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County receives three proposals for data center health study
Multiple firms submitted proposals to conduct a study for Lackawanna County attempting to quantify the potential cumulative health and air quality impacts of proposed data center development here.
The politics and possibilities of ‘AI could kill us all’
I found myself fielding a lot of questions from folks who don’t usually talk much about AI this week. They were mostly along the lines of “do you think AI is going to kill us all?” or “how worried should I be about this human extinction stuff?” Motivating this wave of existential anxiety was the highly dramatic resignation of now-former Anthropic employee Jacob Coxon, who quit his job while publicly sharing his concerns about safety practices at the leading AI companies. More specifically, he declared that almost everyone at OpenAI and Anthropic, the leading AI labs, believes that there’s a decent chance the AI systems they’re producing could “kill us all” by the end of the decade, and the companies aren’t “acting responsibly.” Other AI safety researchers, including those still employed at Anthropic and OpenAI, all confirmed that yes, Coxon is correct, they’re all worried that their company’s products might prove fatal for the entire human race as well. Two more AI employees quit and joined the chorus. Now, the warning shot has been covered everywhere from the Wall Street Journal to Fox News to WIRED to the Guardian. I understand why all this sounds scary, but my response to those who have asked, has generally been: No, you don’t need to worry that AI will kill go rogue and kill us all. But that does not mean we shouldn’t worry, period. Far from it. The companies building AI products are now among the wealthiest and most powerful entities in the world. And they very much are building enormous engines of mass surveillance, extraction, and automation. They can and have allowed their AI systems to carry out felony hacks of other companies, provided the government with autonomously generated kill lists, and sold enterprise technology to firms around the world that is explicitly intended to replace jobs. But “AI” has done these things not because they have all-powerful minds of their own but, ultimately, because people have programmed, calibrated, and directed them to. In other words, it’s not AI we need to worry the most about. It’s the people and corporations working to profit from and gain power by deploying it. The technology is sophisticated, sure, and, especially in cybersecurity contexts, potentially disruptive to plenty of existing systems. But if we want to stop this predatory, profiteering, and extractive form of AI—and it’s worth noting that at this point, most people do—we absolutely can. A quick note/plea: I can only do all of this with the support of readers like you, so if you find value in independent, critical tech journalism and analysis, please consider becoming a paid subscriber. I want to keep as much of this un-paywalled as absolutely possible, and I need your support to do so. Many thanks to all who continue to chip in, it’s very much appreciated. Onward. Subscribe First, some context: AI industry folks like Coxon have been discussing the prospect that AI will destroy humanity for years. Even before the beginning of the AI boom, many working in the industry, from the executive staff to the rank and file researchers, have obsessed over ‘x-risk’, or the possibility that AI will become sentient or semi-sentient and move one way or another to exterminate humanity. This is ostensibly why Elon Musk bankrolled OpenAI in the first place, and is the grounds for his lawsuit alleging OpenAI betrayed its charter by abandoning its nonprofit status to become a commercial enterprise. Many AI engineers and startup founders have calculated their own personal p(doom), or the probability that the tech product they are working on will initiate an actual humanity-extinguishing apocalypse. 10-25% p(doom)s are pretty common. (I wrote about a long weekend I spent among these folks at one of their top conferences here, to give you an idea of their ideas and belief systems.) Sam Altman himself drove the narrative of the imminent rise of a super-powerful AI, or artificial general intelligence, to prominence by declaring that the technology he was building posed an existential risk to humanity. This idea is in other words baked into the DNA of modern AI companies and into the products they engineer. It’s also why the industry is routinely accused, by myself and others, of “doom marketing,” ie, using such proclamations and framings to impart the sheer power of the technology behind your product onto investors, partners, consumers, and the state. Some ambient understanding of this tendency may have helped prevent the press from repeating the claim every time one of the x-risk folks made it over the years, including when they quit their jobs at AI companies while doing so. Yet Coxon’s AI x-risk alarm has broken containment, as they say, and has exposed the idea to the mainstream media once again. This has happened, I think, for a number of reasons. First, when AI CEOs were going around saying AI might kill everyone in 2023, their companies were well-capitalized, but not nearly to the extent they are today. They were more easily dismissed as eccentric geeks of the sort that Silicon Valley is supposed to produce. Now, not only do their products have much greater market saturation, but people are more aware of a) the often unethical ways the executives and companies comport themselves b) the other adverse impacts of AI that have already arrived, and c) the physical cost of building these systems, particularly when it comes to data centers. Finally, toss in the constant stream of headlines in 2026 about AI models going rogue or potentially upending the world’s infrastructure. [ ](https://www.bloodinthemachine.com/p/with-the-backlash-to-data-centers) [ With the backlash to data centers, Flock and AI glasses, a mass opposition to big tech is underway. Silicon Valley is in denial. ](https://www.bloodinthemachine.com/p/with-the-backlash-to-data-centers) Brian Merchant · Aug 27 [ Read full story ](https://www.bloodinthemachine.com/p/with-the-backlash-to-data-centers) As a result, general sentiment was already overwhelmingly skeptical of AI and its overlords, so the table was pretty well set for someone to come along and say ‘just a reminder, the companies that are building the product that promises to take your job and leave a data center in your neighborhood also think that it might exterminate the human race’ and get a strong reaction from the media and the public. The question is: Should we understand this stuff as hype, strategically fanned to feed already swelling valuations? Is it doom marketing? Genuine cause for alarm that the infrastructure that undergirds modern life is facing a novel threat vector? Or reason to be sincerely worried that AI companies are amassing too much power, and that their products are genuinely dangerous? The answer, I’m afraid, is “yes.” Let me try to untangle all of this a bit, because arguments over how to navigate this moment are extremely heated right now, as they are essentially arguments over how to approach the politics of AI at a moment where there may be a unique opening for action. Those sympathetic to AI alignment concerns and x risk arguments—which increasingly includes a faction on the left who want to shut down AI over safety concerns—argue that people who dismiss AI as all hype have their heads in the sand. Meanwhile, critics of the x-risk narrative—which I might note includes a cadre of investors and tech folks on the right, too—argue that it is hype and can be used to further inflate valuations or for pursuing regulatory capture. The challenge is that many feel that dismissing AI as just hype or purely marketing also diminishes the urgency of taking on the AI industry as the novel and threat to labor, civil society, and the public sphere it is; others that by accepting the industry’s own terms, we imbue it with undue power and enable it. But