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Stakeholder Theory Community Honors Professor Ed Freeman’s Impact on Business and Academia
A diverse group of collaborators and well-wishers descended on UVA to honor Professor Ed Freeman and the way his ideas have changed the world for the better.
Farley doubles down on Ford's pursuit of profits beyond core business
Ford CEO Jim Farley told Wall Street the carmaker is in discussions for more U.S. Defense work and hinted at more adjacent businesses to come.
The new "science golden age" looks suspiciously like a grift
This edition of PN is made possible by paid subscribers. Become one ⬇️ 🚀 Subscribe to PN 🚀 The Trump regime is trying to usher in a “Golden Age in Science” where scientific research is run like a Trump family business, artificial intelligence is all that matters, profit is everything, and expertise is for chumps. Or at least that’s the vision emerging from a new 123-page “Report to the President” from Michael Kratsios, the Director of the White House Office of Science and Technology Policy. In a normal administration, you could probably skip over learning about a science policy document — but this is no normal administration, and this is no normal science policy document. Instead, it’s Trump’s attempt to end the actual golden age of science that was kicked off in 1945 with the publication of '“The Endless Frontier” by Vannevar Bush. [ ](https://www.publicnotice.co/p/harmeet-dhillon-portland) [ Harmeet Dhillon demonstrates danger of posting through it ](https://www.publicnotice.co/p/harmeet-dhillon-portland) Liz Dye · Jul 29 [ Read full story ](https://www.publicnotice.co/p/harmeet-dhillon-portland) Bush, at President Franklin Delano Roosevelt’s request, laid out a vision of federal support for science that centered on funding universities to do basic research, saying that as long as those institutions were “vigorous and healthy and their scientists are free to pursue the truth wherever it may lead, there will be a flow of new scientific knowledge to those who can apply it to practical problems in Government, in industry, or elsewhere.” Kratsios’s report is supposed to be the successor to Bush’s, and even apes the format, but this isn’t really a document about science policy. It’s one about ending science research as we know it in favor of shoveling cash at big tech companies. While it might be temping to wave this away as an aspirational policy document, Trump has already begun to shift billions in research funds to AI projects and has taken a hatchet to science funding across the board. He’s teed up the shift Kratsios proposes here, and since neither Congress nor the Supreme Court seem inclined to stop him from doing whatever he wants with taxpayer money, it isn’t doomering or hyperbole to say we are staring down the barrel of a world where the only “science” the government intends to support is for-profit tech and defense advancements. Science for dummies Part of how you can tell this isn’t a document about science is that you are immediately faced with an absolute wall of business-speak of the worst sort. Did you know we must “tightly couple our science and technology enterprises to ensure that groundbreaking ideas invented in the United States are rapidly prototyped, tested, manufactured, and scaled domestically”? You do now! That tone isn’t surprising, because Kratsios has no background in science or research. He has a bachelor’s in political science and spent most of his career working for Peter Thiel at Thiel Capital. After a stint in the first Trump administration as Chief Technology Officer, where he also did not do any science, Kratsios was tasked in 2020 with overseeing the Pentagon’s research budget for a brief time, a position that, as the Wall Street Journal put it, “carries a great deal of power in terms of dictating investment allocations.” He spent the Biden years at Scale AI as “head of strategy,” which you will also note is neither a science nor a research job. But Scale AI has contracts with the Department of Defense and, as the Washington Post wrote in 2023, “has been aggressively pitching itself as the company that will help the US military in its existential battle with China.” And now you have the necessary background for our new golden age, which is going to be a golden age of taking money away from scientists and universities and giving it to companies like Scale AI. A note from Aaron: Working with brilliant contributors like Lisa takes resources. If you aren’t already a paid subscriber, please become one to support our work. 