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Can researchers trust that AI models won’t leak their ideas?
Research funders are asking how they can stop confidential scientific ideas in grant proposals from leaking out through large language models (LLMs), for example if reviewers use AI to help them judge applications. Last week, a row erupted in mathematics after OpenAI announced it had solved a notoriously difficult problem, only for another mathematician to demand answers over whether the company had used ideas he had fed into its models. The spat, and the broader issue of idea leakage through AI models, was discussed by funders at an R&D policy conference held in Paris on September 14. At worst, it threatens to undermine the correct attribution of breakthroughs, one of the foundations of modern science. The mathematics dispute around OpenAI is “certainly something we're looking at” Jason Gallo, head of the newly established Office of Metascience at the US National Science Foundation (NSF), told the Blue Sky Forum, hosted by the Organisation for Economic Co-operation and Development. The controversy started on September 8, when OpenAI announced it had cracked a mathematical problem that had gone unsolved for 90 years. Using a swarm of AI agents, millions of dollars’ worth of computing power and a new internal model, the company said it had finally proved that a long-used formula for modelling fluid dynamics breaks down under certain conditions. However, Tristan Buckmaster, a New York University mathematician who had been independently working with collaborators on the same problem using OpenAI’s Codex tool, hit back with a statement questioning whether the company had snooped on his Codex sessions to gain an advantage. OpenAI has always denied it looked up the “specific user data” of Buckmaster and colleagues. However, the company initially admitted that “while unlikely, we cannot rule out that de-identified data derived from their usage of our products helped improve our models,” although its proofs “differ significantly” from Buckmaster’s. The firm later said that, following an investigation, it concluded that Buckmaster’s Codex prompts “could not have influenced the [OpenAI] system in any way, including through training.”Funder concernYet OpenAI’s initial admission that its model might have ingested Buckmaster’s ideas, then spat them out to its own mathematicians, has scientistsworriedthat their work could leak out if shared with AI. Some AI tools give users an opt-out option to stop their sessions from training the model. If such guarantees can be trusted, this gives scientists some confidence they can use an LLM to develop an idea without the risk of it leaking out.But there’s a bigger potential vulnerability. To win money to investigate ideas, scientists have to share them with funding bodies. These grant proposals are normally kept strictly confidential, to prevent other scientists from scooping them, or to protect commercially valuable intellectual property. To preserve this confidentiality, when the NSF uses AI models, “we have to be sure that it's not making server calls out to an external party, leaking that data,” said Gallo to delegates in Paris. Leaks through reviewersHowever, funders normally use external academic reviewers to assess proposals. And there are growing worries that these reviewers are feeding grant ideas into AI models to help them make a judgement. Research funders have noticed that peer review reports and funding recommendations have “suddenly become much longer, more detailed and complex,” said Diogo Machado, head of the data science unit at Technopolis, a science and technology-focused consultancy. “The sense is that reviewers are increasingly using generative AI in their review work, even where guidelines sometimes forbid it,” he told Science|Business. “This is very difficult for funders to control or prove.” Happening at scaleThis sharing of confidential proposals with AI models is “happening at scale already,” said James Wilson, executive director of the Research on Research Institute, based at University College London, during the debate in Paris. In response, Gallo said the NSF had “strict guidance” around the uploading of proposals to AI models. But he added the NSF was mulling new types of assessment to make sure applicants were truly the originators of their ideas, such as following a short-form proposal with an oral presentation, which would allow the foundation to “really interrogate the investigator on their intellectual contribution.” Related articlesHow can Europe cope with a flood of AI-assisted research grant proposals?The risks and benefits of AI in screening research grant proposals Viewpoint: AI could make scientific overload worse“For us as funders, a lot of the ways to ensure that the application remains the applicant's own intellectual contribution, those ways are quite regressive,” Peter Clifford, head of strategy at Research Ireland, told delegates. “They're maybe ten or 15 or 20 years old, and they don't scale particularly well.” Disputes over the origin of ideas are as old as modern science. Isaac Newton and Gottfried Wilhelm Leibniz spent more than a decade arguing over who invented calculus, for example. And long before LLMs emerged, academics would agonise over how much of their early work to reveal at conferences, in case their colleagues scooped them, Jack Leahy, a senior metascience advisor to the UK government, told delegates. But AI was “accelerating” the “problems of the system,” he said.
What Does the Science of Climate Change Really Look Like?
Editor’s Note: This is the second in a three-part series on how the Right should think about environmental and climate policy. Read Chris Barnard on Reclaiming Environmental Policy from the Left. More than a decade ago, the world’s governments negotiated and signed the Paris Climate Agreement, committing to hold global warming well below 2 degrees Celsius. In the following years, climate had immense cultural power. Greta Thunberg emerged. Fortune 500 companies established net-zero plans. The U.S. got the Inflation Reduction Act. Then the pendulum swung back. President Donald Trump returned to the Oval Office, speaking of green energy as a “scam” and carbon footprints as a “hoax” and on all matters of international policy emphasizing bilateral engagement and power over globalism and cooperation. The technology companies that had been at the forefront of net-zero pledges and green leadership discovered the importance of all-of-the-above power to their visions for artificial intelligence and began quietly postponing or removing their targets. On the left side of the political spectrum, rising concerns about inflation and cost pushed climate lower down in the stated priorities of voters and stump speeches of politicians. The moment is ripe for a reset on the politics of climate change and for conservatives especially to chart a course that acknowledges and addresses the real challenges in plausible ways. So what should we think about climate change as we enter a post-peak climate era? If it is neither an apocalypse nor a hoax, what will hold up as a durable view of climate change? And how does it project onto the concerns and priorities of the right-of-center’s emerging coalition? New to Commonplace_? Subscribe below to get the magazine in your inbox._ Subscribe A Solid Foundation As the politics and economics of climate careened over the past ten years, the physics carried on regardless. In 2015, the year the Paris Climate Agreement was adopted, the world emitted 41.2 gigatonnes of carbon dioxide. By 2025, emissions had risen only 2.4%, to 42.2 gigatonnes, because falling emissions from land use offset increasing emissions from fossil fuels. But slow growth in annual emissions is not rapid decline, let alone net-zero, so carbon dioxide kept accumulating in the atmosphere, going from 399 to 426 parts per million. Global temperature kept rising too, from about 1.1 degrees Celsius above the 1850–1900 average in 2015, to 1.4 degrees above it in 2025. None of this should surprise anyone. Even most prominent skeptics, like the authors of the 2025 report commissioned by the Trump administration’s Department of Energy, accept the basic physics. Carbon dioxide added to the atmosphere at industrial volumes accumulates and traps heat that would otherwise escape to space. That heat warms the upper ocean and increases temperatures at the surface. Increased ocean heat and melting of land ice cause sea levels to rise. Changes in the climate become noticeable to us as subtle shifts in temperature and precipitation, seasons arriving early or late, changes in the surrounding ecosystem, and weather extremes. The much more meaningful debate is not about whether these things are happening, but about what it all means for human societies. (While it is a proxy measure of overall risk, no one experiences global surface temperature.) This debate invokes at least three interesting questions: how much today’s warming is showing up in regional climate trends, how much more warming we should anticipate, and how extreme weather events can be understood in the context of climate change. Recent scientific advances give us new insights into each of these, but there is still much to learn. This is the context in which the next generation of conservative leaders will be the first to deal with significant climate change as a fact, not a forecast. It will be with them for their entire careers. Our evolving scientific picture of climate change will come from weather and climate records stretching further into the past, new kinds of observations in the present, better modeling tools for the future, and simply more time to observe the emergence of climate signals and their tangible effects on ecosystems and communities in the United States and around the world. The policy landscape will be shaped by not only the impacts of changes in the climate, but also by the ways in which societies respond and by the emergence of new technologies for both altering the trajectory of emissions and adapting to new climate realities. Global climate records now show the fingerprints of warming in different phenomena around much of the world. The IPCC, in its most recent assessment report, documents warming trends over all land regions, even as natural variability adds substantial variance to local trends. And the highest temperature extremes have become more intense and frequent, almost everywhere, since the 1950s. Scientists are highly confident that these changes are attributable to human influence. But confidence in detecting trends and attributing them to human influence degrades across heavy precipitation events; drought trends are heterogeneous and not attributable to human activity with great confidence. For hurricanes, tornadoes, and other severe storms there is even less confidence in trends or their relationship to climate change. In general, a fair summary of the evidence is that for well-observed phenomena, like surface temperature or heavy rainfall, with a clear relationship to warming, our multidecadal observations are consistent with human influence overcoming natural variability over long time periods and extremes increasing. For regions that are sampled more sparsely, or phenomena with a higher noise-to-signal ratio, we will need to observe them longer to understand the magnitude of the climate signal or improve dynamical understanding using models and observations together. But for Climate For those who can’t wait, we also have new techniques that attempt to understand the role climate change has in influencing particular extreme events. When the climate is changing and disaster strikes, it is natural to ask whether that disaster was somehow “caused” by climate change. For scientists and policymakers acting in good faith, answering that question helps develop a more accurate picture of the problem, how it may be getting worse, and what preparations we should be making to respond to it. It may, at some point, give some weight to how liability is assigned by courts or adaptation funding is distributed by society. But how we ask this question is extremely important. It is easy to get the analysis wrong by discounting the role that meteorology plays. As meteorologist Theodore Shepherd explained in a clear 2016 review of climate attribution methods, “if a weather or climate event is truly extreme in the present climate, then perforce it requires unusual meteorological conditions, which means that climate change is at most a contributing factor.” Share Scientists have two ways to probe climate as a contributing factor, both of which have entered media coverage of extreme weather events. One asks a probabilistic question: How much more likely is a particular event (e.g., a temperature record over a particular area) amid global warming? The answer involves using historical records and computer simulations to estimate the likelihood of such an event in both a changed and a preindustrial climate. The findings are less about the specific event, and more about events of that nature. The other question is: How has the changed climate affected the specific event in question? Here, scientists try to understand what a similar event would have looked like in the preindustrial climate. This is sometimes called the storyline approach, where the story is the specific meteorological details of the event. These methods offer ways to test the intuition of scientists about real weather extremes. In late June and early July of 2021, a persistent high-pressure ridge, or heat dome, set up over the Pacific Northwest and an extraordinary heat wave affected the area from Oregon to British Columbia. For six days, it shattered temperature records across the region and hundreds died from heat-related causes, in an area where such high, and persistently high, temperatures were well outside of experience and many live without air conditioning. Scientists have studied its connection to climate change using multiple approaches. This specific event was created by a rare combination of meteorological factors, a strong high-pressure ridge created the conditions for extreme heat, which occurred on top of higher average temperatures in the region from global warming. Probabilistic analyses showed that climate change increased the likelihood of such an event by at least 8-fold to more than 100-fold. One standout example found that such an event had effectively zero probability of occurring in the preindustrial climate. The enormous range in these assessments reflects how hard it is to estimate probabilities of events at the tail of the historical record. Estimates of the effect on the temperature of the event are more clustered. A recent review paper documents how multiple methodologies have found a positive influence, roughly 1-2 degrees Celsius of an anomaly that exceeded 15 degrees, of climate change on the temperature magnitude of the event. Multiple studies have investigated and found some positive influence of climate change in other extreme events. Attribution studies found climate likely increased the heavy rainfall that accompanied Hurricane Helene in North Carolina and surrounding regions in 2024. The extensive fires that struck Los Angeles in 2025 illustrate how the causal chain can become messy, though. Studies do detect a positive influence of climate on the event’s likelihood, but while climate change likely contributed to underlying aridity, it would not have played a role in the heavy winds or land practices that preceded disaster. These event attribution studies will become more common for extreme, or damaging, weather events. They can be produced quickly, and often are reported before peer review. As the Pacific Northwest heatwave example shows, when multiple methods converge on a positive attribution, the finding should probably carry some weight even if you have to be careful about accepting the results from a single study. I expect that as climate change proceeds and the climate thus departs further from a preindustrial counterfactual, the influence will become more detectable across a variety of extreme events and more easily identified. This will be used to cast blame, but can also be used to inform how communities and society adapt to ongoing change. We May Still Be Surprised One positive development, insofar as less climate change is better, has been that our central estimates for future climate change should probably be revised downward. Mostly, that is because the high-end warmings that scientists regularly analyzed about ten to 20 years ago, driven by high emissions throughout the twenty-first century, now appear to be somewhere between unlikely and impossible. At one time, the upper end of mainstream climate projections extended well into 4 to 6 degrees Celsius of warming by the end of this century, which, models suggest, would have wrought enormous real-world damage. Current energy and policy trends now point toward 2.5 or 3 degrees. Damages and risks are commonly modeled as increasing steeply with more warming, so this is already a better-than-previously-expected outcome for the climate (which is independent of the physical response to emissions). But we should maintain a wide range for plausible outcomes and prepare for the possibility of being surprised. Emissions trajectories are subject to deep uncertainty, the physical climate response is still developing, and whatever change occurs in the climate will then be mediated through unpredictable economic, social, and political institutions. Over the past decade, the pace of warming surprised some keen observers and appeared to accelerate, though not yet outside the range of expectation provided by climate models. The reasons for that apparent acceleration are being actively studied (as was the apparent pause in warming from 1998 to 2012), but no single driver has emerged. Some blame it on the El Niño, variability which would have no bearing on climate. Some think it is a result of factories in East Asia and global shipping fleets cutting aerosol emissions, which in the strongest version of the argument would indicate higher climate sensitivity to carbon-dioxide emissions. Others are more measured, not yet ready to draw solid conclusions as to whether climate projections require revision. We will have to see. Long-Term Thinking Climate change asks us to think over long time scales. But the pace of human-driven warming is compressing a large global change into a century. Changing weather patterns and extreme events are already causing adjustment costs and damages and will do more. Adaptation will help, but it is not free. For some communities, these costs will erode livelihoods and well-being, and may force migration. Are we prepared for large-scale managed retreats in the United States? Thankfully, American wealth, geographical diversity, and moderate climates may leave us better prepared than many around the world. But wealthy countries can still suffer serious disruption from narrowly concentrated costs, even if they appear entirely manageable in aggregate. Readers of Commonplace are familiar with the challenges of rapidly adapting to economic forces. The displacement that came from the China Shock is barely perceptible in aggregate GDP and employment data, but it affected millions of people and those people were far less mobile than economic models tended to assume. Deindustrialization rippled through the nation with enormous effects for not only our economic vitality, but also our national security. The forces surrounding climate change may not be so different; the world gets richer and must accept some diffuse costs. Those may be modest overall, but cause all manner of unpredictable effects with which policymakers must cope. In the case of the China Shock, our faith in a growing pie served us poorly. We’ll need to do better on climate. Leave a comment
Breaking Lobos: Ryan Berryman Wants UNM to Define Albuquerque
This is a freelance story submitted by KC Smurthwaite, a consultant with Athletics Admin who specializes in the collegiate athletics space. If you’ve never been to Albuquerque, Ryan Berryman already has a pretty good idea of what might be on your New Mexico scouting report. “Sometimes all they know is they watched Breaking Bad one […]
BIRDIE THIRTY: "Window feeders provide endless entertainment for cats" - EWN at 7:30am on 9-13-2026
Window feeders provide endless entertainment for kitties, which pays off twofold: it keeps the cats happy and amused without exposing them to the outdoor dangers of predators and cars, and also lets them watch birds without killing them, thus helping out our feathered friends, too! Feral/outdoor domestic cats are one of the top three reasons for decline in bird populations (i.e bird death) in North America, so a window feeder (and indoor cats) are two big steps in the right direction! As seen here, this parade of curious kitties is enraptured by the idea that a bird might visit momentarily. Once a cat learns that a window feeder will attract these winged wonders, it will often stay pinned at the window for hours, eagerly awaiting the next bird. Sometimes watching the cats watch the birds can be even more entertaining than watching the birds themselves!