let’s be clear: Declarations that AI is so powerful it might end the world are a kind of marketing, and anyone who says otherwise is just as off base as those who say that’s all that it is. If you don’t think that these sub-trillion dollar companies have higher-ups who noticed that when their founders talked about super-powerful dangerous AI they got spikes in media interest and phone calls from investors, or that those founders didn’t notice that themselves, and lean into certain narratives to advantage their products, then I don’t know what to tell you. Not all marketing is a Pepsi ad campaign with a celebrity spokesperson. Yet confronting the AI industry should certainly be considered an urgent project. Do I share the x-riskers’ fear that out-of-control, super-intelligent AI agents might end the world? I do not. I’ve read a good deal of AI extinction literature over the last couple of years and I have not come across a credible, step-by-step documentation of how exactly AI might move from self-recursively improving AI to killing every single human on the planet. Most of what I’ve read seems predicated on a sort of reverse Ian Malcolmian logic: Eventually, it becomes smart enough and AI, uh, finds a way (to exterminate humanity). Are the AI companies also overstating and dramatizing what their products can do? Yes, pretty much all the time. They’re in a knife fight for market share and are trying to win customers and government contracts before their investors come knocking. And yet. They have concentrated enormous amounts of compute, have extensive data collection and surveillance capacities, have inserted themselves into the state in numerous capacities, including military kill chains, and they are being run by egomaniacal billionaires who are rushing to monopolize an entire new market. The way I think about their most recent frightening-seeming exploits is not as a “swarm of rogue AI agents building a new civilization” or whatever, but as corporations with a hitherto-unimaginable amount of compute at their disposal recklessly experimenting with automation programs, completely unafraid of any repercussions because we have been unwilling or unable to impose any on them. So I think we should welcome any newfound imperative to hold them accountable. I also think that ultimately, the AI critics, Pause AI folks, leftists, doomers, effective altruists, and, honestly, most of the public, want a lot of the same things: legitimate checks and limits on AI companies’ power, actual transparency into what the companies are doing, and for more of AI to be under public control. (Ultimately, a lot of what animates the x-risk fears are rooted in just that: a fear of losing control.) How we move towards all this, exactly, is the question of the day, and while there’s much to be argued over in terms of building a viable political platform to challenge the AI industry’s power, I do want to cast a vote against one particular approach. Not to pick on Chris here, as there are a lot of folks out there proposing stuff like this, and the policy ideas actually stem from AI safety groups. But not only would this be challenging to land politically (I can already hear the ‘China will beat us to AGI’ calls) and all but unworkable in practice, this approach is a) far too limiting, b) fails to address the current harms caused by AI and c) would likely only wind up serving Anthropic and OpenAI; it’s what regulatory capture looks like in action. Full model transparency is the floor for what should be on offer here. If these companies believe their products will kill us, the very least we deserve is to know how. It’s in the public interest. I would also argue we might get a lot of the way to stopping any currently envisioned robot apocalypse simply by forcing AI companies to assume liability, and to submit to the full brunt of the law. If Sam Altman were liable to be charged with a felony for approving the hack on Hugging Face1, if Google was forced to pay defamation fines each time it published a false and injurious AI Overviews, these companies might suddenly find cause to restrain their models’ output, and we might hear less about rogue AI. We would need to introduce new frameworks and available tools for tracking automated lawbreaking, to be sure, but I’d wager that little would frighten the AI companies more than actually being held accountable for what their products enable. To that end, Illinois has passed an AI liability law, which the industry fought tooth and nail, and Florida is considering one. The next steps would be towards moving AI under public control; again, it’s only reasonable, since everyone, not just AI insiders, should get a say over how a technology whose developers say might kill us is developed and deployed. Dismantling the whole industrial project as currently structured should be on the table, too, pending democratic input. But that’s for another post. For now, suffice to say that while I won’t be losing any sleep about an AI-enabled extinction event, Mr. Coxon and co. have given us an opportunity to underscore the urgency of the clear and present damage AI companies are doing, the extreme power they wield and the extent to which they hold themselves unaccountable, and the abundance of political capital there is out there for taking them on. Subscribe 1 Purely speculative! I do not know if he did or not.
AI may be denting computer science graduates’ job prospects, UK data shows
Economics graduates also appear to be affected as demand for them falls in well-paid roles in finance
SBJ's Tech Awards: Winners Span Data, Performance, Fan Access
SBJ's fourth annual SBA: Tech awards named winners in AI, performance, fan experience and venue tech.
Larchmont Remembers 9/11: Business Owners Look Back 25 Years - Larchmont Buzz
Larchmont Business owners remembered 9/11 on the 25th anniversary of the attacks. The street was quiet for business but busy as a gathering place for the community.
9/11 ceremony live updates: Families gather at WTC, Pentagon, Shanksville to mark 25 years
More than 9,400 people have died from 9/11-related illnesses, according to recently published data from the WTC Health Program.
Tech Experts Take Exports Accolades
The Export Council of Alaska presented its annual awards to beadedstream and Pacific Dataport for technology services sold internationally.
Who Benefits from Apocalyptic Claims About AI?
Anthropic researcher Jacob Coxon quit and posted at X last Tuesday, to over 25 million views, that “No other human activity poses this level of danger.”
Help Refine Data from Space Telescopes with Artifact InSPECtor
How do scientists studying space with data from a telescope hundreds of thousands of miles away know that what they are seeing is real? A new NASA project,
Birch Hill Equity Partners supports Data Sciences Institute pathway
This new stream will expand opportunities for undergraduate students to work with U of T’s leading data scientists and AI researchers.
UC Riverside scientists develop tool to predict future earthquake sites
Researchers used GPS data to measure where energy was building up in faults, correctly predicting where an 8.8 magnitude earthquake later occurred in Russia last year.
Data Center Boom Brings Health Hazards, Former EPA Officials Warn
Experts warn of dangers from fossil fuel expansion and federal carveouts for the AI industry.
UC Riverside scientists develop tool to predict future earthquake sites
Researchers used GPS data to measure where energy was building up in faults, correctly predicting where an 8.8 magnitude earthquake later occurred in Russia last year.
UC Riverside scientists develop tool to predict future earthquake sites
Researchers used GPS data to measure where energy was building up in faults, correctly predicting where an 8.8 magnitude earthquake later occurred in Russia last year.
Passkey-themed phishing attacks lead to Microsoft 365 data theft
Microsoft says threat actors linked to ShinyHunters, Helix, and other extortion gangs are using passkey and single sign-on-themed social engineering attacks to compromise corporate Microsoft accounts and steal data from Microsoft 365 services.
