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Javier E

Why I Refuse to "Educate Myself" - Persuasion - 0 views

  • over the previous weeks, the phrase educate yourself had become a cliché.
  • I don’t have a problem with the idea that Americans have a responsibility to study the history of racism in their country. Indeed, I think that Black Lives Matter have performed a public service in forcing many to consider how their fellow citizens continue to be hurt by its persistent effects today
  • The problem is that those who claim the right to tell others to educate themselves place so much emphasis on who ought to be educated, and so little emphasis on who is doing the educating—and this turns what could be an opportunity for real intellectual engagement into an occasion for moral grandstanding.
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  • if I type “educate yourself race” into my Google search bar, I am met with book lists compiled by Hello magazine, Variety and Glamour. They include titles like White Fragility, How to Be an Antiracist and Why I’m No Longer Talking to White People About Race. There is no acknowledgement of the fact that these authors’ anti-racist projects run directly up against each other, nor that many of history’s most important anti-racists would strongly disagree with their recommendations.
  • The message seems to be that there is a set of uncontested facts about race, and anyone can find them with the help of a how-to guide. So long as you are willing to follow a preordained path, you can walk a straight line from A to B, coming to understand both your unearned privilege and how to make up for it.
  • But even a cursory glance at America’s intellectual history makes clear how false this presumption is
  • The disagreements between American anti-racists go back centuries: there were angry letters between William Lloyd Garrison, Harriet Beecher Stowe and Frederick Douglass. Furious exchanges between W. E. B. Du Bois and Booker T. Washington. Richard Wright, Zora Neale Hurston, Ralph Ellison and James Baldwin exchanged critical essays. Martin Luther King, Robert F. Williams, Bayard Rustin and Malcolm X engaged in vigorous debates.
  • All these heroes explicitly disagreed with each other about how to move America towards a better racial future. Their work ought to be a reminder that any attempt to educate oneself about racism must involve understanding the conflicts between those who have sought to eradicate it.
  • Among contemporary intellectuals and activists, you have to look a little harder for disagreement, if only because an orthodoxy is quickly taking hold of many of our mainstream institutions. But even today, there are black economists—from Thomas Sowell to Roland Fryer—who strongly disagree with the depiction of our current reality laid out on those reading lists.
  • And there are many black sociologists—from Orlando Patterson to Karen E. Fields—who vehemently disagree about what an anti-racist America would look like.
  • There is an irony in the fact that many of those who claim to be suspicious of grand narratives and objective truths have such faith in a stringent, absolutist picture of racial education.
  • it is tragically ironic that they use their adopted slogan to corrupt the essence of independent learning.
  • Education is not re-education. It is, at least in part, figuring out why we think the way we do, and examining the inevitable contradictions in our thought
  • That means understanding why 54% of black people in America don’t think hiring decisions should take skin color into account, and why 81% don’t want reduced police presence in their local areas.
  • It also means understanding how racial attitudes have changed over time, and critically assessing the ideas and policies that even the most well-intentioned anti-racists take for granted. It does not mean fighting for a world in which everyone looks different but thinks the same.
  • A national conversation about racism that isn’t just an empty cliché—one that actually debates the different types of racial or post-racial worlds we want to live in, and the different ways in which we might get there—could propel that work to greater heights.
  • But telling people that there is only one right way to think about a question is a guaranteed way to convince them not to think at all. The current conversation is dominated by the pernicious use of a phrase that is doing more to erase that work than to bolster it.
Javier E

COVID-19 Changed Science Forever - The Atlantic - 0 views

  • New diagnostic tests can detect the virus within minutes. Massive open data sets of viral genomes and COVID‑19 cases have produced the most detailed picture yet of a new disease’s evolution. Vaccines are being developed with record-breaking speed. SARS‑CoV‑2 will be one of the most thoroughly characterized of all pathogens, and the secrets it yields will deepen our understanding of other viruses, leaving the world better prepared to face the next pandemic.
  • But the COVID‑19 pivot has also revealed the all-too-human frailties of the scientific enterprise. Flawed research made the pandemic more confusing, influencing misguided policies. Clinicians wasted millions of dollars on trials that were so sloppy as to be pointless. Overconfident poseurs published misleading work on topics in which they had no expertise. Racial and gender inequalities in the scientific field widened.