Ukrainian defence tech seeks new ways to scale up
Since Russia's full-scale invasion in February 2022, Ukraine's defence sector has expanded several-fold, becoming a significant source of military innovation, especially in unmanned systems, counter-drone technologies, electronic warfare and AI-driven combat systems. But finding the funds and personnel to scale up and to reach international markets remains a challenge.Spurred on by the demands of the front-line, Ukrainian defence companies say they can develop a minor component in a couple of weeks, or major hardware or software solutions within a year. This is several times faster than the usual development cycles in the sector. Tencore, founded in 2024, is now one of Ukraine’s largest providers of unmanned ground vehicles, well exceeding the production of NATO members in this category. Odd Systems, a Ukrainian combat cameras developer founded in 2023, launched its first thermal camera in 2024. Less than two years later, it is developing the fourth generation of the product, one that has evolved into a full vision system.According to Michael Singer, managing partner at Verne Capital, a venture capital fund supporting defence companies in Europe, this speed is down to the short feedback loop between the developer and the end user. “Ukrainian companies develop technologies in close interaction with soldiers and military units, test them under real combat conditions and rapidly incorporate feedback into the next generation of the product,” he says. “Sometimes we need to react to feedback and deploy an upgrade within hours,” says Polina Tymchenko, the spokesperson for Himera, which develops electronic warfare-resistant walkie-talkies. “It means that, as a company, you have to have a higher tolerance for risk, and also design your products in a way that fosters those quick changes.”Getting a product deployed by a combat command involves no paperwork other than a purchase order, says Perry Boyle, co-founder and chief executive of Mits Capital, a Ukrainian-US investment group focused on attracting capital for Ukraine's defence tech sector. “New weapons can be developed and deployed based largely on handshakes.”Nevertheless, the speed of development is largely subject to the level of funding, says Iryna Sukhomlyn, head of business development at RMachine, a developer of unmanned ground systems. “Financial support needs to start much earlier, particularly at technology readiness level 3-5, not only when most of the technological risk has already been removed,” she says.In 2025, Ukrainian defence tech companies attracted about $129 million in investment, with the true figure likely higher given the share of undisclosed security-sensitive deals, according to a report published by the Kyiv School of Economics. These investments were primarily concentrated in the AI and software segment, as they are considered a lower financial risk.Scaling production is a major barrierAccording to Iryna Supruniuk, business development director at Odd Systems, proving a defence product in Ukraine is not the end of the development process, but the beginning of a continuous evolution, since operational requirements change rapidly. “Continuous iteration remains our highest priority,” she says.It's also when production must scale up, which represents a major hurdle. “Scaling production requires capital, manufacturing capacity, components, certification, procurement access and reliable supply chains,” Singer says. Scale-up is also hampered by demographic pressures, especially a shortage of young specialists needed to expand engineering teams. Companies have reported struggling to replace specialists lost due to Russian attacks, mobilisation and emigration. In order to meet this scale-up challenge and finance arms production, begun allowing defence technologies to be exported, assuming it has an excess capacity. It has also announced the creation of ten defence and weapons export centres across Europe by the end of 2026.According to Singer, a technology that has demonstrated its value under real combat conditions has a fundamentally different credibility than a product that has only been tested in a laboratory or training environment. But combat validation alone doesn’t automatically create an international business. “Companies still need access to foreign defence ministries and procurement organisations, international certification, financing for production scale-up and, in many cases, local industrial partners,” he says.Already in 2026, the EU has signed several agreements with Ukraine that aim at joint defence technology development and production. These include allowing Ukraine to join the European Defence Fund, signing a financing agreement under the European Defence Industry Programme, and setting up the EU-Ukraine Drone Alliance.For Singer, it is important that European defence companies don’t just see their Ukrainian partners as technology suppliers, but rather as potential innovation partners. “Ukrainian companies bring speed, operational experience and an exceptional ability to iterate. European partners can provide industrial capacity, capital, established supply chains and access to European procurement markets.”Procurement possibilitiesWhen it comes to exports, the procurement and compliance processes involved require time, taking months or even years, and money. In other words, resources that small defence tech companies need if they are to improve and scale up their technologies. According to Sukhomlyn of RMachine, if the priority is to rapidly increase available defence capabilities, then the processes need to reflect that urgency. “If Europe wants defence innovation at wartime speed, its administrative processes also need to operate much closer to wartime speed,” she says, highlighting a need for support with certification, market access and mutual recognition of relevant testing. “Otherwise, we risk having excellent technology available but spending years making it administratively eligible to be purchased.”Related articlesRussia widens targeting of European research centresEU must support research managers in central and eastern Europe, says Visegrad fund headThis is a lesson Europe’s defence sector would do well to learn, Singer says. “Defence innovation needs to be organised around the speed and requirements of the end user, not around the speed of the bureaucracy.”Supruniuk says the European defence sector should rethink the balance between quality and quantity. “In many cases, a good-enough system available in thousands of units creates greater operational value than a perfect system available in dozens.”“For decades, everyone has been looking for that all-powerful, exquisite system that can protect everyone,” adds Tymchenko. “We see in crime that only scalable, dedicated, affordable solutions can actually defend democracies.”
Rural health data are complicated. And they’re getting harder to find
Sometimes, what’s missing from rural health data may be just as important as what's there, said ETSU's Michael Meit during an AHCJ webinar.
‘This can’t be correct’ – how scientists formed a new theory around Arctic erosion
Sometimes science throws up the unexpected. When a team of researchers set out to model river erosion in
'Sometimes a move rejuvenates a player'
Dominic Calvert-Lewin has been in England head coach Thomas Tuchel's thoughts in recent months. The striker was previously called up by his country back in March after catching the eye in his debut season at Leeds United. Ivan Toney and Ollie Watkins instead travelled as captain Harry Kane's deputies.
Please Stop Conflating Sports Betting Handle With Spending On Entertainment
Editor’s note: The Cashout for paid subscribers will publish on Tuesday. Every September there’s a huge uptick in how much people bet on sports with the start of football season. Which means it’s time to get ahead of a ridiculous narrative before it picks up steam on social media or in mainstream media. Subscribe Every few months I see some version of this: [ Charlie Bilello@charliebilello Americans bet over $165 billion on sports last year, which is more than they spent on movies, books, concerts and sports tickets - combined. 1:00 PM · Jun 28, 2026 · 4.1M Views 258 Replies · 674 Reposts · 4.23K Likes ](https://x.com/charliebilello/status/2071217050328895935?s=20) Fortune published this in July. The headline and start of the story tell the same narrative (emphasis added): Gambling becomes America’s favorite pastime as Americans spend more on sports bets than movies, arts, museums, and music combined: The North American box office totaled $8.87 billion in 2025, which is still 22% below pre-pandemic levels. Recorded music revenue hit a record $11.5 billion. Live music like concerts and festivals brought in $18.51 billion. Meanwhile, book publishers tracked by the Association of American Publishers reported $14.6 billion for the year. And the U.S. museum industry generated an estimated $16.4 billion. Add it up and the total comes to roughly $70 billion, which is less than half what Americans wagered on sports. The story, to its credit, goes on to tell us why sports betting is entirely different, although people who only read headlines will miss that nuance. (The tweet above definitely skips over the nuance.) I will mostly be preaching to the choir here, but it’s worth saying out loud: Wagering money on sports is not the same thing as spending on entertainment from a financial perspective. When you spend money on a movie or concert ticket, that money is gone. You exchanged money for an experience. It’s a good trade! I get to have fun for “x” dollars. (Unless the movie sucks, I guess.) When you bet money on sports, the money is not necessarily gone every time you wager it. It could be gone, but sometimes it’s not and you actually get more money back! That’s not “spending” money or something you should try to compare directly to entertainment spend. A far better comp would be how much people lose at sports betting. That number was more like $17 billion in the US last year, at least for state-regulated sportsbooks. Why are we trying to equate handle and entertainment spending? I dunno. It makes for splashy headlines, I guess. Now, people should be betting for entertainment, and not because they expect to win in the long term; no doubt about it. Anyway, here’s hoping I don’t see people saying Americans “spent” hundreds of millions of dollars on sports betting this fall. Mindway AI and DraftKings Expand Responsible Gaming Drive with Launch of Gamalyze American Football In time for the NFL kickoff, Mindway AI has expanded its partnership with DraftKings to launch Gamalyze American Football the second title in the neuroscience-based Gamalyze Sports collection. Following the success of Gamalyze Football (soccer) during the FIFA World Cup, this gridiron-themed update replaces static questionnaires with immersive, stadium-inspired gameplay. Backed by 10+ years of Aarhus University research, Gamalyze evaluates real-time decision-making to deliver instant, unbiased player risk assessments. Integrated into DraftKings’ platform and nationwide activations, it engages fans when excitement peaks. Ready to upgrade your player protection? Contact Mindway AI to try Gamalyze Sports today. Gambling news roundup 🚨The important stuff 1st NFL Sunday of Season ‘Champagne-Popping Day for Bettors’ (Covers): “The first NFL Sunday of the season was a champagne-popping day for bettors, while the book was left cleaning up the corks,” Caesars’ head of football Joey Feazel said prior to the Sunday night game. “Caesars Sportsbook reported that Detroit’s Jahmyr Gibbs, Baltimore’s Derrick Henry, Indianapolis’ Jonathan Taylor, and Atlanta’s Bijan Robinson were among the top five most-bet players to reach the end zone, and all of them cashed tickets.” [ Ben Fawkes@BFawkes22 A @CaesarsSports oddsmaker on how Week 1 has gone so far: “The first NFL Sunday of the season was a champagne-popping day for bettors, while the book was left cleaning up the corks.” ➡️8 of 10 most popular anytime TD scorers cashed 1:31 AM · Sep 14, 2026 · 276K Views 16 Replies · 16 Reposts · 615 Likes ](https://x.com/BFawkes22/status/2099310001927995849?s=20) 🔍 Are we already getting a “customer-friendly results” narrative in Week 1? NFL Commissioner Roger Goodell spoke with CNBC about the prediction markets industry: “We think that there needs to be stronger regulations into the predictive markets,” Goodell said. “We want to see that to protect the integrity of our game. We want to make sure we’re protecting the consumers that are on those platforms for the NFL. So, we’re continuing to have conversations with them and talk to them about the things that we think they need to do to strengthen that so that they could be potential partners at some point in the future.” More on the NFL + PMs: [ Straight to the Point Quid Pro Quo The NFL has asked Kalshi and other prediction markets to remove certain easy to manipulate markets. Does a potential partnership hang in the balance… Read more 6 hours ago · 19 likes · Steve Ruddock ](https://straighttothepoint.substack.com/p/quid-pro-quo?utm_source=substack&utm_campaign=post_embed&utm_medium=web&embedding_publication_id=1472492) Kalshi was on my podcast?: Kalshi was on my podcast [ The Event Horizon Episode 32: Talking Prediction Market Enforcement With Kalshi’s Robert DeNault Kalshi? On my podcast? Yep… Listen now 5 hours ago · 6 likes · 1 comment · Dustin Gouker ](https://nexteventhorizon.substack.com/p/episode-32-talking-prediction-market-enforcement-kalshi?utm_source=substack&utm_campaign=post_embed&utm_medium=web&embedding_publication_id=1472492) DraftKings Enhances Responsible Engagement Efforts With New Customer Initiatives, Tools and Education (press release): DraftKings Inc. today announced a series of new initiatives designed to promote responsible engagement and increase awareness and use of the tools and resources to help customers make informed decisions and engage responsibly. The efforts include a new digital advertising campaign featuring Kevin Hart and Nick Jonas that promotes responsible engagement, a PGA TOUR sweepstakes that promotes customer engagement with responsible engagement features, the launch of Gamalyze American Football in collaboration with Mindway AI, and new custom cool-off options that give customers enhanced flexibility when choosing a cool-off period. The initiatives build on DraftKings’ commitment to making responsible engagement an integral part of the customer experience and providing players with accessible tools and resources that help them make informed choices about their gaming experience. “At DraftKings, responsible engagement is embedded in how we operate and is essential to building trust with our customers and our long-term sustainability,” said Lori Kalani, Chief Responsible Gaming Officer at DraftKings. “We’ve continued to invest in tools and resources that give customers enhanced access to information about their play and more choices for managing how they engage. From My Budget Builder and My Stat Sheet to player-set limits and new custom cool-offs, we’re continuing to evolve our approach while promoting awareness and use of the tools and resources available to help customers play responsibly.” … DraftKings is launching a new digital advertising campaign featuring Kevin Hart and Nick Jonas that continues the pair’s road trip and promotes responsible engagement and awareness of the tools and resources available to help customers make informed choices about their gaming experience and engage responsibly. The campaign was initially launched on Sep. 10th and will reach customers through digital channels, bringing responsible engagement messaging to fans in an engaging way. bet365 Launches “The Matchup,” a New Weekly Video Podcast Hosted by Super Bowl Champions Chris Harris Jr. and Emmanuel Sanders (press release): "bet365, a global leader in online sports betting and gaming, today announced the launch of “The Matchup,” a new weekly video podcast hosted by former Super Bowl Champions Chris Harris Jr. and Emmanuel Sanders. Featuring current and former NFL players, the original series marks a significant, intentional investment in football as bet365 works to become a go-to destination for U.S. bettors throughout the season. “The Matchup” premieres September 10, with new episodes released weekly in both video and audio formats. Full episodes will be available on YouTube, Apple Podcasts, Spotify and wherever podcasts are available, with clips and additional content rolling out across YouTube, X, Instagram, Facebook, Threads, and TikTok. The show is being produced by Last Row Digital Media. Each week, Harris and Sanders will be joined by guests from across the game to break down the biggest NFL matchups, unpack the latest league news and share perspectives that go beyond the box score. By bringing together two former players with distinct perspectives and firsthand experience, “The Matchup” will give audiences timely context and a deeper understanding of the teams, players and storylines shaping the week ahead. “Every great football conversation starts with a matchup—who has the edge, what everyone is overlooking and what could change the game,” said Chris Harris Jr. “Emmanuel and I have experienced the game from different perspectives, and we want the audience to feel like they are part of the conversation and leave every episode knowing more about the week ahead.” Today’s iGaming companies face new litigation threats as expansive consumer protection statutes spark lawsuits with sky’s-the-limit aspirations, sometimes backed by private funders. Clients of Ifrah Law have a staunch defender in Robert Ward – an agile litigator and case tactician who responds to the changing state of play with creative legal defenses and efficient case-closing strategies. Robert draws on federal clerkship experience and appellate defense work to advise iGaming clients on litigation exposure, white-collar risk, and regulatory defense across multiple jurisdictions. Read More: Robert Ward on Helping iGaming Clients Outmaneuver Lawsuit-Obsessed Adversaries 🔮 Prediction markets Update on legal action in Connecticut: [ Daniel Wallach@WALLACHLEGAL Connecticut says gaming service license holders which received subpoenas over sports prediction markets “are not under investigation” by the @CTDCP but may possess information that could assist the state “in evaluating the conduct of prediction market platforms.” 2:31 PM · Sep 13, 2026 · 844 Views 5 Likes ](https://x.com/WALLACHLEGAL/status/2099143914271670576?s=20) American Gaming Association Opposes CFTC Bid to Block New York Prediction-Market Enforcement (DeFi Rate): “The brief points to the Ninth Circuit’s Aug. 28 decision in KalshiEX LLC v. Assad, which the AGA says supports New York’s authority to regulate sports contracts as gambling. It also cites Kalshi advertising, product comparisons and reporting on Kalshi’s sports volume to argue that the economic product resembles a sportsbook wager more than a conventional financial hedge.” [ Daniel Wallach@WALLACHLEGAL AGA intervenes in CFTC v. NY case to oppose CFTC request for preliminary injunction, says the CFTC’s arguments “obfuscate a simple truth: prediction markets offer sports betting.” Highlights CA9 decision, @DustinGouker (6x), and $1.32 billion in OSB taxes for NY (0 from PMs). Daniel Wallach @WALLACHLEGAL High stakes hearing on Monday in CFTC v. New York State. If SDNY judge Lorna Schofield denies the CFTC’s motion for preliminary injunction, the New York AG would have a clearer path for securing a state court geofencing order against Kalshi, Coinbase, and Gemini Titan. 2:08 AM · Sep 13, 2026 · 4.78K Views 1 Reply · 2 Reposts · 8 Likes ](https://x.com/WALLACHLEGAL/status/2098957043474280584?s=20) Gaming Commission remains member of gambling council after questions raised over ties to Kalshi (Mass Live): “The Massachusetts Gaming Commission will not follow the leads of gaming regulators in Ohio and Michigan and drop ties with the National Council on Problem Gambling over its new association with Kalshi.” Sponsor’s messageTrusted Voices: Conversations About Betting is designed to equip adults, including parents and coaches, with tools and resources to talk to young people about gambling, including information on warning signs, risks and proxy betting. The program is led by retired professional basketball player Randy Livingston and his wife, basketball agent Anita Smith, who share their personal stories related to problem gambling, with the hope of preventing others from experiencing similar harms. Learn more and join the conversation here. 📣 Industry news Gaming M&A: Latest Mergers, Acquisitions and Deals (SBC Americas): “But what else is happening in the world of gaming mergers, acquisitions, investments, and partnerships? Here, we round up some of the news you might have missed.” BetMGM Named Official Sports Betting and Online Casino Partner of the Minnesota Vikings in Canada (press release): BetMGM, a leading iGaming and sports betting operator, announced a multi-year partnership with the Minnesota Vikings, naming it the Official Sports Betting Partner and Online Casino Partner of the team in Canada. The agreement gives BetMGM rights to use Vikings marks across approved sports betting, online casino and marketing activities in Canada. In addition, Vikings Big Kick LuckyTap™, a casino game by Design Works Gaming, is available now exclusively at BetMGM Casino in Alberta and Ontario. “Vikings fans bring a level of passion and loyalty that extends well beyond game day,” said Matt Prevost, Chief Revenue Officer at BetMGM. “As the home of one of the largest collections of sports-themed casino content in North America, BetMGM is uniquely positioned to combine sports fandom with iGaming. We are eager to start football season off strong with another fantastic partnership especially as we expand our reach in Canada to Alberta.” Martin Nance, Minnesota Vikings Chief Marketing Officer, said, “As we continue to deepen our connection with Vikings fans across Canada, we’re proud to welcome BetMGM as the team’s official sports betting and online casino partner in Canada. Their commitment to innovation and fan engagement aligns well with our organization, and we’re excited to create memorable experiences that celebrate Vikings football and connect with Canadian fans in new and meaningful ways.” Caesars Entertainment Launches Ball Rush Jackpots™ in New Jersey,the Latest Proprietary Online Title from Empire Creative™ (press release): Caesars Entertainment, Inc. (NASDAQ: CZR) (“Caesars”) today announced the launch of Ball Rush Jackpots™, a new ball-and-peg style online casino game developed by Empire Creative™, the Company’s in-house game development studio. Now live in New Jersey across Caesars Palace Online Casino, Caesars Sportsbook & Casino and Horseshoe Online Casino, Ball Rush Jackpots is expected to become available in additional jurisdictions where Caesars offers online casino gaming following regulatory approval. The title expands Caesars’ growing portfolio of proprietary online casino titles, following the successful launch of Ca$hline™ earlier this year and further diversifying the Company’s lineup beyond traditional slots and table games. Ball Rush Jackpots follows the traditional ball-drop gameplay experience where players drop a ball down a board filled with pegs to land in a prize slot. As balls navigate independently through a field of pegs, every drop creates new opportunities to collect feature symbols, unlock bonuses and pursue jackpots, delivering a different experience with every round. “Ball Rush Jackpots delivers a different kind of casino experience for our players, combining easy-to-understand gameplay with meaningful customization, exciting bonus opportunities and jackpot potential,” said Matthew Sunderland, Senior Vice President and Chief iGaming Officer at Caesars Digital. “As we continue expanding our proprietary content portfolio, we’re focused on creating games that are simple to pick up, rewarding to revisit and designed around the features players enjoy most.” Bally’s Corporation Secures New Financing to Support the Development of the Bally’s Bronx Project (press release): Bally’s Corporation (NYSE: BALY) (“Bally’s” or the “Company”) announced today that it secured new financing led by WhiteHawk Capital Partners, LP to fund further development of the Bally’s Bronx project and general corporate purposes. The new financing comprises closing date term loan commitments in an aggregate principal amount of $400 million and delayed draw term loan commitments in an aggregate principal amount of $160 million (together, the “Facilities”). … Bally’s Chairman of the Board, Soo Kim, commented, “This important financing allows us to progress the pre-construction planning process so that we are ready to complete the remainder of the capital raise and remain on schedule. Furthermore, the additional liquidity provides us greater flexibility for other capital opportunities.” WORLD JAI ALAI LEAGUE LAUNCHES CENTENNIAL SEASON AND ENTERS NEXT CHAPTER IN MIAMI (press release): The World Jai Alai League will open its 2026 fall season on Tuesday, September 15 at Miami’s JAM Arena, beginning a milestone season that marks 100 years since professional Jai Alai first arrived in Miami. Season X, the tenth season of the Battle Court team-based competition launched in 2022, will also be the first since entrepreneur and sports asset investor Rob Gough acquired the World Jai Alai League in August 2026. The acquisition marks the beginning of a new chapter for the league. World Jai Alai League will maintain the existing Battle Court competition and operating format, with Chief Operating Officer Scott Savin overseeing Season X. Gough and his team will use the coming months to listen to players and fans, evaluate opportunities across the league, and execute plans for a broader evolution of Jai Alai’s presentation, live experience, media, marketing and commercial strategy beginning in 2027. “This is a really unique moment for Jai Alai,” said Rob Gough, Owner of the World Jai Alai League. “We have a sport with more than 100 years of history in Miami, extraordinary athletes and incredible speed, but I also believe there is enormous untapped potential.” bet365 reveals most popular online slots in 3 US states in August (SBC Americas): “In its monthly Gaming Insights and Performance report, growing online casino operator bet365 tracks player trends and game performance in online slots across its North American online casino markets.” The Closing Line is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber. Subscribe
Why Fear of Unchecked AI Belongs in Product Architecture
Years ago, sitting on-site with data science teams at large institutions, I kept watching the same scene play out. A model, sometimes a sophisticated one, sometimes a logistic regression somebody trained in an afternoon, would get promoted into a decision that mattered. Whether a small business got a loan. Whether a case got flagged. Decisions […]
I lost my mom to suicide. Here's why I sometimes hate Suicide Prevention Month
My mom died by suicide and Suicide Prevention Month is complicated. Messages to to reach out can feel difficult to those left behind.