Wilmington health tech founder launches new venture
Several years after launching his health tech startup Artemis Immersive, founder Adam Isley is setting his sights on new horizons. Co-founded in 2023 by husband-and-wife Adam Isley and Kaylan Barbrey, along with Matthew Raffa and Bill Blakesley, Artemis Immersive began as a spatial medtech company that created digital renderings of medical scans for viewing in augmented reality (AR). Isley said the firm, which won an NC Tech award in the Biotech + HealthTech Innovation category last year, has raised $1.2 million in total in seed funding since launching. Isley has since created a new venture, Research and Me, building on the Artemis platform. Like Artemis Immersive’s core software, VoxScan, Research and Me combines health data with artificial intelligence in a 3D interactive environment to help patients better understand health outcomes and provide integrative wellness support. While the Artemis product is no longer Isley’s primary focus, he said the company’s technology and ambitions have evolved into different ventures, like Research and Me. "It's a different venture building on the Artemis platform, and there'll probably be more,” Isley said. He added, "I was very disappointed in the quality of the information available to general patients about their healthcare... I wanted to give patients more and a better plate of choices." Research and Me is still in its beta phase, Isley said, with usability testing ongoing in partnership with the firm’s partner, Medicap Pharmacy and Wellness Center, owned by Barbrey. "As someone who's kind of dedicated their life to working in healthcare, I've tried to bring this spirit and passion to it,” he said, “and a lot of the resources that we'll be providing are free — like a base level of free care for any patients, or medical education if they've got specific conditions." Isley describes Research and Me as a “patient-first” platform designed to securely store and pseudonymize health data and use AI and medical literature to generate insights. The insights are presented in an interactive 3D environment for patients and providers to explore conditions, treatments and wellness plans together. "It's almost like a democratization of understanding medical information," Isley said. "We take a whole bunch of clinical data, we take a whole bunch of peer‑reviewed, published studies on PubMed, and we try to turn them into chunks of information that normal humans can understand." Like VoxScan, the Research and Me platform lets users interact with 3D anatomical models for visualization. The platform provides a space for tracking, notes and insights. The platform also supports video conferencing, Isley said, allowing providers or coaches to examine models and data together. "We wanted to create a safe environment where you can start to learn and experiment with new features about your health, using agents to do that,” Isley said. While Research and Me is in beta-phase testing with Medicap Pharmacy, Isley said he envisions the platform serving a wellness-oriented community, working with sports performance clinics and hormone optimization. Isley, who is working towards a wellness-coach board certification, also plans to offer functional wellness consults through the platform. Long‑term, Isley says he wants the platform to embody an “integrative health practitioner” approach, “connecting experts of different fields and specializations in a way that they can make a greater impact in people's lives.” “For people in the state of North Carolina, it's already a win,” Isley said of the Medicap rollout, noting that partner clinics get “immediate resources for learning about their health and wellness conditions… out of the box.” Isley plans to launch Research and Me’s provider portal in 2028 and begin pursuing integrations with larger systems, he said.
Hottest In 125,000 Years? The Staggering Science Behind The Summer Heatwave
If you felt this summer was especially brutal, the data proves you were right. According to the National Oceanic and Atmospheric Administration (NOAA), the continental United States just endured its
Hottest In 125,000 Years? The Staggering Science Behind The Summer Heatwave
If you felt this summer was especially brutal, the data proves you were right. According to the National Oceanic and Atmospheric Administration (NOAA), the continental United States just endured its
Hottest In 125,000 Years? The Staggering Science Behind The Summer Heatwave
If you felt this summer was especially brutal, the data proves you were right. According to the National Oceanic and Atmospheric Administration (NOAA), the continental United States just endured its
Hottest In 125,000 Years? The Staggering Science Behind The Summer Heatwave
If you felt this summer was especially brutal, the data proves you were right. According to the National Oceanic and Atmospheric Administration (NOAA), the continental United States just endured its
Hottest In 125,000 Years? The Staggering Science Behind The Summer Heatwave
If you felt this summer was especially brutal, the data proves you were right. According to the National Oceanic and Atmospheric Administration (NOAA), the continental United States just endured its
Hottest In 125,000 Years? The Staggering Science Behind The Summer Heatwave
If you felt this summer was especially brutal, the data proves you were right. According to the National Oceanic and Atmospheric Administration (NOAA), the continental United States just endured its
House Panel Weighs Energy Costs as Small Business Demand Grows
House subcommittee hearing reveals energy policy clash over small business costs. Experts debate resource needs and opportunities. Read the latest.
Judges press Illinois over nonprofit diversity disclosure law
Federal appeals court judges in Chicago questioned an Illinois law requiring nonprofits to disclose demographic data about their boards and officers.
Judges press Illinois over nonprofit diversity disclosure law
Federal appeals court judges in Chicago questioned an Illinois law requiring nonprofits to disclose demographic data about their boards and officers.
Deregulation Debate: Business Groups vs. Labor on Workplace Rules
Trump administration pushes to repeal 60+ workplace regulations. Business groups vs. labor unions clash over worker protections. See the debate.
SAFETY ALERT: Rabies exposures rise in U.S. – and CSRA is seeing impact
Individual shots alone cost more than $400 before emergency room fees, according to data gathered from the CDC and the Department of Public Health.
As diseases loom, CDC's response to measles deaths stirs fears about agency's reliability
The worst U.S. measles outbreak in decades is growing and flu season is imminent. Experts are fretting about federal health data reliability after the CDC questioned two Pennsylvania measles deaths.
Megan Terrell Puts People at the Center of Analytics
Megan Terrell, people analytics manager at Howmet Aerospace Inc., discusses data, emerging technology, community and empowering others.
Data center bill could help shield Americans from rising energy costs
WASHINGTON – The House of Representatives is preparing to vote on a bipartisan bill aimed at preventing Americans' energy bills from spiking because of nearby data centers, according to Speaker
Federal Contracts to Disabled Veteran Businesses Surpass Goal
Federal SDVOSB prime contract awards reached $32.5B, hitting 5% goal. Discover why subcontract awards still lag behind targets. Read more.
Up, up, and away: Are double-digit health insurance rate increases ahead?
Twelve Affordable Care Act participating insurers submitted for rate increases in the coming year, data published by KFF show.
NASA Boosts Open Science, Data Sharing with Artemis Accords
The science from every Moon rock sample, lunar dataset, and discovery produced through NASA’s Artemis program will be shared by the agency with the global
Mercury may not need an ancient dynamo to explain its magnetic crust
New analyses of MESSENGER data find that present-day magnetic field can explain most of its crustal magnetism
Analytics and Data Science News for the Week of September 11; Updates from Alteryx, OpenAI, University of Cincinnati & More
Solutions Review Executive Editor Tim King curated this list of notable analytics and data science news for the week of September 11, 2026. Keeping tabs on all the most relevant analytics and data science news can be a time-consuming task. As a result, our editorial team aims to provide a summary of the top headlines […]
ABAC’s Stafford School of Business Launches ‘Everyday Entrepreneur Program’
The Stafford School of Business launched the ‘Everyday Entrepreneur Program’ on Sept 1. TIFTON, Ga. — The Stafford School of Business (SSB) at Abraham Baldwin Agricultural College (ABAC) has launched the “Everyday Entrepreneur Program” through grant funding from the NACCE. The program officially began Sept. 1 and is designed to foster entrepreneurial thinking, creativity and
The politics of data centers: Arizona Land Consulting CEO on the pushback against AI data centers
Anita Verma-Lallian, Arizona Land Consulting founder and CEO, joins 'Squawk Box' to discuss the pushback against AI data center development, impact on energy costs and job creation, building data centers in space, and more.
