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Great thinkers (and celebrities) have given the question thought, so you can look to the words attributed to them for inspiration. Aristotle, the Greek philosopher who lived 2,500 years ago, is believed to have written that the essence of life is "to serve others and to do good," and the Roman philosopher Cicero, born 280 years later, came to the same conclusion. As did Russian author Leo Tolstoy, who wrote, "The sole meaning of life is to serve humanity." And His Holiness the Dalai Lama added, "if you can't help them, at least don't hurt them."

My favorite answer, though, is the Zen-like circular reasoning attributed to writer Robert Byrne, who put it, "The purpose of life is a life of purpose."

Some have concluded that life's meaning is subjective. "There is not one big cosmic meaning for all," Anaïs Nin wrote in her diary. "There is only the meaning we each give to our life, an individual meaning, an individual plot, like an individual novel, a book for each person."

In 1997, my answer was "the discovery, pursuit and attainment of one's bliss," inspired by myth expert Joseph Campbell. A year later, is was to make "the world a better place." In 2002, the year I got engaged, it was simply "Love." And the year we conceived our oldest daughter, it was the less-romantic "continuation of one's DNA to the next generation." But most years, my answer is some combination of love, legacy, happiness, experience and helping others.

Self-made millionaires also rarely want the success of their deal making to hang on informal fallacies. Instead, they use informal fallacies to accentuate and strengthen pieces of their argument. Using informal fallacies this way makes sure that if they don’t get the desired reaction from negotiating adversaries, they can be easily discarded in favor of new proofs.

When Baidu researchers began developing their own language model, they wanted to build on the masking technique. But they realized they needed to tweak it to accommodate the Chinese language.In English, the word serves as the semantic unit—meaning a word pulled completely out of context still contains meaning. The same cannot be said for characters in Chinese.

It considers the ordering of sentences and the distances between them, for example, to understand the logical progression of a paragraph. Most important, however, it uses a method called continuous training that allows it to train on new data and new tasks without it forgetting those it learned before. This allows it to get better and better at performing a broad range of tasks over time with minimal human interference.

“When we first started this work, we were thinking specifically about certain characteristics of the Chinese language,” says Hao Tian, the chief architect of Baidu Research. “But we quickly discovered that it was applicable beyond that.”

let’s all ditch that vague notion that “emotion” is the enemy of reason.

The human brain has evolved to recognize patterns, perhaps more than any other single function. Our brain is weak at processing logic, remembering facts, and making calculations, but pattern recognition is its deep core capability.

We can never totally escape them, but we can be more aware of them, and, just maybe, take efforts to minimize their influence.

"Our decisions... are guided by the perceived values at the moment of the decision - not by the potential final value."

we are biased against actions that could lead to regret

The halo effect is a cognitive bias in which we judge a person's character based upon our rapid, and often oversimplified, impressions of him or her.

Confirmation bias is the tendency of people to favor information that confirms their beliefs.

Hearing or reading information that backs our beliefs feels good, and so we often seek it out.

If the breaths don't make a dent, try explaining what's happening to yourself. "I'm annoyed right now because ..." is a good sentence to finish. Articulating the issue changes your response from emotion to logic.

Make use of this step when another person is part of the reason you are upset. Try hard to see the situation from their reality and invent a subjective theory for why they did what they did.

Think beyond the annoyance, or annoying person, and focus on your own behavior. By thinking of how you can be a model for grace under pressure, you help yourself to become one.

If you've hit No. 10, it's time to talk about the frustration with someone you trust who is not involved in the situation. Start by telling them what you did in the previous steps and why they didn't fully work.

How important is the matter upsetting you? How does it stack up against the things in life that you know matter? What is important (loved ones are a good example) can be the antidote to what troubles you now -- as long as you can bring them to mind in this moment.

Whatever the annoyance, make a joke about it, even if it's a bad one. If you can find some grain of humor in the situation, smiling, laughing and even being silly can all defuse anger and annoyance. It's not psychologically possible to experience two emotions at once.

If you've made it this far up the steps and you are still really peeved, here's a good (if seemingly obvious) question to ask yourself: "Is there something I can do to make it better?" Even if the answer is a small step that may not seem that effective, just taking action gets you out into the frame of acting, not reacting.

In the future, it is possible that you will see this particular anger-causing situation differently. Look at past problems and see how they've been a catalyst for change or even a blessing in disguise. You may even look back at a difficult situation with fondness, humor or gratefulness (for having overcome it). It's worth keeping in mind that what seems bad now won't always be so.

Whatever it is that is getting your goat, it is temporary and manageable. You won't always feel this way. It's just a question of how long.

Beyond improvements to your general mood and happiness, taming your anger can have important benefits to your health. Constant stress and aggravation is linked to a range of issues including overeating, insomnia and depression, and angry outbursts increase the risk of heart attacks and strokes.

