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The faith of those who believed in Progress was based on the assumption that one could discern a purpose to the human enterprise, even without the theological scaffolding that supported the Christian edifice of belief. Science and technology were the chief instruments of Progress, and · i.Lac_cumulation of reliable in orma on a out nature _1b_n, would bring ignorance, superstition, and suffering to an end.

In T ~chnopoly, we are driven to fill our lives with the quesUo "accesTinformation.

But the genie that came out of the bottle proclaiming that information was the new god of culture was a deceiver. It solved the problez:n of information scarcity, the disadvantages o_f wh~s~ious. But it gave no wami g_ahout the dan_gers of information7rttn,

!:ion of what is called a_ curriculum was a logical step toward 1./ organizing, limiting, and discriminating among available sources of information. Schools became technocracy's first secular bureaucracies, structures for legitimizing some parts of the flow of infgrmatiQD and di"s.ci.e.diling other earts. School;;ere, in short, a ~eans of governing the ecology of information.

it is why in _a TechnoE,.oly there can be no transcendent sense of purpose or meaning, no cultural coherence.

There were several reasons for the rapid growth of the common school, but none was more obvious than that it was a necessary response to the anxiefies and confusion aroused by information on the loose. The inven-

The milieu in which T echnopoly flourishes is one in which the tie between information and human purpose has been severed, i.e., inf~rmation appears indiscriminately, directed at no one in particular, in enormous volume and at high speeds; and disconnected from theory, meaning, or purpose.

Abetted ~~orm of ed~~on that in itself has been em _lie~any co~e~ent world-view, Technopoly deprives us of the social, p·olitical, historical, mefaphys1cal, logical, or spiritual bases for knowing what is beyond belief.

There is not a single line written by Jefferson, Adams, Paine, Hamilton, or Franklin that does not take for granted that when information is made available to citizens they are capable of managing it. This is not to say that the Founding Fathers believed information could not be false, misleading, or irrelevant. But they believed that the marketplace of infonpation and ideas was sufficiently ordered so that citizens could make sense of what they read and heard and, through reason, judge ·its μsefulness to their lives. Jefferson's proposals for education, Paine'~ arguments for self-governance, Franklin's arrangements for community affairs assume coherent, commonly shared principles.that allow us to debate such questions as: What are the responsibilities of citizens? What is the nature of education? What constitutes human progress? What are the limitations of social structures?

New forms of public discourse came into being through newspapers, pamphlets, broadsides, and books.

First Amendment to the United States Constitution stands as a monument to the ideolo_g~~ print. It says: "Congress shall make no law respecting the establishment of religion, or prohibiting the free exercise thereof; or abridging freedom of speech or of the press; or of the right of the people peaceably to assemble, and to petition the government for a redress of grievances." In these forty-five words we may find the fundamental values of the literate, reasoning_giind as fostered by the print revolution: a belief in privacy, individuality, intellectual freedom, open criticism, and ~.' adio .

telegraphy created the idea of context-free . 1 informatig_n::= that fs'~the idea that the value of information need ;;~t be ti~ to any function it might serve in social and political

decision-making and action. The telegraph made information into a commodity, a "thing" that could be bought and sold irrespective of its uses or meaning. 2

a new definition qf information came into being. Here was information that rejected the necessit ·of interco~nectedness, proceeded without conte~rgued for instancy against historic continuity, and offere · ascination· in place of corn !exit and cohe ence.

the fourth stage of the information revolution occurred, broadcasting. And then the fifth, computer technology. Each of these brought with it new forms of information, unpre~edented amounts of it, and increased speeds

photography was invented at approximately the same time a~phy, and initiated the Ehi:rd stage of the information revolution. Daniel Boorstin has called it "the graphic revolution," bec~use the photograph and other ico~ogr~phs br~ on a massive intrusion of ima es into the symbolic environment:

~ the beginning of the seventeenth century, an entirely new information environment had been created by_12rint

It is an improbable world. It is a world in which the idea of human progress, as Bacon ex~sed it, has been g~ by the idea of technological progress.

echnopoly is a state of cttlture., It is also a st~te of mind. It consists in the deification of technology, which means that the culture seeks its authorization in te0,~logy, finds · .atisf~tions in technolo , and takes its orders from technolog-¥,

Th_e relationship between information and the mechanisms ( for its control is fairly simple ~ec · ·ology increases the available supply of information. As the supply is increased, \ control mechanisms are strained. Additional control mech\ anisms ~re needed to cope with new information. When addi1 tional control mechanisms are themselves technical, they in tum I further increase the supply of information. When the supply of information is no longer controllable, a general breakdown in psychic tranquillity and social purpose occurs. Without defenses, people have no way of finding meaning in their experiences, lose their capacity to remember, and have difficulty imagining reasonable futures.

any decline in the force of i~~~ti'?n_s makes people vulnerable to information chaos. 1 To say that life is destabilized by weakened institutions is merely to say that information loses its use and therefore becomes a source of confu;~n rather than coherence.

