Kevin Roberts, the president of the Heritage Foundation and a leader of the Project 2025 initiative

People whom Mr. Vance has cited to explain his worldview or detail who helped shape his thinking include Patrick Deneen, a professor of political science at the University of Notre Dame who has suggested that conservatives must harness the power of the state to counter “liberal totalitarianism”; Peter Thiel, the billionaire venture capitalist for whom Mr. Vance worked; and Curtis Yarvin, a prominent voice on the New Right who has argued that American democracy has devolved to the point that the country needs a monarchical leader.

Mr. Vance would not necessarily disagree, those who know him said. He has spent his recent years at the four-way intersection of intellectual debates, campaign rhetoric, outright trolling and actual policy —

Mr. Rufo described Mr. Vance’s intellectual evolution, “somewhat tongue-in-cheek,” as a journey “from the pages of National Review to the fever swamp of right-wing Twitter.”

“In the past, the political right operated under the illusion that institutions could be neutral,” Mr. Rufo said in an interview, “that any use of state power was illegitimate and that the only rightful policy would be to try to roll back or reduce the size of government.”

said the move from a traditionalist like Mr. Pence to Mr. Vance exemplified “how the Republican Party is going to think about power moving forward

Christopher Rufo

He speaks bluntly about what he sees as the limits of America’s reach and resources abroad — “Those days are over,” he has said of the 20th-century “glory years” of American hegemony — and even more forcefully about the prospect of right-wing victories at home if conservatives could only summon the requisite gumption.

After Gamergate, many users migrated to 8chan, where anyone could post anything. Richard Spencer, the white supremacist who was the headline speaker at Unite the Right, was among many who found their people — frequently alienated, angry and lonely young men — online.

Steve Bannon, the former executive chairman of the website Breitbart and Trump’s former chief strategist, understood that you could “activate that army,” which is just what they did. These were people who, in the parlance of the community, had swallowed the “Matrix"-inspired “red pill” and seen “the truth.”

Maybe they believed that the system was rigged by Jews, or that racial equality would undermine the white race, or that Hillary Clinton led a cabal of pedophiles. But as the book painstakingly shows, these ideas then prompted such real-world actions as shooting up a pizza restaurant, or hacking into voting systems and stealing their software.

As Reeve describes it, an even more potent danger came from the black pill of nihilism. Taking that pill “allows you to justify any action: cruelty, intimidation, violence,” she writes. “If your actions cause more violence and chaos, that’s good, because it will help bring about an end to the corrupt regime.

It can, she argues, lead to Charlottesville, to massacres in Charleston and Pittsburgh and El Paso and Orlando. It can lead to a veneration for Putin. Or an exaltation of Trump.

That mass delusion, as insane as it may seem — that a deep state exists within the government, supported by celebrities and business leaders, operating a Satan-worshiping human-trafficking network — continues to infect minds both on the internet and in real life

Stock prices of its five biggest makers of panels and other equipment have halved in the past 12 months. Since late June, at least seven large Chinese manufacturers have warned that they will announce heavy losses for the first half of this year.

The turmoil in the solar energy sector amid enormous factory capacity and booming exports highlights how China’s industrial policymaking works. The government decided 15 years ago to put extensive support behind solar power, and then let the companies claw it out. Beijing has shown a high tolerance for letting firms stumble and even fail in large numbers.

Something similar is happening in the automotive sector. Annual car sales in China are around 25 million a year, more than any other country but barely half the country’s ability to make vehicles. So automakers in China are now following the solar industry’s lead in cutting prices sharply and ramping up exports.

China’s approach can lead to big financial losses for local governments, state investment funds and state-supported banks, all of which bankroll companies in favored industries.

Sunzone’s rivals, including Tongwei and Longi Green Energy Technology, gained formidable economies from large-scale production. They have plowed part of their extra revenue into developing solar panels that are increasingly efficient at converting sunlight into electricity.