  • At its best, science is a self-correcting march toward greater knowledge for the betterment of humanity. At its worst, it is a self-interested pursuit of greater prestige at the cost of truth and rigor
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  • Traditionally, a scientist submits her paper to a journal, which sends it to a (surprisingly small) group of peers for (several rounds of usually anonymous) comments; if the paper passes this (typically months-long) peer-review gantlet, it is published (often behind an expensive paywall). Languid and opaque, this system is ill-suited to a fast-moving outbreak. But biomedical scientists can now upload preliminary versions of their papers, or “preprints,” to freely accessible websites, allowing others to immediately dissect and build upon their results. This practice had been slowly gaining popularity before 2020, but proved so vital for sharing information about COVID‑19 that it will likely become a mainstay of modern biomedical research. Preprints accelerate science, and the pandemic accelerated the use of preprints. At the start of the year, one repository, medRxiv (pronounced “med archive”), held about 1,000 preprints. By the end of October, it had more than 12,000.
  • The U.S. is now catching up. In April, the NIH launched a partnership called ACTIV, in which academic and industry scientists prioritized the most promising drugs and coordinated trial plans across the country. Since August, several such trials have started.
  • Researchers have begun to uncover how SARS‑CoV‑2 compares with other coronaviruses in wild bats, the likely reservoir; how it infiltrates and co-opts our cells; how the immune system overreacts to it, creating the symptoms of COVID‑19. “We’re learning about this virus faster than we’ve ever learned about any virus in history,” Sabeti said.
  • Similar triumphs occurred last year—in other countries. In March, taking advantage of the United Kingdom’s nationalized health system, British researchers launched a nationwide study called Recovery, which has since enrolled more than 17,600 COVID‑19 patients across 176 institutions. Recovery offered conclusive answers about dexamethasone and hydroxychloroquine and is set to weigh in on several other treatments. No other study has done more to shape the treatment of COVID‑19.
  • SARS‑CoV‑2’s genome was decoded and shared by Chinese scientists just 10 days after the first cases were reported. By November, more than 197,000 SARS‑CoV‑2 genomes had been sequenced. About 90 years ago, no one had even seen an individual virus; today, scientists have reconstructed the shape of SARS‑CoV‑2 down to the position of individual atoms
  • Respiratory viruses, though extremely common, are often neglected. Respiratory syncytial virus, parainfluenza viruses, rhinoviruses, adenoviruses, bocaviruses, a quartet of other human coronaviruses—they mostly cause mild coldlike illnesses, but those can be severe. How often? Why? It’s hard to say, because, influenza aside, such viruses attract little funding or interest.
  • COVID‑19 has developed a terrifying mystique because it seems to behave in unusual ways. It causes mild symptoms in some but critical illness in others. It is a respiratory virus and yet seems to attack the heart, brain, kidneys, and other organs. It has reinfected a small number of people who had recently recovered. But many other viruses share similar abilities; they just don’t infect millions of people in a matter of months or grab the attention of the entire scientific community
  • Thanks to COVID‑19, more researchers are looking for these rarer sides of viral infections, and spotting them.
  • These factors pull researchers toward speed, short-termism, and hype at the expense of rigor—and the pandemic intensified that pull. With an anxious world crying out for information, any new paper could immediately draw international press coverage—and hundreds of citations.
  • “There’s a perception that they’re just colds and there’s nothing much to learn,” says Emily Martin of the University of Michigan, who has long struggled to get funding to study them. Such reasoning is shortsighted folly. Respiratory viruses are the pathogens most likely to cause pandemics, and those outbreaks could potentially be far worse than COVID‑19’s.
  • Their movements through the air have been poorly studied, too. “There’s this very entrenched idea,” says Linsey Marr at Virginia Tech, that viruses mostly spread through droplets (short-range globs of snot and spit) rather than aerosols (smaller, dustlike flecks that travel farther). That idea dates back to the 1930s, when scientists were upending outdated notions that disease was caused by “bad air,” or miasma. But the evidence that SARS‑CoV‑2 can spread through aerosols “is now overwhelming,”
  • Another pandemic is inevitable, but it will find a very different community of scientists than COVID‑19 did. They will immediately work to determine whether the pathogen—most likely another respiratory virus—moves through aerosols, and whether it spreads from infected people before causing symptoms. They might call for masks and better ventilation from the earliest moments, not after months of debate
  • They will anticipate the possibility of an imminent wave of long-haul symptoms, and hopefully discover ways of preventing them. They might set up research groups to prioritize the most promising drugs and coordinate large clinical trials. They might take vaccine platforms that worked best against COVID‑19, slot in the genetic material of the new pathogen, and have a vaccine ready within months
  • the single-minded focus on COVID‑19 will also leave a slew of negative legacies. Science is mostly a zero-sum game, and when one topic monopolizes attention and money, others lose out.