T echnop_oly, then, is to say it is what h~pens to society when the defe~ainst informati;~ glut have broken down.

the school as a mechanism for information control. What its standards are can usually be found in, a curriculum or, with even more clarity, in a course catalogue. A college catalogue lists courses, subjects, and fields of study that, taken together, amount to a certified statement of what a serious student ought to think about.

In the West, the family as an institution for the management of nonbiological information began with the ascendance of print. As books on every conceivable subject become available, parent_~ were forced int°._the roles of guard-· ians'... protectors, nurturers, and arbiters of taste and rectitude. \ Their function was to define what it means to be a child by \ excluding from the family's domain information that would 1. undermine its purpose.

all_ theories are oversimplifications, or at least lead to oversimplification. The rule of law is an oversimplification. A curriculum is an oversimplification. So is a family's conception of a child. T~~t is the funt!ion _o._Ltheories-_ to o~~~~ip:lp}}_fy, and thus to assist believers in_ organiziDg, weighting, _ _an~_ excluding information. Therein lies the power of theories.

The political party is another.

The most imposing institutions for the control of information are religio!1 ~nd the st~J:f, .. They do their work in a somewhat more abstract way than do courts, schools, families, or political parties. The_y m?n~g~__Ji;1formation throug~ creation of mytJ:is and stories that express theories about funq1m1entaf question_s_:_ __ 10:_hy are we here, where have we come from, and where are we headed?

any educational institution, if it is to function well in the mana~~nt of information, must have a theory about its purpose and meaning-'. .!n'!::!Sl. have the means to give clear expression to its_ theory, and must do so, to a large extent, by excluding information.

Those who reject the Bible's theory and who believe, let us say, in the theory of Science are also protected from unwanted information. Their theory, for example, instructs them to disregard information about astrology, dianetics, and creationism, which they usually label as medieval superstition or subjective opinion.

thought-world that functions not only without a transcendent; narrative to provide moral underpinnings but also without strong social institutions to control the flood of information produced by technology.

In the r case of the United States, the great eighteenth-century revolution was not indifferent to commodity capitalism but was nonetheless infused with profound moral content. The U~!ed States was not merely an experiment in a new form of governance; it wai1nefu1fillmenl-oFGocf s plan. True, Adams, Jeffe;son, and Painere1ected-fne supernatural elements in the Bible,· but they never doubted that their experiment had the imprimatur of \ Providence. People were to be free but for a eurp_9se. Their [ God~giv_e~ig[ifs im li~_? obli ations and responsibilities, not L onfytoGod but to other nations, to which the new republic would be a guide and a showcase of what is possible-w~en reason and spirituality commingle.

American Technopoly must rel,y, to an obsessive extent, on technica( ~ethods to control the flow of information. Three such means merit speci attention.

Francis Fukuyama is wrong. There is another ideological conflict to be fought-between "liberal democracy" as conceived in the eighteenth century, with all its transcendent moral underpinnings, and T echnopoly, a twentieth-century

in at- ~ tempting to make the most rational use of information, bureaucracy ignores all information and ideas that do not contribute to efficiency

in principle a bureaucracy is simply a coordinated series of techniques for reducing the amount of information that requires processing.

The transformation of bureaucracy from a set of techniques·> designecfto serve social ~tutions to an auton-;;mous metainstitution that largely serves itself came as a result of several developments in the mid-andlate-nineteenth century: rapid ../ industrial growth, improvements in transportation and commu- ·✓ nication, the extension of government into ever-larger realms of V public and business affairs, the increasing centralization of gov- v ernmental structures.

Along the way, it ceased to be merely a servant of social institutions an

became ~ their master. Bureaucracy now not only solves problems but creates them. More important, it defines what our problems are---and they arec!.lways, in the bureaucra!!c view, problems of l . , efficiency.