The rise and fall of Hunan Sunzone Optoelectronics in Changsha, the capital of Hunan Province in south-central China, is a case study of how China’s policies work.

“It’s a very expensive development model, but it produces national champions quite reliably,” said David R. Hoffman, a senior adviser on China for the Conference Board, a global business group.

Despite the financial help, Sunzone’s factory now sits empty. A large “Sunzone” sign on the second floor rusts in the swampy heat of Changsha. The only person still working at the site on a recent afternoon, a security guard, said that manufacturing equipment was removed in January and the factory was set to be demolished and turned into office buildings.

Sunzone epitomizes how lavish lending from state-owned banks and generous local subsidies have produced manufacturing overcapacity. Solar companies cut costs and prices sharply to maintain market share. That led to a few low-cost survivors while many other competitors were driven out of business in China and around the world.

China’s banks, acting at Beijing’s direction, have lent so much money to the sector for factory construction that the country’s solar factory capacity is roughly double the entire world’s demand.

Started in 2008, the solar panel manufacturer benefited early on from practically every possible subsidy. It got 22 acres of prime downtown land in the heart of the city almost for free. One of China’s biggest state-owned banks arranged a loan at a low interest rate. The Hunan provincial government then agreed to pay most of the interest.

Many other factories, like Sunzone’s, quickly become obsolete.

“Enterprises continue to put advanced production capacity into operation to maintain competitiveness” said Zhang Jianhua, director of China’s National Energy Administration, at a news conference last month. “At the same time, the outdated production capacity is still extensive and needs to be gradually phased out.”

Compounding the problems facing China’s solar energy companies is the rapid disappearance of local subsidies. Local governments are running out of money as a housing crisis makes it hard for them to sell long-term leases on state land to real estate developers — previously their biggest source of cash.

Partly because of worries about Chinese subsidies, President Biden last month allowed steep tariffs that had expired to go back into force on solar products imported from Southeast Asia that use lots of Chinese components. And the Department of Commerce has begun trade cases against imported solar panels that could lead to further tariffs.

Freudian psychoanalysis offers yet another account. As Mr. Chopra’s summary has it: “Anxiety is a signal to us that we harbor repressed emotions, desires, and sexuality.”

Finally, there is the idea of “materialist alienation,” advocated by both Karl Marx and Herbert Marcuse. This theory identifies the sources of anxiety in the material and economic conditions of society rather than in the individual psyche:

Although Mr. Chopra, a philosophy professor emeritus at Brooklyn College, notes many overlaps and commonalities in the four approaches, their differences make them inconsistent as a set. It isn’t clear that they are centrally concerned with anxiety at all.

ukkha in Buddhism isn’t usually understood to refer to anxiety but rather to a state of discontent.

Mr. Chopra acknowledges that one of his key existentialist figures, Nietzsche, never uses the term. Alluding to Marx’s alienated labor, Mr. Chopra asks: “What does such alienation feel like?” His answer: “Like anxiety, for it is anxiety.

Mr. Chopra interprets everything through the lens of anxiety and as a result either magnifies its significance or sees it where it is not. He says, for example, that from his own experience he has concluded that being “indecisive, distracted, insecure, or anxious . . . amounted to the same thing.” But for many people those conditions are very different.

Mr. Chopra is a serial user of the “presumptive we”: using the first-person plural to speak for all of us when he is really speaking for some or sometimes only himself.

At times Mr. Chopra writes of anxiety as though it were a key to self-definition, saying, at one point “thus does anxiety inform me of who I am.” Tell me your anxieties and I’ll tell you who you are may sound profound, but replace “anxieties” with “dreams,” “loves,” “hopes” or “values” and it is just as true.

Even philosophy in Mr. Chopra’s view springs not from wonder, as Aristotle and Plato claimed, but from anxiety. However, neither those giants of thought nor others who followed them for centuries had much to say about it

That “anxiety is a basic human affect and signature of human consciousness” is made somewhat problematic, he concedes, by the fact that it only emerged as “an explicitly named and identified problem in the nineteenth century.”