  • Long-term studies that monitored bird migrations or the changing climate will forever have holes in their data because field research had to be canceled.
  • negligence has left COVID‑19 long-haulers with few answers or options, and they initially endured the same dismissal as the larger ME community. But their sheer numbers have forced a degree of recognition. They started researching, cataloging their own symptoms. They gained audiences with the NIH and the World Health Organization. Patients who are themselves experts in infectious disease or public health published their stories in top journals. “Long COVID” is being taken seriously, and Brea hopes it might drag all post-infection illnesses into the spotlight. ME never experienced a pivot. COVID‑19 might inadvertently create one
  • Other epistemic trespassers spent their time reinventing the wheel. One new study, published in NEJM, used lasers to show that when people speak, they release aerosols. But as the authors themselves note, the same result—sans lasers—was published in 1946, Marr says. I asked her whether any papers from the 2020 batch had taught her something new. After an uncomfortably long pause, she mentioned just one.
  • The incentives to trespass are substantial. Academia is a pyramid scheme: Each biomedical professor trains an average of six doctoral students across her career, but only 16 percent of the students get tenure-track positions. Competition is ferocious, and success hinges on getting published
  • Conservationists who worked to protect monkeys and apes kept their distance for fear of passing COVID‑19 to already endangered species.
  • Among scientists, as in other fields, women do more child care, domestic work, and teaching than men, and are more often asked for emotional support by their students. These burdens increased as the pandemic took hold, leaving women scientists “less able to commit their time to learning about a new area of study, and less able to start a whole new research project,
  • published COVID‑19 papers had 19 percent fewer women as first authors compared with papers from the same journals in the previous year. Men led more than 80 percent of national COVID‑19 task forces in 87 countries. Male scientists were quoted four times as frequently as female scientists in American news stories about the pandemic.
  • American scientists of color also found it harder to pivot than their white peers, because of unique challenges that sapped their time and energy.
  • Science suffers from the so-called Matthew effect, whereby small successes snowball into ever greater advantages, irrespective of merit. Similarly, early hindrances linger. Young researchers who could not pivot because they were too busy caring or grieving for others might suffer lasting consequences from an unproductive year. COVID‑19 “has really put the clock back in terms of closing the gap for women and underrepresented minorities,”
  • In 1848, the Prussian government sent a young physician named Rudolf Virchow to investigate a typhus epidemic in Upper Silesia. Virchow didn’t know what caused the devastating disease, but he realized its spread was possible because of malnutrition, hazardous working conditions, crowded housing, poor sanitation, and the inattention of civil servants and aristocrats—problems that require social and political reforms. “Medicine is a social science,” Virchow said, “and politics is nothing but medicine in larger scale.”
  • entists discovered the microbes responsible for tuberculosis, plague, cholera, dysentery, and syphilis, most fixated on these newly identified nemeses. Societal factors were seen as overly political distractions for researchers who sought to “be as ‘objective’ as possible,” says Elaine Hernandez, a medical sociologist at Indiana University. In the U.S., medicine fractured.
  • New departments of sociology and cultural anthropology kept their eye on the societal side of health, while the nation’s first schools of public health focused instead on fights between germs and individuals. This rift widened as improvements in hygiene, living standards, nutrition, and sanitation lengthened life spans: The more social conditions improved, the more readily they could be ignored.
  • The ideological pivot away from social medicine began to reverse in the second half of the 20th century.
  • Politicians initially described COVID‑19 as a “great equalizer,” but when states began releasing demographic data, it was immediately clear that the disease was disproportionately infecting and killing people of color.
  • These disparities aren’t biological. They stem from decades of discrimination and segregation that left minority communities in poorer neighborhoods with low-paying jobs, more health problems, and less access to health care—the same kind of problems that Virchow identified more than 170 years ago.
  • In March, when the U.S. started shutting down, one of the biggest questions on the mind of Whitney Robinson of UNC at Chapel Hill was: Are our kids going to be out of school for two years? While biomedical scientists tend to focus on sickness and recovery, social epidemiologists like her “think about critical periods that can affect the trajectory of your life,” she told me. Disrupting a child’s schooling at the wrong time can affect their entire career, so scientists should have prioritized research to figure out whether and how schools could reopen safely. But most studies on the spread of COVID‑19 in schools were neither large in scope nor well-designed enough to be conclusive. No federal agency funded a large, nationwide study, even though the federal government had months to do so. The NIH received billions for COVID‑19 research, but the National Institute of Child Health and Human Development—one of its 27 constituent institutes and centers—got nothing.