Sometimes, a trade war is good for business
The majority of leafy greens consumed in Canada come from abroad. Haven Greens, a domestic producer, has seen rapid growth since the trade war with the U.S. started.
Postpartum politics: What it means to run for government as a new mum
Victorian Greens candidates Nina Crawley and Lini Fernando reflect on their experiences running a political campaign just months after giving birth. From the challenges and compromises to the support networks that wrapped around them, and why showing up vulnerably in public space matters. Subscribe In 2024, when my second child was four months old, I decided to run for local government. Fast forward two years, I am again four months postpartum, with my third child, and this time running in the state election. But this time has hit differently. Going through pregnancy, birth and postpartum while being a political candidate has had a more profound and personal impact than I ever expected. I reached out to my fellow Greens candidate for the state election, Lini Fernando, who gave birth 20 days before me, and her experience closely mirrored mine. Postpartum has its own unique challenges that we’ve not seen reflected in stories about women running for office. When people discuss the “juggle”, they’re usually talking about the practical mechanics of looking after small children - childcare arrangements, pumping schedules and logistics. As mums of multiple children, we were both aware of the logistical changes and difficulties that accompany giving birth and the months after. We assumed that combining this with running for election would be hard, but that we could organise our way out of any problems. What neither of us anticipated was the intense vulnerability that comes with putting yourself into the spotlight of a state election campaign at a time when you are physically exhausted and navigating things like breastfeeding and feeling like a stranger in your own body. There have been challenges that neither of us anticipated. Firstly, needing to buy new clothes because the supportive leggings that are a staple of the postpartum wardrobe weren’t going to cut it for community events. Lini held her first fundraiser - a trivia night - just three weeks postpartum. A business-casual wardrobe, several sizes bigger than pre-baby, was needed, and fast. As women, how we look is closely scrutinised, and the internalised fatphobia is loud. We are conditioned from our earliest days to believe that our appearance is tied to our worth, and taught how we are allowed to show up in public. Women who dare to put themselves into the spotlight also receive more abuse than their male counterparts, including criticism of their appearance. To stand in front of members of your community and try to convince them that you’re the best person to represent them in parliament is a challenge in and of itself. To do it with leaking breasts, a pelvic floor that could betray you at the first sign of a sneeze, a body that still feels unfamiliar, and with half your hair falling out (hello postpartum hair loss!) is another thing altogether. It requires courage, allowing yourself the grace to be vulnerable in public, and the belief that showing up, however imperfectly, matters. And the vulnerability isn’t just physical; it also includes factors like having to ask a campaign team to accommodate the realities of having a baby. Asking for help is hard, and it’s a skill that both new parents and hopeful political candidates need to become comfortable with. Parents understand the disappointment that comes when a call for help or connection is rebuffed, like a friend cancelling a much-needed coffee. That rejection is amplified for political candidates calling dozens of people each week. Many people don’t realise running for Parliament, when you aren’t the incumbent, is a volunteer role supported largely by other volunteers who have to squeeze volunteering in around their paid work. Calls need to be made and meetings held after work hours - usually during “witching hour” (5-8 pm), that special time of night when babies cry for no reason. I found that I was struggling to make these commitments, or having to tap out and ask for them to be rearranged. When I spoke to Lini, we realised that she had had a similar experience, this push-pull of being the candidate and wanting to show our faces at meetings and help recruit new volunteers at ‘calling parties’, but also being the only people who could settle our newborns. Sometimes we could merge the two worlds; Lini and I realised that we had both attended 7:30pm meetings online, sitting in a dark room, struggling though breastfeeding and settling our babies. Although we’re both committed to breaking the stigma around breastfeeding, it can be hard to keep your composure while trying to feed a young baby as they try to latch, spew and fuss. Ultimately, Lini and I agreed that showing up vulnerably in public space matters. Leaders should possess empathy and understanding for those who feel raw and in transition; from the dad who just got evicted to the teen who acquired a disability - anyone who feels they aren’t the version of themselves they expected right now. The patriarchy tries to tell us otherwise, but women shouldn’t have to wait until they’re ‘recovered’, no longer vulnerable, before they feel entitled to participate in public life. In fact, we could all benefit from our leaders being a little more vulnerable. *This piece was cowritten, but has been presented in the first person for the sake of style. About the authors Nina Crawley is former teacher and community organiser who now works in human rights and inequality advocacy for a non-profit. She’s a mother of three keen to get back to running as soon as her pelvic floor allows! She’s contesting the seat of Ivanhoe for the Greens in this year’s state election. Lini Fernando is a lawyer working in diverse areas of law including anti corruption and public law. She’s a mother of two and a gardening and good policy enthusiast. She is currently contesting the seat of Croydon for the Greens in this year’s state election. Thanks for reading Cheek Media Co. ! This post is public so feel free to share it. Share
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.
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.
An onslaught of midterm polling is coming. Here’s how to sort through it
If read carefully, high-quality polls can still tell you a lot about how this year’s midterms are shaping up – and keeping a few simple questions in mind can help you sort through the overwhelming and sometimes overblown deluge of data.
The Villages Health’s $541 million settlement highlights the cost of ‘upcoding’
The settlement describes how The Villages Health would go back into patients' medical files months later and add diagnoses -- sometimes adding in monitoring, evaluations or treatments.
I'm an airline employee who flies for free, but there's a big catch
I've flown to places like Machu Picchu and the Great Wall of China on a whim, but I sometimes get stuck overseas or have to buy a costly ticket home.
“Sometimes I think it was not a fair chance (in …
“Sometimes I think it was not a fair chance (in …
A men's health doctor says many men with low testosterone are getting misdiagnosed — and missing lab tests could be why
Sometimes men are treated for depression when low testosterone is the real cause. A men's health physician explains the signs, the tests, and what to do next.
'The fan experience has certainly been ruined'
Lower down this page you can see Forest fan Ellie Molloson explain she's sometimes "scared" to celebrate a goal given VAR can intervene. Richard: Not that it makes any difference now, but 'clear and Obvious' never came into this decision from either VAR or the referee.
'Sometimes players have to be shaken'
Crystal Palace boss Pierre Sage said it was "a sports decision" to drop Dwight McNeil and Evann Guessand from the matchday squad in the 3-2 victory over Fulham. "Sometimes players have to be shaken to come back and regain their level," said Sage. Both players were substituted on in the 4-1 loss to Manchester City the previous week, but failed to have an impact on the game.
What if your ‘lizard brain’ never existed? Scientists challenge a 70-year-old theory and uncover the wiring battle that may have shaped human intelligence
For decades, the human brain was like some evolutionary skyscraper: ancient instincts on the bottom, emotions in the middle, and sophisticated reasoning on the top. That’s a good reason why we sometimes feel stuck between impulse and logic.
3 Steps to Support Mental Health for Rural Youth
(Feature Impact) Young people face a growing number of pressures, including academic expectations, social responsibilities, complex family situations and uncertainty about their own futures. Mental health support is important for all – but in many rural areas, those pressures are even greater.According to the Centers for Disease Control and Prevention, the suicide rate for rural youth ages 15-19 is 74% higher than their urban counterparts. Barriers like limited insurance coverage, unreliable internet for telehealth, scarce providers, long drive times and lack of public transportation make it harder to get mental healthcare when it’s needed. Plus, asking for help can feel like opening oneself up to judgment and stigmatization.That’s why Rural Minds, the only nonprofit focused on mental health for rural communities, created the Rural Youth Mental Wellness pilot program supported by Boehringer Ingelheim. It was developed by an advisory committee made up of rural youth to provide their peers with practical, free, accessible mental health resources. Incorporating feedback on the pilot, the updated program sponsored by the Sompo Foundation is now launching its national rollout.“A young person’s ZIP code should never determine whether they can access meaningful mental health support where and when they need it,” said Jessica L. Schleider, Ph.D., director, Lab for Scalable Mental Health, Northwestern University. “Our lab is thrilled to partner with Rural Minds as they champion evidence-based, anonymous, freely available support tools designed to overcome barriers to help-seeking faced by rural youth across the country.”If the rural mental health crisis affects you or a loved one, consider these ways to help.Break the Stigma Surrounding Mental HealthIn communities where self-reliance is valued, asking for help can sometimes be viewed as a sign of weakness. Young people who feel unheard and unsupported often struggle with being vulnerable, so they continue carrying their increasingly heavy burdens alone.Parents, educators, healthcare providers, community leaders and peers can work to change that culture by normalizing mental health conversations. This includes helping teenagers feel seen and accepted by educating them on mental health issues and coping strategies, listening to their experiences without judgment, sharing your own stories and reminding them it’s courageous to seek support.Consider Single-Session InterventionsThe first step is always the hardest when it comes to seeking mental health support, and not every struggling young person is ready or able to see a therapist. With access to free, confidential, self-guided materials to begin building mental wellness skills, the first step may be less scary.Single-Session Interventions (SSIs) are brief, structured online courses designed to teach youth practical skills for handling stress, low mood, self-image and more. The Rural Youth Mental Wellness Program offers SSIs in partnership with Project YES (Youth Empowerment and Support), a free digital resource developed with Northwestern University’s Lab for Scalable Mental Health at the Feinberg School of Medicine.Anonymous access to SSIs through the partnership provides strategies for:Improving moodRethinking body imageReframing negative thoughtsKnowing your power to changeTaking steps toward goalsProtecting LGBTQ+ prideHandling self-harm urgesStaying safe amid dark thoughtsEach SSI typically takes 5-10 minutes. Although SSIs are not a replacement for therapy, they provide a research-backed source of support for young people experiencing bouts of stress or low-to-moderate distress.Know When to Seek Professional HelpSelf-guided resources and supportive conversations are a valuable starting point, but sometimes young people need qualified professional help. Look for symptoms like worsening mood or behavior, substance use, self-harm or difficulty managing everyday tasks, and take teens seriously when they express dark feelings.Doctors and counselors can provide personalized support for youth in crisis, and the 988 Suicide and Crisis Lifeline offers free, confidential 24/7 support for mental health by dialing 9-8-8.“I grew up in a small town where mental health was almost taboo,” said committee member Asheton Medlin. “Being part of the committee that built this program let me help make sure rural youth today have the support I didn’t. I’m excited to help bring these resources to them because this generation deserves the chance to grow up and change the world.”Find more information at RuralMinds.org.Photos courtesy of Shutterstock googletag.cmd.push(function() { googletag.display('yup-rectangle-one'); });
3 Steps to Support Mental Health for Rural Youth
(Feature Impact) Young people face a growing number of pressures, including academic expectations, social responsibilities, complex family situations and uncertainty about their own futures. Mental health support is important for all – but in many rural areas, those pressures are even greater.According to the Centers for Disease Control and Prevention, the suicide rate for rural youth ages 15-19 is 74% higher than their urban counterparts. Barriers like limited insurance coverage, unreliable internet for telehealth, scarce providers, long drive times and lack of public transportation make it harder to get mental healthcare when it’s needed. Plus, asking for help can feel like opening oneself up to judgment and stigmatization.That’s why Rural Minds, the only nonprofit focused on mental health for rural communities, created the Rural Youth Mental Wellness pilot program supported by Boehringer Ingelheim. It was developed by an advisory committee made up of rural youth to provide their peers with practical, free, accessible mental health resources. Incorporating feedback on the pilot, the updated program sponsored by the Sompo Foundation is now launching its national rollout.“A young person’s ZIP code should never determine whether they can access meaningful mental health support where and when they need it,” said Jessica L. Schleider, Ph.D., director, Lab for Scalable Mental Health, Northwestern University. “Our lab is thrilled to partner with Rural Minds as they champion evidence-based, anonymous, freely available support tools designed to overcome barriers to help-seeking faced by rural youth across the country.”If the rural mental health crisis affects you or a loved one, consider these ways to help.Break the Stigma Surrounding Mental HealthIn communities where self-reliance is valued, asking for help can sometimes be viewed as a sign of weakness. Young people who feel unheard and unsupported often struggle with being vulnerable, so they continue carrying their increasingly heavy burdens alone.Parents, educators, healthcare providers, community leaders and peers can work to change that culture by normalizing mental health conversations. This includes helping teenagers feel seen and accepted by educating them on mental health issues and coping strategies, listening to their experiences without judgment, sharing your own stories and reminding them it’s courageous to seek support.Consider Single-Session InterventionsThe first step is always the hardest when it comes to seeking mental health support, and not every struggling young person is ready or able to see a therapist. With access to free, confidential, self-guided materials to begin building mental wellness skills, the first step may be less scary.#placement_1042740_0_i{width:100%;max-width:550px;margin:0 auto;}var rnd = window.rnd || Math.floor(Math.random()*10e6);var pid1042740 = window.pid1042740 || rnd;var plc1042740 = window.plc1042740 || 0;var abkw = window.abkw || '';var absrc = 'https://ads.empowerlocal.co/adserve/;ID=181918;size=0x0;setID=1042740;type=js;sw='+screen.width+';sh='+screen.height+';spr='+window.devicePixelRatio+';kw='+abkw+';pid='+pid1042740+';place='+(plc1042740++)+';rnd='+rnd+';click=CLICK_MACRO_PLACEHOLDER';var _absrc = absrc.split("type=js"); absrc = _absrc[0] + 'type=js;referrer=' + encodeURIComponent(document.location.href) + _absrc[1];document.write('');Single-Session Interventions (SSIs) are brief, structured online courses designed to teach youth practical skills for handling stress, low mood, self-image and more. The Rural Youth Mental Wellness Program offers SSIs in partnership with Project YES (Youth Empowerment and Support), a free digital resource developed with Northwestern University’s Lab for Scalable Mental Health at the Feinberg School of Medicine.Anonymous access to SSIs through the partnership provides strategies for:Improving moodRethinking body imageReframing negative thoughtsKnowing your power to changeTaking steps toward goalsProtecting LGBTQ+ prideHandling self-harm urgesStaying safe amid dark thoughtsEach SSI typically takes 5-10 minutes. Although SSIs are not a replacement for therapy, they provide a research-backed source of support for young people experiencing bouts of stress or low-to-moderate distress.Know When to Seek Professional HelpSelf-guided resources and supportive conversations are a valuable starting point, but sometimes young people need qualified professional help. Look for symptoms like worsening mood or behavior, substance use, self-harm or difficulty managing everyday tasks, and take teens seriously when they express dark feelings.Doctors and counselors can provide personalized support for youth in crisis, and the 988 Suicide and Crisis Lifeline offers free, confidential 24/7 support for mental health by dialing 9-8-8.“I grew up in a small town where mental health was almost taboo,” said committee member Asheton Medlin. “Being part of the committee that built this program let me help make sure rural youth today have the support I didn’t. I’m excited to help bring these resources to them because this generation deserves the chance to grow up and change the world.”Find more information at RuralMinds.org.Photos courtesy of Shutterstock
3 Steps to Support Mental Health for Rural Youth
(Feature Impact) Young people face a growing number of pressures, including academic expectations, social responsibilities, complex family situations and uncertainty about their own futures. Mental health support is important for all – but in many rural areas, those pressures are even greater.According to the Centers for Disease Control and Prevention, the suicide rate for rural youth ages 15-19 is 74% higher than their urban counterparts. Barriers like limited insurance coverage, unreliable internet for telehealth, scarce providers, long drive times and lack of public transportation make it harder to get mental healthcare when it’s needed. Plus, asking for help can feel like opening oneself up to judgment and stigmatization.That’s why Rural Minds, the only nonprofit focused on mental health for rural communities, created the Rural Youth Mental Wellness pilot program supported by Boehringer Ingelheim. It was developed by an advisory committee made up of rural youth to provide their peers with practical, free, accessible mental health resources. Incorporating feedback on the pilot, the updated program sponsored by the Sompo Foundation is now launching its national rollout.“A young person’s ZIP code should never determine whether they can access meaningful mental health support where and when they need it,” said Jessica L. Schleider, Ph.D., director, Lab for Scalable Mental Health, Northwestern University. “Our lab is thrilled to partner with Rural Minds as they champion evidence-based, anonymous, freely available support tools designed to overcome barriers to help-seeking faced by rural youth across the country.”If the rural mental health crisis affects you or a loved one, consider these ways to help.Break the Stigma Surrounding Mental HealthIn communities where self-reliance is valued, asking for help can sometimes be viewed as a sign of weakness. Young people who feel unheard and unsupported often struggle with being vulnerable, so they continue carrying their increasingly heavy burdens alone.Parents, educators, healthcare providers, community leaders and peers can work to change that culture by normalizing mental health conversations. This includes helping teenagers feel seen and accepted by educating them on mental health issues and coping strategies, listening to their experiences without judgment, sharing your own stories and reminding them it’s courageous to seek support.Consider Single-Session InterventionsThe first step is always the hardest when it comes to seeking mental health support, and not every struggling young person is ready or able to see a therapist. With access to free, confidential, self-guided materials to begin building mental wellness skills, the first step may be less scary.Single-Session Interventions (SSIs) are brief, structured online courses designed to teach youth practical skills for handling stress, low mood, self-image and more. The Rural Youth Mental Wellness Program offers SSIs in partnership with Project YES (Youth Empowerment and Support), a free digital resource developed with Northwestern University’s Lab for Scalable Mental Health at the Feinberg School of Medicine.Anonymous access to SSIs through the partnership provides strategies for:Improving moodRethinking body imageReframing negative thoughtsKnowing your power to changeTaking steps toward goalsProtecting LGBTQ+ prideHandling self-harm urgesStaying safe amid dark thoughtsEach SSI typically takes 5-10 minutes. Although SSIs are not a replacement for therapy, they provide a research-backed source of support for young people experiencing bouts of stress or low-to-moderate distress.Know When to Seek Professional HelpSelf-guided resources and supportive conversations are a valuable starting point, but sometimes young people need qualified professional help. Look for symptoms like worsening mood or behavior, substance use, self-harm or difficulty managing everyday tasks, and take teens seriously when they express dark feelings.Doctors and counselors can provide personalized support for youth in crisis, and the 988 Suicide and Crisis Lifeline offers free, confidential 24/7 support for mental health by dialing 9-8-8.“I grew up in a small town where mental health was almost taboo,” said committee member Asheton Medlin. “Being part of the committee that built this program let me help make sure rural youth today have the support I didn’t. I’m excited to help bring these resources to them because this generation deserves the chance to grow up and change the world.”Find more information at RuralMinds.org.Photos courtesy of Shutterstock