👇 Subscribe In a genuinely galling move, Katsios spends a lot of time slamming universities because of “administrative burdens on researchers” and the “well-documented inefficiencies” in academia, the message being that those damn universities waste the time of amazing researchers with paperwork. Except it’s the administration that is attempting to impose inefficient, unnecessary burdens on those researchers with a proposed Office of Management and Budget rule that would require senior political appointees to approve every science grant and ensure it aligns with Trump’s personal priorities. Researchers would also have to seek prior government approval to attend conferences or publicize their research. And political appointees could terminate any grant at any time if they feel like it. [ ](https://www.publicnotice.co/p/omb-rule-science-funding) [ The murder of expertise ](https://www.publicnotice.co/p/omb-rule-science-funding) Lisa Needham · Jun 11 [ Read full story ](https://www.publicnotice.co/p/omb-rule-science-funding) But when it comes to AI, we’re going to “restore permissionless innovation.” The report proposes to give lucky ducky innovators a pile of cash up front for grants lasting five years or longer, saying “awards should be fully-funded in year one, with all resources earmarked upfront, to minimize administrative burdens and reduce pressure for researchers to generate intermediate results to secure continued funding.” Yeah, wouldn’t want to have to make the Very Special Tech Bros show results or get money parceled out year by year like the plebes at universities. The report also proposes that we should have “fast grants” with “simplified applications requiring just a few pages of writing” because that is definitely how science works, just writing a bit off the dome and getting some cash. [ ](https://www.publicnotice.co/p/trump-ai-action-plan-altman-llms) [ Tech elites are turning AI into ChatGPTrump ](https://www.publicnotice.co/p/trump-ai-action-plan-altman-llms) Paul Waldman · July 29, 2025 [ Read full story ](https://www.publicnotice.co/p/trump-ai-action-plan-altman-llms) Oh, and we should have prizes and challenges, where multiple teams compete. The proposed prizes include incentives like “advance procurement commitments,” which means the federal government agrees to buy whatever is being developed. There’s also “regulatory fast-tracking,” making sure all those great AI thingies don’t have to wait too long to be unleashed on a market. These aren’t incentives to do science. These are incentives to develop things with tax dollars that you can then sell to the government for more tax dollars. In the suggestion that might be the most unhinged, the most very opposite of how both government and research work, our new age will include “golden tickets.” That’s where an individual reviewer in an agency — yes, just one person — can “recommend unconventional proposals that may not pass consensus-driven review panels” because somehow this will “surface valuable ideas too divisive for committees and attract higher quality reviewers by empowering them to exercise independent scientific judgment.” Yes, that’s saying that a random person in an agency should be able to shovel money at some idea even if it can’t pass a review panel, and that the opportunity to do so will attract better employees because apparently all the best minds in science are chomping at the bit to be allowed to unilaterally fund AI research based on their personal vibes. But that isn’t at all how actual science works, and actual scientists aren’t unhappy about review panels. They work collaboratively, not siloed in some secret race to create the next AI chatbot. A 2020 study by the National Bureau of Economic Research examined whether peer review panels succeed in helping agencies predict which research ideas will best advance science. Peer review was better at finding “diamond in the rough” applicants than a single government program official. How about that. Trump always wants a taste It’s painfully clear that what Katsios is trying to do here is turn the whole of government science research and funding into the sort of “move fast and break things” paradigm that is the hallmark of big tech. That method works to line the pockets of tech executives, but it isn’t science. There’s a reason the government funds different kinds of research than private tech companies do. What Katsios either fails to understand or deliberately ignores is that the federal government is the main funder of basic research precisely because it can take a long time for it to bear fruit and is not intended to be profitable as such. “Basic” here does not mean rudimentary or simple, but rather research that is designed to advance scientific knowledge instead of achieving a specific outcome or product. Big tech companies don’t widely fund that sort of research, because it doesn’t make them money. Industry dollars account for only about 20 percent of basic research funding, while the government contributes around 60 percent. Big tech companies and startups do, however, rely on and benefit from that basic research. A 2019 study found that 35 percent of all patents obtained by venture-backed startups from 1976 to 2016 cited federally supported research. Basic research funded by the NIH contributed to every single drug the FDA approved from 2010 to 2016. [ ](https://www.publicnotice.co/p/trump-saudi-nuclear-deal) [ The Saudi nuclear farce and governance by whim and meme ](https://www.publicnotice.co/p/trump-saudi-nuclear-deal) Noah Berlatsky · Jul 27 [ Read full story ](https://www.publicnotice.co/p/trump-saudi-nuclear-deal) Unlike inventing the next ChatGPT, actual science is slow and iterative. Government funding of research that, on its face, would not appear to lead to any big new invention is actually what underpins those big new inventions. If the government hadn’t funded research into desert lizard venom, we wouldn’t know about semaglutide, and we wouldn’t have Ozempic. If research scientists hadn’t studied how bees optimize nectar foraging within a colony, we wouldn’t have the algorithm that assigns internet traffic across computer servers. The report assiduously ignores that a symbiotic, profitable relationship between the federal government, universities, and private companies already exists. Each federal research dollar generates about $1.50 to $3.00 in long-term economic benefits. The $36 billion the government awarded in NIH research funding in fiscal year 2025 generated $94 billion in new economic activity. Trump’s proposed new golden age is intended to strip those billions from universities, resulting in the dismantling of departments and the shuttering of labs. But Katsios has a plan for that: Universities should just become trade schools to churn out no-show STEM degrees! “Require universities and community colleges to embed practical technical training and externships into STEM curricula. Let hands-on experience and industry credentials count toward degrees.” It’s quite the feat to, on the one hand, strip schools of funding for scientific research while simultaneously demanding to control what is taught and, oh, also, colleges need to give degrees to employees at big tech companies just for being employees at big tech companies. The new golden age would also exacerbate the brain drain Trump’s policies have already caused. Nature found that in the first quarter of 2025, US scientists submitted 32 percent more job applications abroad than in 2024. A March 2025 poll by Nature of roughly 1,600 scientists found that over 1,200 said they were considering leaving the country. Europe is investing $565 million to make it a “magnet for researchers” and provide funding for scientists who relocate. The new golden age is also about embedding Trump’s xenophobia into the fabric of American science. The report complains of an “over-reliance on foreign students” that “creates a security challenge our institutions are ill-equipped to address” and that a “reliance on foreign talent sidelines American students.” This is, to put it mildly, nonsense. International students pay far higher tuition and often receive no financial aid. Their tuition dollars are what make it possible for American students to get financial aid. In the 2023-2024 school year alone, international students contributed $43.8 billion to the US economy and supported over 378,000 jobs. Those 1.1 million international students accounted for only six percent of the total number of students in higher education that year, but were such an economic engine that for every three international students, one job was created or supported. It’s impossible not to wonder whether part of Trump’s loathing for universities and their leading role in scientific research is that there is no way for him to corrupt the process and make money off it in the same way he can by giving millions and billions to Silicon Valley types who, in turn, give him millions in cash. There’s no way for his children to invest in universities that the government then gives no-bid contracts to, fattening the family’s bottom line, which is pretty much the Trump sons’ current venture capital practice. Trump and Katsios’s view of science is narrow, cramped, and wrong. We’re not in a crisis, we’re not a failed state. We’ve been a science superpower for decades, and the only thing that threatens that is Donald Trump. Tech bros are already living high off the hog in this administration. They don’t need any more of our tax dollars. Hopefully this new golden age never comes to pass. Thanks for reading Public Notice. This post is public so feel free to share it. Share We’ll be back with more tomorrow. If you appreciate today’s PN, please do your part to keep us free by signing up for a paid subscription. 🚀 Subscribe to PN 🚀 Thanks for reading, and for your support.
<em>CASNews</em> faculty spotlight: Dr. Fernando Severino
Meet Dr. Fernando Severino, associate professor in the School of Communication and Latin American and Latino/a studies Program.
Cuts to state, federal assistance and rising costs rock Oregon hospitals
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2026 American Academy of Nursing Fellows to include eight Emory inductees
Eight members of the Emory University community will be inducted into the American Academy of Nursing’s 2026 Class of Fellows in recognition of their substantial contributions to improving health and transforming healthcare. Induction into AAN is one of the nursing profession’s highest honors.
