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General comfort with green energy infrastructure crosses party lines, with 66 percent of Republicans saying they are comfortable with a field of solar panels being built in their community and 59 percent comfortable with wind turbines. Among Democrats, 87 percent are comfortable with solar farms and 79 percent with wind farms

By contrast, fewer than half of Democrats or Republicans would welcome a nuclear power plant in their community.

while backing renewables remains popular among many Americans, experts say progress can be impeded by a small, yet vocal, opposition, which can be driven in part by the sentiment of “Not in My Backyard,” or NIMBYism.

“We know things like permitting reform and NIMBYism are a challenge for renewable electricity and transmission projects. The closer that these projects get to where many people are, the more challenges that can arise.”

According to the Post-UMD poll, the more concerned people say they are with climate change, the more likely they are to feel comfortable with wind and solar farms being built in their communities.

— what exactly was the meme?

Cryptocurrency is little more than a decade old, and yet it has passed through several reputational phases: first, as the lawless province of black marketeers and hard-core libertarians obsessed with escaping government oversight; then as a speculative market in which many of those people made an astonishing and enviable amount of money; then as an investment sector for adventurous normies who might previously have turned to simple day-trading; then as an “asset class” eyed by big-money investors and establishment banks

it was very tempting to believe, and nobody was trying to look all that closely, it turns out — not the editors who put him on the covers of Forbes and Fortune; not the traders who trusted him with billions in daily trading volume; not the recipients of his philanthropic pledges, many of which will now go unfulfilled; and most conspicuously, not the investors who handed him millions without seeming to even bother checking the books.

To investors and legislators, he looked like the potential face of a new era for crypto, poised to legitimize through transparency and regulation what had always been an enormously shady, if often quite lucrative, sector.

To progressives, he looked like our kind of oligarch, a sort of boy wonder who seemed capable of conjuring up world-changing billions guiltlessly, effectively out of thin air.

And he had promised to give that magic internet money away just as quickly

It was part of his DGAF brand, like the unkempt hair and cargo shorts he wore onstage alongside Bill Clinton and Tony Blair

As recently as July 2021, FTX raised $900 million from, among others, Sequoia Capital, Daniel Loeb’s Third Point and SoftBank Vision Fund, which had previously written down billions of dollars in investments in Uber and WeWork. In January, a Series C round raised an additional $400 million.

In a now-legendary profile published on the Sequoia website just weeks before the collapse, almost every paragraph contained what should have been a red flag but was presented instead as a mark of Bankman-Fried’s special genius — and Sequoia’s, for endorsing it

The death of FTX has been called crypto’s “Lehman moment,” but it was not the first such collapse — it follows the implosions of Celsius, Three Arrows Capital, Terra and Luna, among many others. But it’s fitting that Bankman-Fried will now always be remembered as this crypto crash’s central figure, because he postured as someone who could rewrite not just the rules of the financial system but its morality as well.

Now the comparisons are less flattering: to Bernie Madoff, of course, and to Elizabeth Holmes of Theranos, even though Bankman-Fried has not been charged with any crimes; also to Adam Neumann of WeWork, Travis Kalanick of Uber and the other iconic start-up hucksters of this strange venture-capital era.

those founders were, for all their delusions and sociopathy, pitch-deck visionaries — persuasive proselytizers for not just new products but whole new worlds that could be simply invested into being.

In his self-presentation, Bankman-Fried seemed to be pitching something else: an outward indifference approaching disdain. His serious-seeming commitment to effective altruism underlined the impression: If he was earning his billions only to donate them, he represented a very different case study in the morality or moral potential of unregulated markets

he flatly described the crypto markets as pointless speculation bordering on fraud — one of the interviewers paraphrased Bankman-Fried’s summary as “I’m in the Ponzi business, and it’s pretty good” — it wasn’t a misstep

What stage of capitalism is this?

in the world of big money he was a genuinely new archetype: a smugly superior Gen X slacker and an entitled, world-changing millennial at once

it has also been the source of a lot of reflection and debate, about whether it had been at all reasonable to treat what made him distinct as a basis for lionization.

He said in the Sequoia profile, for instance, that no book was ever really worth reading, and he told the economist Tyler Cowen in a podcast interview that faced with a coin-flip game in which half the time he’d double the value of the world and half the time he’d destroy it, he’d choose to play again and again

he revealed himself to be wasn’t a singular bad actor but a representative one. Blockchain technology may well offer meaningful uses for the wider world in the future, but as of now, it is most significant as the basis for a realm of pure and unregulated speculation.

The volatility was not some deep secret only now revealed. It’s an almost inescapable aspect of a financial subculture erected outside the oversight and control of the law on the principle that they weren’t necessary

The world’s second-largest crypto exchange has gone belly-up, but the crypto market as a whole is down by only about 20 percent. For many speculators, it seems, collapses like these were already priced in.

This isn’t an American crisis alone. All around the world, developed nations have locked themselves into unsustainable, energy-intensive lifestyles.

Among those with the largest footprints are wealthy oil-producing microstates with small populations, like Qatar or Trinidad and Tobago, where the per-capita footprint pushes 60 tons

In the next tier, with the United States, are other sprawling, continent-size countries that use a lot of heating or cooling and where people tend to drive long distances, such as Canada and Australia (around 20 tons)

By dint of their density and reliance on mass transit, nations in Western Europe (as well as Japan and South Korea) make up most of the next tier, which cleaves roughly into two groups: places like Germany, Norway and the Netherlands that rely more on fossil fuels (around 15 tons),

places like the United Kingdom, Denmark and France that use a higher percentage of nuclear and renewable power. Though it’s half the size of an American’s, the footprint of someone in the typical French household still remains unsustainably high: around nine tons.

This is the paradox at the heart of climate change: We’ve burned far too many fossil fuels to go on living as we have, but we’ve also never learned to live well without them

the problem of the future is how to create a 19th-century carbon footprint without backsliding into a 19th-century standard of living. N

The greatest crisis in human history may require imagining ways of living — not just of energy production but of daily habit — that we have never seen before. How do we begin to imagine such a household?

With a carbon footprint hovering around the global median of 4.5 tons per capita, it falls within a narrow tier of nearly developed countries within sight of two tons per capita — the estimated amount needed to limit the world to 1.5 degrees Celsius of warming.

There are countries more prosperous, and countries with a smaller carbon footprint, but perhaps in none do the overlapping possibilities of living well and living without ruin show as much promise as in Uruguay.

Mujica harbored another deeper belief too. For years, he had been arguing that the “blind obsession to achieve growth with consumption” was the real cause of the linked energy and ecological crises.

In speeches, he pushed his people to reject materialism and embrace Uruguay’s traditions of simplicity and humility. “The culture of the West is a lie,” he told me. “The engine is accumulation. But we can’t pretend that the whole world can embrace it. We would need two or three more planets.”

He shared his own experience in solitary confinement, and how years without books or conversation drew him closer to the fundamentals of being: nature, love, family. “I learned to give value to little things in life. I kept some frogs as pets in prison and bathed them with my drinking water,”

“The true revolution is a different culture: learning to live with less waste and more time to enjoy freedom.”