3 Steps to Support Mental Health for Rural Youth
(Feature Impact) Young people face a growing number of pressures, including academic expectations, social responsibilities, complex family situations and uncertainty about their own futures. Mental health support is important for all – but in many rural areas, those pressures are even greater.According to the Centers for Disease Control and Prevention, the suicide rate for rural youth ages 15-19 is 74% higher than their urban counterparts. Barriers like limited insurance coverage, unreliable internet for telehealth, scarce providers, long drive times and lack of public transportation make it harder to get mental healthcare when it’s needed. Plus, asking for help can feel like opening oneself up to judgment and stigmatization.That’s why Rural Minds, the only nonprofit focused on mental health for rural communities, created the Rural Youth Mental Wellness pilot program supported by Boehringer Ingelheim. It was developed by an advisory committee made up of rural youth to provide their peers with practical, free, accessible mental health resources. Incorporating feedback on the pilot, the updated program sponsored by the Sompo Foundation is now launching its national rollout.“A young person’s ZIP code should never determine whether they can access meaningful mental health support where and when they need it,” said Jessica L. Schleider, Ph.D., director, Lab for Scalable Mental Health, Northwestern University. “Our lab is thrilled to partner with Rural Minds as they champion evidence-based, anonymous, freely available support tools designed to overcome barriers to help-seeking faced by rural youth across the country.”If the rural mental health crisis affects you or a loved one, consider these ways to help.Break the Stigma Surrounding Mental HealthIn communities where self-reliance is valued, asking for help can sometimes be viewed as a sign of weakness. Young people who feel unheard and unsupported often struggle with being vulnerable, so they continue carrying their increasingly heavy burdens alone.Parents, educators, healthcare providers, community leaders and peers can work to change that culture by normalizing mental health conversations. This includes helping teenagers feel seen and accepted by educating them on mental health issues and coping strategies, listening to their experiences without judgment, sharing your own stories and reminding them it’s courageous to seek support.Consider Single-Session InterventionsThe first step is always the hardest when it comes to seeking mental health support, and not every struggling young person is ready or able to see a therapist. With access to free, confidential, self-guided materials to begin building mental wellness skills, the first step may be less scary.Single-Session Interventions (SSIs) are brief, structured online courses designed to teach youth practical skills for handling stress, low mood, self-image and more. The Rural Youth Mental Wellness Program offers SSIs in partnership with Project YES (Youth Empowerment and Support), a free digital resource developed with Northwestern University’s Lab for Scalable Mental Health at the Feinberg School of Medicine.Anonymous access to SSIs through the partnership provides strategies for:Improving moodRethinking body imageReframing negative thoughtsKnowing your power to changeTaking steps toward goalsProtecting LGBTQ+ prideHandling self-harm urgesStaying safe amid dark thoughtsEach SSI typically takes 5-10 minutes. Although SSIs are not a replacement for therapy, they provide a research-backed source of support for young people experiencing bouts of stress or low-to-moderate distress.Know When to Seek Professional HelpSelf-guided resources and supportive conversations are a valuable starting point, but sometimes young people need qualified professional help. Look for symptoms like worsening mood or behavior, substance use, self-harm or difficulty managing everyday tasks, and take teens seriously when they express dark feelings.Doctors and counselors can provide personalized support for youth in crisis, and the 988 Suicide and Crisis Lifeline offers free, confidential 24/7 support for mental health by dialing 9-8-8.“I grew up in a small town where mental health was almost taboo,” said committee member Asheton Medlin. “Being part of the committee that built this program let me help make sure rural youth today have the support I didn’t. I’m excited to help bring these resources to them because this generation deserves the chance to grow up and change the world.”Find more information at RuralMinds.org.Photos courtesy of Shutterstock
3 Steps to Support Mental Health for Rural Youth
(Feature Impact) Young people face a growing number of pressures, including academic expectations, social responsibilities, complex family situations and uncertainty about their own futures. Mental health support is important for all – but in many rural areas, those pressures are even greater. TNCMS.AdManager.render({region: 'fixed-big-ad-top-asset', slot: 1, fold: "above"}); According to the Centers for Disease Control and Prevention, the suicide rate for rural youth ages 15-19 is 74% higher than their urban counterparts. Barriers like limited insurance coverage, unreliable internet for telehealth, scarce providers, long drive times and lack of public transportation make it harder to get mental healthcare when it’s needed. Plus, asking for help can feel like opening oneself up to judgment and stigmatization.That’s why Rural Minds, the only nonprofit focused on mental health for rural communities, created the Rural Youth Mental Wellness pilot program supported by Boehringer Ingelheim. It was developed by an advisory committee made up of rural youth to provide their peers with practical, free, accessible mental health resources. Incorporating feedback on the pilot, the updated program sponsored by the Sompo Foundation is now launching its national rollout.“A young person’s ZIP code should never determine whether they can access meaningful mental health support where and when they need it,” said Jessica L. Schleider, Ph.D., director, Lab for Scalable Mental Health, Northwestern University. “Our lab is thrilled to partner with Rural Minds as they champion evidence-based, anonymous, freely available support tools designed to overcome barriers to help-seeking faced by rural youth across the country.”If the rural mental health crisis affects you or a loved one, consider these ways to help.Break the Stigma Surrounding Mental HealthIn communities where self-reliance is valued, asking for help can sometimes be viewed as a sign of weakness. Young people who feel unheard and unsupported often struggle with being vulnerable, so they continue carrying their increasingly heavy burdens alone.Parents, educators, healthcare providers, community leaders and peers can work to change that culture by normalizing mental health conversations. This includes helping teenagers feel seen and accepted by educating them on mental health issues and coping strategies, listening to their experiences without judgment, sharing your own stories and reminding them it’s courageous to seek support.Consider Single-Session InterventionsThe first step is always the hardest when it comes to seeking mental health support, and not every struggling young person is ready or able to see a therapist. With access to free, confidential, self-guided materials to begin building mental wellness skills, the first step may be less scary. TNCMS.AdManager.render({region: 'fixed-big-ad-middle-asset', slot: 1, fold: "span"}); Single-Session Interventions (SSIs) are brief, structured online courses designed to teach youth practical skills for handling stress, low mood, self-image and more. The Rural Youth Mental Wellness Program offers SSIs in partnership with Project YES (Youth Empowerment and Support), a free digital resource developed with Northwestern University’s Lab for Scalable Mental Health at the Feinberg School of Medicine.Anonymous access to SSIs through the partnership provides strategies for:Improving moodRethinking body imageReframing negative thoughtsKnowing your power to changeTaking steps toward goalsProtecting LGBTQ+ prideHandling self-harm urgesStaying safe amid dark thoughtsEach SSI typically takes 5-10 minutes. Although SSIs are not a replacement for therapy, they provide a research-backed source of support for young people experiencing bouts of stress or low-to-moderate distress.Know When to Seek Professional HelpSelf-guided resources and supportive conversations are a valuable starting point, but sometimes young people need qualified professional help. Look for symptoms like worsening mood or behavior, substance use, self-harm or difficulty managing everyday tasks, and take teens seriously when they express dark feelings.Doctors and counselors can provide personalized support for youth in crisis, and the 988 Suicide and Crisis Lifeline offers free, confidential 24/7 support for mental health by dialing 9-8-8.“I grew up in a small town where mental health was almost taboo,” said committee member Asheton Medlin. “Being part of the committee that built this program let me help make sure rural youth today have the support I didn’t. I’m excited to help bring these resources to them because this generation deserves the chance to grow up and change the world.”Find more information at RuralMinds.org.Photos courtesy of Shutterstock TNCMS.AdManager.render({region: 'fixed-big-ad-bottom-asset', slot: 1, fold: "below"});
3 Steps to Support Mental Health for Rural Youth
(Feature Impact) Young people face a growing number of pressures, including academic expectations, social responsibilities, complex family situations and uncertainty about their own futures. Mental health support is important for all – but in many rural areas, those pressures are even greater.#placement_1126603_0_i{width:100%;max-width:550px;margin:0 auto;}var rnd = window.rnd || Math.floor(Math.random()*10e6);var pid1126603 = window.pid1126603 || rnd;var plc1126603 = window.plc1126603 || 0;var abkw = window.abkw || '';var absrc = 'https://ads.empowerlocal.co/adserve/;ID=181918;size=0x0;setID=1126603;type=js;sw='+screen.width+';sh='+screen.height+';spr='+window.devicePixelRatio+';kw='+abkw+';pid='+pid1126603+';place='+(plc1126603++)+';rnd='+rnd+';click=CLICK_MACRO_PLACEHOLDER';var _absrc = absrc.split("type=js"); absrc = _absrc[0] + 'type=js;referrer=' + encodeURIComponent(document.location.href) + _absrc[1];document.write('');According to the Centers for Disease Control and Prevention, the suicide rate for rural youth ages 15-19 is 74% higher than their urban counterparts. Barriers like limited insurance coverage, unreliable internet for telehealth, scarce providers, long drive times and lack of public transportation make it harder to get mental healthcare when it’s needed. Plus, asking for help can feel like opening oneself up to judgment and stigmatization.That’s why Rural Minds, the only nonprofit focused on mental health for rural communities, created the Rural Youth Mental Wellness pilot program supported by Boehringer Ingelheim. It was developed by an advisory committee made up of rural youth to provide their peers with practical, free, accessible mental health resources. Incorporating feedback on the pilot, the updated program sponsored by the Sompo Foundation is now launching its national rollout.“A young person’s ZIP code should never determine whether they can access meaningful mental health support where and when they need it,” said Jessica L. Schleider, Ph.D., director, Lab for Scalable Mental Health, Northwestern University. “Our lab is thrilled to partner with Rural Minds as they champion evidence-based, anonymous, freely available support tools designed to overcome barriers to help-seeking faced by rural youth across the country.”If the rural mental health crisis affects you or a loved one, consider these ways to help.Break the Stigma Surrounding Mental HealthIn communities where self-reliance is valued, asking for help can sometimes be viewed as a sign of weakness. Young people who feel unheard and unsupported often struggle with being vulnerable, so they continue carrying their increasingly heavy burdens alone.Parents, educators, healthcare providers, community leaders and peers can work to change that culture by normalizing mental health conversations. This includes helping teenagers feel seen and accepted by educating them on mental health issues and coping strategies, listening to their experiences without judgment, sharing your own stories and reminding them it’s courageous to seek support.Consider Single-Session InterventionsThe first step is always the hardest when it comes to seeking mental health support, and not every struggling young person is ready or able to see a therapist. With access to free, confidential, self-guided materials to begin building mental wellness skills, the first step may be less scary. Single-Session Interventions (SSIs) are brief, structured online courses designed to teach youth practical skills for handling stress, low mood, self-image and more. The Rural Youth Mental Wellness Program offers SSIs in partnership with Project YES (Youth Empowerment and Support), a free digital resource developed with Northwestern University’s Lab for Scalable Mental Health at the Feinberg School of Medicine.Anonymous access to SSIs through the partnership provides strategies for:Improving moodRethinking body imageReframing negative thoughtsKnowing your power to changeTaking steps toward goalsProtecting LGBTQ+ prideHandling self-harm urgesStaying safe amid dark thoughtsEach SSI typically takes 5-10 minutes. Although SSIs are not a replacement for therapy, they provide a research-backed source of support for young people experiencing bouts of stress or low-to-moderate distress.Know When to Seek Professional HelpSelf-guided resources and supportive conversations are a valuable starting point, but sometimes young people need qualified professional help. Look for symptoms like worsening mood or behavior, substance use, self-harm or difficulty managing everyday tasks, and take teens seriously when they express dark feelings.Doctors and counselors can provide personalized support for youth in crisis, and the 988 Suicide and Crisis Lifeline offers free, confidential 24/7 support for mental health by dialing 9-8-8.“I grew up in a small town where mental health was almost taboo,” said committee member Asheton Medlin. “Being part of the committee that built this program let me help make sure rural youth today have the support I didn’t. I’m excited to help bring these resources to them because this generation deserves the chance to grow up and change the world.”Find more information at RuralMinds.org.Photos courtesy of Shutterstock
The core anti-Pangram constituency is phony writers
Welcome to The Closing Argument, our verdict on the news, plus everything The Argument published and appeared in this week. The Verdict, by Kelsey Piper A lot of people hate AI for drowning the internet in slop and displacing human creatives. You might think that these people would be thrilled by a program that can identify and flag AI-generated work. But many people who hate AI also hate Pangram, an impressively accurate AI detector that produces very few false positives, according to high-quality independent research. This loathing found its most recent expression in a bizarre Wired article that amplifies a wide range of false arguments from Pangram skeptics: that AI detectors are racist (they’re not) or ableist (they’re not)1 or don’t work (this one does)2. Rather than starting from the premise that it would be really valuable to have a working AI detector and scrutinizing Pangram to make sure it lives up to that promise, the article starts from the premise that Pangram obviously has bad vibes and sets out to discover why. (One answer: The CEO microwaved lunch during an interview!) Why aren’t writers who resent Pangram more eager to distinguish themselves from posters who are having ChatGPT ghostwrite all their work? There are a few different things at play, but I think one key dynamic is this: These are often the same people. A core constituency for arguments like Wired’s is “writers” who are using AI to write their posts but resent this fact being made public. They stand to lose from AI detectors because AI detectors call them out. Share When Substack announced a partnership with Pangram, a sizable fraction of the platform’s authors rose up in outrage. Some people had experience with other AI detectors that didn’t work, and some felt that AI writing ought to be encouraged — both of which are fair enough. But the fury was fueled by authors passionately insisting that Pangram kept wrongly accusing them on almost every post they published. Pangram can be wrong, especially on short passages. But in the overwhelming majority of cases where Pangram looked at a whole blog post rather than a single paragraph, the program correctly detected work as AI. Even if we can’t be 100% sure in any individual case, we can notice the trend in the aggregate. Wired quotes Sam Illingworth, a professor of critical AI literacy at Edinburgh Napier University, who said, “I don’t think [AI detectors] work. … I think that detectors are prejudiced against certain people.” This spring, he said that he used AI for research and editing; this summer he acknowledged that in addition to research and editing, he also uses it “now and then for a turn of phrase I keep.” Pangram informs us that most of his posts are 100% AI-written (some are mixed AI-and-human) and that 100% AI-written posts started appearing last year. The favorable interpretation is that, as someone whose recent work Pangram consistently mistakes for AI, Illingworth sees Pangram’s flaws firsthand. The unfavorable interpretation is that the tool’s credibility trades off against his own, because its account of who writes his posts is not consistent with his. Illingworth is not alone in insisting the detector does not work. “It’s a Monday night in late July, and I’m pasting my own Substack draft into an AI detector for the first time. Not because I’m worried. Because I’m curious. I wrote every word of it myself, the way I write everything, out loud in my head first, in a rhythm that still carries the accent of a language I learned to think in before I learned to write in this one,” begins one Substack post by an author indignant that Pangram flags her writing as AI. “That’s the part I had to sit with before I could write this.” If you, like me, have worked with AIs a lot, you won’t even need Pangram there. The author of that piece is AI. It is obviously AI! I checked 10 other posts on the blog, and they were also obviously AI! “I have spent 22 years as an award-winning author and essayist. And now this bullshit tool that learned from MY writing is going to accuse me of plagiarism,” popular Substack writer Carlyn Beccia wrote in an anti-Pangram post. “For the last and final time, AI DETECTORS DO NOT WORK.” Here’s what her writing sounded like in 2020: “Most success stories revolve around one person who believed enough in you to say — give it a try. We call these people muses, but they are so much more than that. They are the strong man giants whose shoulders we stand on so we can see the horizon. Throughout the editing process, I am sure my editor felt less like a giant of greatness and more like Atlas with the world on her shoulders.” Pangram says it was 100% human-written. (So were other articles of hers in 2020.) And here’s what it sounds like now: “And then there is the reshuffling, which sounds like paperwork until you remember that empires have always loved