There is much to be said, however, for art’s ability to evoke emotion based on common experience, sincerity, talent, and unique skill. Rich proves that AI can be used to answer complicated questions. But what we think of as creative work in the humanities is much more often about asking questions than it is about answering them.

Williams ceded the microphone, and Padilla was able to speak. “Here’s what I have to say about the vision of classics that you outlined,” he said. “I want nothing to do with it. I hope the field dies that you’ve outlined, and that it dies as swiftly as possible.”

“I believe in merit. I don’t look at the color of the author.” She pointed a finger in Padilla’s direction. “You may have got your job because you’re Black,” Williams said, “but I would prefer to think you got your job because of merit.”

What he did find was a slim blue-and-white textbook titled “How People Lived in Ancient Greece and Rome.” “Western civilization was formed from the union of early Greek wisdom and the highly organized legal minds of early Rome,” the book began. “The Greek belief in a person’s ability to use his powers of reason, coupled with Roman faith in military strength, produced a result that has come to us as a legacy, or gift from the past.” Thirty years later, Padilla can still recite those opening lines.

In 2017, he published a paper in the journal Classical Antiquity that compared evidence from antiquity and the Black Atlantic to draw a more coherent picture of the religious life of the Roman enslaved. “It will not do merely to adopt a pose of ‘righteous indignation’ at the distortions and gaps in the archive,” he wrote. “There are tools available for the effective recovery of the religious experiences of the enslaved, provided we work with these tools carefully and honestly.”

Padilla sensed that his pursuit of classics had displaced other parts of his identity, just as classics and “Western civilization” had displaced other cultures and forms of knowledge. Recovering them would be essential to dismantling the white-supremacist framework in which both he and classics had become trapped. “I had to actively engage in the decolonization of my mind,” he told me.

He also gravitated toward contemporary scholars like José Esteban Muñoz, Lorgia García Peña and Saidiya Hartman, who speak of race not as a physical fact but as a ghostly system o

In response to rising anti-immigrant sentiment in Europe and the United States, Mary Beard, perhaps the most famous classicist alive, wrote in The Wall Street Journal that the Romans “would have been puzzled by our modern problems with migration and asylum,” because the empire was founded on the “principles of incorporation and of the free movement of people.”

In November 2015, he wrote an essay for Eidolon, an online classics journal, clarifying that in Rome, as in the United States, paeans to multiculturalism coexisted with hatred of foreigners. Defending a client in court, Cicero argued that “denying foreigners access to our city is patently inhumane,” but ancient authors also recount the expulsions of whole “suspect” populations, including a roundup of Jews in 139 B.C., who were not considered “suitable enough to live alongside Romans.”

The job of classicists is not to “point out the howlers,” he said on a 2017 panel. “To simply take the position of the teacher, the qualified classicist who knows things and can point to these mistakes, is not sufficient.”

Dismantling structures of power that have been shored up by the classical tradition will require more than fact-checking; it will require writing an entirely new story about antiquity, and about who we are today

To find that story, Padilla is advocating reforms that would “explode the canon” and “overhaul the discipline from nuts to bolts,” including doing away with the label “classics” altogether.

. “What I want to be thinking about in the next few weeks,” he told them, “is how we can be telling the story of the early Roman Empire not just through a variety of sources but through a variety of persons.” He asked the students to consider the lives behind the identities he had assigned them, and the way those lives had been shaped by the machinery of empire, which, through military conquest, enslavement and trade, creates the conditions for the large-scale movement of human beings.

ultimately, he decided that leaving enslaved characters out of the role play was an act of care. “I’m not yet ready to turn to a student and say, ‘You are going to be a slave.’”

Privately, even some sympathetic classicists worry that Padilla’s approach will only hasten the field’s decline. “I’ve spoken to undergrad majors who say that they feel ashamed to tell their friends they’re studying classics,”

“I very much admire Dan-el’s work, and like him, I deplore the lack of diversity in the classical profession,” Mary Beard told me via email. But “to ‘condemn’ classical culture would be as simplistic as to offer it unconditional admiration.”

In a 2019 talk, Beard argued that “although classics may become politicized, it doesn’t actually have a politics,” meaning that, like the Bible, the classical tradition is a language of authority — a vocabulary that can be used for good or ill by would-be emancipators and oppressors alike.

Over the centuries, classical civilization has acted as a model for people of many backgrounds, who turned it into a matrix through which they formed and debated ideas about beauty, ethics, power, nature, selfhood, citizenship and, of course, race

Anthony Grafton, the great Renaissance scholar, put it this way in his preface to “The Classical Tradition”: “An exhaustive exposition of the ways in which the world has defined itself with regard to Greco-Roman antiquity would be nothing less than a comprehensive history of the world.”

Classics as we know it today is a creation of the 18th and 19th centuries. During that period, as European universities emancipated themselves from the control of the church, the study of Greece and Rome gave the Continent its new, secular origin story. Greek and Latin writings emerged as a competitor to the Bible’s moral authority, which lent them a liberatory power

Historians stress that such ideas cannot be separated from the discourses of nationalism, colorism and progress that were taking shape during the modern colonial period, as Europeans came into contact with other peoples and their traditions. “The whiter the body is, the more beautiful it is,” Winkelmann wrote.