Still, Mr. Chopra is right to want to normalize the anxiety that people really do feel, saying that it is wrong to think that mental health consists in being anxiety-free. His basic therapeutic advice—not to push anxiety away but “to see what it ‘points to’ ”—is also spot-on

his book is a good primer on the major philosophers of anxiety, or at least its close relations.

AIs like ChatGPT rapidly got better in their early days, but what we’ve seen in the past 14-and-a-half months are only incremental gains, says Marcus. “The truth is, the core capabilities of these systems have either reached a plateau, or at least have slowed down in their improvement,” he adds.

the gaps between the performance of various AI models are closing. All of the best proprietary AI models are converging on about the same scores on tests of their abilities, and even free, open-source models, like those from Meta and Mistral, are catching up.

AI could become a commodity

A mature technology is one where everyone knows how to build it. Absent profound breakthroughs—which become exceedingly rare—no one has an edge in performance

companies look for efficiencies, and whoever is winning shifts from who is in the lead to who can cut costs to the bone. The last major technology this happened with was electric vehicles, and now it appears to be happening to AI.

the future for AI startups—like OpenAI and Anthropic—could be dim.

Microsoft and Google will be able to entice enough users to make their AI investments worthwhile, doing so will require spending vast amounts of money over a long period of time, leaving even the best-funded AI startups—with their comparatively paltry warchests—unable to compete.

Many other AI startups, even well-funded ones, are apparently in talks to sell themselves.

That difference is alarming, but what really matters to the long-term health of the industry is how much it costs to run AIs. 

the bottom line is that for a popular service that relies on generative AI, the costs of running it far exceed the already eye-watering cost of training it.

Changing people’s mindsets and habits will be among the biggest barriers to swift adoption of AI. That is a remarkably consistent pattern across the rollout of all new technologies.

That’s because AI has to think anew every single time something is asked of it, and the resources that AI uses when it generates an answer are far larger than what it takes to, say, return a conventional search result

For an almost entirely ad-supported company like Google, which is now offering AI-generated summaries across billions of search results, analysts believe delivering AI answers on those searches will eat into the company’s margins

Google, Microsoft and others said their revenue from cloud services went up, which they attributed in part to those services powering other company’s AIs. But sustaining that revenue depends on other companies and startups getting enough value out of AI to justify continuing to fork over billions of dollars to train and run those systems

three in four white-collar workers now use AI at work. Another survey, from corporate expense-management and tracking company Ramp, shows about a third of companies pay for at least one AI tool, up from 21% a year ago.

OpenAI doesn’t disclose its annual revenue, but the Financial Times reported in December that it was at least $2 billion, and that the company thought it could double that amount by 2025. 

That is still a far cry from the revenue needed to justify OpenAI’s now nearly $90 billion valuation

the company excels at generating interest and attention, but it’s unclear how many of those users will stick around. 

AI isn’t nearly the productivity booster it has been touted as

While these systems can help some people do their jobs, they can’t actually replace them. This means they are unlikely to help companies save on payroll. He compares it to the way that self-driving trucks have been slow to arrive, in part because it turns out that driving a truck is just one part of a truck driver’s job.

Add in the myriad challenges of using AI at work. For example, AIs still make up fake information,

getting the most out of open-ended chatbots isn’t intuitive, and workers will need significant training and time to adjust.

the industry spent $50 billion on chips from Nvidia to train AI in 2023, but brought in only $3 billion in revenue.

None of this is to say that today’s AI won’t, in the long run, transform all sorts of jobs and industries. The problem is that the current level of investment—in startups and by big companies—seems to be predicated on the idea that AI is going to get so much better, so fast, and be adopted so quickly that its impact on our lives and the economy is hard to comprehend. 

Mounting evidence suggests that won’t be the case.