By 2016, an array of biomass, solar and some 50 wind parks had replaced the grid’s use of oil, helping slash more than half a billion dollars from the country’s annual budget. Today, Uruguay boasts one of the world’s greenest grids, powered by 98 percent renewable energy.

prevailing economic conditions and something in Uruguay’s character had afforded the transition more receptivity than anyone predicted. This was one way in which a career in theoretical physics prepared Méndez for the world of policymaking, he said: “You have to be open to the solutions being very narrow and technical, or very wide and human.”

as the energy sector shifted, the mind-set in the country began to shift with it, Méndez said, sometimes in surprising ways. Some bought air-conditioning units, but many kept to their formerly low-consumption habits, continuing to hang their laundry and take the bus, dozens of which in Montevideo were now electric. Others bought plug-in timers to automate their laundries to run at night or installed solar water heaters on their roof

for Méndez, the biggest shift was among leaders. In cabinet and business meetings the problems of the future — like how to eliminate industrial waste and phase out gas entirely — began to feel like just that, he said: problems, not crises.

there appeared to be fundamental tension in how to bring Uruguayans along in the energy transition. On the one hand, the infrastructure shift needed to happen in the background, so the public never lost confidence in the grid — that part had been surprisingly smooth. But on the other hand, it was important to keep people engaged so they would support the necessary changes to come

Emaldi and her colleagues focused their efforts on electrifying transportation and growing the green-energy sector. The government eliminated duties and taxes on electric cars and rebranded a tax on gas as a CO2 tax, with a portion funding green initiatives.

“What comes in the near future will change more lives,” Minister Paganini told me. “You have to get into sectors or areas that are much more difficult than just changing the generation of electricity.” You need to change human behavior.

fossil fuels gave humanity the ability to choose our food, to transform a rainforest or windblown desert into something fertile and constant, a biotic vending machine from which eaters can select whatever they want whenever they want it. This choice now drives about a third of all global emissions. Most of them stem from the growing process itself — clearing land, fertilizing crops — with the bulk of the rest coming indirectly from the vast web of manufacturing and delivery systems that bring it to us: packaging crackers, refrigerating drumsticks, airlifting avocados.

One reason the global cattle industry had become so damaging, Baethgen said, was that too many grasslands had been razed or degraded. In the short term, feedlots produced more food, often with lower emissions, since cows got fatter faster and burped less frequently, but over the long term, without the grasslands to recycle carbon, net emissions built up. From Baethgen’s perspective, every damaged field thus represented a huge opportunity: By restoring grasslands, he could not only pull more greenhouse gases into the ground, but also grow more beef. And since the 1990s, Uruguay has managed a remarkable feat: increasing its annual production of beef without any increase in greenhouse gases — and doing all of this on natural pasturelands.

He believed too much climate science relied on big-picture modeling to drive engagement. “Those science-fiction scenarios were great to increase awareness,” he said. “But if you give a minister of agriculture information for the year 2080, that doesn’t do anything.” He waved a hand over the landscape. “You’re providing information, far in the future, with no resolution and no certainty. That’s the best combination to ensure paralysis. Nobody does anything.”

In his 2016 book, “The Great Derangement,” the Indian writer Amitav Ghosh says it’s unwise to reduce climate denial to “only a function of money and manipulation.” The sheer level of paralysis, he writes, “suggests that the climate crisis threatens to unravel something deeper, without which large numbers of the people would be at a loss to find meaning.” Ghosh wonders if the modern consumer mind-set can ever change, collectively or otherwise: “In a world where the rewards of a carbon-intensive economy are regarded as wealth, this must be reckoned as a very significant material sacrifice.”

Esponda described his family as middle to upper middle class. Both he and Laroca were economists for the city and together made about $30,000 a year. “Everybody in Uruguay is middle class,” he said. I thought I knew what he meant. Unlike in the United States, I found it difficult in Uruguay to discern class differences. Conspicuous displays of wealth seemed rare, as were the tiers of consumer goods that otherwise revealed someone’s spending. “There’s not the American consumerist mentality of ‘We need to get the next new thing,’”

On trips to New Orleans and Chicago, he had been transfixed by the selection of junk food in convenience stores, the undamaged furniture left on the street. “You guys throw away your whole home,” he told me. “Here, most of this stuff wouldn’t be trash.”

Esponda pointed to his couch, a sagging green camelback. It was given to them by his parents, he said, and barely fit his growing family anymore. But he couldn’t find a reason to replace it, even with a dual income that allowed them to save each month. “Why would I?” he said. It was a mentality apparent throughout the couple’s apartment. In stark contrast to most American homes with two kids, their apartment wasn’t overflowing with toys. Two bikes leaned against the wall by a plastic slide. “Our choices don’t really have anything to do with the environment,” he said. “It’s about saving money, yes, but also being careful with what we buy.”

Several people described frugality to me as a core tenet of the Uruguayan political project, though globalization had played a role, too.

something a man in the asentamientos said to me: “Nobody has confronted the real problem: How will the country grow?”

I thought of a single dad I met in Montevideo who said I shouldn’t think of his country as a model or example. It was too small, its progress too troubled. It was more like a laboratory for the rest of the world, he said.

We often picture the future as a kind of growth, a set of possibilities to expand and realize, but maybe it could also be the opposite, a present to reconcile and safeguard.

Part of the reason America has become so paralyzed by climate change is precisely that we’ve failed to acknowledge the limits it imposes — on where we can live, the things we can have, the household we can envision. This is a particularly difficult idea to sell to a country perched atop decades of accrued wealth, which was itself amassed by generations imagining further comfort and choice.

In the coming months, gas prices spiked, inflation climbed and the price of energy began to strangle Europe. No future seemed as certain as a less abundant one.

A former bank analyst at Bear Stearns, Estrada had decided to take a 75 percent pay cut to return home and eventually took a job with a local energy firm. “I read studies about how there’s a diminishing return on happiness above a certain income, and I experienced that,” he told me of living in New York. “I had more money than I had things I wanted to buy.” He said that contracting his life had allowed him to be more mindful of its details. It reminded him of the household his parents ran in the 1980s, when things were so precarious. No one left lights on or wasted water. They were mindful of the things they bought.

“We learn to live with less here,” he said. “And it’s made my life better.”

There are many people who assume that liberalism and nationalism are opposites. Liberalism, in their mind, is modern and progressive. It’s about freedom of choice, diversity and individual autonomy. Nationalism, meanwhile, is primordial, xenophobic, tribal, aggressive and exclusionary.

it has become clear that there are two kinds of nationalism: the illiberal nationalism of Vladimir Putin and Donald Trump, and the liberal nationalism of Zelensky. The former nationalism is backward-looking, xenophobic and authoritarian.

The latter nationalism is forward-looking, inclusive and builds a society around the rule of law, not the personal power of the maximum leader. It’s become clear that if it is to survive, liberalism needs to rest on a bed of this kind of nationalism.

Nationalism provides people with a fervent sense of belonging. Countries don’t hold together because citizens make a cold assessment that it’s in their self-interest to do so. Countries are held together by shared loves for a particular way of life, a particular culture, a particular land

Nationalism provides people with a sense of meaning. Nationalists tell stories that stretch from a glorious if broken past forward to a golden future

Democracies need nationalism if they are to defend themselves against their foes. Democracies also need this kind of nationalism if they are to hold together.

Yascha Mounk celebrates the growing diversity enjoyed by many Western nations. But he argues they also need the centripetal force of “cultural patriotism,” to balance the centrifugal forces that this diversity ignites.

Finally, democracies need this kind of nationalism to regenerate the nation. Liberal nationalists are not stuck with a single archaic national narrative. They are perpetually going back, reinterpreting the past, modernizing the story and reinventing the community.