Th_~-role of t!;_e ~xpert is to concentrate o_l}_one_ .H~ld of knowledge, sift through all that is available, eliminate that -.--:-: __ __:~---------which has no bearing on a problem, and use what is left !Q. !!§Sist in solving a probl~.

Institutions ca~~aked~cisions on the basis of scores and. sfatistics, and. there certainly may be occasions where there is no reasonable alternative. But unless such decisions are made with profound skepticism-that is, acknowledged as being made for administrative convenience-they are delusionary.

The god they serve does not speak \ of righteousness or goodness or mercy or grace. Their god speaks of efficiency, precision, objectivity. And that is why such concepts as sin and evil disappear in Technopoly. They come from a moral universe that is irrelevant to the theology of expertise. And so the priests of Technopoly call sin "social deviance," which is a statistical concept, and they call evil "psychopathology," which is a medical concept. Sin and evil disappear because they cannot be measured and objectified, and therefore cannot be dealt with by experts.

Dunning-Kruger “offers an explanation for a kind of hubris,” said Steven Sloman, a cognitive psychologist at Brown University. “The fact is, that’s Trump in a nutshell. He’s a man with zero political skill who has no idea he has zero political skill. And it’s given him extreme confidence.”

What happens when the incompetent are unwilling to admit they have shortcomings? Are they so confident in their own perceived knowledge that they will reject the very idea of improvement? Not surprisingly (though no less concerning), Dunning’s follow-up research shows the poorest performers are also the least likely to accept criticism or show interest in self improvement.

Someone who has very little knowledge in a subject claims to know a lot.

the Dunning-Kruger effect. It’s not a disease, syndrome or mental illness; it is present in everybody to some extent, and it’s been around as long as human cognition, though only recently has it been studied and documented in social psychology

“Obviously it has to do with Trump and the various treatments that people have given him,” Dunning said, “So yeah, a lot of it is political. People trying to understand the other side. We have a massive rise in partisanship and it’s become more vicious and extreme, so people are reaching for explanations."

Even though President Trump’s statements are rife with errors, falsehoods or inaccuracies, he expresses great confidence in his aptitude. He says he does not read extensively because he solves problems “with very little knowledge other than the knowledge I [already] had.” He has said in interviews he doesn’t read lengthy reports because “I already know exactly what it is.”

the Dunning-Kruger effect has become popular outside of the research world because it is a simple phenomenon that could apply to all of us

The ramifications of the Dunning-Kruger effect are usually harmless. If you’ve ever felt confident answering questions on an exam, only to have the teacher mark them incorrect, you have firsthand experience with Dunning-Kruger.

Only committed conservatives, the theory goes, would bother to tune in to Sean Hannity or Tucker Carlson, so what difference could it make what they say?

Broockman and Kalla recruited a sample of regular Fox News viewers and paid a subset of them to watch CNN instead.

Then the treatment group of switchers and the control group of non-switchers took three waves of surveys about the news.

The results: Not only did CNN and Fox cover different things during the September 2020 survey period, but the audience of committed Fox viewers, which started the month with conservative predispositions, changed their minds on many issues.

Switchers were five percentage points more likely to believe that people suffer from long Covid, for example, and six points more likely to believe that many foreign countries did a better job than the U.S. of controlling the virus.

They were seven points more likely to support voting by mail. And they were 10 points less likely to believe that supporters of then-candidate Joe Biden were happy when police officers get shot, 11 points less likely to say it’s more important for the president to focus on containing violent protesters than on the coronavirus, and 13 points less likely to agree that if Biden were elected, “we’ll see many more police get shot by Black Lives Matter activists.”

These are meaningful differences, even if the group that switched to CNN remained very right-wing in their view of the American political landscape.

these are reasonably large changes from a one-month experiment. And they occurred despite the long-term effort of then-President Donald Trump to discredit CNN and other mainstream media outlets.

one of the things that switchers changed their minds about was Fox News itself: They became more skeptical that Fox would cover a story that reflected poorly on Trump, even if it were true.

This mode of political influence, where partisan media can simply ignore stories that are inconvenient, is a potentially powerful challenge to democratic accountability.

It’s also probably not symmetrical. Even media outlets that skew liberal in their coverage generally don’t shy away from covering the Covid death toll or the rise in inflation.

one lesson they can take from this experiment is that nobody is impossible to reach.

Broockman and Kalla’s research indicates that information flows at the margin really do matter. Any opportunity to present new facts to people, and new arguments, is valuable.

when Mr. Nichol tweaked his requests a little, adding or subtracting a few words here or there, it provided what he wanted. When he asked for “a piano in a living room filled with sand,” the image looked more like a beach in a living room.