While Renaissance scholars were fascinated by the multiplicity of cultures in the ancient world, Enlightenment thinkers created a hierarchy with Greece and Rome, coded as white, on top, and everything else below.

Jefferson, along with most wealthy young men of his time, studied classics at college, where students often spent half their time reading and translating Greek and Roman texts. “Next to Christianity,” writes Caroline Winterer, a historian at Stanford, “the central intellectual project in America before the late 19th century was classicism.

Of the 2.5 million people living in America in 1776, perhaps only 3,000 had gone to college, but that number included many of the founders

They saw classical civilization as uniquely educative — a “lamp of experience,” in the words of Patrick Henry, that could light the path to a more perfect union. However true it was, subsequent generations would come to believe, as Hannah Arendt wrote in “On Revolution,” that “without the classical example … none of the men of the Revolution on either side of the Atlantic would have possessed the courage for what then turned out to be unprecedented action.”

Comparisons between the United States and the Roman Empire became popular as the country emerged as a global power. Even after Latin and Greek were struck from college-entrance exams, the proliferation of courses on “great books” and Western civilization, in which classical texts were read in translation, helped create a coherent national story after the shocks of industrialization and global warfare.

even as the classics were pulled apart, laughed at and transformed, they continued to form the raw material with which many artists shaped their visions of modernity.

Over the centuries, thinkers as disparate as John Adams and Simone Weil have likened classical antiquity to a mirror. Generations of intellectuals, among them feminist, queer and Black scholars, have seen something of themselves in classical texts, flashes of recognition that held a kind of liberatory promise

The language that is used to describe the presence of classical antiquity in the world today — the classical tradition, legacy or heritage — contains within it the idea of a special, quasi-genetic relationship. In his lecture “There Is No Such Thing as Western Civilization,” Kwame Anthony Appiah (this magazine’s Ethicist columnist) mockingly describes the belief in such a kinship as the belief in a “golden nugget” of insight — a precious birthright and shimmering sign of greatness — that white Americans and Europeans imagine has been passed down to them from the ancients.

To see classics the way Padilla sees it means breaking the mirror; it means condemning the classical legacy as one of the most harmful stories we’ve told ourselves

Padilla is wary of colleagues who cite the radical uses of classics as a way to forestall change; he believes that such examples have been outmatched by the field’s long alliance with the forces of dominance and oppression.

Classics and whiteness are the bones and sinew of the same body; they grew strong together, and they may have to die together. Classics deserves to survive only if it can become “a site of contestation” for the communities who have been denigrated by it in the past.

if classics fails his test, Padilla and others are ready to give it up. “I would get rid of classics altogether,” Walter Scheidel, another of Padilla’s former advisers at Stanford, told me. “I don’t think it should exist as an academic field.”

One way to get rid of classics would be to dissolve its faculties and reassign their members to history, archaeology and language departments.

many classicists are advocating softer approaches to reforming the discipline, placing the emphasis on expanding its borders. Schools including Howard and Emory have integrated classics with Ancient Mediterranean studies, turning to look across the sea at Egypt, Anatolia, the Levant and North Africa. The change is a declaration of purpose: to leave behind the hierarchies of the Enlightenment and to move back toward the Renaissance model of the ancient world as a place of diversity and mixture.

Ian Morris put it more bluntly. “Classics is a Euro-American foundation myth,” Morris said to me. “Do we really want that sort of thing?”

There’s a more interesting story to be told about the history of what we call the West, the history of humanity, without valorizing particular cultures in it,” said Josephine Quinn, a professor of ancient history at Oxford. “It seems to me the really crucial mover in history is always the relationship between people, between cultures.”

“In some moods, I feel that this is just a moment of despair, and people are trying to find significance even if it only comes from self-accusation,” he told me. “I’m not sure that there is a discipline that is exempt from the fact that it is part of the history of this country. How distinctly wicked is classics? I don’t know that it is.”

“One of the dubious successes of my generation is that it did break the canon,” Richlin told me. “I don’t think we could believe at the time that we would be putting ourselves out of business, but we did.” She added: “If they blew up the classics departments, that would really be the end.”

Padilla, like Douglass, now sees the moment of absorption into the classical, literary tradition as simultaneous with his apprehension of racial difference; he can no longer find pride or comfort in having used it to bring himself out of poverty.

“Claiming dignity within this system of structural oppression,” Padilla has said, “requires full buy-in into its logic of valuation.” He refuses to “praise the architects of that trauma as having done right by you at the end.”

Last June, as racial-justice protests unfolded across the nation, Padilla turned his attention to arenas beyond classics. He and his co-authors — the astrophysicist Jenny Greene, the literary theorist Andrew Cole and the poet Tracy K. Smith — began writing their open letter to Princeton with 48 proposals for reform. “Anti-Blackness is foundational to America,” the letter began. “Indifference to the effects of racism on this campus has allowed legitimate demands for institutional support and redress in the face of microaggression and outright racist incidents to go long unmet.”

