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The Science Behind the AI Panic Is Shakier Than You Think
A column by Sascha Lobo Is AI making us dumb? So asked DER SPIEGEL on its cover a while ago. After a few weeks of recovery and a therapeutic intervention with the help of my AI, I feel able to respond. That’s a bit unfair, of course; the article itself is more nuanced than the loud cover, the image of a schoolkid with dull prompt questions, or the subtitle: “AI is conquering the schools, and educators fear a disaster.” The short answer to “Is AI making us dumb?” is: no. The long answer is more interesting, and even carries a preliminary glimmer of the spectacular. Unfortunately, it requires a detour into the sphere of artificial intelligence, into the mogul-field terrain of technology assessment, the attention economy, and the destructive virus of cultural pessimism. Along with narrowing the scope to AI’s effects on education and work rather than on intelligence. Because the honest version of the question would be: Does AI help us learn and work, or not? Generative AI, which set off the still-ongoing hype with ChatGPT, has only existed in relevant distribution since late 2022, early 2023. For a technology-driven transformation of people and society, that is extremely short. For that reason alone, research is still in its infancy. And technology assessment is not a fast discipline anyway. Prominent voices from Elizabeth Eisenstein to RAND to Tom Wheeler say we still cannot conclusively judge the consequences of the printing press. Its invention is a mere 580 years back, and some scholars would rather not circulate assessments that might have to be retracted in two or three hundred years. We’re Going Through Growing Pains A phenomenon that already caused upheaval in social media research makes serious assessment of AI’s consequences even harder: the “moving target” problem of LLM-ology, as the linguist Sean Trott called it in 2025. AI develops so quickly and so unpredictably that researchers often end up studying snapshots of the past. There are concepts, from morphological analysis to anticipatory governance, for keeping research, planning, and regulation halfway meaningful anyway. But even with those, universally valid statements are rare. DER SPIEGEL - The German View is a reader-supported publication. To receive new posts and support our work, consider becoming a free or paid subscriber. Subscribe We should therefore treat findings about the interplay between humans and AI as far more procedural and situational. Unfortunately, this challenge comes at the worst possible time. We are going through growing pains: AI’s everyday impact has grown very large very fast, and with it the longing for guidance. Annoyingly, the body of solid knowledge has not exploded along with it. Experts cannot be moved to broad consensus on even banal statements about AI. Sascha Lobo, born in 1975, is an author and strategy consultant focusing on the internet and digital technologies. Together with Jule Lobo, he explores the debates of the day in the podcast “Feel the News – Was Deutschland bewegt” (”What Moves Germany”). Nvidia CEO Jensen Huang says software developers are dying out. Bill Gates considers coders one of only three professions that will survive the AI tsunami. Top tech economists find virtually irrefutable arguments both for and against an AI bubble. The same naturally applies to the structurally youth-hostile debate over whether AI is good or bad for young people. The gap between the demand for insight and the supply of solid knowledge creates an orientation vacuum. This vacuum of AI cluelessness is filled, as the attention economy described by Georg Franck in 1998 would have it, with half-knowledge (funnily enough, often AI-generated), marketing, and self-marketing. After all, infinite money is at stake, along with academia’s best current shot at global fame. But this iridescent froth of interpretation operates more by the algorithmic principles of the digital public sphere than by seriously earned insight. That is why dramatized, fear-feeding claims about AI are so promising. It tempts parts of academia into distorted drivel, and parts of the media then sensationalize the published drivel once more. Was the Research Aimed at a Desired Result? How badly this can influence academia and public perception is demonstrated by one of the most-discussed studies on AI’s effects: “Your Brain on ChatGPT.” The MIT study by Nataliya Kosmyna also gets plenty of space in the SPIEGEL cover story. What was measured and interpreted: lower brain activity in people who write with AI assistance, compared to people who only google or write without any tools. As is common with preprints, the study has not yet been peer-reviewed, and it contains substantial weaknesses that experts have sharply criticized. The first round had 54 participants in three groups, the second only 18, who reportedly also came from MIT’s own orbit. There was no preregistration (committing in advance to what you want to find out with which data). In their analysis, Stanković et al. even discovered an opposite effect that the study does not further explain. Some measurement data has not (yet) been published. And the EEG analysis method used is considered too imprecise to support such far-reaching conclusions. The biggest criticism, though, is the suspicion of an activism-driven study. In an interview with Time, lead author Kosmyna said she published the study immediately, rather than after full peer review, because she feared politicians might otherwise decide to put ChatGPT in kindergartens. She