New KU Business microcredential helps professionals build sales expertise
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MOST VALUABLE PROMOTIONS AND PROFESSIONAL FIGHTERS LEAGUE MERGE TO CREATE A NEW GLOBAL COMBAT SPORTS PLATFORM POWERHOUSE
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Samsung Electronics posted a record profit on AI chip demand — but its mobile business swung to a loss
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Cigna raises annual profit forecast on strength in health services unit
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Science grants opened my world. Proposed cuts would cut students off at knees
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Journal of Business announces 2026 Rising Stars
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FTSE 100 to fall from record high after Fed holds interest rates and Iran attacks; Rolls-Royce expects higher profits
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ArcelorMittal Posts Fall in Net Profit But Sees Improved Outlook for European Business
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Samsung Stock Jumps Over 6% In Seoul as AI Memory Business Delivers Record Profit: 'Supply Constraints' Expected to Continue
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Caesars Entertainment (CZR) Stock Faces Debt Strain Despite Narrower Quarterly Loss
Caesars Entertainment stock barely flinched after earnings, slipping only 0.6% to about US$29.77, yet the headline numbers still ask investors to be patient. The casino operator posted another quarterly loss, with basic earnings per share of US$0.30 in the red and net income excluding extra items also in loss territory. That keeps the focus on a slower burn story. The real question now is whether Caesars can turn a low price-to-sales multiple and a multi-year profitability goal into something...
Health Institute at Hardy fosters the future of healthcare professionals in Philadelphia
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Political profanity is having a f*cking moment
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Anthony Fauci’s high-profile Senate hearing: what we learned
Six years on from Covid crisis, Republicans still politicizing science – and Fauci remains a political punching bag
Former Democratic staffers, DEI leaders shape Smithsonian leadership amid political firestorm
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Why Anthony Fauci might not be safe after pleading the Fifth
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Akron hospitals to host free family health fair with experts, entertainment
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UConn School of Pharmacy and Pharmaceutical Sciences Professor Xiuling Lu Receives Director Promotion
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Former Genesco Inc. chairman William S. 'Bill' Wire II dies at 94
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Wellstar Health System lays off 761 corporate, administrative staff
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Thirteen early-career professors win NSF development awards
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Erica McLain on bridging the gap between science and design
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Business journalism studies took her to the White House | UNC Hussman School of Journalism and Media
The story by UNC Hussman alumni Brennan Doherty ’19 and video by John Roberts ’16 (M.A.) was originally published on unc.edu. This story is part of a four-part series on Carolina alumni working in Washington, D.C. Soon after her 2015 graduation from UNC-Chapel Hill, Megan Cassella was an intern for the Reuters news agency, eagerly awaiting and prepping for a special assignment. “Every now and then they needed an intern to run over to the White House last minute,” Cassella said. “You have to send your information the night before, so I started proactively sending my information to the White House every single night to be able to go the next day if they ever needed an intern.” Since then, she’s made many return trips to 1600 Pennsylvania Ave. in a career that’s included roles at Reuters, Politico, Barron’s and now CNBC, where she works as an on-air Washington correspondent. A longtime newswriter, Cassella made the move to TV in 2024, appearing on broadcasts multiple times daily to report on the biggest political and business stories. But the keys to doing a good job — knowing how to research, asking insightful questions, building relationships and explaining complex topics to a broad audience — remain the same. Did you know: Outside of the state of North Carolina, the Washington region is home to the largest concentration of Tar Heel alumni in the country. Cassella’s time as a Tar Heel was crucial in sharpening those skills, both in the UNC Hussman School of Journalism and Media and through roles at student-run publications like The Daily Tar Heel. She excelled in Carolina’s business journalism program with former professor Chris Roush, which led to an internship at The Charlotte Observer and helped Cassella find her journalistic niche. A data journalism course with Associate Professor Ryan Thornburg taught her how to find stories in numbers, and former professor Paul O’Connor’s reporting class took Cassella to the North Carolina Capitol weekly, where she gained invaluable experience interviewing politicians. “Those hands-on experiences that Carolina gave me really kept my interest and have really benefited me since I’ve been up here in D.C.,” said Cassella. “I have UNC to thank for the fact that I even went into business journalism in the first place.” Megan Cassella ’15 “You’ve got to thrive on adrenaline in this job. You’ve got to do well with last-minute changes, with running by the seat of your pants.” Megan Cassella ’15 ‘There’s nothing else like it’ In recent months, Cassella has reported live from the G7 Summit in Geneva, covered the latest developments in the U.S.