  • The horrors that Rudolf Virchow saw in Upper Silesia radicalized him, pushing the future “father of modern pathology” to advocate for social reforms. The current pandemic has affected scientists in the same way
  • COVID‑19 could be the catalyst that fully reunifies the social and biological sides of medicine, bridging disciplines that have been separated for too long.
  • “To study COVID‑19 is not only to study the disease itself as a biological entity,” says Alondra Nelson, the president of the Social Science Research Council. “What looks like a single problem is actually all things, all at once. So what we’re actually studying is literally everything in society, at every scale, from supply chains to individual relationships.”
Javier E

Portugal's drug decriminalization faces opposition as addiction multiplies - The Washin... - 0 views

  • Cocaine production is at global highs. Seizures of amphetamine and methamphetamine have exploded. The multiyear pandemic deepened personal burdens and fomented an increase in use.
  • In the United States alone, overdose deaths, fueled by opioids and deadly synthetic fentanyl, topped 100,000 in both 2021 and 2022 — or double what it was in 2015.
  • Across the Atlantic in Europe, tiny Portugal appeared to harbor an answer. In 2001, it threw out years of punishment-driven policies in favor of harm reduction by decriminalizing consumption of all drugs for personal use, including the purchase and possession of 10-day supplies.
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  • Consumption remains technically against the law, but instead of jail, people who misuse drugs are registered by police and referred to “dissuasion commissions.” For the most troubled people, authorities can impose sanctions including fines and recommend treatment. The decision to attend is voluntary.
  • Other countries have moved to channel drug offenses out of the penal system too. But none in Europe institutionalized that route more than Portugal. Within a few years, HIV transmission rates via syringes — one the biggest arguments for decriminalization — had plummeted. From 2000 to 2008, prison populations fell by 16.5 percent. Overdose rates dropped as public funds flowed from jails to rehabilitation. There was no evidence of a feared surge in use.
  • None of the parade of horrors that decriminalization opponents in Portugal predicted, and that decriminalization opponents around the world typically invoke, has come to pass,” a landmark Cato Institute report stated in 2009.
  • But in the first substantial way since decriminalization passed, some Portuguese voices are now calling for a rethink of a policy that was long a proud point of national consensus. Urban visibility of the drug problem, police say, is at its worst point in decades and the state-funded nongovernmental organizations that have largely taken over responding to the people with addiction seem less concerned with treatment than affirming that lifetime drug use should be seen as a human right.
  • “At the end of the day, the police have their hands tied,” said António Leitão da Silva, chief of Municipal Police of Porto, adding the situation now is comparable to the years before decriminalization was implemented.
  • the percent of adults who have used illicit drugs increased to 12.8 percent in 2022, up from 7.8 in 2001, though still below European averages
  • Overdose rates have hit 12-year highs and almost doubled in Lisbon from 2019 to 2023. Sewage samples in Lisbon show cocaine and ketamine detection is now among the highest in Europe, with elevated weekend rates suggesting party-heavy usage
  • even proponents of decriminalization here admit that something is going wrong.
  • In Porto, the collection of drug-related debris from city streets surged 24 percent between 2021 and 2022, with this year on track to far outpace the last.
  • Crime — including robbery in public spaces — spiked 14 percent from 2021 to 2022, a rise police blame partly on increased drug use
  • When crack pipes are available, the social workers give them out. There’s no judgment, few questions, and no pressure to embrace change.
  • Summing up the philosophy, Luísa Neves, SAOM’s president, said: “You have to respect the user. If they want to use, it is their right.”
  • Police deployed in force to the area three months ago to crack down on dealers, who can be and are being arrested. Patrol cars are now stationed in the neighborhood 24 hours a day, scattering people using drug
  • overdoses this year in Portland, the state’s largest city, have surged 46 percent.
  • “When you first back off enforcement, there are not many people walking over the line that you’ve removed. And the public think it’s working really well,
  • “Then word gets out that there’s an open market, limits to penalties, and you start drawing in more drug users. Then you’ve got a more stable drug culture, and, frankly, it doesn’t look as good anymore.”