Over the past decades this kind of ardent nationalism has often been regarded as passé within the circles of the educated elites

The first problem with this posture is that it opened up a cultural divide between the educated class and the millions of Americans for whom patriotism is a central part of their identity

Liberal nationalism believes in what liberals believe, but it also believes that nations are moral communities and the borders that define them need to be secure

It believes that it’s sometimes OK to put Americans first — to adopt policies that give American workers an edge over workers elsewhere. It believes it’s important to celebrate diversity, but a country that doesn’t construct a shared moral culture will probably rip itself to shreds.

It shows what a renewed American liberal nationalism could do, if only the center and left could get over their squeamishness about patriotic ardor and would embrace and reinvent our national tradition.

“Self-centered individualism must therefore be replaced with a more collectivist spirit that nationalism knows how to kindle.”

“The struggle to defend objective truth against people who consciously choose to deny or distort it has become a fight to defend our society, and democracy itself.”

Jonathan Swift, it’s worth noting that he was not an optimist about “truth.”

By the time a lie is refuted, he wrote, “it is too late; the jest is over, and the tale has had its effect: like a man, who has thought of a good repartee, when the discourse is changed, or the company parted; or like a physician, who has found out an infallible medicine, after the patient is dead.'“

“Considering that natural disposition in many men to lie, and in multitudes to believe,” he wrote in 1710, “I have been perplexed what to do with that maxim so frequent in every body's mouth; that truth will at last prevail.

A recent Washington Post tally found that nearly 300 Republicans running for congressional and state offices are election deniers. That means, as a FiveThirtyEight analysis found, 60 percent of Americans will have at least one election denier on their ballot next week.

In a new USA Today/Suffolk University poll, 63 percent of Republicans say they worry “the election results could be manipulated.”

From the New York Times: When asked, six Trump-backed Republican nominees for governor and the Senate in midterm battlegrounds would not commit to accepting this year’s election results.

The big mistake people have made is in assuming this could blow up only in an extensive struggle in 2024 and perhaps involving Donald Trump. What seems entirely unanticipated, yet is extremely predictable, is that smaller skirmishes could break out all over the country this year.

Democrats have got themselves in a situation where the head of their party holds the most popular position on guns and crime—and yet they’re getting crushed on the issue because they’ve let GOP campaign ads, the right wing media ecosystem, and assorted progressive big city prosecutors shape the narrative on the issue rather than doing so themselves.

Liberals aren’t watching “Yellowstone” for cultural reasons, and conservatives love it for ideological ones, he said.

I watched all four seasons of “Yellowstone” through the lens of these asymmetries. The show is compelling but not groundbreaking. It is too easy to call it a conservative show. Like its audience counterpart, “Yellowstone” thinks it is at war with progress when it is really at war with itself.

when it comes to identity and tastes, Childress said it is a “mark of social status for liberals to be culturally omnivorous.”

In contrast, conservative audiences do not consider reading, watching or listening around a mark of status or identity. And they are more likely to dislike what liberals like than liberals are to dislike what conservatives like.

“People on the left like more pop culture than people on the right,’’ Childress said. “And people on the left don’t dislike what people on the right dislike.

The rejection of cosmopolitanism as a desirable attribute is more subtle, but present

The West of “Yellowstone” is multiethnic, multiracial and multi-class. There are Black cowboys and complex Native American characters. A pair of lesbians even makes an appearance in Season 2 (although there are no gay cowboys,

Regardless of whether you agree with the classification, you have an idea of what other people mean by “elite”: urban, sophisticated and educated. In short, the things that “Yellowstone” skewers at every opportunity. The characters despise California and San Francisco in particular

It accommodates feminism by making women the most vicious capitalist actors.

The slow dialogue of “Yellowstone” also rejects sophistication. The narrative plods even as the show’s many horses run. And the mood is dour; there aren’t many jokes

Those aesthetic choices implicitly argue for simplicity as a moral virtue, something John Dutton telegraphs when he tells a field hand that sometimes the world really is simple.

“Yellowstone” sidesteps Westerns’ romanticization of the white imaginary. At dinner last week with my family, my 30-something Black lesbian cousins gushed about the show, although they prefer its Native American characters to the Duttons.

There are few strivers in the world of “Yellowstone.” The show’s royalty grudgingly accept higher education as a strategic tool to beat the liberal do-gooders. The poor and disenfranchised don’t dream of going to college at all.

the show’s revenge is how well it exposes the material conditions of elitism. Its worldview resembles fantasy but it is brutally realistic about how power operates.

Whatever brings its audience to the show, once they arrive, they are playacting within the vision of America that “Yellowstone” holds. The show suggests that elitism and power can be reconciled with our need to be both moral and self-interested. It is a seductive fantasy because it does not ask the audience to give up anything.

The nominal diversity of the show’s cast implies that conservatives don’t hate anyone, as long as everyone is willing to conform to their way of life

It acknowledges white land theft and Native American grievance, but it does not make a case for reparations.

It accepts that Christopher Columbus was a colonizer but implies that the Duttons’ good-enough ends justify the means.

If the show rejects sophistication, it takes a hammer to education

And it depicts the police as feckless, but it does not want to abolish cops. It wants to choose the cops. That means a lot of guns.

“Yellowstone” does not just have gunfights. It has all-out wars. There are military-grade weapons, aerial assaults, night-vision goggles and automatic rifles. When John Dutton cannot win, he starts shooting.

“Yellowstone” isn’t ideologically driven, even if ideology is what makes it so comforting for conservative audiences.

in the end, the show shares a problem with Republican Party electoral politics: Neither offers a compelling vision of the future.

Republicans don’t solve problems like climate change or economic inequality or water rights or housing costs or stagnant wages. With Donald Trump and Mitch McConnell’s leadership, the G.O.P. does not even bother to sell a conservative story for America. Audiences looking for that vision in “Yellowstone” might find that cosmetic diversity needn’t be scary, but they won’t find much else.

Like Republicans, the Dutton dynasty has one defense against demography and time: Buy guns and hoard stolen power.

its original – theological - English meaning as a lesser form of repentance that had a worldly instead of a spiritual motive, lacking the sincerity of true contrition

something second-best

Attrition was therefore established as a form of warfare to avoid, as second best to beating the enemy in a decisive battle. Exhausting an enemy through constant sniping, skirmishing and harassment took time, and increasingly made victory dependent less on the conduct of military operations and more on the underlying economic and social resilience of the nation. In addition, the process worked both ways. One’s own forces also faced attrition, turning war into a contest of endurance.

inflicting attrition on your opponent can be a sensible precursor to battle

Instead of rushing an attack, exploiting surprise, it might make more sense to opt for a more methodical approach, taking out enemy capabilities and undermining morale, before embarking on an offensive – what the Americans call ‘preparing the battlefield’.

The word ‘attrition’ derives from a Latin word for rubbing away which came to refer to repressing a vice

It is easy to understand why Ukraine feels that it has no choice but to carry on fighting and why it is now confident that it is slowly taking the initiative.

we can note some of this war’s fundamental asymmetries that continue to shape its conduct:

First Russia has identified Ukraine’s dependence on external support as its greatest vulnerability and has been looking for ways to undermine this support, largely by aggravating the economic crises facing the West

Two conclusions emerge from these asymmetries

The second conclusion is that conditions on the ground should increasingly favour Ukraine because of the quality of the systems now entering service and the effectiveness with which they are being used

Ukraine is having to follow a strategy that works round its weaknesses while exploiting those of Russia. This was dubbed back in May as ‘corrosion’ by General Mick Ryan. Ukraine, he noted, has sought to hollow out ‘the Russian physical, moral, and intellectual capacity to fight and win in Ukraine, both on the battlefield, and in the global information environment.’