Padilla believes that the uproar over free speech is misguided. “I don’t see things like free speech or the exchange of ideas as ends in themselves,” he told me. “I have to be honest about that. I see them as a means to the end of human flourishing.”

“There is a certain kind of classicist who will look on what transpired and say, ‘Oh, that’s not us,’” Padilla said when we spoke recently. “What is of interest to me is why is it so imperative for classicists of a certain stripe to make this discursive move? ‘This is not us.’

Joel Christensen, the Brandeis professor, now feels that it is his “moral and ethical and intellectual responsibility” to teach classics in a way that exposes its racist history. “Otherwise we’re just participating in propaganda,”

Christensen, who is 42, was in graduate school before he had his “crisis of faith,” and he understands the fear that many classicists may experience at being asked to rewrite the narrative of their life’s work. But, he warned, “that future is coming, with or without Dan-el.”

On Jan. 6, Padilla turned on the television minutes after the windows of the Capitol were broken. In the crowd, he saw a man in a Greek helmet with TRUMP 2020 painted in white. He saw a man in a T-shirt bearing a golden eagle on a fasces — symbols of Roman law and governance — below the logo 6MWE, which stands for “Six Million Wasn’t Enough,

The result has been a hidden revolution in how information is produced, circulated and acted upon

The world’s liberal democracies now confront a tragedy of the “un-commons.” Information spaces that people assume to be public are strictly ruled by private commercial interests for maximum profit.

The internet as a self-regulating market has been revealed as a failed experiment. Surveillance capitalism leaves a trail of social wreckage in its wake: the wholesale destruction of privacy, the intensification of social inequality, the poisoning of social discourse with defactualized information, the demolition of social norms and the weakening of democratic institutions.

These social harms are not random. They are tightly coupled effects of evolving economic operations. Each harm paves the way for the next and is dependent on what went before.

There is no way to escape the machine systems that surveil u

All roads to economic and social participation now lead through surveillance capitalism’s profit-maximizing institutional terrain, a condition that has intensified during nearly two years of global plague.

Will Facebook’s digital violence finally trigger our commitment to take back the “un-commons”?

Will we confront the fundamental but long ignored questions of an information civilization: How should we organize and govern the information and communication spaces of the digital century in ways that sustain and advance democratic values and principles?

Mark Zuckerberg’s start-up did not invent surveillance capitalism. Google did that. In 2000, when only 25 percent of the world’s information was stored digitally, Google was a tiny start-up with a great search product but little revenue.

By 2001, in the teeth of the dot-com bust, Google’s leaders found their breakthrough in a series of inventions that would transform advertising. Their team learned how to combine massive data flows of personal information with advanced computational analyses to predict where an ad should be placed for maximum “click through.”

Google’s scientists learned how to extract predictive metadata from this “data exhaust” and use it to analyze likely patterns of future behavior.

Prediction was the first imperative that determined the second imperative: extraction.

Lucrative predictions required flows of human data at unimaginable scale. Users did not suspect that their data was secretly hunted and captured from every corner of the internet and, later, from apps, smartphones, devices, cameras and sensors

User ignorance was understood as crucial to success. Each new product was a means to more “engagement,” a euphemism used to conceal illicit extraction operations.

When asked “What is Google?” the co-founder Larry Page laid it out in 2001,

“Storage is cheap. Cameras are cheap. People will generate enormous amounts of data,” Mr. Page said. “Everything you’ve ever heard or seen or experienced will become searchable. Your whole life will be searchable.”

Instead of selling search to users, Google survived by turning its search engine into a sophisticated surveillance medium for seizing human data

Company executives worked to keep these economic operations secret, hidden from users, lawmakers, and competitors. Mr. Page opposed anything that might “stir the privacy pot and endanger our ability to gather data,” Mr. Edwards wrote.

As recently as 2017, Eric Schmidt, the executive chairman of Google’s parent company, Alphabet, acknowledged the role of Google’s algorithmic ranking operations in spreading corrupt information. “There is a line that we can’t really get across,” he said. “It is very difficult for us to understand truth.” A company with a mission to organize and make accessible all the world’s information using the most sophisticated machine systems cannot discern corrupt information.

This is the economic context in which disinformation wins

In March 2008, Mr. Zuckerberg hired Google’s head of global online advertising, Sheryl Sandberg, as his second in command. Ms. Sandberg had joined Google in 2001 and was a key player in the surveillance capitalism revolution. She led the build-out of Google’s advertising engine, AdWords, and its AdSense program, which together accounted for most of the company’s $16.6 billion in revenue in 2007.