DALL-E is what artificial intelligence researchers call a neural network, which is a mathematical system loosely modeled on the network of neurons in the brain.

the same technology that recognizes the commands spoken into smartphones and identifies the presence of pedestrians as self-driving cars navigate city streets.

A neural network learns skills by analyzing large amounts of data. By pinpointing patterns in thousands of avocado photos, for example, it can learn to recognize an avocado.

DALL-E looks for patterns as it analyzes millions of digital images as well as text captions that describe what each image depicts. In this way, it learns to recognize the links between the images and the words.

The aggressor in this war keeps trying to push back toward a past as it never happened, toward nonsensical and necrophiliac accounts of history. Russia must conquer Ukraine, Vladimir Putin says, because of a baptism a thousand years ago, or because of bloodshed during World War II.

The new word “рашизм” is a useful conceptualization of Putin’s worldview. Far more than Western analysts, Ukrainians have noticed the Russian tilt toward fascism in the last decade.

Undistracted by Putin’s operational deployment of genocide talk, they have seen fascist practices in Russia: the cults of the leader and of the dead, the corporatist state, the mythical past, the censorship, the conspiracy theories, the centralized propaganda and now the war of destruction

we have tended to overlook the central example of fascism’s revival, which is the Putin regime in the Russian Federation.

A bilingual nation like Ukraine is not just a collection of bilingual individuals; it is an unending set of encounters in which people habitually adjust the language they use to other people and new settings, manipulating language in ways that are foreign to monolingual nations

I have gone on Ukrainian television and radio, taken questions in Russian and answered them in Ukrainian, without anyone for a moment finding that switch worthy of mention.

Ukrainians change languages effortlessly — not just as situations change, but also to make situations change, sometimes in the middle of a sentence, or even in the middle of a word.

“Pашизм” is a word built up from the inside, from several languages, as a complex of puns and references that reveal a bilingual society thinking out its predicament and communicating to itself.

Putin’s ethnic imperialism insists that Ukrainians must be Russians because they speak Russian. They do — and they speak Ukrainian. But Ukrainian identity has as much to do with an ability to live between languages than it does with the use of any one of them

Those six Cyrillic letters contain references to Italian, Russian and English, all of which a mechanical, letter-by-letter transliteration would block

The best (if imperfect) way I have found to render “рашизм” from Ukrainian into English is “ruscism”

When we see “ruscism” we might guess this word has to do with Russia (“rus”), with politics (“ism”) and with the extreme right (“ascism”) — as, indeed, it does

I have had to spell “рашизм” as “ruscism” in English because we need “rus,” with a “u,” to see the reference to Russia. In losing the original Ukrainian “a,” though, we weaken a multilayered reference — because the “a” in “рашизм,” conveniently, allows the Ukrainian word to associate Russia and fascism in a way English cannot.

If you don’t know either language, you might think that Russian and Ukrainian are very similar. They are pretty close — much as, say, Spanish and Italian are.

the semantics are not that close

From a Russian perspective, the false friends are legion. There is an elegant four-syllable Ukrainian word that simply means “soon” or “without delay,” but to a Russian it sounds like “not behind the bar.” The Ukrainian word for “cat” sounds like the Russian for “whale,” while the Ukrainian for “female cats” sounds like Russian for “intestines.”

Russians do not understand Ukrainian, because they have not learned it. Ukrainians do understand Russian, because they have learned it.

Ukrainian soldiers often speak Russian, though they are instructed to use Ukrainian to spot infiltrators and spies. This is a drastic example of a general practice of code-switching.

Ukrainians are perfectly capable of writing Russian correctly, but during the war some internet commentators have spelled the occasional Russian word using the Ukrainian writing system, leaving it looking unmoored and pitiable. Writing in Ukrainian, you might spell “oсвобождение” as “aсвобaждениe,” the way it is pronounced — a bit of lexicographic alchemy that makes it (and, by extension, Russians) look silly, and mocks the political concepts being used to justify a war. In a larger sense, such efforts are a means of displacing Russia from its central position in regional culture.

Twitter, which banned all political ads in 2019, said it believed that “political reach should be earned, not bought” and noted that it has also restricted and removed micro-targeting from other types of ads like cause-based ones.