paperwork. The Trump regime recently moved special education oversight from the Education Department to HHS. That is not a minor bureaucratic transfer. It changes the frame.”3 Pangram says this is mostly AI. I am not convinced that Pangram is wrong. In my own experience, Pangram is very effective on long texts — if it marks a long essay as AI, the essay was either written by AI or deliberately written to sound like AI. On tweet-length or paragraph-length texts, it’s not perfectly reliable. It seems to work just as well for non-native English speakers as for native speakers. While I have seen dozens of claims of pre-2022 text returning a positive result on Pangram, I have tried repeatedly to corroborate those and have never once succeeded. To be clear, I’m absolutely not saying that complaining about Pangram suggests a writer is a cheat. There are plenty of other concerns. Most are mistakenly premised, such as the false claim that Pangram trains on work you put into it, but others are reasonable: It’s unreliable on sufficiently short text segments; it creates an internet witch-hunt mentality when there are defensible uses of AI; people who are open about their AI use are sometimes blamed, when the only people really doing something wrong are the ones who hide it; and it isn’t perfect, so a single positive result shouldn’t be taken as decisive proof of misconduct. I’m happy to concede that Pangram is imperfect and possible to over-rely on. If an author’s posts are mostly non-AI and one scans as partially AI, this could be a mistake. It’s also possible to defeat Pangram with intentional effort. If you think we need something more robust and more reliable, fine! But if you don’t like AI and don’t like Pangram, your attitude really ought to be that it’s a shame that our existing tools for AI detection are imperfect, and it’s important to invent better ones. If your stance is instead that AI is evil and so is looking for AI, then ultimately you’re contributing to the sloppification of the internet. You’re making it harder for people who write their own text to distinguish themselves, and providing cover for authors who are definitely not writing their own text. Subscribe Top stories this week, by Kobe Yank-Jacobs Commentators often worry that the decline of reading could mean the decline of liberal democracy — but deliberative governance actually predated widespread literacy. This week, Maibritt Henkel pointed out that many liberal cultures thrive on a culture of raucous, interactive debate, which can happen in-person as easily, if not more so, than in text. Read on, dear reader, to learn more. It may actually cheer you up: [ ](https://www.theargumentmag.com/p/reading-wont-save-liberalism) [ Reading won’t save liberalism ](https://www.theargumentmag.com/p/reading-wont-save-liberalism) Maibritt Henkel · Sep 1 [ Read full story ](https://www.theargumentmag.com/p/reading-wont-save-liberalism) It used to be bad to downplay climate change (if we mean denying its reality). Today, it’s actually good to downplay climate change (if we mean keeping the issue out of political fights so we can make real progress). This counterintuitive view is called “climate hushing,” and contributor Alex Trembath argued that it’s the key to enacting good policy going forward. Get up to speed on the latest in climate politics: [ ](https://www.theargumentmag.com/p/we-wont-stop-climate-change-by-talking) [ We won’t stop climate change by talking about it ](https://www.theargumentmag.com/p/we-wont-stop-climate-change-by-talking) Alex Trembath · Sep 2 [ Read full story ](https://www.theargumentmag.com/p/we-wont-stop-climate-change-by-talking) Canada’s Prime Minister Mark Carney is standing up for the forces of liberalism against Donald Trump’s assault on our closest ally. So, why is one prominent left-wing commenter attacking Carney? Columnist Matthew Yglesias explains: [ ](https://www.theargumentmag.com/p/when-economic-liberty-means-central) [ When "economic liberty" means central planning ](https://www.theargumentmag.com/p/when-economic-liberty-means-central) Matthew Yglesias · Aug 31 [ Read full story ](https://www.theargumentmag.com/p/when-economic-liberty-means-central) 🌟Abundance Wins of the Week🌟 Shout out to my home state of California, whose legislature passed two housing bills this week. One requires a housing density minimum in transit-oriented areas of the state’s most transit-rich cities (Los Angeles, Sacramento, San Francisco, Oakland, San Jose, San Diego, and Long Beach). Another bill closes two common loopholes used by third parties to delay housing projects, including an opportunity to challenge maps of a given lot created by the developer after a project has been approved. Shout out to our big-state rival, Texas, where pro-housing SB 785 took effect this week. The new state law requires municipalities to have at least one district permitted for manufactured housing without a special permit. This will promote zoning changes in 44% of municipalities. The company Fervo Energy signed a deal with Google for what is set to be the world’s largest enhanced geothermal facility, proving a technology can work at a scale that could be crucial to a decarbonized, energy-abundant economy. Share Worth watching… This week, forecasting legend Nate Silver joined Jerusalem, Matt, and Jeremiah on a crowded episode of the pod. It was a party. And speaking of parties, our round table debated the factional lines within the Democratic Party: Is it possible to be center-left and also anti-establishment? Watch or listen to find out: The Rio Grande Valley in Texas is one of the areas that swung hardest toward Trump in 2024, but musician Bobby Pulido is running to flip it back. Right now, The Argument/Split Ticket’s model has him running 1.1 points behind his Republican opponent in a district Trump won by 18 points. Tune in to find out how he differs from national Democrats and what he thinks he can to do win this seat. On Thursday, Bernie Sanders was among the first politicians to call for a ban on superintelligence. My guest this week, Andrea Miotti, has been lobbying to ban superintelligence for several years, most recently in the U.K., U.S., and Canada. I asked him how he gets legislators to take speculative risks seriously, and we dug into what plans might look like to actually pass a ban. Listen to learn more: What’s News with The Argument The Argument recommends, by Kobe Yank-Jacobs If we ever lose track of Justin Zuckerman, I’ll have the team split up and check all the movie theaters in the city. I’m shocked (and a little jealous) at how often he gets out to see good cinema. This week, he brings us It Ends, a “horror-ish movie,” which he described as a “Gen Z Waiting for Godot.” I was intrigued before he added that it was “funny, dark and existential” — at which point I was fully locked in. I guess I also had existential themes on the mind this week. One morning, a single line from a poem I read long ago just came to me: “Is death a stretch of time in which a life is just a flash?” The poem is called “From 20,000 Feet” by Heather McHugh. I suggest the version in The Vintage Book of Contemporary American Poetry, which, by tradition, my best friend and I always bring backpacking, extra weight be damned. We’ll stay thematically dark for just one more rec from senior editor John Robert Thomason, whose upcoming trip to Baltimore reminded him to suggest Michael Clune’s memoir White Out (about being addicted to heroin in Baltimore in the 1990s). Ben Lerner’s blurb called it _“_Disturbing, brilliant, hilarious—it’s as if Proust had written Jesus’ Son.” John told me this “seems accurate, with the caveat that I’ve never read Proust.” I, personally, have also shelved Proust until retirement. At this point, I was a little concerned for the team since all of us tossed out such psychologically grim material — maybe we’re all down about the end of summer — but thankfully, at least a few of us were into more upbeat selections. Milan Singh recommended Made In’s 5-quart stainless clad saucier, suggesting he had some fun in the kitchen. Jeremiah Johnson asked if he could recommend yet more Carly Rae Jepsen. Once denied, he offered up Game Changer instead_,_ calling it “the most wildly creative game show, maybe in the entire history of the genre.” Eli Richman mentioned _Lucky, “_a B-tier show with an A-tier cast and an S-tier theme song.” I suppose he was recommending the song, Horns of a Bull. Still, despite these cheerier recs, I couldn’t help but be concerned that we were subconsciously worried about racing toward summer’s end — the end of swim trunks and splashing around. Then a message landed reminding me of the three-day weekend to come. A whole extra day for sunshine. One more swim in the lake. I was grateful this called to mind yet another line from a poem, one by Mary Oliver, the patron saint of every gorgeous summer day (and about whom a documentary is now out). Speaking to God in the poem “Thirst,” she wrote: grant me, in your mercy,a little more time. Love for the earthand love for you are having such a longconversation in my heart. We have merch! We have quarter-zips, keychains, hats, and stickers. Each one is a great conversation starter in its own way. Buy them here. Subscribe More to read: [ The Opening Argument ](https://www.theargumentmag.com/p/seeing-like-an-elite)[ Seeing like an elite ](https://www.theargumentmag.com/p/seeing-like-an-elite) Kobe Yank-Jacobs · Sep 4 What do Americans hear when they watch Sen. Bernie Sanders or Vice President JD Vance rail against the elite? Are they thinking of right-wing tech billionaires? Imperious college professors? Liberal magazine writers? [ Read full story ](https://www.theargumentmag.com/p/seeing-like-an-elite) [ The Weekly Scroll ](https://www.theargumentmag.com/p/god-is-back-on-the-timeline)[ God is back on the timeline ](https://www.theargumentmag.com/p/god-is-back-on-the-timeline) Jeremiah Johnson · Sep 5 This week, we’re talking about Substack’s new religious debates, the continuing MAGA influencer scandal, how to retire from YouTube, and aura battles. [ Read full story ](https://www.theargumentmag.com/p/god-is-back-on-the-timeline) 1 This was a legitimate thing to worry about, but doesn’t seem to be a problem given the actual technology: Marijke Van Vlasselaer, Filip Van Droogenbroeck, and Bram Spruyt’s 2026 paper looks at whether Pangram is less accurate when evaluating the work of non-native speakers of English. It isn’t. That’s because Pangram isn’t really looking at how “unusual” a piece of writing is but whether it has the characteristic patterns of LLMs. The Wired article makes an odd gesture at a different Pangram-is-racist argument. There were several controversies this summer during which upcoming books were canceled after being discovered to be AI-written: “The three novels mentioned earlier — Shy Girl, Daggermouth, and Call Me, easily publishing’s biggest AI-detection scandals — were all written by writers of color.” But come on! As Zvi Mowshowitz put it: “They were not primarily written by people of color. They were primarily written by AIs.” That’s the whole problem! And as my colleague Jeremiah Johnson recently observed with respect to Cambridge’s Arday scandal, a community being unwilling to call out fraud if it’s perpetuated by people of color is not an anti-racist tendency; it is ultimately quite racist. 2 Many non-Pangram detectors don’t work, but many possible airplane designs also don’t work, and no one considers this a general argument against aviation; the thing that matters is whether any detection works. 3 The phrase “empires have always loved” mysteriously became all the rage in the last few years. See here, here, here, here and here. Before 2025, the only use of that phrase I have been able to find is a single Tweet. The logic of the sentence, too, is incoherent in an AI-characteristic way. “...sounds like paperwork, until you remember that empires have always loved paperwork”? Does remembering that make it sound less like paperwork? It’s a craft-ful sentence, but what is it actually saying??
Haaland will need to rest sometimes, says Maresca
Enzo Maresca says he’s well aware that Erling Haaland will need to sit out of some matches to be at his best throughout the season. Match Report Ndiaye and Fernández make debuts as City continue wi...
Turning good ideas into fundable projects
“Because having good ideas isn’t our problem. The harder part is figuring out how to pay for them — and sometimes the best place to start is by getting the right people around the table.”
Yankees Birthday of the Day: Doyle Alexander
Sometimes a long career brings a mixed bag of results.
Sony's PlayStation disc plant is losing 10 percent of its volume in 2028, not 90
Sony’s PlayStation disc plant is losing 10 percent of its volume in 2028, not 90 Sony won’t license disc pressing to anyone else, Microsoft does, and a former PlayStation boss thinks that’s the whole problem. When Sony DADC chief Dietmar Tanzer spoke with an Austrian broadcaster in July about PlayStation disc production at the Thalgau plant, a number of press outlets misunderstood the report, writing that production would fall to a tenth of current levels. It won’t. Sony DADC confirmed to Game this week that the figure is a 10 percent decline, not a decline to 10 percent. “To clarify and avoid any misleading information: in that statement Dietmar anticipated an overall product volume decline by 10 percent, not a decline down to 10 percent,” a spokesperson with Sony DADC told Game. That figure covers 2028. Tanzer didn’t put a number on the years after, and the spokesperson declined to comment further. What we do know is that on July 1, PlayStation announced that physical game disc production for all new games releasing on PlayStation consoles will be discontinued starting January 2028 and that the transition has no impact on games that have already released in disc format or will be releasing in disc format prior to that month. “So, there will be reorders going to the market after January 2028,” the Sony DADC spokesperson said. “For details around that I would ask you to liaise with the PR team from PlayStation, as we can’t speak or comment on their behalf.” PlayStation officials did not respond to questions about reorders or other disc-related matters. But I did recently speak with Shawn Layden, Game Industry Strategic Advisor and former chairman of SIE Worldwide Studios, who called a future without physical PlayStation discs “depressing, but solvable.” then added, “I think.” The chief hurdle to third-party manufacturing of collector’s editions or any other version of a PlayStation game disc is that Sony owns the proprietary process to press those discs, Layden said. “And unless they decide or determine a way to license that to some of these bespoke disc manufacturers, there’s no way to make it happen,” he said. Layden was careful to add that he understands the concept but doesn’t have “line of sight on the particulars.” “Depressing but solvable, I think.” — Shawn Layden Microsoft already licenses replication to outside plants. Xbox discs are pressed by manufacturers Microsoft certifies as Authorized Replicators, a term defined in its publisher agreements, with the approved list set at the company’s sole discretion and Microsoft retaining the right to halt manufacture. The structure is still in place today: publishers select an Authorized Replicator in Partner Center and submit a bill of materials created with a Microsoft representative. Sony, by contrast, presses PlayStation discs through Sony DADC, its own manufacturing subsidiary. No one I spoke with said they were in discussions with Sony about doing that, and PlayStation hasn’t responded to questions about whether it would be open to a licensing deal. There is an obvious reason Sony might not want to. Niko Partners analyst Daniel Ahmad pointed it out on the day of the announcement: it’s a platform-led decision, he wrote, designed to cut costs, eliminate the resale market, and drive all revenue through the PlayStation Store. The math is not subtle. On a $70 third-party game sold through the PlayStation Store, Sony keeps $21. Sold at retail, Ahmad says, it earns about half that. Licensing disc replication to an outside manufacturer might not be worth it. And even if it were, it seems unlikely that such a deal would come from boutique companies like iam8bit, which sells collector’s editions of video games. “We would absolutely love to find a way forward to continue making physical PlayStation games,” said Jon Gibson, co-owner and co-creative director of the company. “We are big believers in giving humans the option to truly own media. If we can play a role in helping make that a reality for the future of PlayStation games, count iam8bit in!” If it were to happen, it would most likely be with a company like Conectiv Supply Chain Solutions, a Memphis-based manufacturer of optical discs and vinyl records that also runs third-party logistics, fulfillment and distribution for packaged media. The company, which was formed in 2025 when Los Angeles private equity firm Variant Equity Advisors purchased Vantiva’s Supply Chain Solutions division, traces its lineage back to Technicolor. When it sold the division, Vantiva described the business as having served video game creators for more than 25 years. Conectiv is also buying, not shrinking. Last month it acquired SDS, the distributor for Universal and Warner Bros. home entertainment, consolidating those studios’ packaged-media pipeline from pressing plant to retail shelf. I reached out to Conectiv and its CEO, but haven’t heard back. Layden pointed to music and books in our discussion about the ongoing value of physical media. “No one ever saw the comeback of cassette tape,” he said. “And vinyl didn’t so much come back. The flame went down, the fire’s dying, but the ember was always there, and it just kind of came back. Much like the book business. We thought we’d all be on Kindles right now. “I believe that physical media is crucial and important. One of the things that makes us gamers, one of the core game mechanics, going back to the beginning of time, is collecting stuff. “Did you get all the diamonds in Crash Bandicoot? Did you get all the stars in Mario? And we like to collect our games. And we have a game shelf. And we put all our boxes up there. And if you’re super hardcore, when you buy a game, you buy two copies, right? One stays in the shrink wrap, and you play the other one. What happens to that important cultural part of the gaming world? You know, we buy the steelbook and the three-disc Final Fantasy set and the figurine and, you know, you can’t download any of that. “What happens to that?” And Layden believes it shouldn’t have been a revenue question for PlayStation. “This was a core thing to the experience of our most devoted fans,” he said. “Yeah, it’s fan service. Why would we take that away? Well, we can’t afford to. It’s already 120 bucks, you know, limited edition special purchase onyx box version of whatever, and those sell at a higher rate than the box selling at $69.99 does. So yeah, the market has said they will continue to buy them. You’re just saying you just don’t want to make them anymore.” Layden said he was recently talking with someone about these sorts of business decisions and how they’re made. Too often, he said, it’s all about the financials and nothing else. “OK, we can do this and save this much money, or we can invest this to look at that outcome, or we can do this and have this happen over there, or move this team to Sri Lanka,” he said. “But each one of those, someone also has to have a ledger there saying, ‘OK, what is the brand impact from that move?’ “Iif you can’t resell it, do you really own it?” — Shawn Layden “If we do that, dollars and cents work out. I get it. That’s just math. But what’s the brand impact? Are people going to say, ‘Good move, you guys?’ Or are they going to say, ‘We hate you guys. Quit doing that.’ And sometimes they say, ‘We hate you.’ Then you take a note and say, OK, how much of that can we live with? How much ‘we hate you’ is OK. And when does it go over the line? “I see a lot of companies making decisions which, objectively speaking, I don’t know what the dollar end of that was for you, Mr. Company, but your brand value just dropped 30 percent. So I hope it was worth it.” Of course, shifting to a digital-only model for games raises other issues beyond simply wanting to collect. The biggest is ownership. Layden pointed out that once you go to a streaming-only or download-only model, it’s just a digital footprint on a hard drive. “What does ownership mean anymore?” he said. “It’s a genuine question. Well, in fact, it’s not even a question anymore. It’s like you are shifting the model from ownership to accessibility. “And what’s always been true, which people forget, is you’ve never been able to sell your iTunes library. And you can’t sell your PlayStation download library. So if you can’t resell it, do you really own it?” The touching tribute found in the credits for Star Wars Zero Company. Resonance: A Plague Tale Legacy Interview and Hands-On with a Minoan Masterpiece Star Wars Zero Company hands-on: Attack Astromechs, permadeath, and delightfully fatal Rube Goldberg tactics Control Resonant opens up as you get stronger — and as characters start trusting you
Dr. Brown: Is it time for science's veterans to step aside?