A Google multimillionaire by the time she met Mr. Zuckerberg, Ms. Sandberg had a canny appreciation of Facebook’s immense opportunities for extraction of rich predictive data. “We have better information than anyone else. We know gender, age, location, and it’s real data as opposed to the stuff other people infer,” Ms. Sandberg explained

The company had “better data” and “real data” because it had a front-row seat to what Mr. Page had called “your whole life.”

Facebook paved the way for surveillance economics with new privacy policies in late 2009. The Electronic Frontier Foundation warned that new “Everyone” settings eliminated options to restrict the visibility of personal data, instead treating it as publicly available information.

Mr. Zuckerberg “just went for it” because there were no laws to stop him from joining Google in the wholesale destruction of privacy. If lawmakers wanted to sanction him as a ruthless profit-maximizer willing to use his social network against society, then 2009 to 2010 would have been a good opportunity.

Facebook was the first follower, but not the last. Google, Facebook, Amazon, Microsoft and Apple are private surveillance empires, each with distinct business models.

In 2021 these five U.S. tech giants represent five of the six largest publicly traded companies by market capitalization in the world.

As we move into the third decade of the 21st century, surveillance capitalism is the dominant economic institution of our time. In the absence of countervailing law, this system successfully mediates nearly every aspect of human engagement with digital information

Today all apps and software, no matter how benign they appear, are designed to maximize data collection.

Historically, great concentrations of corporate power were associated with economic harms. But when human data are the raw material and predictions of human behavior are the product, then the harms are social rather than economic

The difficulty is that these novel harms are typically understood as separate, even unrelated, problems, which makes them impossible to solve. Instead, each new stage of harm creates the conditions for the next stage.

Fifty years ago the conservative economist Milton Friedman exhorted American executives, “There is one and only one social responsibility of business — to use its resources and engage in activities designed to increase its profits so long as it stays within the rules of the game.” Even this radical doctrine did not reckon with the possibility of no rules.

With privacy out of the way, ill-gotten human data are concentrated within private corporations, where they are claimed as corporate assets to be deployed at will.

The sheer size of this knowledge gap is conveyed in a leaked 2018 Facebook document, which described its artificial intelligence hub, ingesting trillions of behavioral data points every day and producing six million behavioral predictions each second.

Next, these human data are weaponized as targeting algorithms, engineered to maximize extraction and aimed back at their unsuspecting human sources to increase engagement

Targeting mechanisms change real life, sometimes with grave consequences. For example, the Facebook Files depict Mr. Zuckerberg using his algorithms to reinforce or disrupt the behavior of billions of people. Anger is rewarded or ignored. News stories become more trustworthy or unhinged. Publishers prosper or wither. Political discourse turns uglier or more moderate. People live or die.

Occasionally the fog clears to reveal the ultimate harm: the growing power of tech giants willing to use their control over critical information infrastructure to compete with democratically elected lawmakers for societal dominance.

when it comes to the triumph of surveillance capitalism’s revolution, it is the lawmakers of every liberal democracy, especially in the United States, who bear the greatest burden of responsibility. They allowed private capital to rule our information spaces during two decades of spectacular growth, with no laws to stop it.

All of it begins with extraction. An economic order founded on the secret massive-scale extraction of human data assumes the destruction of privacy as a nonnegotiable condition of its business operations.

We can’t fix all our problems at once, but we won’t fix any of them, ever, unless we reclaim the sanctity of information integrity and trustworthy communications

The abdication of our information and communication spaces to surveillance capitalism has become the meta-crisis of every republic, because it obstructs solutions to all other crises.

Neither Google, nor Facebook, nor any other corporate actor in this new economic order set out to destroy society, any more than the fossil fuel industry set out to destroy the earth.

like global warming, the tech giants and their fellow travelers have been willing to treat their destructive effects on people and society as collateral damage — the unfortunate but unavoidable byproduct of perfectly legal economic operations that have produced some of the wealthiest and most powerful corporations in the history of capitalism.

Where does that leave us?

Democracy is the only countervailing institutional order with the legitimate authority and power to change our course. If the ideal of human self-governance is to survive the digital century, then all solutions point to one solution: a democratic counterrevolution.

instead of the usual laundry lists of remedies, lawmakers need to proceed with a clear grasp of the adversary: a single hierarchy of economic causes and their social harms.

We can’t rid ourselves of later-stage social harms unless we outlaw their foundational economic causes

This means we move beyond the current focus on downstream issues such as content moderation and policing illegal content. Such “remedies” only treat the symptoms without challenging the illegitimacy of the human data extraction that funds private control over society’s information spaces

Similarly, structural solutions like “breaking up” the tech giants may be valuable in some cases, but they will not affect the underlying economic operations of surveillance capitalism.

Instead, discussions about regulating big tech should focus on the bedrock of surveillance economics: the secret extraction of human data from realms of life once called “private.

No secret extraction means no illegitimate concentrations of knowledge about people. No concentrations of knowledge means no targeting algorithms. No targeting means that corporations can no longer control and curate information flows and social speech or shape human behavior to favor their interests

the sober truth is that we need lawmakers ready to engage in a once-a-century exploration of far more basic questions:

How should we structure and govern information, connection and communication in a democratic digital century?