Under the EU plan, political ads would have to be clearly labelled, and prominently display the name of the sponsor, with a transparency notice that explains how much the ad cost and where the funds to pay for it came from. The material would have to have a direct link to the vote or poll concerned.

Information must be available about the basis on which a person, or group of people, is being targeted by the advertisement, and what kind of amplification tools are being used to help the sponsor reach a wider audience. Ads would be banned if such criteria cannot be met.

Jourova told reporters that “the sensitive data that people decide to share with friends on social media cannot be used to target them for political purposes.” She said that “either companies like Facebook are able to publicly say who they are targeting, why and how or they will not be able to do it.”

Taking cues from Éric Rohmer’s summertime romantic comedy-dramas, Petzold fills much of the film with routine errands, trips to the beach, and aimless conversations over dinner—scenes of leisure and languor that appear plotless.

In Afire, Petzold revisits the question posed in Transit. Does the search for humanity in cataclysm—a pursuit that can take over one’s life—make us, conversely, less human?

With the events in the last act of Afire, Leon finally possesses “real experience” of the sort that can rescue him from his solipsistic writing. His writing and conduct outwardly improve at a rapid clip. The newly mature Leon is thoughtful and expansive, yet there is something garish about his transformation at the eleventh hour.

The characters of Afire confront a crisis that threatens to vacate all narratives of meaning, and Leon comes out the other end with a feeble text. It’s better than what came before, but can it begin to make sense of what has taken place? This time, the atrocity is not historical but natural, and Petzold is cynical about the redemptive potential of melodrama in an age in which disasters, if still largely caused by human decisions, unfold beyond the grasp of our control. If he wants Leon to scrutinize the stories he tells about himself, the ending of Afire suggests that there is a possibility he finds even more concerning: a future with no stories at all.

Until now, the assumption has been that they will answer truthfully based on their own experiences. In a post-ChatGPT world, though, academics can no longer make that assumption. Given the mostly anonymous, transactional nature of the assignment, it’s easy to imagine a worker signing up to participate in a large number of studies and outsource all their answers to a bot. This “raises serious concerns about the gradual dilution of the ‘human factor’ in crowdsourced text data,” the researchers write.

“This, if true, has big implications,” Clark writes. “It suggests the proverbial mines from which companies gather the supposed raw material of human insights are now instead being filled up with counterfeit human intelligence.”

A second, more worrisome study comes from researchers at the University of Oxford,  University of Cambridge, University of Toronto, and Imperial College London. It found that training AI systems on data generated by other AI systems — synthetic data, to use the industry’s term — causes models to degrade and ultimately collapse. While the decay can be managed by using synthetic data sparingly, researchers write, the idea that models can be “poisoned” by feeding them their own outputs raises real risks for the web

that’s a problem, because — to bring together the threads of today’s newsletter so far — AI output is spreading to encompass more of the web every day.“The obvious larger question,” Clark writes, “is what this does to competition among AI developers as the internet fills up with a greater percentage of generated versus real content.”

In The Verge, Vincent argues that the current wave of disruption will ultimately bring some benefits, even if it’s only to unsettle the monoliths that have dominated the web for so long. “Even if the web is flooded with AI junk, it could prove to be beneficial, spurring the development of better-funded platforms, he writes. “If Google consistently gives you garbage results in search, for example, you might be more inclined to pay for sources you trust and visit them directly.”

the glut of AI text will leave us with a web where the signal is ever harder to find in the noise. Early results suggest that these fears are justified — and that soon everyone on the internet, no matter their job, may soon find themselves having to exert ever more effort seeking signs of intelligent life.

Conservative politicians have long complained that Facebook, Twitter, YouTube and other social media companies unfairly remove or demote some conservative viewpoints.

Associations of internet companies and some constitutional rights groups said that the Texas law violated the First Amendment because it allowed the state to tell private businesses what kinds of speech they could or could not distribute.

Texas countered that Facebook, Twitter and the like don’t have such First Amendment protections because they are more like old telegraphs, telephone companies and home internet providers.

A federal appeals court recently deemed unconstitutional a Florida law passed last year that similarly tried to restrict social media companies’ discretion over speech.

written by Justice Samuel Alito that said: “It is not at all obvious how our existing precedents, which predate the age of the internet, should apply to large social media companies.”

These cases force us to wrestle with a fundamental question about what kind of world we want to live in: Are Facebook, Twitter and YouTube so influential in our world that the government should restrain their decisions, or are they private companies that should have the freedom to set their own rules?