The problem with attrition is that it does not force a decision on the enemy. It works by persuading enemy forces and their political leadership that their position is untenable and likely to get worse. So long as they believe that they are only facing temporary difficulties and can turn the situation around, or at least must show that they have put up a decent fight before folding, then the war will continue

Attrition is not just a question of which side is suffering most but also who is best able to regenerate their combat capabilities.

Moscow appears to wish to incorporate seized territory into Russia, for which they are preparing some dubious procedures that will impress nobody but themselves. Deep down for Moscow the war may now be all about denying NATO the satisfaction of a Ukrainian victory and saving Putin’s face

There is nonetheless something increasingly desperate about Russian rhetoric and behaviour. The Russian military position is deteriorating and the West’s backing for Ukraine has yet to slacken. The trends therefore favour Ukraine. At some Putin and his cronies will have to work out how long they can continue to pretend that they have a credible path to victory.

the many sins of empire, from draining India of its resources and destroying its industry, to the manner in which the British implemented a policy of divide-and-rule, giving rise to conflict between Hindus and Muslims, which ultimately led to the partition of India and Pakistan

As for the railways, post and industrialisation, he asks, “Why would India, which throughout its history had created some of the greatest (and most modern for their time) civilisations the world has ever known, not have acquired all the trappings of developed or advanced nations today, had it been left to itself to do so?”

Mumbai is in many ways unlike the rest of India: it is far richer, less caste-bound and a lot more easy-going. Yet it is also all of India in a single place

As the country’s commercial capital, it has long attracted migrants from all over the country. Most of India’s communities, languages and cuisines are represented here, if not all of its pathologies. The cliché about Mumbai is that it is a place of extreme contrasts: sprawling shantytowns nestled in the shadows of multi-million-dollar homes

He explains with great clarity the links between big Indian business and politics, and the implications for India’s industrial economy. Even so, India is no post-Soviet Russia. The historical analogy Mr Crabtree uses instead is America in the era of the Rockefellers and Vanderbilts. In America, it gave way to a progressive era of greater prosperity for all, he writes. The fate of nearly 1.4bn people hangs on whether India makes a similar journey.■

Every law embodies a particular hypothesis about how the world works, a hope that if you pull on levers A and B, then outcomes C and D will result

Democrats hope to create an economy where the government doesn’t just help Americans buy green technologies; it also helps nurture the industries that produce that technology.

The idea is this: The era of passive, hands-off government is over. The laws embrace an approach to governing the economy that scholars call “industrial policy,” a catch-all name for a wide array of tools and tactics that all assume the government can help new domestic industries get started, grow, and reach massive scale.

If “this country used to make things,” as the saying goes, and if it wants to make things again, then the government needs to help it. And if the country believes that certain industries bestow a strategic advantage, then it needs to protect them against foreign interference.

From its founding to the 1970s, the country had an economic doctrine that was defined by its pragmatism and the willingness of its government to find new areas of growth.

It’s more like a toolbox of different approaches that act in concert to help push technologies to grow and reach commercial scale. The IRA and the two other new laws prefer four tools in particular.

“Yes, there was an ‘invisible hand,’” Stephen Cohen and Brad DeLong write in their history of the topic, Concrete Economics. “But the invisible hand was repeatedly lifted at the elbow by the government, and placed in a new position from where it could go on to perform its magic.”

That pragmatism faded in the 1980s, when industrial policy became scorned as one more instance of Big Government coming in to pick so-called winners and losers.

The two other large bills passed by this Congress—the $1 trillion bipartisan infrastructure law and the CHIPS and Science Act—make down payments on the future as well; both laws, notably, were passed by bipartisan majorities.

it is in the IRA that these general commitments become specific, and therefore transformative.

Since the 1980s, when Congress has wanted to spur technological progress, it has usually thrown money exclusively at R&D. We have had a science policy, not an industrial policy

inextricable from that turn is Washington’s consuming anxiety over China’s rise—and China has embraced industrial policy.

although not a single Republican voted for the IRA, its wager is not especially partisan or even ideological.

the demonstration project. A demonstration project helps a technology that has previously existed only in the lab get out in the real world for the first time

supply-push policies. As the name suggests, these tools “push” on the supply side of an industry by underwriting new factories or assuring that those factories have access to cheap inputs to make things.

demand-pull policies, which create a market for whatever is coming out of those new factories. The government can “pull” on demand by buying those products itself or by subsidizing them for consumers.

protective policies, meant to insulate industries—especially new ones that are still growing—from foreign interference

Although both parties have moved to embrace industrial policy, Democrats are clearly ahead of their Republican colleagues. You can see it in their policy: While the bipartisan infrastructure law sets up lots of demonstration projects, and the CHIPS Act adopts some supply-push and protectionist theory, only the IRA uses all four tools.

In order to stop climate change, experts believe, the United States must do three things: clean up its power grid, replacing coal and gas power plants with zero-carbon sources; electrify everything it can, swapping fossil-fueled vehicles and boilers with electric vehicles and heat pumps; and mop up the rest, mitigating carbon pollution from impossible-to-electrify industrial activities. The IRA aims to nurture every industry needed to realize that vision.

Hydrogen and carbon removal are going to benefit from nearly every tool the government has. The bipartisan infrastructure law will spend more than $11 billion on hydrogen and carbon-removal “hubs,” huge demonstration projects

These hubs will also foster geographic concentration, the economic idea that when you put lots of people working on the same problem near one another, they solve it faster. You can see such clustering at work in San Francisco’s tech industry, and also in China, which now creates hubs for virtually every activity that it wants to dominate globally—even soccer.

Then the IRA will take over and deploy some good ol’ supply push and demand pull. It includes new programs to underwrite new hydrogen factories; on the demand side, a powerful new tax credit will pay companies for every kilogram of low-carbon hydrogen that they produce

Another tax credit will boost the demand of carbon removal by paying firms a $180 bounty for trapping a ton of carbon dioxide and pumping it undergroun

Today, not only does China make most batteries worldwide; it alone makes the tools that make the batteries, Nathan Iyer, an analyst at RMI, a nonpartisan energy think tank, told me. This extreme geographic concentration—which afflicts not only the battery industry but also the solar-panel industry—could slow down the energy transition and make it more expensive

the new tax credit is also supply-minded, arguably even protectionist. Under the new scheme, very few electric cars and trucks will immediately qualify for that full $7,500 subsidy; it will go only toward vehicles whose batteries are primarily made in North America and where a certain percentage of minerals are mined and processed in the U.S. or one of its allies. Will these policies accelerate the shift to EVs? Well, no, not immediately. But the idea is that by boosting domestic production of EVs, batteries will become cheaper and more abundant—and the U.S. will avoid subsidizing one of China’s growth industries.

Right now, next to no solar panels are made in the U.S., even though the technology was invented here. The IRA endeavors to change that by—you guessed it—a mix of supply-push, demand-pull, and protectionist policies. Under the law, the government will underwrite new factories to make every subcomponent of the solar supply chain; then it will pay those factories for every item that they produce

“It’s realistic that within four to five years, [U.S. solar manufacturers] could completely meet domestic demand for solar,” Scott Moskowitz, the head of public affairs for the solar manufacturer Q CELLS, told me.