What new charters of rights, legislative frameworks and institutions are required to ensure that data collection and use serve the genuine needs of individuals and society?

What measures will protect citizens from unaccountable power over information, whether it is wielded by private companies or governments?

The corporation that is Facebook may change its name or its leaders, but it will not voluntarily change its economics.

Our sense of a spoken presentation is less formal, more personal, looser. But more formal oratory has its uses.

I also think, as I read a book about 19th-century England, of the way parliamentarians used to communicate. The men regularly made their points to their colleagues in speeches that could run far beyond what anyone could write out and memorize word for word

Black people of letters, such as W.E.B. Du Bois and Maya Angelou, engaged in oratory contests when they were young, competing for prizes according to how gracefully and how convincingly they made a case for some proposition. The tradition of such contests continues in the Black community.

When I have given oral presentations, I reach people more directly than if I’d written everything down for them to read. When people can see your face and hear the melody of your voice, your point gets across more vividly. Language evolved, after all, for face-to-face contact, not rendered as glyphs on paper.

The question is why oratory of this kind is so much less central to the culture than it once was.

Imagine a square divided into four smaller ones. The top left square is casual speech; the top right square is formal speech. The bottom left square is casual writing; the bottom right square is formal writing. We have, as it were, an empty square in our grid.

what about that upper right square, formal speech?

When we communicate formally, we moderns think first of getting language down on a page in written form, perhaps out of a sense that this is how to deck language out in its Sunday best.

Perhaps it seems that to organize our thoughts properly beyond the level of “Want mustard with that?” we need to tie them down with the yoke of writing.

But the ancients didn’t think so. Even with a fully developed writing culture, the Greeks and Romans valued the ability to stand and pose and pace in front of an audience and make their point through speaking it — and formally, not colloquially

I imagine a different universe in which academics would be expected to present most of their ideas in solid PowerPoint versions, narrated in formal language, getting across the amount of information a person can actually absorb in 20 to 30 minutes.

I wish students had the choice of either writing essays or speaking them. We would train them in the ability to speak carefully and coherently with the same goal of making a point that we require in writing.

A lot of people really hate writing. It’s an unnatural activity, as humanity goes.

If we imagine that speech has existed for 24 hours, then according to all modern estimates, writing came along only sometime around 11:30 p.m. Writing is an artifice, and given a choice, most people would rather talk (or text).

For students who prefer it — and most of them likely would — the idea would be to give an oral presentation to the class, going from a memorized outline of planned remarks but expressing its points spontaneously. They would be graded on the quality of both the delivery and the content.

It is unclear to me that there is a reason to classify oral suasion as something lesser than the written version, as long as students are instructed that they are to maintain a basic, tempered poise, without relying on volume or colorful rhetoric to stand in for logic.

Some will object that students will need to be able to craft arguments in writing in their future endeavors. But to channel the modern kind of skeptical response: Will they, though?

An alternate universe would be one in which students who thought of themselves as likely to need such a skill in the future, such as in the law, would be the ones who choose written over oral expression.

When I am asked to speak about something, I do some written preparation to organize my thoughts, but I don’t craft sentences. I fashion my ideas into exactly three basic points.

In terms of realistic expectations of human attention span, especially in our eternally distracted era, even four points is too many, but two isn’t enough

Three points, each expressed with about three subpoints. I consider it my job to be able to hold this much in my memory, along with intentions of an introduction and a conclusion.

when it comes to individuals expressing their intelligence for assignments or teaching, I cannot see that writing is the only legitimate and effective vehicle. We are a society that values speaking engagingly but places less of a value on speaking precisely. This is a mere matter of cultural preference; I wish it would change.

You might be well-intentioned, rational, and mistaken, simply because so much in our thinking can go wrong. (“RATIONAL, adj.: Devoid of all delusions save those of observation, experience and reflection,”

You might be rational and self-deceptive, because telling yourself that you are rational can itself become a source of bias. It’s possible that you are trying to appear rational only because you want to impress people; or that you are more rational about some things (your job) than others (your kids); or that your rationality gives way to rancor as soon as your ideas are challenged. Perhaps you irrationally insist on answering difficult questions yourself when you’d be better off trusting the expert consensus.

Not just individuals but societies can fall prey to false or compromised rationality. In a 2014 book, “The Revolt of the Public and the Crisis of Authority in the New Millennium,” Martin Gurri, a C.I.A. analyst turned libertarian social thinker, argued that the unmasking of allegedly pseudo-rational institutions had become the central drama of our age: people around the world, having concluded that the bigwigs in our colleges, newsrooms, and legislatures were better at appearing rational than at being so, had embraced a nihilist populism that sees all forms of public rationality as suspect.

modern life would be impossible without those rational systems; we must improve them, not reject them. We have no choice but to wrestle with rationality—an ideal that, the sociologist Max Weber wrote, “contains within itself a world of contradictions.”