Iowa communities grapple with regulating data centers as development spreads
As data center development spreads across to Iowa, at least six cities and 10 counties are considering policies to regulate the industrial use. Several local governments have enacted moratoriums, ranging from three months to 18 months, as officials draft ordinances to govern the developments and their impact on resources while also allowing for economic growth. …
Provider data errors are putting health plan AI investments at risk
Only 12% of health systems and health plans rate their provider data quality as excellent, new research finds
Everyone hates data centers. Lawyers love them
Jason Morris spent years helping housing, office and industrial developers cut through red tape and NIMBYs around Phoenix. Occasionally, the land-use attorney advised data center builders.
Meta's AI program prompted internal revolt, program suspended
Meta's elite AI unit sought employee data to train models. A leak and worker revolt brought it to a halt.
Bipartisan Data Science and Literacy Act to Prepare Students for Data-Driven Economy Introduced
Today, Reps.Haley Stevens (D-MI), Jim Baird (R-IN), Don Beyer (D-VA), and Brian Fitzpatrick (R-PA) introduced the Bipartisan Data Science and Literacy Act, to expand access to data science education and make sure Michigan students have the skills needed to compete in an increasingly data-driven economy.
DaVinci Academy of Arts and Science Featured on "All Access hosted by Andy Garcia"
/PRNewswire/ -- An upcoming Public Television broadcast highlights how dynamic charter frameworks and data-informed instruction eliminate achievement gaps in...
DaVinci Academy of Arts and Science Featured on "All Access hosted by Andy Garcia"
An upcoming Public Television broadcast highlights how dynamic charter frameworks and data-informed instruction eliminate achievement gaps in primary K-8 education.
Fact check: Trump, RFK Jr. and others make false claims on night 2 of GOP convention
(CNN) — President Donald Trump delivered another rapid-fire series of false claims on the second night of Republicans’ midterm convention on Thursday. Health Secretary Robert F. Kennedy Jr. did his own barrage of wrongness. And various other speakers uttered statements that were untrue, misleading or missing critical context.Here is a fact check of some of the assertions from the final day of the convention. This is not intended as a comprehensive list of Thursday’s falsehoods.Trump’s many false claimsTrump made numerous false claims, some of which he also made in his longer speech Wednesday.Trump claimed that there were “no empty seats” in the Dallas arena as he spoke Thursday, which was visibly untrue. CNN White House correspondent Alayna Treene, who was there, wrote in a live chat right after Trump made the claim that “I’m looking at rows of empty seats” and that “the idea that there are ‘no empty seats’ is just laughably untrue,” though she also said the room was mostly full. Trump has for years made false claims about supposedly never having had an empty seat.Trump further inflated one of his favorite fictional figures, claiming Thursday that “$22 trillion” in investment has come into the US; on Wednesday, he had put it at “over $20 trillion,” and even that lower figure has no apparent basis in reality. As of the time he spoke Thursday, the White House’s own website claimed there had been “$11.2 trillion” in “major investment announcements” this term, not “over $20 trillion,” and the White House figure was itself a major exaggeration of actual investment.Trump, talking about elections, lied that “there’s never been bigger cheaters” than Democrats; there is no basis for broadly describing Democrats as election cheaters. For the second straight night, Trump falsely claimed that the Biden administration allowed “25 million people” to pour into the country, though that number is nowhere close to correct. Trump again falsely claimed that former President Joe Biden and other Democrats “created the worst inflation in American history,” though even peak Biden-era inflation, 9.1% in June 2022, was far from the all-time record of 23.7%; it was a 40-year high, but the rate then fell sharply before Trump returned to office.Trump also baselessly claimed that Democrats would “defund the police” and give “voting rights and welfare to 25 million illegal aliens” if they won the midterms. Republicans will still control the White House in 2027 and 2028 and the president would be in position to veto any such changes if a Democratic-controlled Congress sought to make them, but there is no indication that Democrats want to do so. Also, even groups favoring strict immigration policies estimate that the total undocumented population is far less than “25 million” or even 20 million.As he did Wednesday, Trump claimed the US now has the world’s lowest prescription drug prices. The assertion is so broad that it is unclear what exactly Trump is referencing. But experts told CNN they highly doubt that the prices for brand-name drugs in the US are generally less than they are in other countries, and the Trump administration has not provided details to prove the claim.“It’s tough to claim that you’re getting the lowest prices anywhere in the world and then also not have any evidence to support that,” said Andrew Mulcahy, a senior health economist at RAND, while Diederik Stadig, senior healthcare economist at financial institution ING, said, “To say that the US now has the lowest drug prices in the world is at this moment not true.”And as he did Wednesday, Trump said “more Americans are working today than ever before” – which is true but nearly meaningless, since the number of people working in the US generally rises over time simply because the population rises over time.“There are more Americans working because there are more Americans. That’s the entire analysis,” Justin Wolfers, a University of Michigan professor of public policy and economics, wrote in his newsletter in August.RFK Jr.’s false claims on the pandemic, Trump’s record and moreFalse claim about Democrats and the 2024 electionKennedy unsuccessfully ran for the 2024 Democratic presidential nomination before withdrawing to run as an independent and then eventually endorsing Republican candidate Donald Trump. In Kennedy’s Thursday convention speech, he complained of how the Democrats handled the nomination race.At one point, he said, “For the first time in history, they cancelled their own convention. No voter ever cast a primary ballot for Kamala Harris, no elected delegate was ever consulted; the party of ‘No Kings’ simply anointed a queen.”Kennedy is entitled to express unhappiness about how quickly Democratic leaders coalesced around then-Vice President Harris after Biden unexpectedly dropped out of the race in July 2024, after the primaries were over and less than four months from Election Day. But it’s not true that the party canceled its convention or that delegates didn’t get any say.The convention was held; it was a four-day event in Chicago in August 2024. Democratic convention delegates officially nominated Harris in a virtual roll call vote in advance of the convention. It’s true that Harris was the only candidate on the roll call ballot, but that’s because she was the only candidate who gathered enough delegate signatures to appear on the ballot.It’s clear that party elites’ backing of Harris played a key role in the unusual nomination process. But Kennedy’s specific allegations that the convention was abandoned and delegates were cut out of the process are not true.False claim that Democrats closed ‘every church’ during the Covid-19 pandemicWhile attacking Democrats, Kennedy claimed that, during the Covid-19 pandemic, “They closed every church in our country for a year.”It’s not true that every church in the country was closed for a year, nor even that every church in a Democratic state was closed for a year.Every state issued some type of guidance or order about social distancing during the Covid-19 pandemic, but many states – including some led by Democrats and some led by Republicans – incorporated religious exemptions into those limitations on social interactions.According to a Pew Research Center analysis from April 2020, 15 states allowed religious gatherings to continue without a limit on their size. That set of states included Colorado, Michigan and Pennsylvania, which all had Democratic governors. And at least two states with Republican governors, Alaska and Idaho, were among the states that prohibited religious gatherings at least briefly.False claim that Trump ‘ended nine wars’Trump has repeatedly claimed that he has ended “eight wars.” Kennedy went one higher on Thursday, declaring, “President Trump has ended nine wars.”That’s false. Trump hasn’t even ended eight wars.Trump’s list of eight includes two situations that were never actually wars during his tenure: a diplomatic dispute between Egypt and Ethiopia and a mysterious supposed situation between Serbia and Kosovo. The list also includes a war, involving Rwanda and the Democratic Republic of Congo, that hasn’t actually ended despite a peace agreement brokered by the Trump administration.In addition, the list includes the war between Israel and Hamas, but Israel continues to conduct frequent attacks in Gaza despite a US-brokered ceasefire agreement. And it includes the brief 2025 conflict between Israel and Iran, though Israel proceeded to join the US in starting another war against Iran in 2026.Claim about reversing a decline in longevityKennedy speaking of the Trump administration, claimed Thursday: “We have now reversed a 30-year decline in longevity. “Kennedy referenced preliminary data that he said he had received from the US Centers for Disease Control and Prevention this week, but it’s unclear what metric of longevity he’s referring to.CDC data shows that US life expectancy had been steadily increasing for decades before a sharp drop during the Covid-19 pandemic. Life expectancy had already started to rebound in 2022, under the Biden administration, and reached a new record high in 2024 before Trump’s second term began.Preliminary data shared by the CDC in July suggests that life expectancy probably hit another record high in 2025.CNN has reached out to HHS for clarification on Kennedy’s comments.Claim that Democrats ‘lost 360,000 children’Speaking about Democrats, Kennedy said: “They somehow lost 360,000 children and they turned our federal government into the biggest child trafficking operation in world history.”Trump and other Republicans have made similar claims. But there’s no basis for the assertion that Democrats “lost” so many children or that the federal government was engaged in human trafficking.A 2024 report from the inspector general for the Department of Homeland Security said Immigration and Customs Enforcement had reported that more than 32,000 unaccompanied migrant children failed to appear as scheduled for immigration court hearings after being released or transferred out of custody between fiscal years 2019 and 2023 – a period that, notably, includes two years and four months under the first Trump administration. The report also said that 291,000 unaccompanied migrant children during this period were not given notices to appear in court.The report said that ICE had “no assurances” these children “are safe from trafficking, exploitation, or forced labor.” But it did not say all the children were actually “lost” and did not definitively assert that any of them were trafficked – let alone that the government was somehow involved in a trafficking operation. And, again, the report spanned parts of both a Republican administration and a Democratic administration.Aaron Reichlin-Melnick, senior fellow at the American Immigration Council, told CNN in 2024: “Long story short, no, there are not 320,000 kids missing. 32,000 kids missed court. That doesn’t mean they’re missing, it means they missed court (either because their sponsor didn’t bring them or they are teenagers who didn’t want to show up). The remaining 291,000 cases mentioned by the (Office of the Inspector General) are cases where ICE hasn’t filed the paperwork to start their immigration court cases.”Vance on inflation, crime and taxes on Social SecurityA false claim about the media and Biden-era inflationVice President JD Vance mocked the media during part of his speech on Thursday. But he made a false claim about Biden-era inflation while lampooning how the media supposedly challenged him over another false claim on that subject.Vance said: “The president and I would go during a campaign, we’d say, ‘You know, inflation is as high as it’s been in 100 years,’ and the fake news would say, ‘No, no, no, it’s as high as it’s been in 68 years.’ That ain’t good, ladies and gentlemen.”Mainstream journalists, at least, wouldn’t say that inflation under Biden was as high as it had been “in 68 years.” Rather, CNN and others noted that peak inflation under the Biden administration, 9.1% in June 2022, was the highest in about 40 years.Vance is entitled to make his general point that this correction still doesn’t make Biden-era inflation sound good, but his specific number was, again, wrong. And he didn’t acknowledge that inflation fell sharply under Biden after hitting the 40-year high, declining to 2.9% in Biden’s last full month in office, December 2024, and 3.0% in January 2025, when Trump and Vance were inaugurated.The rate was 3.4% in July 2026, the most recent month for which data is available.Trump didn’t end taxes on Social SecurityVance claimed, “We’ve ended taxes on Social Security.” Several other convention speakers, including Rep. Lisa McClain of Michigan, Rep. Ryan Mackenzie of Pennsylvania and Ohio House candidate Derek Merrin, similarly said the administration has achieved “no tax on Social Security.”It hasn’t. The big domestic policy bill Trump signed in 2025 did create an additional, temporary $6,000-per-year tax deduction for individuals age 65 and older (which phases out for individuals earning $75,000 per year or more), but as the White House has implicitly acknowledged, millions of Social Security recipients will continue to pay taxes on their benefits even before the temporary new deduction expires after 2028.The Social Security Administration said in 2025 that “the bill ensures that nearly 90% of Social Security beneficiaries will no longer pay federal income taxes on their benefits.Claim about violent crime rate under BidenWhile criticizing the Biden administration, Vice President JD Vance claimed Thursday that the US “became a country where violent crime exploded, unless, of course, you could afford private security.”But violent crime did not explode under Biden. In fact, as FactCheck.org reported last month, data collected and published by the FBI shows that the national violent crime rate was at a lower level in 2023 and 2024, the last two full calendar years of Biden’s term, than it was in 2020, the last full calendar year of Trump’s first term. The year 2020 was highly unusual in many ways – violent crime jumped amid the Covid-19 pandemic – but Biden nonetheless left office with violent crime lower than it was when he took over. In fact, the 2024 violent crime rate was even lower than the 2019 rate under Trump before the pandemic.There was an increase in violent crime during the earlier part of Biden’s term. But given the subsequent decline, it’s misleading at best to claim violent crime “exploded” with no further context.Asked earlier this month about Trump’s similar previous claims to have reversed a Biden-era upswing in violence, crime data expert Jeff Asher said in an email: “No, crime began dropping significantly in 2023 during the Biden administration. Murder fell at record rates in 2023, 2024 and 2025 and, while 2026 may not feature a record decline nationally, it is still on track to see a sizable double-digit decline this year. Violent crime similarly fell nationally in 2023 and 2024, though the drops were more muted than the decline that was recorded by the FBI in 2025.”Other GOP speakersMike Johnson’s false claim about the inflation Republicans inherited from BidenSome other speakers at the convention took aim at inflation under Biden. House Speaker Mike Johnson claimed that “Republicans inherited from the Biden administration record-high inflation.”That’s not true. The inflation rate was 2.9% in Biden’s last full month in office, December 2024, and 3.0% in January 2025, when Trump took over. That’s lower than the most recent rate, 3.4% in July 2026, and nowhere close to the all-time record of 23.7%, which was reached in 1920, or the highest point of Jimmy Carter’s presidency, 14.8%, which was reached in 1980.Johnson correctly said moments later that inflation reached “a 40-year high of 9.1% inflation” under Biden. But a 40-year high is not an all-time record. More importantly, Johnson didn’t explain that 9.1% was much higher than the rate Trump inherited or that the 9.1% rate occurred in June 2022, with roughly two-and-a-half years left in Biden’s term.The cumulative increase in prices from the beginning of the Biden administration to the end was also not the highest in US history. Federal figures show that beginning-to-end inflation under Biden was less than half of that during Carter’s term.What Johnson left out of his claim about a congressional resolutionWhile attacking Democrats as extreme, Johnson said: “Just last week, nearly every Democrat in the House of Representatives voted against condemning socialism and Marxism. They voted against it.”But the resolution didn’t use the word “Marxism.” And Johnson didn’t mention that the resolution wasn’t only about condemning socialism. Rather, it contained other language that Democratic leadership said was the focus of the party’s opposition to the resolution.The resolution’s first provision said it “condemns and denounces socialism in all its forms, including the Democratic Socialists of America, and opposes the implementation of socialist policies in the United States.” But its fifth provision said it “calls for enactment of the SAVE America Act,” Trump’s favored elections bill, which contains various provisions opposed by many Democrats.So while it’s very possible many Democrats would have opposed the resolution even without its expression of support for the SAVE America Act, the call to pass this elections bill served as a poison pill that ensured most Democrats wouldn’t support it.