In each of these industries, you’ll notice that the government isn’t only subsidizing factories; it is actually paying them to operate. That choice, which is central to the IRA’s approach, is “really defending against the mistakes of the 2009 bill,” Iyer told me. In its stimulus bill passed during the Great Recession, the Obama administration tried to do green industrial policy, underwriting new solar-panel factories across the country. But then Chinese firms began exporting cheap solar panels by the millions, saturating domestic demand and leaving those sparkly new factories idle

So many other industries will also be touched by these laws. There’s a new program to nurture a low-carbon aviation-fuel industry in the U.S. (Long-distance jet travel is one of those climate problems that nobody knows how to solve yet.)

the revelation of the IRA is that decarbonizing the United States may require re-industrializing it. A net-zero America may have more refineries, more factories, and more goods production than a fossil-fueled America—while also having cheaper cars, healthier air, and fewer natural disasters. And once the U.S. gets there, then it can keep going: It can set an example for the world that a populous, affluent country can reduce its emissions while enjoying all the trappings of modernity,

There are a slew of policies meant to grow and decarbonize the U.S. industrial sector; every tax credit pays out a bonus if you use U.S.-made steel, cement, or concrete. “You would need thousands and thousands of words to capture the industries that will be transformed by this,” Josh Freed, the climate and energy leader at Third Way, a center-left think tank, told me.

Five EVs were sold in China last year for every one EV sold in the United States; that larger domestic market will provide a significant economy of scale when Chinese EV makers begin exporting their cars abroad. For that reason and others, many people in China are “deeply skeptical” that the U.S. can catch up with its lead,

We are about to have a huge new set of vested interests who want the economy to be clean and benefit from that. We’ve literally never had that before,” Freed told me.

“This is going to change everything,” he said

that is the IRA’s biggest idea, its biggest hypothesis: that America can improve its standard of living and preserve its global preeminence while ruthlessly eliminating carbon pollution; that climate change, actually, doesn’t change everything, and that in fact it can be addressed by changing as little as possible.

This hypothesis has already proved itself out in one important way, which is that the IRA passed, and the previous 30 years of climate proposals did not. Now comes the real test.

ather than yet another history book telling you how humanity got here, they take their respective disciplines to task for dealing in myths.

this thought-provoking book is armed to the teeth with fascinating ideas and interpretations that go against mainstream thinking

Colonisation exposed us to new ideas that shocked and confused us. Graeber & Wengrow focus on the French coming into contact with Native Americans in Canada, and in particular on Wendat Confederacy philosopher–statesman Kandiaronk as an example of European traders, missionaries, and intellectuals debating with, and being criticized by indigenous people. Historians have downplayed how much these encounters shaped Enlightenment ideas.

Its legacy, shaped via several iterations, is the modern textbook narrative: hunter-gathering was replaced by pastoralism and then farming; the agricultural revolution resulted in larger populations producing material surpluses; these allowed for specialist occupations but also needed bureaucracies to share and administer them to everyone; and this top-down control led to today’s nation states. Ta-daa!

And cities did not automatically imply social stratification. The Dawn of Everything fascinates with its numerous examples of large settlements without ruling classes, such as Ukrainian mega-sites, the Harappan civilization, or Mexican city-states.

ake agriculture. Rather than humans enthusiastically entering into what Harari in Sapiens called a Faustian bargain with crops, there were many pathways and responses

Experiments show that plant domestication could have been achieved in as little as 20–30 years, so the fact that cereal domestication here took some 3,000 years questions the notion of an agricultural “revolution”. Lastly, this book includes many examples of areas where agriculture was purposefully rejected. Designating such times and places as “pre-agricultural” is misleading, write the authors, they were anti-agricultural.

The idea that agriculture led to large states similarly needs revision

correlation is not causation, and some 15–20 additional centres of domestication have since been identified that followed different paths. Some cities have previously remained hidden in the sediments of ancient river deltas until revealed by modern remote-sensing technology.

“extensive agriculture may thus have been an outcome, not a cause, of urbanization”

this simplistic tale of progress ignores and downplays that there was nothing linear or inevitable about where we have ended up.

These instead relied on collective decision-making through assemblies or councils, which questions some of the assumptions of evolutionary psychology about scale: that larger human groups require complex (i.e. hierarchical) systems to organize them.

e what is staring them in the face

humans have always been very capable of consciously experimenting with different social arrangements. And—this is rarely acknowledged—they did so on a seasonal basis, spending e.g. part of the year settled in large communal groups under a leader, and another part as small, independently roving bands.

Throughout, Graeber & Wengrow convincingly argue that the only thing we can say about our ancestors is that “there is no single pattern. The only consistent phenomenon is the very fact of alteration […] If human beings, through most of our history, have moved back and forth fluidly between different social arrangements […] maybe the real question should be ‘how did we get stuck?

Next to criticism, the authors put out some interesting ideas of their own, of which I want to quickly highlight two.

The first is that some of the observed variations in social arrangements resulted from schismogenesis. Anthropologist Gregory Bateson coined this term in the 1930s to describe how people define themselves against or in opposition to others, adopting behaviours and attitudes that are different.

The second idea is that states can be described in terms of three elementary forms of domination: control of violence, control of information, and individual charisma, which express themselves as sovereignty, administration, and competitive politics.

Asking which past society most resembles today’s is the wrong question to ask. It risks slipping into an exercise in retrofitting, “which makes us scour the ancient world for embryonic versions of our modern nation states”

I have left unmentioned several other topics: the overlooked role of women, the legacy of Rousseau’s and Hobbes’s ideas, the origins of inequality and the flawed assumptions hiding behind that question

There are so many historical details and delights hiding between these covers that I was thoroughly enthralle

If you have any interest in big history, archaeology, or anthropology, this book is indispensable. I am confident that the questions and critiques raised here will remain relevant for a long time to come.

I was particularly impressed by the in-depth critique by worbsintowords on his YouTube channel What is Politics? of (so far) five videos

the broad theme was clear: Social-media platforms are the main communication tools of the 21st century, and they matter.

With Trump at the center, the techlash morphed into a culture war with a clear partisan split. One could frame the position from the left as: We do not want these platforms to give a natural advantage to the most shameless and awful people who stoke resentment and fear to gain power

On the right, it might sound more like: We must preserve the power of the platforms to let outsiders have a natural advantage (by stoking fear and resentment to gain power).

They embrace a shallow posture of free-speech maximalism—the very kind that some social-media-platform founders first espoused, before watching their sites become overrun with harassment, spam, and other hateful garbage that drives away both users and advertisers

Crucially, both camps resent the power of the technology platforms and believe the companies have a negative influence on our discourse and politics by either censoring too much or not doing enough to protect users and our political discourse.

one outcome of the techlash has been an incredibly facile public understanding of content moderation and a whole lot of culture warring.

the political world realized that platforms and content-recommendation engines decide which cultural objects get amplified. The left found this troubling, whereas the right found it to be an exciting prospect and something to leverage, exploit, and manipulate via the courts

Each one casts himself as an antidote to a heavy-handed, censorious social-media apparatus that is either captured by progressive ideology or merely pressured into submission by it. But none of them has any understanding of thorny First Amendment or content-moderation issues.

Musk and Ye aren’t so much buying into the right’s overly simplistic Big Tech culture war as they are hijacking it for their own purposes; Trump, meanwhile, is mostly just mad

for those who can hit the mark without getting banned, social media is a force multiplier for cultural and political relevance and a way around gatekeeping media.