Where others might be completely convinced that G.M.O.s are bad, or that Jack is trustworthy, or that the enemy is Eurasia, a Bayesian assigns probabilities to these propositions. She doesn’t build an immovable world view; instead, by continually updating her probabilities, she inches closer to a more useful account of reality. The cooking is never done.

Rationality is one of humanity’s superpowers. How do we keep from misusing it?

Start with the big picture, fixing it firmly in your mind. Be cautious as you integrate new information, and don’t jump to conclusions. Notice when new data points do and do not alter your baseline assumptions (most of the time, they won’t alter them), but keep track of how often those assumptions seem contradicted by what’s new. Beware the power of alarming news, and proceed by putting it in a broader, real-world context.

Bayesian reasoning implies a few “best practices.”

Keep the cooked information over here and the raw information over there; remember that raw ingredients often reduce over heat

We want to live in a more rational society, but not in a falsely rationalized one. We want to be more rational as individuals, but not to overdo it. We need to know when to think and when to stop thinking, when to doubt and when to trust.

But the real power of the Bayesian approach isn’t procedural; it’s that it replaces the facts in our minds with probabilities.

Applied to specific problems—Should you invest in Tesla? How bad is the Delta variant?—the techniques promoted by rationality writers are clarifying and powerful.

the rationality movement is also a social movement; rationalists today form what is sometimes called the “rationality community,” and, as evangelists, they hope to increase its size.

In “Rationality,” “The Scout Mindset,” and other similar books, irrationality is often presented as a form of misbehavior, which might be rectified through education or socialization.

Greg tells me that, in his business, it’s not enough to have rational thoughts. Someone who’s used to pondering questions at leisure might struggle to learn and reason when the clock is ticking; someone who is good at reaching rational conclusions might not be willing to sign on the dotted line when the time comes. Greg’s hedge-fund colleagues describe as “commercial”—a compliment—someone who is not only rational but timely and decisive.

You can know what’s right but still struggle to do it.

Following through on your own conclusions is one challenge. But a rationalist must also be “metarational,” willing to hand over the thinking keys when someone else is better informed or better trained. This, too, is harder than it sounds.

For all this to happen, rationality is necessary, but not sufficient. Thinking straight is just part of the work. 

I found it possible to be metarational with my dad not just because I respected his mind but because I knew that he was a good and cautious person who had my and my mother’s best interests at heart.

between the two of us, we had the right ingredients—mutual trust, mutual concern, and a shared commitment to reason and to act.

Intellectually, we understand that our complex society requires the division of both practical and cognitive labor. We accept that our knowledge maps are limited not just by our smarts but by our time and interests. Still, like Gurri’s populists, rationalists may stage their own contrarian revolts, repeatedly finding that no one’s opinions but their own are defensible. In letting go, as in following through, one’s whole personality gets involved.

in truth, it maps out a series of escalating challenges. In search of facts, we must make do with probabilities. Unable to know it all for ourselves, we must rely on others who care enough to know. We must act while we are still uncertain, and we must act in time—sometimes individually, but often together.

The realities of rationality are humbling. Know things; want things; use what you know to get what you want. It sounds like a simple formula.

The real challenge isn’t being right but knowing how wrong you might be.By Joshua RothmanAugust 16, 2021

Writing about rationality in the early twentieth century, Weber saw himself as coming to grips with a titanic force—an ascendant outlook that was rewriting our values. He talked about rationality in many different ways. We can practice the instrumental rationality of means and ends (how do I get what I want?) and the value rationality of purposes and goals (do I have good reasons for wanting what I want?). We can pursue the rationality of affect (am I cool, calm, and collected?) or develop the rationality of habit (do I live an ordered, or “rationalized,” life?).

Weber worried that it was turning each individual into a “cog in the machine,” and life into an “iron cage.” Today, rationality and the words around it are still shadowed with Weberian pessimism and cursed with double meanings. You’re rationalizing the org chart: are you bringing order to chaos, or justifying the illogical?

For Aristotle, rationality was what separated human beings from animals. For the authors of “The Rationality Quotient,” it’s a mental faculty, parallel to but distinct from intelligence, which involves a person’s ability to juggle many scenarios in her head at once, without letting any one monopolize her attention or bias her against the rest.

In “The Rationality Quotient: Toward a Test of Rational Thinking” (M.I.T.), from 2016, the psychologists Keith E. Stanovich, Richard F. West, and Maggie E. Toplak call rationality “a torturous and tortured term,” in part because philosophers, sociologists, psychologists, and economists have all defined it differently

Galef, who hosts a podcast called “Rationally Speaking” and co-founded the nonprofit Center for Applied Rationality, in Berkeley, barely uses the word “rationality” in her book on the subject. Instead, she describes a “scout mindset,” which can help you “to recognize when you are wrong, to seek out your blind spots, to test your assumptions and change course.” (The “soldier mindset,” by contrast, encourages you to defend your positions at any cost.)