“House Resolution 1490 explicitly calls for enactment of the so-called SAVE America Act, which is the top legislative priority of far-right extremists,” Democratic House leader Hakeem Jeffries said in a statement last week.A New Mexico candidate left out key context in an attack on his opponentGreg Cunningham, a Republican House candidate in New Mexico, used some of his Thursday speech to criticize his Democratic opponent, Rep. Gabe Vasquez. Cunningham said of Vasquez: “He even voted against a resolution honoring the sacrifices and service of the brave men and women in law enforcement who protect, every day, our communities.”But Cunningham left out important context about the resolution. While its focus was expressing support for law enforcement, its preamble contained statements praising the Trump administration and criticizing “leftist activists,” “progressive politicians” and “sanctuary city policies” for allegedly making law enforcement less safe.In other words, a House member might vote against such a resolution, as the vast majority of Democrats did, because they disagreed with conservative components of it, not the general expressions of support for law enforcement. (CNN has reached out to Vasquez’s campaign and House office for comment on his vote.) It’s common for parties to write resolutions in a way that would make it difficult for opponents to support but would open those opponents to campaign attacks if they voted “no.”An Ohio candidate’s misleading attack about Democrats and votingMerrin, the Republican candidate running against Democratic Rep. Marcy Kaptur for a House seat in Ohio, claimed in his speech, “While Democrats talk about letting illegal immigrants vote in our election, Republicans fight for proof of citizenship, photo ID and fair elections.”It’s a big country, so it’s possible some Democrat somewhere is talking about letting undocumented people vote in some election. But Merrin’s claim is misleading at best. There is no proposal from Democrats in Congress to let undocumented people vote in the 2026 midterms – the election Merrin appeared to be referring to when he said “our election” – or vote in future federal elections.CNN has reached out to Merrin’s campaign for an explanation of his claim.House Majority Leader Steve Scalise invoked a similar theme in his speech Wednesday, claiming that Democrats had voted last week “to allow illegals to vote in our federal elections.” But there was no congressional vote on letting undocumented immigrants vote in any elections.Rather, there was a vote on the non-binding Republican resolution that included multiple provisions, including one that “reiterates the notion that American elections are for American citizens only,” one supporting Trump’s favored elections bill and one denouncing socialism.Opposing that multi-clause resolution doesn’t necessarily mean someone supports voting by any non-citizens, let alone non-citizens in the country illegally.This article has been updated with additional items.CNN’s Deja Oliver contributed to this report.The-CNN-Wire™ & © 2026 Cable News Network, Inc., a Warner Bros. Discovery Company. All rights reserved.
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The Not-So-Secret Winner in Netflix and YouTube’s Streaming Wars Battle
(Welcome to the “Most Important Story of the Week”, my bi-weekly strategy column analyzing the most important (but often not buzziest) news story of the last two weeks. I’m the Entertainment Strategy Guy, a former streaming executive who now analyzes business strategy in the entertainment industry. Please subscribe.) Here’s a good piece of advice: when someone tells you a company has “won” the streaming wars, just assume they haven’t. Remember the narratives about the streaming media over the last few years: 2024 - Netflix has won the streaming wars! 2025 - YouTube has won the streaming wars! Yet…in 2026, I’d categorize it as… 2026 - Netflix and YouTube are battling for talent! Netflix and YouTube are aggressively fighting for top creators, marking a fierce new battle in the streaming wars. For two companies that “won”, that certainly doesn’t seem like winning behavior. If you win, you don’t have to fight for talent, because talent has to come to you. This is a good reminder that, if the streaming wars are a war—and I think they are—we should know what type of war they are. So it’s worth revisiting one of my big theories of the streaming wars, that the war these battles most represent is… The Thirty Years’ War1 I prefer this war to other, simpler wars, because, while it featured two “sides”—based on religion—and the current war has two main sides—tech versus entertainment—it also featured a lot of smaller players battling it out, sometimes switching sides. And that’s still the case for entertainment and media, despite the above headlines. I’d recommend this truism: if someone has to tell you they won the streaming wars, they probably haven’t. To wit, if someone told you they were fighting in the Thirty Years’ War—and no, they didn’t call it that at the time—and in year five, they told you they won, well, obviously they had 25 more years to go. That’s a lot of preamble to say, the story of the week is the latest battles between YouTube and Netflix. Their battle for talent says a lot about how hard this war will be to win. All that, plus The Curse of the Mogul in action, Netflix providing more (theatrical) data, whether Apple TV is in trouble, AMC getting in on distribution, and a whole lot more. Subscribe Today’s article is sponsored by… Substack is hosting a live Emmys watch party, starting at 5PM on the East Coast (2PM on the West Coast) on Monday, 14-Sep. Check it out! Tune In Most Important Story of the Week - Who’s the Big Winner in the Netflix vs YouTube Showdown? Netflix spent a lot in 2025, and then even more in 2026 adding a host of “creators”—both podcasters and YouTube stars—to their TV lineup. Frankly, for years, I’ve thought that more major studios/streamers/channels should look to YouTube as the launching pad for future stars and IP. Either by poaching proven talent—albeit at good prices—or by treating YouTube as an arena for your “A&R” reps to scout new talent and emerging voices. Netflix started executing the former strategy—which I thought was smart—while Focus Features did the latter with Obsession. So what changed? YouTube finally responded! Yikes. That’s a strong response, and stronger than I’d argue most narratives about YouTube suggest. People often describe YouTube as a self-reinforcing flywheel of success. Get on YouTube or perish. So why did YouTube have to respond? Because other folks poaching their top talent could really damage their business, implying their flywheel is a pinch more rickety than most analysis suggests. Clearly, creators can envision a life off YouTube and potentially a much more lucrative one. The Curse of the Media Mogul is Playing Out In Real Time We’re just getting started with this issue, but the rest is for paid subscribers of the Entertainment Strategy Guy, so if you’d like to find out… Who is the big winner in the Netflix versus YouTube battle… The biggest question about YouTube… Plus why YouTube’s saber rattling should worry talent… Why I’m skeptical that a U.S. federal tax credit for film will happen… What key change could pull Apple from the streaming business. AMC getting in on distribution… Some great reads on the Warner Bros.-Paramount merger... And a whole lot more... ...please subscribe! We can only keep doing this great work with your support.