Musk, Ye, and Trump rely on their ability to pick up their phones, go direct, and say whatever they wan

the moment they butt up against rules or consequences, they begin to howl about persecution and unfair treatment. The idea of being treated similarly to the rest of a platform’s user base

is so galling to these men that they declare the entire system to be broken.

they also demonstrate how being the Main Character of popular and political culture can totally warp perspective. They’re so blinded by their own outlying experiences across social media that, in most cases, they hardly know what it is they’re buying

These are projects motivated entirely by grievance and conflict. And so they are destined to amplify grievance and conflict

the U.K. manufacturing industry has less technological automation than just about any other similarly rich country. With barely 100 installed robots per 10,000 manufacturing workers in 2020, its average robot density was below that of Slovenia and Slovaki

One analysis of the U.K.’s infamous “productivity puzzle” concluded that outside of London and finance, almost every British sector has lower productivity than its Western European peers.

What was once the world’s most powerful globalized empire has now voted to explicitly reduce global access to trade and talent. Since Brexit, immigration, exports, and foreign investment have all declined, likely reducing the size of the U.K.’s economy by several percentage points in the long run.

“Take out Greater London—the prosperity of which depends to an uncomfortable degree on a willingness to provide services to oligarchs from the Middle East and the former Soviet Union—and the UK is one of the poorest countries in Western Europe.”

Today, Britain seems trapped between a left-wing aversion to growth and a right-wing aversion to openness. On the academic left, the U.K. has lately been home to a surging movement called degrowtherism, which asserts that saving the planet requires rich countries to stop seeking growth.

On the right, the electorate is dominated by older voters who care more about culture wars than about competitiveness

The U.K. is now an object lesson for other countries dealing with a dark triad of deindustrialization, degrowth, and denigration of foreigners.

Enemies of progress can criticize the legacy of industrialization, productivity, and globalization. But the U.K. shows us what can happen when a rich country seems to reject all three. Rather than transforming into some post-economic Eden of good vibes, it becomes bitter, flailing, and nonsensical.

Germany would promote economic links with Russia and China under the doctrine of “Wandel durch Handel” — change through trade — which asserted that integration with the world economy would promote democratization and rule of law.

And rather than forcing nations to get along, globalization seems to have created new frontiers for international confrontation.

Three years ago the international relations experts Henry Farrell and Abraham Newman published a prescient paper titled “Weaponized Interdependence: How Global Economic Networks Shape State Coercion.” They argued, in effect, that conventional trade wars — in which nations try to exert economic power by restricting access to their markets — are no longer where the action is. Instead, economic power comes from the ability to restrict other countries’ access to crucial goods, services, finance and information.

the big surprise on the economic side of the Ukraine war was the early success of the United States and its allies in strangling Russian access to crucial industrial and capital goods. Russian imports have begun to recover, but sanctions probably dealt a crucial blow to Vladimir Putin’s war-making ability.

Katherine Tai, the U.S. trade representative, gave a fairly startling speech calling for U.S. industrial policy aimed in part at protecting national security. She denounced China’s “state-directed industrial dominance policies” and declared that the efficiency gains from trade liberalization “cannot come at the cost of further weakening our supply chains [and] exacerbating high-risk reliances.” On the same day, the Biden administration announced its new export controls aimed at China. Suddenly, America is taking a much harder line on globalization.

it’s a dangerous world out there, and I can’t fault the Biden administration for its turn toward toughness — genuine toughness, not the macho preening of its predecessor.

in its brevity—and its provenance—it offers hints of where this is coming from and where they want it to go. “Risk of extinction” leaps straight to the usual Defcon 1 hysteria that demands immediate action. “Global priority” establishes the proper regulatory geography. Bracketing AI with the familiar nightmares of “pandemics and nuclear war” points to the sorts of authority required.

Many of the signatories also represent something of a giveaway: Oodles of Google execs, Bill Gates, a Democratic politician or two, many of the same people who have breathed the rarefied West Coast air of progressive technocratic orthodoxy for decades.

many of those who share their sentiments, are genuinely concerned about the risks of AI and are simply trying to raise a red flag about a matter of real concern—though we should probably note that techno-hysteria through history has rarely proved to be justified

nuclear annihilation has failed to materialize.

I suspect attempts to impose a world government would have been much more likely to result in an extinction-level nuclear war than the exercise by nations of their right to self-determination to resolve conflicts through the usual combination of diplomacy and force.

Climate change is the ne plus ultra of justifications for global regulation. It probably isn’t a coincidence that climate extremism and the demands for mandatory global controls exploded at exactly the moment old-fashioned Marxism was discredited for good in the 1990

the left suddenly found a climate threat it could use as a golden opportunity to regulate economic activity on a scale larger than anything Karl Marx could have imagined.

As for pandemics, our public-health masters showed by their actions over the past three years that they would like to encase us in a rigid panoply of rules to remediate a supposed extinction-level threat.

None of this is to diminish the challenges posed by AI. Thorough investigation into it, and healthy debate about how to maximize its opportunities and minimize its risks, are essential.

Nearly three quarters of the child and adolescent population in Pakistan experienced learning difficulties after widespread floods devastated the country in 2010.

For many young people, worry over threats of future climate change results in panic attacks, insomnia, obsessive thinking, and other symptoms

And those feelings are often amplified by a pervasive sense that older people aren’t doing enough to fix the climate problem. “There’s a feeling of intergenerational injustice,” says Lise Van Susteren, a general and forensic psychiatrist based in Washington, DC, who specializes in the mental health effects of climate change. “Many young people feel invalidated, betrayed, and abandoned.”

Research on effective interventions is virtually nonexistent, and parents and other people who want to help have little to go on. Professional organizations are only now beginning to provide needed resources.

News reports and researchers often refer to these feelings collectively as climate anxiety, or eco-anxiety, but Pinsky admits to having misgivings about the terms.

“Many people interpret anxiety as a pathological response that needs to be treated and solved,” she says. “But it’s also a constructive emotion that gives us time to react in the face of danger. And anxiety in the face of climate change is a healthy response to a real threat.”

others become progressively hyperaroused and panicky, Pinsky says, or else fall into a sort of emotional paralysis

Some people manage their climate-triggered emotions without spiraling into distress

These reactions can be especially debilitating for people who already struggle with underlying mental health disorders.

anxieties over climate change can interlace with broader feelings of instability over the pace of technological and cultural change,

“Technology is accelerating faster than culture can keep up, and humans in general are unmoored and struggling to adapt,” she says. “For some people, climate change is psychologically the last straw. You realize you can no longer count on the stability of your planet, your atmosphere — your very world.”

Van Susteren describes that anxiety as a type of pre-traumatic stress disorder, with few existing precedents in the United States apart from fears of nuclear annihilation and the decades-ago experience of living through classroom drills on how to survive an atom bomb attack.

Talk therapy for anxiety typically aims to help people identify and replace irrational thoughts, called cognitive distortions, with alternative thinking that isn’t so stressful. But since climate anxiety is based on rational fears, this particular approach risks alienating anyone who might feel their worries are being dismissed.

Younger people were increasingly arriving at Bryant’s office frightened, depressed, and confused about how to manage climate-triggered emotions. Some were even wondering if they should bring children into such a world.

“We’re not saying that anxiety is good or bad,” he says. “We just want to bring those feelings out into the open. It’s more about validating that climate concerns are reasonable given what we’re reading in the news every day.” Ann-Christine Duhaime

Emerging evidence suggests that young people do best by cultivating a sense of agency and hope despite their climate concerns.

getting to that point involves talking through feelings like despair, grief, or rage first. Without doing that, he says, many people get stuck in maladaptive coping strategies that can lead to burnout, frustration, or hopelessness. Bryant describes jumping into an urgent, problem-focused coping strategy as “going into action mode so you don’t have to feel any grief.”