  • An eight-minute walk uphill from Porto’s safe drug-use center, in a neighborhood of elegant two-story homes with hedgerows of roses and hibiscus, neighbors talk of an “invasion” of people using drugs since the pandemic
  • In Oregon — where the policy took effect in early 2021 openly citing Portugal as a model — attempts to funnel people with addiction from jail to rehabilitation have had a rough start. Police have shown little interest in handing out toothless citations for drug use, grants for treatment have lagged, and extremely few people are seeking voluntary rehabilitation
  • We have to do something with the law. We know they can’t stay here forever. What happens when the police leave?”
  • Porto’s mayor and other critics, including neighborhood activist groups, are not calling for a wholesale repeal of decriminalization — but rather, a limited re-criminalization in urban areas and near schools and hospitals to address rising numbers of people misusing drugs.
  • In a country where the drug policy is seen as sacred, even that has generated pushback — with nearly 200 experts signing an opposition letter after Porto’s city commission in January passed a resolution seeking national-level changes.
  • ave today no longer serves as an example to anyone.” Rather than fault the policy, however, he blames a lack of funding.
  • After years of economic crisis, Portugal decentralized its drug oversight operation in 2012. A funding drop from 76 million euros ($82.7 million) to 16 million euros ($17.4 million) forced Portugal’s main institution to outsource work previously done by the state to nonprofit groups, including the street teams that engage with people who use drugs. The country is now moving to create a new institute aimed at reinvigorating its drug prevention programs.
  • Twenty years ago, “we were quite successful in dealing with the big problem, the epidemic of heroin use and all the related effects,” Goulão said in an interview with The Washington Post. “But we have had a kind of disinvestment, a freezing in our response … and we lost some efficacy.”
  • Of two dozen street people who use drugs and were asked by The Post, not one said they’d ever appeared before one of Portugal’s Dissuasion Commissions, envisioned as conduits to funnel people with addiction into rehab
  • “Why?”
  • “Because we know most of them. We’ve registered them before. Nothing changes if we take them in.”
Javier E

Before Collapse of Silicon Valley Bank, the Fed Spotted Big Problems - The New York Times - 0 views

  • In 2021, a Fed review of the growing bank found serious weaknesses in how it was handling key risks. Supervisors at the Federal Reserve Bank of San Francisco, which oversaw Silicon Valley Bank, issued six citations. Those warnings, known as “matters requiring attention” and “matters requiring immediate attention,” flagged that the firm was doing a bad job of ensuring that it would have enough easy-to-tap cash on hand in the event of trouble.
  • But the bank did not fix its vulnerabilities. By July 2022, Silicon Valley Bank was in a full supervisory review — getting a more careful look — and was ultimately rated deficient for governance and controls. It was placed under a set of restrictions that prevented it from growing through acquisitions
  • It became clear to the Fed that the firm was using bad models to determine how its business would fare as the central bank raised rates: Its leaders were assuming that higher interest revenue would substantially help their financial situation as rates went up, but that was out of step with reality.
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  • By early 2023, Silicon Valley Bank was in what the Fed calls a “horizontal review,” an assessment meant to gauge the strength of risk management. That checkup identified additional deficiencies — but at that point, the bank’s days were numbered
  • The picture that is emerging is one of a bank whose leaders failed to plan for a realistic future and neglected looming financial and operational problems, even as they were raised by Fed supervisors. For instance, according to a person familiar with the matter, executives at the firm were told of cybersecurity problems both by internal employees and by the Fed — but ignored the concerns.
  • Still, the extent of known issues at the bank raises questions about whether Fed bank examiners or the Fed’s Board of Governors in Washington could have done more to force the institution to address weaknesses
  • Other worries center on whether Jerome H. Powell, the Fed chair, allowed too much deregulation during the Trump administration. Randal K. Quarles, who was the Fed’s vice chair for supervision from 2017 to 2021, carried out a 2018 regulatory rollback law in an expansive way that some onlookers at the time warned would weaken the banking system.
  • Typically, banks with fewer than $250 billion in assets are excluded from the most onerous parts of bank oversight — and that has been even more true since a “tailoring” law that passed in 2018 during the Trump administration and was put in place by the Fed in 2019. Those changes left smaller banks with less stringent rules.
  • Silicon Valley Bank was still below that threshold, and its collapse underlined that even banks that are not large enough to be deemed globally systemic can cause sweeping problems in the American banking system.