Galef tends to see rationality as a method for acquiring more accurate views.

Pinker, a cognitive and evolutionary psychologist, sees it instrumentally, as “the ability to use knowledge to attain goals.” By this definition, to be a rational person you have to know things, you have to want things, and you have to use what you know to get what you want.

Introspection is key to rationality. A rational person must practice what the neuroscientist Stephen Fleming, in “Know Thyself: The Science of Self-Awareness” (Basic Books), calls “metacognition,” or “the ability to think about our own thinking”—“a fragile, beautiful, and frankly bizarre feature of the human mind.”

A successful student uses metacognition to know when he needs to study more and when he’s studied enough: essentially, parts of his brain are monitoring other parts.

In everyday life, the biggest obstacle to metacognition is what psychologists call the “illusion of fluency.” As we perform increasingly familiar tasks, we monitor our performance less rigorously; this happens when we drive, or fold laundry, and also when we think thoughts we’ve thought many times before

The trick is to break the illusion of fluency, and to encourage an “awareness of ignorance.”

metacognition is a skill. Some people are better at it than others. Galef believes that, by “calibrating” our metacognitive minds, we can improve our performance and so become more rational

There are many calibration methods

nowing about what you know is Rationality 101. The advanced coursework has to do with changes in your knowledge.

Most of us stay informed straightforwardly—by taking in new information. Rationalists do the same, but self-consciously, with an eye to deliberately redrawing their mental maps.

The challenge is that news about distant territories drifts in from many sources; fresh facts and opinions aren’t uniformly significant. In recent decades, rationalists confronting this problem have rallied behind the work of Thomas Bayes

So-called Bayesian reasoning—a particular thinking technique, with its own distinctive jargon—has become de rigueur.

the basic idea is simple. When new information comes in, you don’t want it to replace old information wholesale. Instead, you want it to modify what you already know to an appropriate degree. The degree of modification depends both on your confidence in your preëxisting knowledge and on the value of the new data. Bayesian reasoners begin with what they call the “prior” probability of something being true, and then find out if they need to adjust it.

Bayesian reasoning is an approach to statistics, but you can use it to interpret all sorts of new information.

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.

he also thought that this approach was not enough. “What are we to make of a civilization,” he asked in 1959, a few years after von Neumann’s death, “which has always regarded ethics as an essential part of human life, and…which has not been able to talk about the prospect of killing almost everybody, except in prudential and game-theoretical terms?”

to design a “fairness algorithm” we need to know what fairness is. Fairness is not a mathematical constant or even a variable. It is a human value, meaning that there are many often competing and even contradictory visions of it on offer in our societies.

Hence Oppenheimer set out to make the Institute for Advanced Study a place for thinking about humanistic subjects like Russian culture, medieval history, or ancient philosophy, as well as about mathematics and the theory of the atom. He hired scholars like George Kennan, the diplomat who designed the Cold War policy of Soviet “containment”; Harold Cherniss, whose work on the philosophies of Plato and Aristotle influenced many Institute colleagues; and the mathematical physicist Freeman Dyson, who had been one of the youngest collaborators in the Manhattan Project. Traces of their conversations and collaborations are preserved not only in their letters and biographies, but also in their research, their policy recommendations, and in their ceaseless efforts to help the public understand the dangers and opportunities technology offers the world.

In their biography “American Prometheus,” which inspired Nolan’s film, Martin Sherwin and Kai Bird document Oppenheimer’s conviction that “the safety” of a nation or the world “cannot lie wholly or even primarily in its scientific or technical prowess.” If humanity wants to survive technology, he believed, it needs to pay attention not only to technology but also to ethics, religions, values, forms of political and social organization, and even feelings and emotions.

Preserving any human value worthy of the name will therefore require not only a computer scientist, but also a sociologist, psychologist, political scientist, philosopher, historian, theologian. Oppenheimer even brought the poet T.S. Eliot to the Institute, because he believed that the challenges of the future could only be met by bringing the technological and the human together. The technological challenges are growing, but the cultural abyss separating STEM from the arts, humanities, and social sciences has only grown wider. More than ever, we need institutions capable of helping them think together.

Related Expert Q&A

This methodology involves one party proving it has information it claims is true and a second party that wants to verify that the first party's information is indeed true. With a zero-knowledge proof system, the proving party does not transmit any secretive information that could substantiate whether what it claims is true.

– SearchSecurity

A zero-knowledge proof requires no real knowledge or secret information to prove the claim.

Zero-knowledge proofs are used in modern cybersecurity in situations where one system claims to possess sensitive data yet does not want to transmit that data to prove it to another system.

At the same time, it was not immediately clear how some of the other groundbreaking work, like language models that better understand natural conversation or that can break down a task into logical smaller steps, will ultimately lead to the next generation of computing that Google has touted.

Much of those capabilities are powered by the deep technological work Google has done for years using so-called machine learning, image recognition and natural language understanding. It’s a sign of an evolution rather than revolution for Google and other large tech giants.