Problem-focused coping has a societal benefit in that it leads to “pro-environmental behavior,” meaning that young people who engage in it typically spend a lot of time learning about climate change and focusing on what they can do personally to help solve the problem

But climate change is far beyond any one person’s control, and problem-focused coping can leave people frustrated by the limits of their own capacity and make them unable to rid themselves of resulting worry and negative emotions

she and her colleagues describe emotion-focused coping, whereby young people ignore or deny climate change as a means of avoiding feeling anxious about it. In an email, Ojala notes that people who gravitate toward emotional distancing typically come from families that communicate about social problems in “pessimistic doom-and-gloom ways.”

Ojala

Ojala and other experts favor a third coping strategy that balances negative feelings about climate change with faith in the power of social forces working to overcome it. Called meaning-focused coping, this approach takes strength from individual actions and climate beliefs, while “trusting th

her societal actors are also doing their part,”

since meaning-focused coping allows negative and positive climate emotions to coexist, young people who adopt it have an easier time maintaining hope for the future.

The overall goal, she says, is for young people to achieve more resilience in the face of climate change, so they can function in spite of their environmental concerns

When people find meaning in what they do, she says, they have a greater sense of their own agency and self-efficacy. “You’re more empowered to take action, and that can be a powerful way to deal with strong negative emotions,”

Duhaime cautions that anyone taking action against climate change should know they shouldn’t expect a quick payback

The brain’s reward system, which forms a core of human decision-making, evolved over eons of history to strengthen neural associations between actions and outcomes that promote short-term survival. And that system, she says, responds to the immediate consequences of what we do. One problem with climate change, Duhaime says, is that because it’s so vast and complex, people can’t assume that any single act will lead to a discernible effect on its trajectory

young people may benefit from seeking the rewards that come from being part of a group or a movement working to advance an agenda that furthers actions that protect the planet’s climate. “Social rewards are really powerful in the climate change battle, especially for young people,

Recognizing the mismatch between how the brain processes reward and the novel challenges of the climate crisis may help people persist when it feels frustrating and ineffective compared to causes with more immediately visible effects. Even if you don’t see climate improvements or policy changes right away, she says, “that won’t diminish the importance of engaging in these efforts.”

Malits adds that she wasn’t overly burdened by her emotions. “I’m an optimist by nature and feel that society does have the capacity to make needed changes,” she says. “And what also helps me avoid climate anxiety on a daily basis is the community that I’ve been lucky enough to connect with here at Harvard. It helps to surround yourself with people who are similarly worried about these issues and are also engaging with you on solutions, in whatever capacity is meaningful to you.”

“Climate anxiety is an important catalyst for the work I do,” Malits says. “I think you need avenues to channel it and talk about it with loved ones and peers, and have communities through which you can process those feelings and come up with remedies.” Collaborative activism dampens the anxiety, Malits says, and gives young people a sense of renewed hope for the future. “That’s why it’s important to roll up your sleeves and think about how you’d like to tackle the problem,”

Malits says she worries most about how climate change is affecting marginalized communities, singling out those who live in urban heat islands, where inadequate green space intensifies extreme heat.

nearly 30 percent of Honduras’s population works for the agricultural sector, where rising temperatures and drought are contributing to a mass exodus, as documented that year by PBS NewsHour.

Researchers are finding that young people with the most extreme fears over climate change live predominantly in the developing world. The Philippines and India, for instance, are near the top of a list of recently surveyed countries where young people report climate-driven feelings that “humanity is doomed” and “the future is frightening.”

Nearly a year after Hurricane Andrew struck South Florida in 1992, 18 percent of children living in the area were still struggling with PTSD-like symptoms, and nearly 30 percent of those who lived through Hurricane Katrina in 2005 wound up with complicated grief, in which strong feelings of loss linger for a long time.

Even when people are not uprooted by disaster, a variety of climate-related mechanisms can affect their mental health or the safety of their mental health treatment. High heat and humidity worsen irritability and cognition, he points out, and they can also exacerbate side effects from some common psychiatric medications

Levels of lithium — a mood stabilizer used for treating bipolar disorder and major depression — can rise to potentially toxic concentrations in a person who is perspiring heavily; they can become dehydrated and  may develop impaired kidney funtion, potentially causing tremor, slurred speech, confusion and other dangerous effects

“I believe the fundamental and best treatment for youth climate distress is a rapid and just transition from fossil fuels,” Pinsky says. “I genuinely consider all that work to be in the area of mitigating climate anxiety.”    

, it’s the day to day violence that is most eroding the nation’s morale.  

Many of these new arrivals are economic migrants, willing to put in the hours and the effort that young westerners no longer are. Absenteeism levels hit record levels in Britain and France last year, with Monday and Friday the days when workers were most often not to be seen. As a consequence productivity in both countries is falling; in Britain’s case growth in output per hour worked is forecast to average 0.25 per cent a year over the next three years, down from 2 per cent in the first decade of the century. 

In his 2005 book, The Fall of Rome and the End of Civilisation, the historian Bryan Ward-Perkins concluded with a warning for the West: ‘Romans before the fall were as certain as we are today that their world would continue for ever substantially unchanged. They were wrong. We would be wise not to repeat their complacency.’

The clear danger, the paper said, is that such supposed “intelligence” is based on huge data sets that “overrepresent hegemonic viewpoints and encode biases potentially damaging to marginalised populations”. Put more bluntly, AI threatens to deepen the dominance of a way of thinking that is white, male, comparatively affluent and focused on the US and Europe.

What all this told her, she says, is that big tech is consumed by a drive to develop AI and “you don’t want someone like me who’s going to get in your way. I think it made it really clear that unless there is external pressure to do something different, companies are not just going to self-regulate. We need regulation and we need something better than just a profit motive.”

one particularly howling irony: the fact that an industry brimming with people who espouse liberal, self-consciously progressive opinions so often seems to push the world in the opposite direction.

Gebru began to specialise in cutting-edge AI, pioneering a system that showed how data about particular neighbourhoods’ patterns of car ownership highlighted differences bound up with ethnicity, crime figures, voting behaviour and income levels. In retrospect, this kind of work might look like the bedrock of techniques that could blur into automated surveillance and law enforcement, but Gebru admits that “none of those bells went off in my head … that connection of issues of technology with diversity and oppression came later”.

The next year, Gebru made a point of counting other black attenders at the same event. She found that, among 8,500 delegates, there were only six people of colour. In response, she put up a Facebook post that now seems prescient: “I’m not worried about machines taking over the world; I’m worried about groupthink, insularity and arrogance in the AI community.”

When Gebru arrived, Google employees were loudly opposing the company’s role in Project Maven, which used AI to analyse surveillance footage captured by military drones (Google ended its involvement in 2018). Two months later, staff took part in a huge walkout over claims of systemic racism, sexual harassment and gender inequality. Gebru says she was aware of “a lot of tolerance of harassment and all sorts of toxic behaviour”.

She and her colleagues prided themselves on how diverse their small operation was, as well as the things they brought to the company’s attention, which included issues to do with Google’s ownership of YouTube

A colleague from Morocco raised the alarm about a popular YouTube channel in that country called Chouf TV, “which was basically operated by the government’s intelligence arm and they were using it to harass journalists and dissidents. YouTube had done nothing about it.” (Google says that it “would need to review the content to understand whether it violates our policies. But, in general, our harassment policies strictly prohibit content that threatens individuals,

in 2020, Gebru, Mitchell and two colleagues wrote the paper that would lead to Gebru’s departure. It was titled On the Dangers of Stochastic Parrots. Its key contention was about AI centred on so-called large language models: the kind of systems – such as OpenAI’s ChatGPT and Google’s newly launched PaLM 2 – that, crudely speaking, feast on vast amounts of data to perform sophisticated tasks and generate content.