In the middle of breaking news, when people are searching for information, some platforms can present more questions than answers. Although Wikipedia is not staffed with professional journalists, it is viewed as an authoritative source by much of the public, for better or for worse. Its entries are also used for fact-checking purposes by some of the biggest social platforms, adding to the stakes and reach of the work from Moore and others.

"Editing Wikipedia can absolutely take an emotional toll on me, especially when working on difficult topics such as the COVID-19 pandemic, mass shootings, terrorist attacks, and other disasters," he said.

"I like the instant gratification of making the internet better," he said.

"I want to direct people to something that is going to provide them with much more reliable information at a time when it's very difficult for people to understand what sources they can trust."

"It is considered cool if you're the first person who creates an article, especially if you do it well with high-quality contributions," said Rasberry.

To help patrol incoming edits and predict misconduct or errors, Wikipedia -- like Twitter -- uses artificial intelligence bots that can escalate suspicious content to human reviewers who monitor content.

Rasberry, who also wrote the Wikipedia page on the platform's fact checking processes, said Wikipedia does not employ paid staff to monitor anything unless it involves "strange and unusual serious crimes like terrorism or real world violence, such as using Wikipedia to make threats, plan to commit suicide, or when Wikipedia itself is part of a crime.

Rasberry said flaws range from a geographical bias, which is related to challenges with communicating across languages; access to internet in lower and middle income countries; and barriers to freedom of journalism around the world.

"I've got many other editors that I'm working with who will back me, so when we encounter vandalism or trolls or misinformation or disinformation, editors are very quick to revert inappropriate edits or remove inappropriate content or poorly sourced content," Moore said.

While "edit wars" can happen on pages, Rasberry said this tends to occur more often over social issues rather than news.

Wikipedia also publicly displays who edits each version of an article via its history page, along with a "talk" page for each post that allows editors to openly discuss edits.

"If no reliable sources can be found on a topic, Wikipedia should not have an article on it," the page said.

"If it was a paid advertising site or if it had a different mission, I wouldn't waste my time."

Ambiguities are often reconciled with other observed data, such as that we know by other means that the planet is too small to cause the scale of distortion seen.

“The two previous theories of degeneracy deal with cases where the background star appears to pass close to the foreground star or the foreground planet. The AI algorithm showed us hundreds of examples from not only these two cases, but also situations where the star doesn’t pass close to either the star or planet and cannot be explained by either previous theory,” said Zhang in a Berkeley news release.

But without the systematic and confident calculations of the AI, it’s likely the simplified, less correct theory would have persisted for many more years.

As a result — and after some convincing, since a grad student questioning established doctrine is tolerated but perhaps not encouraged — they ended up proposing a new, “unified” theory of how degeneracy in these observations can be explained, of which the two known theories were simply the most common cases.

“People were seeing these microlensing events, which actually were exhibiting this new degeneracy but just didn’t realize it. It was really just the machine learning looking at thousands of events where it became impossible to miss,” said Scott Gaudi

But Zhang seemed convinced that the AI had clocked something that human observers had systematically overlooked.

Just as people learned to trust calculators and later computers, we are learning to trust some AI models to output an interesting truth clear of preconceptions and assumptions — that is, if we haven’t just coded our own preconceptions and assumptions into them.

The tech leaders question claims by crypto evangelists that “crypto-assets are an innovative technology that is unreservedly good” and instead urge lawmakers to “take a critical, skeptical approach” toward crypto.

digital token bitcoin taking up a $562 billion chunk alone.

The signatories write that “not all innovation is unqualifiedly good” and say that “the history of technology is full of dead ends, false starts, and wrong turns.”

One aspect of the future that demographics can’t help predict are technological innovations.

About 70 percent of the world population is expected to live in urban areas by 2050, according to data from the United Nations.

The U.S. Energy Information Administration projects that the world will need about 28 percent more energy in 2040 than it did in 2015 based on the number of people in the country and consumption patterns; on our current trajectory, about 42 percent of electricity in the United States will come from renewable sources.

Technology has led us to expect that goods and services will be delivered at the push of a button, often within minutes.

Entrepreneurs, industry leaders and policymakers are already at work solving some of the problems that demographic data suggest are ahead of us, whether it’s figuring out how to incentivize farmers to sequester carbon, use insurance as a tool for reducing coal production, reinvent the motors that power heavy industry so they use less energy, or write laws that help govern code.