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How geopolitical rifts cut scientific collaboration
Researchers have measured how worsening geopolitical relations hobble scientific collaboration, at last quantifying the impact of rifts between governments on cooperation between labs. Over the last decade, a tenser world has thrown up new barriers to cross-border science. Collaboration between the US and China has dimmed as the two countries have sunk into an ever-deeper rivalry. Links between Russia and Europe have collapsed following Moscow’s full-scale invasion of Ukraine. But while a concern, the magnitude of the damage is less than might be expected. For all the geopolitical turmoil of the last decade, international scientific collaborations are near a record high. “Some part of the story is positive,” said Shreyas Gadgin Matha, a social scientist at Harvard University and an author of the new study. “Research collaborations are largely resilient.” Matha and colleagues looked at data on cross-border research papers and patents in the period 2000-23, and analysed how they were impacted by countries’ political relations, as measured by how often states voted together in the United Nations. They found that when states drift apart at the UN by the median difference in votes between all countries, joint scientific papers decline by 3.1% over the next three-year period. To put that in context, over the last decade, the US and China have diverged by around a third of that difference in votes every three years. In other words, on average, it takes quite a significant diplomatic rift even to trigger a small single-digit percentage drop in joint papers. “In the short term, even something like a 3% reduction [in joint papers] is, in some ways, not that big of a number,” said Matha. Research remains more international than ever, according to an analysis extending to 2023 released by the Organisation for Economic Cooperation and Development (OECD) in 2025. We’re still living in an era of unprecedented scientific globalisation, the analysis says, with 27% of papers in OECD countries written across borders. In 1970, just 2% of articles had authors from different countries. Longer-term damage?However, this trend towards increasing international collaboration “has lost momentum and might be partly breaking down,” the OECD analysis says, largely due to a fall in the intensity of US-China joint papers since 2018. Matha and his colleagues stressed they are not complacent about the global science system. For now, “it's pretty resilient,” said co-author Muhammed Yildirim, director of academic research at Harvard’s Growth Lab. But if links are weakened, through the denial of study visas, for example, then this could have a much longer-term effect, cascading through generations of scientists, he added. Related articlesChina becomes Russia’s biggest collaborator after war decimates science ties with the west US scientists prefer German to Chinese collaborators, study finds Horizon Europe is now truly global. But what comes next? Another finding of the study, Burning bridges or bridging divides: Geopolitics and collaboration in research and innovation, is that trust appears easier to destroy than create.The hit to scientific collaboration when countries drift apart is around three times as big as the growth in joint papers when they move closer, the paper finds. “It's far easier to break these ties than to mend them, and that that also perhaps has some larger policy lesson,” said Matha.PatentsThe results around patents were less clear cut. Some methods of analysis found a statistically significant link between a diplomatic rift and a drop in co-patenting, but others did not. According to Yildirim, patents with cross-border inventors are often developed by multinational companies, which may have invested heavily in global R&D facilities, so are less likely to change how they operate simply due to a change in the geopolitical weather. “That's why we might not be seeing the effect immediately in technology,” he said.By contrast, researchers might be more sensitive to geopolitics, because visa policies can quickly affect who meets who at academic conferences, he went on. International collaboration on patents is much lower than for academic articles, the study shows. It peaked at around 10% in 2010, and has since fallen back to around 8%. This could be because China dramatically ramped up domestic patents in the 2010s, said Yildirim, squeezing the international share.
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How geopolitical rifts cut scientific collaboration
Researchers have measured how worsening geopolitical relations hobble scientific collaboration, at last quantifying the impact of rifts between governments on cooperation between labs. Over the last decade, a tenser world has thrown up new barriers to cross-border science. Collaboration between the US and China has dimmed as the two countries have sunk into an ever-deeper rivalry. Links between Russia and Europe have collapsed following Moscow’s full-scale invasion of Ukraine. But while a concern, the magnitude of the damage is less than might be expected. For all the geopolitical turmoil of the last decade, international scientific collaborations are near a record high. “Some part of the story is positive,” said Shreyas Gadgin Matha, a social scientist at Harvard University and an author of the new study. “Research collaborations are largely resilient.” Matha and colleagues looked at data on cross-border research papers and patents in the period 2000-23, and analysed how they were impacted by countries’ political relations, as measured by how often states voted together in the United Nations. They found that when states drift apart at the UN by the median difference in votes between all countries, joint scientific papers decline by 3.1% over the next three-year period. To put that in context, over the last decade, the US and China have diverged by around a third of that difference in votes every three years. In other words, on average, it takes quite a significant diplomatic rift even to trigger a small single-digit percentage drop in joint papers. “In the short term, even something like a 3% reduction [in joint papers] is, in some ways, not that big of a number,” said Matha. Research remains more international than ever, according to an analysis extending to 2023 released by the Organisation for Economic Cooperation and Development (OECD) in 2025. We’re still living in an era of unprecedented scientific globalisation, the analysis says, with 27% of papers in OECD countries written across borders. In 1970, just 2% of articles had authors from different countries. Longer-term damage?However, this trend towards increasing international collaboration “has lost momentum and might be partly breaking down,” the OECD analysis says, largely due to a fall in the intensity of US-China joint papers since 2018. Matha and his colleagues stressed they are not complacent about the global science system. For now, “it's pretty resilient,” said co-author Muhammed Yildirim, director of academic research at Harvard’s Growth Lab. But if links are weakened, through the denial of study visas, for example, then this could have a much longer-term effect, cascading through generations of scientists, he added. Related articlesChina becomes Russia’s biggest collaborator after war decimates science ties with the west US scientists prefer German to Chinese collaborators, study finds Horizon Europe is now truly global. But what comes next? Another finding of the study, Burning bridges or bridging divides: Geopolitics and collaboration in research and innovation, is that trust appears easier to destroy than create.The hit to scientific collaboration when countries drift apart is around three times as big as the growth in joint papers when they move closer, the paper finds. “It's far easier to break these ties than to mend them, and that that also perhaps has some larger policy lesson,” said Matha.PatentsThe results around patents were less clear cut. Some methods of analysis found a statistically significant link between a diplomatic rift and a drop in co-patenting, but others did not. According to Yildirim, patents with cross-border inventors are often developed by multinational companies, which may have invested heavily in global R&D facilities, so are less likely to change how they operate simply due to a change in the geopolitical weather. “That's why we might not be seeing the effect immediately in technology,” he said.By contrast, researchers might be more sensitive to geopolitics, because visa policies can quickly affect who meets who at academic conferences, he went on. International collaboration on patents is much lower than for academic articles, the study shows. It peaked at around 10% in 2010, and has since fallen back to around 8%. This could be because China dramatically ramped up domestic patents in the 2010s, said Yildirim, squeezing the international share.