  • Some of the concerns center on the fact that the bank’s chief executive, Greg Becker, sat on the Federal Reserve Bank of San Francisco’s board of directors until March 10. While board members do not play a role in bank supervision, the optics of the situation are bad.
  • “One of the most absurd aspects of the Silicon Valley bank failure is that its CEO was a director of the same body in charge of regulating it,” Senator Bernie Sanders, a Vermont independent, wrote on Twitter on Saturday, announcing that he would be “introducing a bill to end this conflict of interest by banning big bank CEOs from serving on Fed boards.
  • “It’s a failure of supervision,” said Peter Conti-Brown, an expert in financial regulation and a Fed historian at the University of Pennsylvania. “The thing we don’t know is if it was a failure of supervisors.”
  • Mr. Powell typically defers to the Fed’s supervisory vice chair on regulatory matters, and he did not vote against those changes. Lael Brainard, then a Fed governor and now a top White House economic adviser, did vote against some of the tweaks — and flagged them as potentially dangerous in dissenting statements.
Javier E

Opinion | A.I. Is Endangering Our History - The New York Times - 0 views

  • Fortunately, there are numerous reasons for optimism about society’s ability to identify fake media and maintain a shared understanding of current events
  • While we have reason to believe the future may be safe, we worry that the past is not.
  • History can be a powerful tool for manipulation and malfeasance. The same generative A.I. that can fake current events can also fake past ones
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  • there is a world of content out there that has not been watermarked, which is done by adding imperceptible information to a digital file so that its provenance can be traced. Once watermarking at creation becomes widespread, and people adapt to distrust content that is not watermarked, then everything produced before that point in time can be much more easily called into question.
  • countering them is much harder when the cost of creating near-perfect fakes has been radically reduced.
  • There are many examples of how economic and political powers manipulated the historical record to their own ends. Stalin purged disloyal comrades from history by executing them — and then altering photographic records to make it appear as if they never existed
  • Slovenia, upon becoming an independent country in 1992, “erased” over 18,000 people from the registry of residents — mainly members of the Roma minority and other ethnic non-Slovenes. In many cases, the government destroyed their physical records, leading to their loss of homes, pensions, and access to other services, according to a 2003 report by the Council of Europe Commissioner for Human Rights.
  • The infamous Protocols of the Elders of Zion, first published in a Russian newspaper in 1903, purported to be meeting minutes from a Jewish conspiracy to control the world. First discredited in August 1921, as a forgery plagiarized from multiple unrelated sources, the Protocols featured prominently in Nazi propaganda, and have long been used to justify antisemitic violence, including a citation in Article 32 of Hamas’s 1988 founding Covenant.
  • In 1924, the Zinoviev Letter, said to be a secret communiqué from the head of the Communist International in Moscow to the Communist Party of Great Britain to mobilize support for normalizing relations with the Soviet Union, was published by The Daily Mail four days before a general election. The resulting scandal may have cost Labour the election.
  • As it becomes easier to generate historical disinformation, and as the sheer volume of digital fakes explodes, the opportunity will become available to reshape history, or at least to call our current understanding of it into question.
  • Decades later Operation Infektion — a Soviet disinformation campaign — used forged documents to spread the idea that the United States had invented H.I.V., the virus that causes AIDS, as a biological weapon.
  • Fortunately, a path forward has been laid by the same companies that created the risk.
  • In indexing a large share of the world’s digital media to train their models, the A.I. companies have effectively created systems and databases that will soon contain all of humankind’s digitally recorded content, or at least a meaningful approximation of it.
  • They could start work today to record watermarked versions of these primary documents, which include newspaper archives and a wide range of other sources, so that subsequent forgeries are instantly detectable.
  • many of the intellectual property concerns around providing a searchable online archive do not apply to creating watermarked and time-stamped versions of documents, because those versions need not be made publicly available to serve their purpose. One can compare a claimed document to the recorded archive by using a mathematical transformation of the document known as a “hash,” the same technique the Global Internet Forum to Counter Terrorism, uses to help companies screen for known terrorist content.
  • creating verified records of historical documents can be valuable for the large A.I. companies. New research suggests that when A.I. models are trained on A.I.-generated data, their performance quickly degrades. Thus separating what is actually part of the historical record from newly created “facts” may be critical.
  • Preserving the past will also mean preserving the training data, the associated tools that operate on it and even the environment that the tools were run in.
  • Such a vellum will be a powerful tool. It can help companies to build better models, by enabling them to analyze what data to include to get the best content, and help regulators to audit bias and harmful content in the models
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