-Iran war and followed changes to trade policy, including tariffs. “Anything in this realm that influences Wall Street, I’ll be covering,” Cassella said. Her working hours are long and variable. After waking up, Cassella immediately checks her phone to see what news broke overnight. By 8:15 a.m., she usually learns which newscasts she’ll be on, and then she heads to the newsroom, White House or wherever her assignment is. “We want you in the 9 a.m. show and the 11, and then the 3 o’clock show wants you, too,” Cassella said, referring to a hypothetical day. If Cassella gets an exclusive or major news breaks, she might be told, “We want that on TV right now.” Within five minutes, she’d be expected to get to the camera, figure out what to say and deliver the news to a live audience. “It’s exciting. It’s nerve-wracking,” Cassella said. “But there’s nothing else like it.” A well-rounded education Cassella grew up in Maryland, the youngest of four kids. Her oldest brother, Brian Cassella ’05, attended Carolina, became a photojournalist and recently won a Pulitzer Prize. She remembers visiting campus as a young child and loving it. “I just always wanted to go,” she said, and that desire grew when she, like her brother, gravitated toward journalism. But it wasn’t just the journalism school that drew Cassella to Carolina. “It was also the whole liberal arts curriculum,” she said. “Even though I always wanted to be a journalist, I got to college, and I sort of felt I had to think about other things. I had to explore my options and see if that’s what I really wanted.” Did you know: In April UNC-Chapel Hill opened its Carolina in the Capital office in Washington. She combined her journalism schooling with a global studies major and a history minor. That broad range of academic experiences in Chapel Hill molded her, preparing Cassella for a career that’s taken her to the highest levels of political journalism and inside the Oval Office. “When you sit back and remember you’re actually sitting inside the White House and asking questions of the president, it’s a cool feeling,” Cassella said. “No matter who is in office, no matter what administration or party, it’s a privilege to be there.” Megan Cassella on… Being a Tar Heel in Washington: I run into Tar Heels all the time. My husband’s a Tar Heel. We actually met here in Washington, not at Carolina, even though we were the same class. Probably most of our friends are still Tar Heels. Even up here in D.C., we all get together for games and March Madness. And through work, there’s Tar Heels all over the place. It’s often used as a connection. Favorite Franklin Street spot: When we go back, our first stop is always IP3. That’s more my husband’s doing than mine. In college, I was a huge Spanky’s fan. Felt like it was a classic spot. May it rest in peace. Advice to journalism students: Reps, reps, reps! Nothing beats the experience you’ll gain by simply starting to do the work — asking the questions, reporting and writing the stories, doing the TV hits. When you can, go places in person. Talk to more people than you think you’ll need. Read as much as you can, from different sources and on different topics. If you’re not sure how to start your story, that usually means you need more reporting. When you’re not sure, ask.
Grant Thornton to acquire CBIZ for nearly $3 billion
The all-cash, private equity-backed deal is poised to establish the largest accounting and professional services firm outside of the Big 4.
Rider professor appointed to NJ One Health Task Force
Daniel Druckenbrod will work to improve human, animal and environmental health within New Jersey
A $400 million insurance and benefits business is about to become its own company
The Grant Thornton-CBIZ deal is the largest accounting takeover in a generation. The part that matters most to insurance professionals is what gets left behind
What's the Antidote to Political Polarization?
As the United States commemorates 250 years of independence in 2026, the landmark event has arrived during a time of increased political polarization. According to a recent Pew Research Center study, 69% of Americans are dissatisfied with how things are going in the U.S., and 59% believe the country’s best days are behind it. Yet a majority (68%) still feel hopeful about the nation’s future. Bestselling author, social scientist, and Vanderbilt University professor Dr. Arthur Brooks shares that optimism—in part because he sees a clear path out of the divisiveness.
This week in Santa Cruz County business: Local nonprofit partners to help veterans transition into aviation careers; rental market takes dubious top honors for most expensive in the nation
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US lawmakers press Health Secretary Robert F. Kennedy Jr. on vaccine settlement
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The Hidden Cost of Stress at Work
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SoLa and Live Nation train entertainment's next generation
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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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