"Senior researchers sometimes have advantages," writes Dr. William Brown, "However, those same laboratories can be stifling for budding young scientists who challenge traditional views and are open to fresh ideas."
‘Feels like coming home’: Seven writers pick the best sports stadiums
Sometimes, the venue is just as special as the players.
Amazon AI scientist regrets not building an external reputation sooner
An Amazon employee shares how he built a reputation outside the company — and why the effort can sometimes feel like a second job.
Minnesota State Fair: Political Hub, Always Center Stage
It's more than food on a stick, long lines and Grandstand shows. The Minnesota State Fair has always been a proving ground, outreach opportunity, and sometimes divisive stage for politicians, from local candidates up to the nation's highest office. Yes, politics is yet another State Fair tradition. | 830 WCCO
Thousands of Ancient Human Brains Refuse to Rot—and Scientists Finally Know Their Strange Secret
The human brain sometimes avoids decay for millennia while the rest of the body turns to bones.
Four popular supplements that science says don't deliver
Walk into the supplement aisle and you’ll find plenty of products promising better health. But sometimes, basic chemistry and biology tell us those claims simply don’t add up. Before spending money on the next supplement promising better memory, faster recovery, or improved health, look beyond the label and examine the evidence.
There’s not one right way to be a leader
“Leaders take action to effect positive change in their communities. Leaders refuse to sit on the sidelines and lament. Sometimes they’re commanding, strategic and deliberative, and sometimes they’re a relationship-building che…
Big business has shown small firms what to do – and what not to do
Small business owners have watched large companies fumble – and sometimes succeed – with AI, and then use what works
Colorado Sues EarnIn For “Immoral, Unethical, Oppressive and Unscrupulous” Business Practices
Hey all, Jason here. When this hits your inbox, I should be en route to the airport — not to go anywhere myself, just to pick up my better half. I must admit, it’s been strange to be home alone (well, with two dogs) for two weeks! Really lets me “optimize” to spending more time on reading/writing/working, whether that’s healthy or not! Looking forward to getting back into a (somewhat) more balance routine. Subscribe or Support by Upgrading Compare Notes With the People Who Built Modern Fintech Partner content: Remitly CEO Sebastian Gunningham. Increase founder Darragh Buckley. Linda Du, Co-founder & President at Valon. They’ll unpack the decisions behind building and scaling major financial products: what they got right, what broke, what they would do differently, and how AI and new infrastructure are changing the operator playbook. Most events tell you where fintech is going. NerdCon puts the people who built the present in the room and asks them what comes next. Expect an operator-led conversation grounded in real products, real trade-offs and lessons earned the hard way. Fintech Business Weekly readers save 20% on Regular tickets with code FBW20 before standard pricing ends September 11. Meet the Builders Things To Know & Other Good Reads Advent and Stripe Abandon $50 Billion Pursuit of PayPal (Bloomberg) Trump Family’s New Crypto Bank Is Backed by Abu Dhabi Sheikh (Wall Street Journal) The multiplying risks of financing data centres (FT) Let the Bond Market Speak (Wall Street Journal) Did we waste a crisis? Modest proposals to reform deposit insurance. (Fintech Takes Banking) Untangling Guggenheim: How Private Credit Built Its Own Universe (Net Interest) The Hater’s Guide To Circular Financing — Part One (Ed Zitron) Fiat Ventures Rebrands to FGV Capital, Announces $35M Oversubscribed Fund II (BusinessWire) Socure Announces Strategic Growth Investment at $5.2B Valuation and Acquires Agentic Operations Platform Fravity (Socure) Listen: When Consumer Protection Disclosures Work Too Well (Consumer Finance Monitor Podcast) Colorado Sues EarnIn For “Immoral, Unethical, Oppressive and Unscrupulous” Business Practices When Andreessen Horowitz led EarnIn’s $39 million Series B in 2017, Alex Rampell, a partner at the storied venture capital firm, described EarnIn’s small-dollar advance product as “free,” relying on “entirely on voluntary contributions instead of fees.” Rampell favorably compared EarnIn’s approach to typical payday loans, writing, “Payday loans historically have had the potential to be a slippery slope for consumers into financial distress: opaque systems and steep fees that are hard to repay and set individuals back further than where they started. For many Americans living paycheck to paycheck, that kind of slide into debt can be extremely difficult to recover from.” But EarnIn’s product — which, the company says, isn’t a “loan,” legally speaking — ends up being anything but free for most users. While it is technically possible to take a no-fee advance from the company, most users incur “Lightning Speed” (instant funding) fees and/or ostensibly optional tips that combined can equate to annualized percent rates that can reach over 1,000%. With an average term of 9.77 days, even fees and tips that are small on an absolute dollar basis are equivalent to high APRs on an annualized basis. A lawsuit filed last week by Colorado Attorney General Phil Weiser against EarnIn describes the company and its product and business practices quite differently than Andreessen’s Rampell; “EarnIn’s business practices are unfair because they are immoral, unethical, oppressive and unscrupulous,” the complaint, filed in District Court in Denver, Colorado, says. EarnIn’s marquee product, Cash Out, isn’t a loan, the company says, as Cash Out is not “[f]orward [l]ooking” because “[t]he money is transferred based on earnings to date,” does not carry a mandatory fee to access funds, and is “non-recourse,” meaning EarnIn cannot pursue recovery from users who don’t repay advanced funds. EarnIn is sometimes referred to as an “Earned Wage Advance” service. Though, unlike some others in the broader category, EarnIn does not integrate with employers’ payroll or time and attendance systems. Rather, EarnIn attempts to verify a user’s income and employment, by examining direct deposit transaction data in their linked external bank account, by using GPS location and Bluetooth data to estimate a user’s time spent at work, if they work in a fixed location, and/or by having a user provided a work email address. While repayment is theoretically optional, as EarnIn would have no recourse, such as reporting non-payment to the credit bureaus or a collections agency, this is anything but clear to users of the EarnIn app, Colorado’s complaint argues. During the process of taking a Cash Out, users must agree to a preauthorized debit of the amount advanced, plus any expedited funding fee and/or tips. Though users technically can revoke this ACH authorization, the fact that they have this right isn’t presented to users during the Cash Out process, but rather is included in linked terms and conditions few users are likely to actually read. And users who do wish to revoke their ACH authorization must do so three or more days before the scheduled transaction date by emailing EarnIn’s customer support. Similarly, EarnIn’s marketing claims that it carries “no interest” and “no mandatory fees” is technically true, but is not the reality for many of the app’s users, the Colorado complaint argues. Further, EarnIn has extensively marketed to users the ability to “access your pay today,” to get “instant” funds, and to get funds “the same day you work” — when, in reality, this speed of access was only possible by paying the additional, undisclosed Lightning Speed fee. The Colorado complaint highlights this contradiction specifically, noting: EarnIn tells consumers that they can ‘Make any day payday with EarnIn’ and that there no ‘hidden’ or ‘mandatory fees.’ For a consumer to access their pay on the same day requested, they would have to pay the Lightning Speed fee. In the fine print of the advertisement EarnIn discloses that ‘[f]ees apply to use Lightning Speed,’ a direct contradiction to the larger text of the advertisement, and a fact that would not be immediately understood by a consumer as ‘Lightning Speed’ is not defined nor explained. Like other small-dollar lending services, rather than explicitly charge interest, EarnIn collects a markup on the optional Lighting Speed fee, which, given the nature of the transactions, many users opt for, as well as offering users the option to leave “tips.” EarnIn leverages either Real-Time Payments (RTP) rails or push-to-card via debit rails if a user opts for the optional Lightning Speed. But while these capabilities cost EarnIn, on average, $0.075 or $0.20 per transaction, respectively, EarnIn charges users significantly more. Initially, EarnIn charged as little as $1.99 for Cash Outs up to $24. But EarnIn has hiked these fees multiple times, and now charges $4.99 for Cash Outs up to $75 and $6.99 for those over $75. According to the Colorado complaint, EarnIn leverages “dark patterns” to manipulate users and to make it more difficult to avoid tipping. Examples of these “road blocks” highlighted in the complaint include: As of 2023, in the EarnIn app, a consumer attempting to get a loan under the default settings had to make at least eighteen separate taps to complete the transaction and reduce the tip to $0. There is an alternative method to leave a $0 tip, via the “Custom tip” feature, but EarnIn made this option difficult to access by visually deemphasizing it and positioning it near devices’ “home” button. Using language and imagery such as “Tip to pay it forward,” “Your generosity supports the service + helps,” “Your tips make a difference,” and “[t]he APR for this cash out is 0%. Your tips help support us.” While Lightning Speed and tipping are, in theory, both optional, in practice, users nearly always ended up paying something. According to the Colorado suit, users were charged either a tip or an expedite fee for more than 92% of transactions, with an average APR of nearly 388%. And, although the advances are “non-recourse,” EarnIn successfully collects on nearly all transactions — 99.18%, according to the complaint, which, Colorado argues, “demonstrat[es] that EarnIn’s advances function as high cost loans, not voluntary payments.” The share of EarnIn users incurring fees — despite the product being marketed as 0% APR — is hard to reconcile with Andreessen investor Rampell’s favorable description of EarnIn vs. “opaque systems and steep fees” associated with payday loans, which, Rampell says, can be “extremely difficult” for borrowers to extricate themselves from. According to Colorado’s suit, EarnIn’s Cash Out product “trapped many consumers in extreme cycles of high-cost reborrowing.” The suit gives an example of one consumer in the state, who took out a whopping 1,151 loans, paying a total of $4,038.50 in Lightning Speed expedited funding fees on loans that averaged the equivalent of 1,421% APR. Another Colorado user, the suit says, took out 1,033 loans, paying $8,561.22 in tips and fees at an average APR of 1,539% . These types of usage patterns demonstrate “the severe and repeated financial harm caused by EarnIn’s illegal lending model,” the Colorado complaint argues. In aggregate, from January 2023 through July 2025, EarnIn extended 3.1 million loans to 56,778 users in Colorado — an average of nearly 55 transactions per person during the time period. EarnIn lent more than $300 million and collected more than $16 million from Colorado users in Lightning Speed fees and in tips. Ultimately, the Colorado complaint argues that “EarnIn’s Cash Outs are loans under Colorado law, and EarnIn’s contention that its product is not a loan based on its disclaimer of any legal repayment obligation lacks any real-world significance given how the Cash Out transactions actually operate in practice.” Colorado further argues that “EarnIn was not working with companies here in providing consumers with funds but acted as a third-party lender and charged illegally high rates, used deceptive design strategies to extract some charges, and trapped consumers in repeat borrowing. Colorado will continue to stand up for consumers and hold companies accountable when they violate our credit laws or attempt to evade them through misleading practices.” Colorado’s suit alleges EarnIn assesses finance charge in excess of that permitted by Colorado law, that EarnIn failed to make legally required disclosures to Colorado borrowers, that EarnIn made supervised loans to consumers without obtaining the requisite license, that EarnIn violated the state’s Deferred Deposit Loan Act, that EarnIn engage in unfair and deceptive trade practices, and that EarnIn made false or misleading statements concerning price. The suit seeks a court order enjoining EarnIn from violating relevant Colorado laws, for EarnIn to refund amounts charged in excess of state law, fees, costs, and penalties, and other relief the court deems to be just. Fintech Business Weekly is made possible by the generous support of paying subscribers — bringing you independent analysis of banking, fintech, and crypto without fear or favor. You can support my work by becoming a paying subscriber if you aren’t already. Paying subscribers enjoy: access to the entire archive of nearly six years of newsletters extended versions of the weekly newsletter, with additional content and analysis and (for founding member tier) quarterly personal 1:1 fintech Q&A / strategy calls with me, tapping into my unparalleled knowledge of the intersection of banking and fintech and experience working in the sector, including helping to launch Goldman Sachs’ retail bank Marcus Support Fintech Business Weekly You can also support Fintech Business Weekly by sponsoring a newsletter or podcast, putting you in front of 93,000+ of the most influential decision makers in banking, fintech, and crypto. Learn more about sponsor opportunities or request a media kit by dropping me an email. Q2 Quarterly Banking Profile: Five Quick Takeaways The FDIC released its quarterly banking profile, which is always worth a read, for the second quarter. The profile provides an aggregate snapshot about the overall health of the 4,238 institutions whose deposits are insured by the FDIC, who, collectively, hold more than $26 trillion in assets and saw a total net income of more than $90 billion in the second quarter. Net income was up 12% vs. Q1 2026, with lower provisions and realized gains on securities helping to drive the improvement, somewhat offset by increases in non-interest expense and applicable income taxes. Overall net interest margin was basically flat quarter over quarter (up 1 basis point vs. Q1 2026), though community banks saw NIM grow by 10 basis points, to 3.81%. Unsurprisingly, given that interest rates haven’t changed, unrealized losses on securities changed little, edging up slightly to $326.7 billion vs. $325.1 billion in Q1 2026. Aggregate credit quality has remained benign, with asset quality actually improving slightly in Q2. Overall, institutions reported a 9 basis point decline in their past-due and non-accrual rate, to 1.44%. Net charge off rate also declined by 2 basis points, to 0.57%. And finally, the FDIC’s deposit insurance fund stands at $161.1 billion, making the DIF reserve ratio 1.48% — above the statutory minimum of 1.35%, but still below the designated target reserve ratio of 2%. [Paid Subscriber Exclusive] Nissan Withdraws ILC App, State Associations Plan BankChain Alliance, FDIC Defines “Unsafe or Unsound Practice” For First Time Automaker Nissan withdrew its application to charter a Utah industrial loan company and its corresponding application to the FDIC for deposit insurance last week, on August 19th. Nissan’s application had been outstanding for more than a year, as it originally applied in June 2025. Recent applications to the OCC to form national banks have been decisioned, one way or the other, substantially more quickly than has historically been the case.
Does microwaving food make it unhealthy? What the science says
There is something about the microwave that makes it seem less wholesome than a stove. Perhaps it is the speed, the strange humming sound or the long-running fear that radiation somehow gets into the food. But when scientists look at what actually happens inside a microwave, the story is considerably less alarming. Microwaving food does not make it radioactive or inherently unhealthy. In fact, research suggests that, for many foods, microwave cooking can preserve nutrients as well as, or sometimes better than, conventional cooking. Scroll down to read more....
Is Intelligent Design the Root of All Science Skepticism?
As author C. W. Howell puts it, various ID proponents have sometimes committed the thought crime of “doubting the science consensus outside evolution.”
Scientists tracked 4,500 animals and found a surprising human effect
Scientists tracking thousands of animals found that our physical presence can reshape where wildlife moves and lives, sometimes as strongly as roads, cities, and other human development. Because different species reacted in very different ways, conservation efforts may need to become much more targeted.