What about the metaverse? Or crypto technology? Or robots taking our jobs? Or A.I. taking over everything? Demographics can’t answer those questions. All of those things may happen, but life in 2041 may also look a lot like it does today — maybe with the exception of those flying cars.

In doing so, Mr. Moore and others have pushed climate change from the scientific realm into the political battles already raging over topics like voting rights, abortion and L.G.B.T.Q. issues.

“There is a coordinated effort to chill corporate engagement on these issues,” said Daniella Ballou-Aares

They have worked alongside a nonprofit organization that has run television ads, dispatched roaming billboard trucks and rented out a Times Square billboard criticizing BlackRock for championing what they call woke causes, including environmentalism.

That activism has often put companies at odds with the Republican Party, traditionally the ally of big business.

as pressure has grown from consumers and liberal groups to take action, corporations have warmed to the notion of using capital and markets to create a cleaner economy

When President Trump declared in 2017 that he would pull the United States from the Paris climate accord, more than 2,000 businesses and investors — including Apple, Amazon and Mars — signed a pledge to continue to work toward climate goals.

“Every company and every industry will be transformed by the transition to a net-zero world,” Mr. Fink wrote. “The question is, will you lead, or will you be led?”

And in January, Mr. Moore pulled about $20 million out of a fund managed by BlackRock because the firm has encouraged other companies to reduce emissions. BlackRock still manages several billion for West Virginia’s state retirement system. “We’re divesting from BlackRock because they’re divesting from us,” Mr. Moore said in an interview.

“These big banks are virtue signaling because they are woke,”

Mr. Fink of BlackRock has emerged as a main target of conservatives.

“We are perhaps the world’s largest investor in fossil fuel companies, and, as a long-term investor in these companies, we want to see these companies succeed and prosper,” BlackRock’s head of external affairs, Dalia Blass, wrote in a letter to Texas regulators in January.

“BlackRock is trying to have it all ways, acting like it is trying to please everyone.”

“ESG is a scam,” he said on Twitter on this month. “It has been weaponized by phony social justice warriors.” Shortly after that he shared a meme that declared an ESG score “determines how compliant your business is with the leftist agenda.”

“Climate change is not a financial risk that we need to worry about,” adding, “Who cares if Miami is six meters underwater in 100 years?”

That view is at odds with the findings of the world’s leading climate scientists. A major United Nations report warned last month that the world could reach a threshold by the end of this decade beyond which the dangers of global warming — including worsening floods, droughts and wildfires — will grow considerably. In 2021, there were 20 weather or climate-related disasters in the United States that each cost more than $1 billion in losses, according to the federal government.

“Our ambition is to be the leading bank supporting the global economy in the transition to net zero,” he said.

Without science, the modern world would not be modern at all, and we still have much to learn.

does not deal with supernatural explanations.

it is a path to understanding.

all science relies on testing ideas by figuring out what expectations are generated by an idea and making observations to find out whether those expectations hold true.

Accepted scientific ideas are reliable because they have been subjected to rigorous testing,

It relies on a system of checks and balances, which helps ensure that science moves in the direction of greater accuracy and understanding. This system is facilitated by diversity within the scientific community, which offers a broad range of perspectives on scientific ideas.

Some reports appear to show that at least some of the gunman’s communications used Apple’s encrypted iPhone messaging services, which makes messages almost impossible for anyone else to read when sent to another iPhone user.

Facebook parent company Meta, which also owns Instagram, says it is working with law enforcement but declined to provide details.

A series of posts appeared on his Instagram in the days leading up to the shooting, including photos of a gun magazine in hand and two AR-style semi-automatic rifles. An Instagram user who was tagged in one post shared parts of what appears to be a chilling exchange on Instagram with Ramos, asking her to share his gun pictures with her more than 10,000 followers.

Meta has said it monitors people’s private messages for some kinds of harmful content, such as links to malware or images of child sexual exploitation. But copied images can be detected using unique identifiers — a kind of digital signature — which makes them relatively easy for computer systems to flag. Trying to interpret a string of threatening words — which can resemble a joke, satire or song lyrics — is a far more difficult task for artificial intelligence systems.

Facebook could, for instance, flag certain phrases such as “going to kill” or “going to shoot”, but without context — something AI in general has a lot of trouble with — there would be too many false positives for the company to analyze.

A recent Meta-commissioned report emphasized the benefits of such privacy but also noted some risks — including users who could abuse the encryption to sexually exploit children, facilitate human trafficking and spread hate speech.