Gebru and her co-authors had an even graver concern: that trawling the online world risks reproducing its worst aspects, from hate speech to points of view that exclude marginalised people and places. “In accepting large amounts of web text as ‘representative’ of ‘all’ of humanity, we risk perpetuating dominant viewpoints, increasing power imbalances and further reifying inequality,” they wrote.

When the paper was submitted for internal review, Gebru was quickly contacted by one of Google’s vice-presidents. At first, she says, non-specific objections were expressed, such as that she and her colleagues had been too “negative” about AI. Then, Google asked Gebru either to withdraw the paper, or remove her and her colleagues’ names from it.

After her departure, Gebru founded Dair, the Distributed AI Research Institute, to which she now devotes her working time. “We have people in the US and the EU, and in Africa,” she says. “We have social scientists, computer scientists, engineers, refugee advocates, labour organisers, activists … it’s a mix of people.”

Running alongside this is a quest to push beyond the tendency of the tech industry and the media to focus attention on worries about AI taking over the planet and wiping out humanity while questions about what the technology does, and who it benefits and damages, remain unheard.

“That conversation ascribes agency to a tool rather than the humans building the tool,” she says. “That means you can aggregate responsibility: ‘It’s not me that’s the problem. It’s the tool. It’s super-powerful. We don’t know what it’s going to do.’ Well, no – it’s you that’s the problem. You’re building something with certain characteristics for your profit. That’s extremely distracting, and it takes the attention away from real harms and things that we need to do. Right now.”

Shoggoths are fictional creatures, introduced by the science fiction author H.P. Lovecraft in his 1936 novella “At the Mountains of Madness.” In Lovecraft’s telling, Shoggoths were massive, blob-like monsters made out of iridescent black goo, covered in tentacles and eyes.

In a nutshell, the joke was that in order to prevent A.I. language models from behaving in scary and dangerous ways, A.I. companies have had to train them to act polite and harmless. One popular way to do this is called “reinforcement learning from human feedback,” or R.L.H.F., a process that involves asking humans to score chatbot responses, and feeding those scores back into the A.I. model.

Most A.I. researchers agree that models trained using R.L.H.F. are better behaved than models without it. But some argue that fine-tuning a language model this way doesn’t actually make the underlying model less weird and inscrutable. In their view, it’s just a flimsy, friendly mask that obscures the mysterious beast underneath.

@TetraspaceWest, the meme’s creator, told me in a Twitter message that the Shoggoth “represents something that thinks in a way that humans don’t understand and that’s totally different from the way that humans think.”

@TetraspaceWest said, wasn’t necessarily implying that it was evil or sentient, just that its true nature might be unknowable.

“I was also thinking about how Lovecraft’s most powerful entities are dangerous — not because they don’t like humans, but because they’re indifferent and their priorities are totally alien to us and don’t involve humans, which is what I think will be true about possible future powerful A.I.”

when Bing’s chatbot became unhinged and tried to break up my marriage, an A.I. researcher I know congratulated me on “glimpsing the Shoggoth.” A fellow A.I. journalist joked that when it came to fine-tuning Bing, Microsoft had forgotten to put on its smiley-face mask.

If it’s an A.I. safety researcher talking about the Shoggoth, maybe that person is passionate about preventing A.I. systems from displaying their true, Shoggoth-like nature.

In any case, the Shoggoth is a potent metaphor that encapsulates one of the most bizarre facts about the A.I. world, which is that many of the people working on this technology are somewhat mystified by their own creations. They don’t fully understand the inner workings of A.I. language models, how they acquire new capabilities or why they behave unpredictably at times. They aren’t totally sure if A.I. is going to be net-good or net-bad for the world.

That some A.I. insiders refer to their creations as Lovecraftian horrors, even as a joke, is unusual by historical standards. (Put it this way: Fifteen years ago, Mark Zuckerberg wasn’t going around comparing Facebook to Cthulhu.)

And it reinforces the notion that what’s happening in A.I. today feels, to some of its participants, more like an act of summoning than a software development process. They are creating the blobby, alien Shoggoths, making them bigger and more powerful, and hoping that there are enough smiley faces to cover the scary parts.

A great many people are dismissive of suggestions that any of these systems are “really” thinking, because they’re “just” doing something banal (like making statistical predictions about the next word in a sentence). What they fail to appreciate is that there is every reason to suspect that human cognition is “just” doing those exact same things. It matters not that birds flap their wings but airliners don’t. Both fly. And these machines think. And, just as airliners fly faster and higher and farther than birds while carrying far more weight, these machines are already outthinking the majority of humans at the majority of tasks. Further, that machines aren’t perfect thinkers is about as relevant as the fact that air travel isn’t instantaneous. Now consider: we’re well past the Wright flyer level of thinking machine, past the early biplanes, somewhere about the first commercial airline level. Not quite the DC-10, I think. Can you imagine what the AI equivalent of a 777 will be like? Fasten your seatbelts.

@BLA. You are incorrect. Everything has nature. Its nature is manifested in making humans react. Sure, no humans, no nature, but here we are. The writer and various sources are not attributing nature to AI so much as admitting that they don’t know what this nature might be, and there are reasons to be scared of it. More concerning to me is the idea that this field is resorting to geek culture reference points to explain and comprehend itself. It’s not so much the algorithm has no soul, but that the souls of the humans making it possible are stupendously and tragically underdeveloped.

@thomas h. You make my point perfectly. You’re observing that the way a plane flies — by using a turbine to generate thrust from combusting kerosene, for example — is nothing like the way that a bird flies, which is by using the energy from eating plant seeds to contract the muscles in its wings to make them flap. You are absolutely correct in that observation, but it’s also almost utterly irrelevant. And it ignores that, to a first approximation, there’s no difference in the physics you would use to describe a hawk riding a thermal and an airliner gliding (essentially) unpowered in its final descent to the runway. Further, you do yourself a grave disservice in being dismissive of the abilities of thinking machines, in exactly the same way that early skeptics have been dismissive of every new technology in all of human history. Writing would make people dumb; automobiles lacked the intelligence of horses; no computer could possibly beat a chess grandmaster because it can’t comprehend strategy; and on and on and on. Humans aren’t nearly as special as we fool ourselves into believing. If you want to have any hope of acting responsibly in the age of intelligent machines, you’ll have to accept that, like it or not, and whether or not it fits with your preconceived notions of what thinking is and how it is or should be done … machines can and do think, many of them better than you in a great many ways. b&

When even tech companies are saying AI is moving too fast, and the articles land on page 1 of the NYT (there's an old reference), I think the greedy will not think twice about exploiting this technology, with no ethical considerations, at all.

@nome sane? The problem is it isn't data as we understand it. We know what the datasets are -- they were used to train the AI's. But once trained, the AI is thinking for itself, with results that have surprised everybody.

The unique feature of a shoggoth is it can become whatever is needed for a particular job. There's no actual shape so it's not a bad metaphor, if an imperfect image. Shoghoths also turned upon and destroyed their creators, so the cautionary metaphor is in there, too. A shame more Asimov wasn't baked into AI. But then the conflict about how to handle AI in relation to people was key to those stories, too.