The Literacy Crisis Reaches Dog-Bear Science
“New analysis of more than 300 bear encounters suggests our canine companions often increase odds of conflict and rarely serve as early warning systems many recreationists assume,” reads a subhead in Mountain Journal. The thing is, that study reaches no such conclusion. But you have to read beyond the abstract to understand that. Mountain Journal is not alone. Let’s look at a brief list of takeaways published elsewhere just to establish that none of them seem to know how to read science. Wes Siler’s Newsletter is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber. Subscribe Here’s CBC: “A new peer-reviewed study, The Canine Conundrum: Is a Dog a Help or Hindrance in Bear Country?, dug into conflicts similar to what the video depicts, by analyzing 326 reported human-bear conflicts from 1901 to 2023 involving dogs.” “The study found 54 per cent of conflicts were started by dogs. In the encounters researchers included in the study, five people and 56 dogs were killed, and 170 people were injured.” “Lana Ciarniello, an independent researcher who co-authored the study, said researchers found when a person goes hiking with at least one other person, the odds of a negative bear encounter decrease by 50 per cent.” “However, when a dog is involved, the chances of a negative bear encounter increase because ‘a dog really adds a chaotic factor into the mix of recreation,’ said Ciarniello.” Again, the study finds no data supporting that conclusion. “Hiking with your pet dog may make you feel safer in bear country—but a hiker’s recent encounter and a new study prove that the numbers don’t add up,” writes Backpacker, which is now part of Outside. The numbers don’t add up to support this take. There’s plenty more examples, but all are equally dumb, so I’ll stop there. How did so many people get this so wrong? Three reasons: 1) the study is published behind a paywall, with only the abstract freely available. 2) the methodology sets out to create work relevant to a hyper-specific audience, not the public. And 3) the dataset studied is almost absurdly limited and doesn’t bear (get it?!) comparison to wider information. Let’s work through all three. The Problem is Money I understand the irony, since I’m writing about this on a subscription-model newsletter, but information wants to be free. The study is published by The Wildlife Society and costs $16 to access. Reprinting it is specifically prohibited by the terms of use, so I can only share snippets and my conclusions with you here. Having worked as a journalist for 24 years, I can report with some authority that journalists are both lazy and cheap. I don’t think it’s a stretch to say that much of the material you’re seeing written about this study is drawn from the freely-available abstract (above) only, and not a deep dive into its methodology or data. And that’s a problem, because abstracts are where researchers are able to break from their numbers and editorialize their opinions about conclusions. So what’s getting reported isn’t based on numbers, it’s based on an opinion designed for a specific audience, not the general public. Hell yeah ladies, kick that bear’s ass. The Methodology is Designed to Support a Predetermined Conclusion One of the biggest issues with the science that everyone likes to cite about bear spray’s efficacy is that no one understands that study was designed for a specific audience, looking for a specific answer. And since that audience is not the public, and our safety was not the question being asked, its conclusion is rendered irrelevant to our needs. Yes, I’m talking about Efficacy of Bear Deterrent Spray in Alaska, which was created by Tom Smith and Stephen Herrero, two of the same scientists who put together this dog-bear conflict analysis. In the spray study, the purpose was to present relevant agencies with the information they needed to issue their field workers with bear spray. As such, incidents where people were unable to access the spray or similarly failed to get it deployed in time were excluded from the results, and only incidents they deemed successful were included. Could a ranger roll down their vehicle’s window and scare a bear away from a dumpster by spraying it? Turns out the answer was yes, and that was good enough for the purposes of that study. The sample size of actual bear attacks—the thing you and I would want bear spray to provide a solution to, was too small to draw conclusions from, and didn’t indicate success in that role. Is a Dog a Help or Hindrance in Bear Country? has similar limitations. “Insights provided here are intended to help wildlife managers create effective guidelines regarding the presence of domestic dogs in bear habitat,” is explained clearly by the study’s text. To conduct the study, Smith and Herrero went looking for publicly available reports of dog-bear conflicts: “All incidents included in our analysis involved at least one bear, one dog, and one person who was at immediate risk of injury (e.g., not in a protective structure such as a cabin or vehicle), injured, or killed,” explains the report’s methodology. Why is that a problem? “We recognize that data used in this study are biased in that people generally only report adverse interactions with bears, not benign ones. Consequently, we assume that for the most part, people and their dogs pass through bear country without incident.” As was the problem with the bear spray study, people are drawing conclusions here from a study that was never intended to be relevant to the general public. The Smith-Herrero database famously excludes Alaska’s Defense of Life and Property records, which are elsewhere considered the largest and most authoritative source on human-bear conflict. The Dataset is Absurdly Limited A 2009 study conducted by the Washington Department of Fish & Wildlife estimates that each year there are at least 43,000 documented complaints of human-bear conflict across North America. Is a Dog a Help or Hindrance in Bear Country? Examined those reports for years ranging from 1901 to 2023, and only managed to find 326 such incidents that met the criteria explained above. Let’s do some quick math, poorly. 43,000 incidents x 122 years = 5,246,000 total incidents of documented human-bear conflict. Smith and Herrero were only able to find 326 incidents that met their criteria for dog+human+bear+risk or occurrence of injury. That means there’s a 0.006 percent chance that the study’s conclusion—that dogs make bear encounters more dangerous—even gets a chance of occurring. And remember, that’s only in documented conflicts. There’s no way to know how many people across North America run into a bear in any given year without any conflict, but it’s probably safe to assume that the total number is well in excess of 43,000. And, dig deeper into the study and you can find further restrictions that skew its conclusions even more. “While the people involved in these incidents did not report the level of training their dogs had received, it is our assumption that most were untrained companion dogs as opposed to well-trained bear dogs, such as Karelians and livestock guardian breeds that have proven to be significant aids in bear country,” the study’s methodology explains. And that’s a problem, because an ongoing study here in Montana is finding that the simple presence of a Kangal like our youngest dog Teddy can reduce visits to private property from grizzly bears by 87.8 percent. In addition to being a badass, Teddy is also a companion animal. And in my admittedly limited sample size of the three dogs currently present in our living room, she’s no more effective than her mutt brothers. Plenty of people own a dog capable of deterring bears, even if they didn’t set out to own a bear dog. The real purpose of this study appears to be a recommendation that leashes are mandated and recreationists pursue training in their deterrent of choice. But that doesn’t make for sensational headlines. Are There Any Real Takeaways Here? Let’s throw some numbers around, just to try and get our hands around what the larger picture might look like for bears and dogs here. The American Veterinary Medical Association estimates that 42.6 percent of American households own a dog. The Canadian Animal Health Institute says roughly 35 percent of households in Canuckistan own a dog. In an attempt to create the worst possible result for dogs, let’s run with that 35 percent number. And given that outdoorsy and rural people are more likely to both own a dog, and have bear encounters, let’s just make a giant assumption and apply that number to those 43,000 conflicts documented annually. If 35 percent of 43,000 human-bear encounters involve a dog, then we can assume that at least 15,050 dog-bear conflicts are occurring annually in North America. 15,050 x 122 = 1,836,100. Smith and Herrero were only able to find 326 incidents that met their human, dog, chance or occurrence of injury criteria across 122 years. And only 170 documented human injuries. So, with all the obvious caveats about these numbers in no way describing reality beyond narrow study parameters, what they actually found is that your risk of injury if your dog tangles with a bear is only 0.009 percent. I’ll take those odds next time I’m hiking my dogs in bear country. Top photo: “Superintendent Horace Albright, eating pancakes with bears, at Lake Lodge, Yellowstone National Park.” NPS. A journalist with more than two decades of experience working around the world, Wes Siler is here to cut through the outrage and disinformation to bring you the factual, insightful, actionable reporting you need to understand what’s going on. Upgrading to a paid subscription supports this reporting, and buys personal access to Wes, who will help you save money on gear, plan outdoor adventures, and prepare for real life, and who promises he’s less salty in real life than he sometimes comes across as on the Internet. Wes Siler’s Newsletter is a reader-supported publication. 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Why politicians are punchlines at the Edinburgh Fringe
There was a time when satire had an easier gig. Politicians said something ridiculous, comedians made fun of them, audiences laughed, and everyone went home. Subscribe Now the joke is often the headline. In a world where the unbelievable regularly makes the news, where politics can veer into parody before the comedians have had time to write the punchline, you might reasonably wonder: is satire running out of material? Not in Edinburgh. At the Fringe, I can confirm satire has a pulse, even in a relentless and rapid news cycle. Politicians as punchlines Take NewsRevue, the world’s longest-running live sketch show, where politicians are turned into punchlines at industrial speed. Its latest target? Andy Burnham - or, more accurately, his doppelganger, pictured below in the middle. The joke, he tells us, is that there have been so many politicians coming and going that even satire risks suffering from political fatigue. But perhaps that revolving door is precisely why comedy matters. When the news cycle moves faster than our ability to process it, comedians can hold up a mirror - and make us think twice. Small talk Take Ayoade Bamgboye, the Saturday Night Live UK star who won the Best Newcomer prize at last year’s Edinburgh Comedy Awards. Her Fringe debut was critically acclaimed; this year she is turning her attention to one of Britain’s most baffling social rituals: small talk. Share It’s a reminder that satire doesn’t always need a politician in its sights. Sometimes the target is simply us civilians - the strange little rules and rituals we have collectively agreed to pretend are normal. Politics and Palestinian identity For British-Palestinian comedian Sami Abu Wardeh, pictured below, comedy has a more urgent job. His new show, Sami Abu Wardeh Hates You, asks who gets to hate, and whether anger belongs to everyone, not just the far right. His comedy confronts politics and Palestinian identity while refusing to surrender the simple business of making people laugh. Shakespeare meets climate crisis And then there is HAM: an “eco-hijacking” of Hamlet, which its creators describe as “a sordid wrestle between a vegan and a sausage-lover”. Shakespeare meets the climate crisis. Meat meets moral panic. The end result? You’ll leave promising to become vegan and swiftly bulk buying Linda McCartney sausages. HAM was created by theatre company Hotter Project, aka Ell Potter and Mary Higgins, pictured below. They say comedy helped them avoid the preachiness sometimes associated with climate activism - using Shakespeare as a vessel for uncomfortable questions about the planet, politics and the way we live. Perhaps that is satire’s secret weapon. It doesn’t necessarily make the world less absurd. It makes the absurdity crystal clear. And at a moment when reality increasingly feels like it has been written by a sketch writer, the Fringe is proving there is still plenty to laugh and cry at. Satire isn’t dead. It’s alive, subletting and having the time of its life at the Fringe. Subscribe Share Channel 4 News Leave a comment
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AI needs science’s search history
“Actually, that’s where the gold is,” said Alasdair Russell, my graduate school friend who leads a pre-clinical genome editing group at Cambridge. He was talking about the winding road of science that is omitted from published papers. “When you’re discussing how to do the experiment, and why this way is better than another way, and what does the data really mean? I know what it shows, but what does it mean?” At RAAIS 2026, he described how his group has begun logging the twisting path of discovery as it happens, recording the verbal and written exchanges that normally disappear. Ideas become nodes in a living graph: they branch when a meeting produces two plausible experiments, merge when separate lines of evidence converge, and go dark when someone quietly stops pursuing them. In his implementation, one agent scores novelty, while another tries to learn “how scientists think and how they navigate through a complex world of data,” so that high-potential nodes can trigger deeper investigation. As frontier AI labs deploy agents toward scientific discovery, giving AI authentic scientific taste remains a trillion-dollar dilemma. The bottleneck is that the record we have kept for centuries of science might be insufficient to get us there. The experiments that never make the paper Peter Medawar, 1960 Nobel laureate and “father of transplantation,” asked in 1963 whether the scientific paper was a fraud, and answered yes: the form of the paper misrepresents the thinking that produced it. Sixty years on, the diagnosis is unchanged. A paper presents a clean progression from hypothesis to result to conclusion. Lost along the way are the unconventional theories, the abandoned or unaffordable methods, and the underwhelming and inconclusive data. It reads like a browser history with every dead end deleted: the ten open tabs, the four rephrased queries, the wrong turn down a subforum. All scrubbed, leaving one clean path from question to answer as the canonical path. What has changed since then is that the discarded material is now worth something. No high-impact journal wants these artifacts, but raw trial and error is the most likely source of the training data required to develop scientific intuition, or what researchers call taste. Earlier attempts to capture the discards were motivated by scientific integrity. The Journal of Negative Results in Biomedicine launched in 2002 to publish rigorous studies that disputed established models or exposed ineffective treatments. Its archive preserved negative conclusions after they had become papers, rather than the live alternatives and arguments that produced them. BioMed Central closed it in 2017, saying the mission had been served now that other journals publish null results. A less generous reading is that in fifteen years it published around 200 papers because almost nobody wants to read a negative result, let alone write one up when it will not count toward academic tenure. AI models are different. Even an uninteresting negative result can be useful, provided it is labeled. Earlier this year, Anthropic put a version of this to the test. The company pulled 129 decision points from real Claude Code sessions between January and March 2026, showed models the work up to a human detour, and asked what should happen next. Claude Mythos Preview beat the human choice 64% of the time, while Opus 4.5 managed 51%. The comparison was tilted toward the models because Anthropic deliberately chose moments where the human decision had room for improvement. On 127 further scenarios where the human action was already strong, the models improved on it only about 20% of the time. The study was possible because Anthropic’s researchers work inside a tool that logs by default. The reasoning, detours and outcome are produced in the same working environment. Biology has no equivalent. Its reasoning happens in hallways, at benches, in Slack threads and on whiteboards, while the outcome arrives weeks later somewhere else. The record has to emerge from the work itself. Ask scientists to reconstruct it afterwards and we’ll create another polished account. Subscribe A log is not a label Before any of this becomes training data, a negative result has to say what failed. The first paper published in the Journal of Negative Results in Biomedicine examined 234 negative studies across five leading medical journals. Only 30% discussed statistical power, and half clearly defined a primary outcome. Tell a model an experiment failed, without telling it whether the assay was underpowered, a reagent had degraded, or the hypothesis was simply wrong, and it will learn noise with confidence. Decision histories have a second missing label too. When a lab considers five experiments and runs one, only the chosen branch returns an outcome. The other four are experimental counterfactuals. Researchers call this the selective labels problem: the data reveal results only for the actions someone chose to take. Such a record can teach a model to imitate a lab’s taste, but it cannot establish that the taste was good. It also smuggles local constraints into general lessons. A lab that never ran cryo-EM because it did not own a microscope teaches a model that cryo-EM is rarely the right call. Alasdair’s nodes preserve the candidate set, which is the necessary first step. To be useful, each decision record needs six fields: The evidence available at that moment, and nothing that arrived later. The candidates considered, including the ones dismissed in a sentence. For each candidate: the expected result, the confidence attached to it, and the cost in time and money. The route chosen, and the reason. What happened next. How the evidence changed the scientist’s view. These must be timestamped before the outcome, because hindsight turns uncertainty into inevitability. Disagreement also has to survive. Averaging three scientists into one clean rationale reproduces exactly the information loss we are trying to fix. But there is an obvious failure mode here. Once decisions are logged and scored, people log for the record post-facto. Anyone who has watched an electronic lab notebook fill up with retrospective tidying knows how quickly a research tool becomes a compliance exercise. A record that costs a scientist ten minutes of honest reflection per decision is worth far more than one that costs an hour of performance. A publication initiative called Registered Reports offers a useful starting point. Here, researchers submit their rationale, methods and analysis plan for peer review before the data exist, and the journal commits in principle to publish if they follow the approved plan. Nature has now expanded the format across every field it covers. This approach to paper writing timestamps intent before the outcome, but it freezes one plan. A useful search history must also preserve how the plan changed, which alternatives were rejected, when, and on what evidence. Subscribe Run the runner-up Autonomous labs show what happens when decisions and outcomes are connected in a loop. Liverpool’s mobile robotic chemist ran 688 experiments over eight days in a ten-variable formulation space. A batched Bayesian search used each result to choose the next experiments and found photocatalyst mixtures six times more active than the starting formulations. Every completed experiment changed what the system did next. The robot optimized within a goal and search space that humans had already chosen. It did not decide which scientific question mattered. So what this work demonstrates is narrower, but still useful: a search history pays off when the options return standardized outcomes quickly. Open-ended biology is harder because branches can take weeks and the discarded alternatives may never be run. Some exploration therefore has to be bought. Where two branches are plausible and the stakes justify the cost, a lab should sometimes run the runner-up. Otherwise the record captures what today’s scientists usually chose and stays silent on what they systematically overlooked. A funder could ring-fence a small fraction of a grant for the branch not taken, provided that the decision record and the outcome are both deposited. That costs money, but so does having every lab rediscover the same abandoned path. Test whether taste transfers When it comes time to evaluate if our new AI system exhibits taste, the comparison should run across laboratories and fields. At selected decision points in a live research campaign, we should freeze the six fields: the evidence, the candidates, expected results, confidence, costs and the choice made. Experts then rank the options before the outcomes are known, and those outcomes are checked independently later. We could give models one of two diets - papers alone, or papers plus decision histories - and ask them to rank the next experiment on unfamiliar projects. Then, we score information gained per dollar and week, calibration, and how quickly weak branches are abandoned. If histories improve choices only inside the lab that produced them, they amount to useful organizational memory. If they improve choices on unfamiliar problems elsewhere, Alasdair’s group will have captured something science has never managed to write down: a transferable record of taste. Until that happens, a scientific search history is a promising record, not yet a training set.