Security experts say this could be done if Apple were to engineer a “backdoor” to allow access to messages sent by alleged criminals. Such a secret key would let them decipher encrypted information with a court order.

“There is so much technology out there that employers are experimenting with or investing in,” said Edgar Ndjatou

Software can watch for suspicious computer behavior or it can dig into an employee’s credit reports, arrest records and marital-status updates. It can check to see if Cheryl is downloading bulk cloud data or run a sentiment analysis on Tom’s emails to see if he’s getting testier over time. Analysis of this data, say the companies that monitor insider risk, can point to potential problems in the workplace.

Organizations that produce monitoring software and behavioral analysis for the feds also may offer conceptually similar tools to private companies, either independently or packaged with broader cybersecurity tools.

But corporations are moving forward with their own software-enhanced surveillance. While private-sector workers may not be subjected to the rigors of a 136-page clearance form, private companies help build these “continuous vetting” technologies for the federal government, said Lindy Kyzer of ClearanceJobs. Then, she adds, “Any solution would have private-sector applications.”

“Can we build a system that checks on somebody and keeps checking on them and is aware of that person’s disposition as they exist in the legal systems and the public record systems on a continuous basis?” said Chris Grijalva

But the interest in anticipating insider threats in the private sector raises ethical questions about what level of monitoring nongovernmental employees should be subject to.

“People are starting to understand that the insider threat is a business problem and should be handled accordingly,” said Mr. Grijalva.

The linguistic software package they developed, called SCOUT, uses psycholinguistic analysis to seek flags that, among other things, indicate feelings of disgruntlement, like victimization, anger and blame.

“The language changes in subtle ways that you’re not aware of,” Mr. Stroz said.

There’s not enough information, in other words, to construct algorithms about trustworthiness from the ground up. And that would hold in either the private or the public sector.

Even if all that dystopian data did exist, it would still be tricky to draw individual — rather than simply aggregate — conclusions about which behavioral indicators potentially presaged ill actions.

“Depending too heavily on personal factors identified using software solutions is a mistake, as we are unable to determine how much they influence future likelihood of engaging in malicious behaviors,” Dr. Cunningham said.

“I have focused very heavily on identifying indicators that you can actually measure, versus those that require a lot of interpretation,” Dr. Cunningham said. “Especially those indicators that require interpretation by expert psychologists or expert so-and-sos. Because I find that it’s a little bit too dangerous, and I don’t know that it’s always ethical.”

As recently as 2000, Exxon Mobil advertised in The New York Times that “scientists have been unable to confirm” that the burning of oil, gas and coal caused climate change. However, a decade before that, scientists had confirmed that the planet had warmed by 0.5 degrees Celsius over the previous century because of fossil fuel-driven greenhouse gases.

Most oil and gas industry players have publicly supported the Paris climate agreement.

But overall, future mining and drilling plans around the world would produce more than twice as much oil, gas and coal through 2030 as would be needed if governments want to limit warming to 1.5 degrees Celsius (2.7 degrees Fahrenheit) above preindustrial levels

Forensic science, which drives the plots of movies and television shows, is accorded great respect by the public. And in the proper hands, it can provide persuasive insight. But in the wrong hands, it can trap innocent people in a vise of seeming inerrancy—and it has done so far too often. What’s more, although some forensic disciplines, such as DNA analysis, are reliable, others have been shown to have serious limitations.

Yezzo is not like Annie Dookhan, a chemist in a Massachusetts crime laboratory who boosted her productivity by falsifying reports and by “dry labbing”—that is, reporting results without actually conducting any tests.

Nor is Yezzo like Michael West, a forensic odontologist who claimed that he could identify bite marks on a victim and then match those marks to a specific person.

The deeper issue with forensic science lies not in malfeasance or corruption—or utter incompetence—but in the gray area where Yezzo can be found. Her alleged personal problems are unusual: Only because of them did the details of her long career come to light.

to the point of alignment; how rarely an analyst’s skills are called into question in court; and how seldom the performance of crime labs is subjected to any true oversight.

More than half of those exonerated by post-conviction DNA testing had been wrongly convicted based on flawed forensic evidence.

The quality of the work done in crime labs is almost never audited.

Even the best forensic scientists can fall prey to unintentional bias.

Study after study has demonstrated the power of cognitive bias.

Cognitive bias can of course affect anyone, in any circumstance—but it is particularly dangerous in a criminal-justice system where forensic scientists have wide latitude as well as some incentive to support the views of prosecutors and the police.