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Zoe Saldaña says Taylor Sheridan gives stars two choices: 'Make sure that you don't f--k up... or you quit'
Zoe Saldaña says Taylor Sheridan gives actors two choices on his sets: accept the challenge or quit. The "Lioness" star reveals his approach.
Senate Panel Will Examine Small Business Pressures
Senate committee investigates tariffs and lending challenges facing small businesses. Hear how rising costs impact Main Street entrepreneurs this week.
Josh Allen Not Worrying About Buffalo's Past Postseason Failures
Buffalo Bills quarterback Josh Allen reflected on last season's latest playoff setback.
Tough Champions League challenge for Hearts and Rangers
Heart of Midlothan and Rangers start their new season in the Champions League qualifying group stage on Wednesday, but how are they are prepared?
Massachusetts House primary spotlights Lowell's growing Cambodian political influence
State Rep. Tara Hong is challenged by former Lowell Mayor and current Lowell City Councilor Sokhary Chau for the 18th Middlesex District seat.
I Was Told I'm 'Just a Mom With a Side Hustle.' Here's What Those Words Reveal About Modern Business and Motherhood.
Motherhood is reshaping leadership, challenging outdated biases and redefining what it means to build a successful company.
Leveraging HR Services to Overcome Workplace Challenges: Advancing HR Knowledge to Drive Business Results
Voice of Business Blog Throughout this series, we’ve explored how workforce data helps HR identify challenges, guide decision-making, and demonstrate measurable impact. As HR’s role at the leadership table continues to expand, developing HR professionals is a critical business investment. By strengthening expertise in disciplines such as talent acquisition and talent management, employee and labor…
Business uncertainty up sharply as economic headwinds reshape C-suite decision-making
/PRNewswire/ -- C-suite confidence has fallen sharply since the start of 2026. New research from Sentry finds 82% of U.S. executives are more concerned about...
Michelle Centofanti Honored as Louisville Business First Best in Finance Winner
For Michelle Centofanti, finance has never been just about numbers. It is about helping people make better decisions, solving complex challenges, and building stronger partnerships across the business. That approach has earned Michelle recognition as one of Louisville Business First’s 2026 Best in Finance honorees. During her first year at Heaven Hill, Michelle has become […]
Marketing specialist adds real estate license for new challenge
This week's Up-and-Comer is Sydnie Fiala McGreevy, senior brand marketing specialist with Macurco/DwyerOmega.
UT San Antonio scientist highlights growing threat of antifungal resistance
For decades, scientists have studied antibiotic resistance, which is how bacteria evolve mechanisms to evade lifesaving drugs. Now, researchers are warning that a similar challenge is emerging among fungi, where resistance to frontline antifungal medications is making serious infections increasingly difficult to treat. Nathan Wiederhold, PharmD, director of the Fungus Testing Laboratory and professor […]
AI Is Making Cyber Scams Harder to Spot. Is Your Business Ready?
Hackers are getting more personal while AI poses new challenges
Patriots secondary emphasizing takeaways as practice intensity heats up
Kevin Byard’s challenge and a Dell Pettus interception set the tone for the defensive backfield this week.
📸 A Peruvian club unveils the year's most surprising shirt!
An impossible challenge and a great story!Jerseys with lots of sponsors are always tricky! The design often gets ruined by an overload of logos and text.For example, people still remember Chambly’s ...
The Michigan Revolution Is About Old-Fashioned Politics
Progressives like Abdul El-Sayed and Will Lawrence are running solid races. Moderates have fallen back on old arguments. Signs point to the progressives winning.
Trump challenged with cold reality by allies Todd Blanche and Jeanine Pirro
A president used to bending US politics to his will faces two stinging losses in a matter of days, writes the BBC's Anthony Zurcher.