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The Beauty Of Settled Science
Commenters convinced me I made a subtle mis-step in my framing of Psychology Research Is Mostly Fine. My framing emphasized that social priming studies had failed to replicate, but that many other subfields of psychology hadn’t. This naturally led commenters to point to failed replications in other subfields. Although none of these were as bad as social priming, few or none were entirely problem-free. Instead of emphasizing the difference between social priming and other subfields, I should have emphasized the difference between settled science and novel research. Here are some of my favorite psychology findings: The brain is sculpted by reinforcement learning, and a key driver of this learning is a prediction-error-based algorithm located in the nucleus accumbens and implemented through dopamine. Psychedelic drugs exert their effects through 5-HT2A receptors, pointing to a role for these receptors in some sort of construct like the balance between priors and new evidence. Certain cognitive functions are localized to certain brain areas (for example, impulse control to the frontal lobes; linguistic structure to Broca’s area, linguistic meaning to Wernicke’s area. But injure one of these areas, or render a certain function useless (eg a blind person having no more use for their visual cortex), and these mappings can gradually shift - suggesting that neurons are general-purpose compute whose specialization is a contingent fact about convenience and efficiency rather than a necessity. Most personality traits and general capabilities are about 50% genetic and 50% random, with little role for family environment or childhood history, with a few notable exceptions like partisan preference. Recent research complicates this story, but the further you go from this basic picture, the gnarlier the chains of indirect causation you require. Neurons fire together in “brain waves”, whose exact frequency corresponds with the character of consciousness; These divide neurons into natural subpopulations and linked graphs. The gamma rhythm corresponds surprisingly well to items in conscious awareness. GABA receptors seem to be involved in something like relaxation. By hitting different GABA receptors in different ways, you can modulate the exact type of relaxation you produce. Hitting GABA-A directly is too powerful and can cause dangerous levels of sedation, but allosteric modulation of GABA is an incredibly fruitful strategy that underlies drugs from benzos to barbituates to alcohol. If you know your GABA-A subunits, you can target specific subtypes of relaxation; for example, Ambien hits GABA-A1 and induces sleep. Memory divides somewhat fuzzily into bins of immediate-sensory, short-term, and long-term, with separate retrieval and storage functions, and separate systems for declarative vs. procedural learning. These can be harmed selectively, usually by hippocampal injury, so that some patients can remember their life stories but not form new long-term memories, or learn new skills like bike-riding but not new facts. The exact substrate of memory is unclear but seems to involve new synaptic connections between neurons in at least some way. The ability of modern psychology and psychiatry to treat mental illness is real but limited. SSRIs work for half or slightly fewer than half of patients; antipsychotics work with extreme side effects; benzodiazpines work but produce addiction and tolerance in many (not all) people. Most supplements are stuck in Poor Quality Study Replication Crisis Hell, but melatonin and l-theanine stand out as especially promising. Psychotherapy works with moderate effect size, but (with a few exceptions) seems to be more about the relationship with the provider than the details of the therapy itself. Mental hospitalization can sometimes defuse immediate crises but work less well than mental hospitals would like, with some studies showing overall negative effects. Schizophrenia is mostly genetic, but risk also increases with prenatal infection (especially rubella) and obstetric complications; there is suggestive evidence for roles of social stress and drug use (with psychedelics and marijuana making things worse, and nicotine if anything making things better). Bipolar and schizophrenia are so closely linked on a pathophysiological level that it seems like they might be the same disease; on the clinical level, they do seem to follow two separate courses/prognoses but can sometimes surprise clinicians by eg someone who seemed condemned to permanent schizophrenia unexpectedly recovering. The brain’s native reinforcement learning algorithms cash out in the phenomena of classical and operant conditioning; different reinforcement schedules reinforce at different levels, which can be exploited by bad actors to make especially compelling products (eg slot machines). None of these are immune to doubt. A few are speculative; one or two are genuinely unorthodox. But they’re all a step above one p = 0.049 paper that might not replicate. If they get overturned, they’ll be overturned by the same sort of genuine scientific shift that replaced Ptolemy with Copernicus or Lamarck with Darwin, not some sort of sordid discovery about someone entering random numbers into a spreadsheet. In 2008, Eliezer Yudkowsky wrote about The Beauty Of Settled Science: If you only care about scientific issues that are controversial, you will end up with a head stuffed full of garbage. The media thinks that only the cutting edge of science is worth reporting on. How often do you see headlines like “General Relativity still governing planetary orbits” or “Phlogiston theory remains false”? So, by the time anything is solid science, it is no longer a breaking headline. “Newsworthy” science is often based on the thinnest of evidence and wrong half the time—if it were not on the uttermost fringes of the scientific frontier, it would not be breaking news. Scientific controversies are problems so difficult that even people who’ve spent years mastering the field can still fool themselves. That’s what makes for the heated arguments that attract all the media attention. Worse, if you aren’t in the field and part of the game, controversies aren’t even fun. Don’t be embarrassed to read elementary science textbooks, either. If you want to pretend to be sophisticated, go find a play to sneer at. If you just want to have fun, remember that simplicity is at the core of scientific beauty [...] A steady diet of science news is bad for you: You are what you eat, and if you eat only science reporting on fluid situations, without a solid textbook now and then, your brain will turn to liquid. Psychology isn’t centrally the new paper in Annals Of Recently-Breaking News saying that an n=5 study showing that large portion sizes increase support for terrorism. Psychology is centrally ideas like brain waves, GABA receptors, reinforcement learning, twin studies, and connectionism. People who think differently are worrying too much about BREAKING NEWS!!!, and should stop. The key distinction isn’t “recent research in social psychology” vs. “recent research in cognitive/bio/behavioral psychology”, as my essay last week unfortunately implied. It’s recent research in general vs. the deposit of settled science, battle-tested hypotheses, and carefully-earmarked speculation. And part of the reason social priming in particular was such a disaster was that it defied that heuristic, building itself up over hundreds of studies until it approached or even entered the pantheon of settled science - before collapsing (5-HTTLPR was also sort of like this). This isn’t a claim that settled science is always right - Freud was “settled science” for a long time - just that there’s an intuitive distinction between the level of credence you should have in the existence of power posing vs. the existence of Broca’s Area. (I compounded this error by calling the last post “Psychology Research Is Mostly Fine”, which suggested I was talking about the new research rather than the settled science. I actually meant to distinguish between research-psychology-the-field vs. clinical-psychology-aka-therapy, but this framing unintentionally pushed against the point I wanted to make) Some commenters on the previous article understood this point, but challenged its weight. It’s very cool, they said, to know how many neurons are in which brain lobe, but the main way that Psychology affected their lives was through bad clickbait studies used to buttress dumb policies; some p = 0.049 study says that exposure to microaggressions makes minorities’ brains shrivel into raisins, and now their company has to implement punitive DEI or be sued for hazardous work conditions. I won’t dispute this as an accurate description of how the sausage gets made, but it’s worth examining the trains of thought that connect this observation to a campaign against psychology in general: The dumb woke psychology was wrong and bad, and I don’t have good heuristics for distinguishing dumb woke psychology from other psychology, so I’m going to assume it’s all wrong and bad. The dumb woke psychology was wrong and bad; it seems useful to punish/discredit psychology as a whole to assist my campaign against it, so for propaganda purposes I will try to discredit psychology as a whole. To people in the first camp, my response is: come on, your heuristics aren’t that bad. “Microaggressions makes minorities’ brains shrivel up like raisins” is in the woke category; “the hippocampal theta rhythm seems to be associated with both memory and pathfinding, suggesting an unexpected yet surprisingly compelling relationship between the two” is in the not-woke category, don’t play dumb here. To people in the second camp, my response is: deliberately exaggerated propaganda campaigns are bad and this is a confession, not an excuse. Inability to view science through anything but a political lens was what got us into this problem; doubling down on it is a temporary solution but a recipe for permanent disaster. If you pronounce entire fields of science to be acceptable collateral damage in your campaign against bad political actors, you will alienate not just scientists but patients, clinicians, and general lovers of truth. Instead, you can say the thing you mean - that woke partisans shouldn’t try to occupy and exploit the otherwise-noble science of psychology for their own political gain - and wage the same campaign with a halo rather than a comic-book-villain goatee. From the font of oracular wisdom that is Weird Sun Twitter: [ Vessel Of Spirit@VesselOfSpirit i love you all conditionally but i love the good part of you unconditionally. even if it becomes a very small part 2:11 AM · Jan 22, 2015 1 Reply · 5 Reposts · 29 Likes ](https://x.com/VesselOfSpirit/status/558084551772471298) This is how I feel about psychology1, too, but with a touch more optimism. The good part of psychology is enormous, a hoard of endless treasures. You just have to look past the headlines! 1 To play devil’s advocate - should one always be so magnamious? Astrology? Phrenology? These seem different in that their entire orientation was flawed from the start; they didn’t simply fail to find the correct constellation-personality connections, the whole project of searching for connections between constellations and personality was doomed from the start. More difficult might be asking the same question about education research, which is notoriously bad. I don’t know enough about education research to know if there’s some settled science of correct and enlightening results lurking in the background beyond the day-to-day froth of poorly-conducted and politically-motivated studies. I think if it’s 90% bad, 10% good, it’s correct to call it bad as a compact way of communicating a useful truth; I think psychology is better than that, but admit it’s a tough judgment call.
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UFC Freedom 250 Fails to Knock Out The Ratings
(Welcome to my weekly streaming ratings report, the single best guide to what’s popular in streaming TV and what isn’t. I’m the Entertainment Strategy Guy, a former streaming executive who now analyzes business strategy in the entertainment industry. If you were forwarded this email, please subscribe to get these insights each week.) If UFC fans wanted one image to say, “Hey, Paramount+ is crushing it with their UFC rights deal,” I could provide that image. Here it is: (Reminder: this is my creation of the Nielsen Top 30, since Nielsen doesn’t combine the lists or include sports. I take all three lists and combine them. Some streaming TV shows probably have higher ratings than many of the films on this list.) Look at that! UFC Freedom 250 is number one! It topped the Nielsen “Top 30” list for shows and films that made the top ten the week of 15-June. So if you’re a UFC fan or supporter of Paramount+, that’s the good news for you this week. This program topped the ratings charts for one week. Everything else is bad news, or at least a huge caveat to that story, which I’ll explain today in the first part of this week’s Streaming Ratings Report—for the weeks of 8-June and 15-June—which is a double issue since I’ve been writing on a bunch of topics recently. UFC Freedom 250 is one of the biggest streaming events of the year, and super relevant to Paramount+’s strategy, so it merited its own article. Let’s dive in! (Reminder: The streaming ratings report focuses on the U.S. market and compiles data from Nielsen’s weekly top ten viewership ranks, Luminate’s Top Ten Data, JustWatch and Reelgood interest data, Samba TV household viewership, company datecdotes, Netflix hours viewed data, Google Trends, and IMDb to determine the most popular content. While most data points are current, Nielsen’s data covers the weeks of June 8th to June 21st 2026. You can find a link to my terminology here.) Subscribe Check Out My Interview on UFC 250 at MMA Draw After you read this article, if you want even more thoughts on UFC and Paramount-Skydance/Paramount+, I did a written interview with MMA Draw. They asked me to answer some questions about UFC Freedom 250, and I was happy to chat with them. Find it here: [ The MMA Draw Newsletter Did Paramount really overpay for the UFC? What the data tells us so far If you know the history of American television, you also know that combat sports is often a leading indicator of the future… Read more a day ago · 10 likes · 1 comment · Nate Wilcox and Zach Arnold ](https://www.themmadraw.com/p/did-paramount-really-overpay-for?utm_source=substack&utm_campaign=post_embed&utm_medium=web) I never thought I’d need a combat sports newsletter in my life, but the good folks at MMA Draw publish an excellent one on UFC, MMA, pro wrestling, boxing and more, analyzing both the sports themselves and the politics, economics and antitrust issues that impact them. Check the article and their newsletter out! Paramount+ Has Its Best Sporting Event of All Time…But Was It Worth It? Before we look at the UFC Freedom 250 data in particular, let’s talk about what we can’t say. Namely, let’s start with the lack of comparisons. First off, I’d love to put a chart out comparing this fight to past UFC fights on Paramount+…but we don’t have the data. This is the first time we’ve gotten Nielsen data about a Paramount+ UFC fight. As far as I can tell, Paramount provided data for the first fight, but it was a proprietary datecdote (saying it had “an average minute audience” of 5 million “views”) and then, for two fights, we got the linear viewership numbers when they aired on CBS, but no streaming data. Everything else was crickets. We also can’t compare this fight to other fights/combat sports on streaming, in particular the MMA and boxing, because Netflix also didn’t use Nielsen to track those events, opting for TVision and VideoAmp, respectively. (This isn’t Paramount’s fault, but does still suck.) We also can’t compare to UFC’s fights that used to be on ESPN+, since we don’t have any data for that, plus Disney+ didn’t have marquee fights. The comparisons would not be apples-to-apples. Can we compare to past Pay-Per-View fights? Absolutely not. The comparisons would absolutely NOT be apples-to-apples. That didn’t stop Paramount+, though, who bragged that their UFC events have reached drastically more people than past PPV fights. Duh. Sorry, but I gotta make this point again. A basic tenet of economics is that the cheaper something becomes, the more people consume or buy it. That’s Econ 101. (Sometimes pundits call things “Econ 101” that are actually like Econ 210 or even PhD-level economics, but no, this is really like first or second class basic economics.) Yet I still see one analytics firm consistently say that more people watch films on streaming than PVOD proves streaming which means that the streaming window is more valuable than the PVOD window. No, it’s not! Same thing here. Pay-Per-View events back in the day could be really, really, really expensive! So whole groups of people pitched in to buy them. That increased the perceived value of, say, the Mike Tyson fight. Or a UFC numbered event. So yes, the fact that Paramount+ makes numbered UFC fights essentially “free” if you’re already a Paramount+ member means consumption will go up. Obviously. Same for Netflix and their boxing matches. They’re talking about fights that used to cost consumers, in some cases, $50 in 1996…which is over $100 in today’s dollars. Over 1.6 million people paid that to watch the Tyson-Holyfield fight! Again, streaming is essentially “free”. Or $10 to $20, depending on what streamer we’re talking about and what tier you’re on. No wonder more people are “watching”. (Plus, Nielsen’s out-of-home viewing also helps these numbers.) UFC Freedom 250 Did Well…But I Have A Lot of Worries So what can we compare the fights to? Well, the good news is Nielsen put out that the fight averaged 7.0 million viewers for UFC Freedom 250, which is a solid number for a fight. We also know the length, at roughly 4 and a half hours. (I saw different run times, but this seems to be the consensus considering it started at 8 pm, had a delay and then finished after midnight on the East Coast. If you assume a shorter run time, then yes, the total hours viewed would go down.) That means I have the two numbers needed to add this to my Nielsen database. And then…I can compare this viewership to the NFL: And, uh, not great. But also within striking distance, mainly because the runtime for this event was so long. I’d also add that this event had viewership equal to a regular season NFL game on streaming, but if anything, it was more comparable to an NFL playoff or Super Bowl-esque event. And you can compare viewership to the top football games on broadcast, cable and streaming, and it’s not impressive at all: We can also compare it to other sports that week, including the NBA Finals and start of the World Cup: Again, not great. The NBA generated roughly four times as many average viewers each game for its NBA Finals. The World Cup has similarly big numbers. Also, that’s just a tiny fraction of the 25 most watched sporting events each week. The NBA, NHL and FIFA World Cup had many, many more games racking up hours. We could also compare this to other streaming programs to get an idea of “is this a good investment?” and here is how it ranks compared to other top Paramount+ programs: The worry here? Well, unlike scripted programming, which has rewatchability, older fights/sporting events have very little library value. Very, very few people are rewatching these fights, especially years from now. Paramount has also released datecdotes bragging about their subscriber numbers. Earlier this year, they claimed that the first UFC fight on Paramount+ brought in 1 million subscribers. Then, in their quarterly earnings report, they only ended up with 700K subs. Not great! They claimed they dropped lower-value international subscribers, but that’s why I tend to discount subscriber additions when they’re leaked to the press.1 I expect we may see a bump again for UFC Freedom 250, but I’d caution using subscriber growth so soon after these events to judge the success, since new subs with high churn (see Peacock) aren’t great either. Also, analysts often want to attribute all subscriber growth to their favorite/pet show, and that just doesn’t make sense. The biggest caveat for UFC Freedom 250 and Paramount’s very first UFC marquee event is that these could be high watermarks for the sport. UFC Freedom 250 had an incredible amount of earned media coverage compared to most UFC fights. I mean, it had wall-to-wall national news coverage in the lead up to the event. (The first fight also had a lot of promotion from Paramount since it was first.) Other fights could reach this bar—say the Conor McGregor return to the Octagon—but they’ll be fewer and far between. Was This Deal Worth It? All to ask: is this Paramount deal worth it? In this case, I think the UFC Freedom 250 numbers are more distracting than helpful. This fight did well and compares well to other top sporting events. But we know that the first marquee event was at least a third smaller, if Paramount’s own data is to be believed. And it’s likely the other fights are much, much, much smaller. And then you get to the paycheck that Paramount-Skydance paid. FIFA’s World Cup cost about the same for Fox, but clearly generated multiples more total viewership. (Though it’s only every four years.) The NBA is much more expensive, but until the playoffs, they likely didn’t pay for itself. Even still, Disney, NBCUniversal and Amazon Prime Video likely overpaid. So, in that context, the NBA may be an overpay that makes the UFC look not so bad. But two overpays don’t make an underpay, to paraphrase the old cliché about wrongs and rights. And looking at UFC Freedom 250 as the likely ceiling of MMA on Paramount+, Paramount-Skydance likely paid too much. Share 1 I would love regular reports on subscriber additions by programs, but as is, it’s mostly leaked or rumored in haphazard ways.
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