considers that absolutely harmful. It is legitimate to hold such a view. It just seems unscientific to approach a study with it, and then to design the setup so that the chance of a fitting desired result remains as high as possible. Ideologies Collide It is not easy to separate genuine AI insights from studies that trivialize and weaken well-founded AI criticism. The same goes for the opposing, AI-enthusiastic narratives, because the pro-AI side works against it with billions in resources. Ideologies collide, fed by egos, PR strategies, moral posturing, and once-in-a-lifetime opportunities. Doomsday marketing makes the search even harder: AI companies can profit from warnings about the dangers of AI, whether through the notoriety of apocalypse narratives or because, in some target groups, danger translates into power. Some seemingly negative findings are therefore quite welcome in the AI industry. If you try to get at the findings presumably less influenced by interest groups, the picture in education seems relatively clear: AI can improve educational outcomes when the right AI is used the right way, namely pedagogically. Simply dumping an AI chatbot into a classroom, by contrast, accomplishes little. Huge surprise. But something else is also obvious: whether they are allowed to or not, kids use AI for school, which is why the controlled integration of AI tools into education is, in the medium term, entirely without alternative. In the world of work, the landscape of findings is more complex and requires more differentiation. A series of serious studies points to an AI effect that suits neither the alarmists, regulation fetishists, and AI opponents, nor the trillion-dollar corporations with their armada of paid scientists, PR professionals, and ecosystems: working with AI helps the inexperienced (at least for now) considerably more than it helps the pros, in certain fields of work, and provided they know how to use it correctly. Missing Domain Knowledge Among the experienced, the professionals, and the high flyers, by contrast, despite frequent time savings, partially negative effects and new problems are emerging. Take the jagged frontier problem: AI solves task A brilliantly and fails completely at task B, even though both look similar even to professionals. Or the verification-cost problem, in which AI’s greater productivity gets eaten up by the enormous effort of checking its output. Or the illusion of competence, because AI makes new domains seem easily penetrable, until you painfully discover that deep domain knowledge is missing. Taken as a whole, the effects of working with AI do lean positive. But the promise that AI works as a turbocharger for everyone and boosts practically everything simply refuses to materialize. The AI magic the world has been feeling since ChatGPT arrived in late 2022 has so far barely shown up in most companies’ numbers. The consulting firm McKinsey has coined a term for this, the “gen AI paradox,” and believes that work processes and corporate structures would have to be rebuilt quite fundamentally to realize AI’s benefits at scale. Reuters just reported that only 3.3 percent of Microsoft’s customers have subscribed to the AI package Copilot. That may be down to the product; in other areas we continue to see soaring successes and new AI triumphs. But after the first quarter of 2026, disillusionment is the word for all too many AI projects at traditional companies: because the promised revolution of AI agents has so far failed to arrive or been postponed, and because of the leveling effect that many of the studies cited here suggest. Against Inequality The societal effects, on the other hand, appear rather encouraging. Many previous technologies operated on the Matthew principle, named for the Gospel verse about giving to those who already have: they tended to reward the more competent and more privileged. AI, however, seems more often to have an equalizing effect once a threshold of access and education is crossed. Some anecdotal insights point in this direction, for example, how an unemployed man in Leipzig successfully defended himself in court in 2025 against fraud accusations from Germany’s federal employment agency — without a lawyer, armed only with ChatGPT. The AI made mistakes and cited invented court rulings, but in the end the man walked away unpunished. And a key capability of artificial intelligence is its capacity to learn: set up correctly and fed with data, it can keep getting better. It is a question of time, or more precisely of AI innovations and training data, until even free AI chatbots write better legal briefs than law graduates with perfect exam scores. Whether that will make anyone dumb is something the world’s press will surely inform us of in due time. Subscribe Leave a comment
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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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The Wingman
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DREAMTEAM
RUARIDH McCONNOCHIE, THE FORMER BATH, ENGLAND, ENGLAND SEVENS AND GREAT BRITAIN SEVENS WINGER, CHOOSES THE BEST XV HE HAS PLAYED WITH OR AGAINST… 1. Beno Obano – I’ve always thought Beno has been criminally underrated at international level. Everyone sees his power, but his hands and footwork are exceptional for a prop. He’s been a […] The post DREAMTEAM appeared first on The Rugby Paper.
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Frozen for years, this tiny animal miraculously springs back to life - Futura-Sciences
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