Obsidian Netron FS16 For Data-Intensive Entertainment Applications
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Viewpoint: Unlocking Europe’s wildfire data
Europe is already investing in the science, technology and infrastructure needed to understand, prevent and fight wildfires. Copernicus provides satellite-based Earth observation and environmental information, while the European Forest Fire Information System provides information on fire danger and forest fires across Europe. Weather and climate systems add forecasts of heat, drought, wind and humidity; historical fire databases show where fires have occurred; and researchers generate increasingly detailed knowledge about fuels, fire behaviour, forecasting, modelling and risk management. Meanwhile, new European research projects are adding digital twins and other tools to this growing ecosystem.However, these data do not necessarily sit together, nor are they necessarily described, structured or governed in ways that allow them to be used together. Much of the information is public, but some is commercially held. Some is sensitive. Some is subject to legal, security or operational restrictions. Even when data can be legally accessed, different systems may use different formats, terminology and rules.Europe therefore faces an unusual paradox: we have vast amounts of relevant information to respond to the wildfire challenge, but not the means to bring it together. For example, a wildfire researcher or emergency service might need to ask whether a particular combination of vegetation, drought, wind and topography has historically been associated with rapid fire spread. The relevant information may exist in several institutions, using different systems and subject to different conditions of access.The challenge is to conduct an authorised analysis that interacts with these sources, combines the results and respects the rules imposed by each data custodian.An important part of the answer can be found in the Fair principles, the idea that data should be findable, accessible, interoperable and reusable. Developed more than a decade ago, these principles have become a central reference point for modern data stewardship, making it easier for people and machines to find data, understand what it means and determine whether it can be reused.Readability by machines is essential, since AI systems will be key to meeting the data challenge. Bring analysis to the dataThe proposition is not to give an AI system unrestricted access to sensitive databases. Quite the opposite. The goal is to make it possible for approved algorithms to go to the data, rather than requiring sensitive data or large datasets to be copied to wherever the analysis happens.Imagine an analysis asking a series of questions of different data stations. At one station it might examine weather and climate data; at another, historical fire records; at another, experimental measurements of fire behaviour. The algorithm does not need to download everything. It can operate within the environment permitted by each data custodian and return only the results that the rules allow to leave.This is sometimes described as data visiting, and related approaches already exist in areas such as federated analysis and federated learning.Sensitive data should therefore not be treated as a free-for-all for machines. This requires appropriate governance at multiple levels. Access needs to be authenticated and authorised. The purpose of an analysis should be defined. The code or model being run should be controlled. Data custodians should be able to specify what can be queried and what results can leave their environment. Activities should be auditable and human oversight should remain where the consequences require it.In other words, the objective is not to trust AI with the data. It is to design systems in which AI never has more access than it needs.As open as possible, as closed as necessaryFair data should also not be confused with open data. Some wildfire data should be openly available. Other information may legitimately need to remain restricted because it concerns critical infrastructure, security, commercial interests, privacy or operational capabilities. The principle should be: as open as possible, as closed as necessary.The important point is that restricted data should not automatically become unusable data. If machines can discover what information exists, understand its meaning, establish where it came from and determine the conditions under which it can be used, authorised analyses can potentially be carried out without the underlying data ever leaving the environment in which it is protected.Restricted data can still be Fair and machine-actionable.This is also an important question of data sovereignty. European institutions should not have to surrender control of their data to a handful of technology platforms in order to benefit from AI. Nor does Europe need to start again by building one giant repository for every piece of wildfire information. The better approach is to connect what already exists.This is the principle behind emerging approaches such as Tryangle, developed through the Leiden Initiative for Fair and Equitable Science. Rather than creating another centralised data warehouse, the approach seeks to provide an interoperable layer through which approved algorithms can visit distributed data sources while respecting the rules of their custodians.In this way, a data station can remain where it is. Its custodians can retain control. Existing databases and applications do not have to be abandoned. What changes is their ability to communicate with other systems through common, machine-readable descriptions, access rules and interoperability mechanisms.But approaches like this need data that meets the Fair principles. Only then can an interoperable ecosystem safely begin to turn fragmented information into collective intelligence.Data infrastructure is wildfire infrastructureThe implications of this approach are entirely practical. Firefighters could gain better intelligence about local and evolving risks. Land managers could test prevention strategies using more comprehensive information about fuels, weather and past fires. Researchers could compare evidence across ecosystems without repeatedly moving huge datasets between institutions. Smaller regions and resource-constrained teams could access analytical capabilities without having to build large data infrastructures themselves.Europe is already investing heavily in satellites, databases, research programmes, forecasting systems and scientific expertise. The question is whether we will connect those investments well enough to turn them into actionable intelligence.That requires policymakers and funders to treat data infrastructure as seriously as physical infrastructure. Data generated or supported through European public funding should be Fair, verifiable and machine actionable by design, wherever legally and ethically possible.Related articlesData Corner: Europe’s burning need for wildfire mitigation researchClimate monitoring must remain a global enterprise, experts sayIn practice, that means funding not only the production of data, but also the infrastructure that makes data usable across systems: metadata, provenance, interoperability, access mechanisms and governance. Where data must remain restricted, we should ensure that it can still be securely discovered, verified and used for authorised analysis.Initiatives such as the European Open Science Cloud offer an existing framework through which these principles can be put into practice. What is needed now is to accelerate implementation and make them a standard part of how Europe funds and builds research and innovation systems.We do not need another generation of disconnected databases. The data is already there. The opportunity is to make it work together, securely, responsibly and quickly enough to help prevent the next fire, rather than simply document the last one.Jean-Claude Burgelman is professor emeritus at the Free University of Brussels (VUB) and editor-in-chief at Frontiers Policy Lab. For more than 20 years he held leading roles in research and innovation policy at the European Commission.
Deaf Art Science Festival will explore accessibility in emergency and disaster response
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