Vikings’ Kevin O’Connell Gets Clear on Kyler Murray Decison
The Minnesota Vikings decided to bring Kyler Murray to compete with J.J. McCarthy for the starting QB job. Moreover, the Vikings did their homework on Murray before deciding he would be their pick to sign and give McCarthy a challenger for the starting job.In the offseason, the Arizona Cardinals decided to cut ties with the […] The post Vikings’ Kevin O’Connell Gets Clear on Kyler Murray Decison appeared first on HEAVY.
Boris Nadezhdin: Putin critic leaves Russia after he is barred from running for parliament
Boris Nadezhdin, who criticized the Ukraine war and tried to challenge President Vladimir Putin in the 2024 election, was one of the few high-profile Putin critics still living in Russia.
UC San Diego Students Learn Spatial Data Science Through Real-World Applications
UC San Diego students are bridging GIS and machine learning to solve real-world challenges in public health and urban planning. In a new spatial analysis course, they analyze complex geospatial data to identify environmental risks and support smarter community decision-making.
Buffalo Bills Land Big Josh Allen Update During Training Camp
The Buffalo Bills and superstar quarterback Josh Allen will enter the 2026 NFL season being viewed once again as a top-tier Super Bowl contender in the AFC.Over the last handful of years, Allen and company have been a top pick to win a championship. Unfortunately, the team has come up short time and time again […] The post Buffalo Bills Land Big Josh Allen Update During Training Camp appeared first on HEAVY.
AG candidate's new challenge: overcoming 'political no one' status
After surviving a ballot access challenge, Republican candidate for attorney general Michael Walsh is ready to move past allegations that he submitted fraudulent nomination signatures, and realistic about the uphill
Trump administration sued for banning gender transition treatments in federal health plans
An arm of the Human Rights Campaign launched a class-action lawsuit on Monday challenging the Trump administration’s gender-affirming care coverage ban in federal workers’ health insurance plans.&n…
CHANCELL-ING: A Hopeful Conversation about Adolescent Mental Health
When our daughters were teenagers, LeShelle and I had many conversations about when we should give them cellphones. We were sensitive to potential mental health challenges that adolescents faced related to cellphone use and social media. We wanted to be careful about exposing our daughters to the inherit risks of social media, which were still emerging at that time.
Research links industrial pollution to health risks in Louisiana
By analyzing Louisiana Medicaid data, a recent study co-led by researcher Barbara Allen found elevated health risks among residents living near petrochemical plants and refineries.
Exclusive interview: Science diplomat Paul Arthur Berkman
Strategic competition across the Indo-Pacific region presents challenges for nation-states and their ability to coexist within contested spaces.
UT San Antonio scientist highlights growing threat of antifungal resistance
For decades, scientists have studied antibiotic resistance, which is how bacteria evolve mechanisms to evade lifesaving drugs. Now, researchers are warning that a similar challenge is emerging among fungi, where resistance to frontline antifungal medications is making serious infections increasingly difficult to treat. Nathan Wiederhold, PharmD, director of the Fungus Testing Laboratory and professor […]
RSNA launches new knee MRI AI challenge
The society said this is its first AI challenge that will use medical images, along with radiology reports, to train models.
Both Jaguars’ Coordinators Named Future Head Coaches
Fresh off a fantastic season, Jacksonville faces an upcoming challenge as coordinators Grant Udinski and Anthony Campanile emerge as top targets for NFL teams seeking a new head coach.
Where did the ice cream trucks go? Drivers talk challenges of the mobile business
As a child, Phylicia Walsh remembers staying out all day with her neighbors waiting to hear the sweet sound of an ice cream truck. But when Walsh, 36, moved to Greensburg four years ago, she stopped hearing the melodies completely. “I would love to see my kids going out and
Nvidia's CUDA faces new threats from AI coding agents
Nvidia has long dominated because of its CUDA software. Now, AI-driven software is challenging this moat as startups and giants innovate.
Earlier Lifeline for Rural Hospitals Faces Test Under ‘Big Beautiful’ Law
A century-old rural Michigan hospital converted to a stripped-down model Congress created to help keep small facilities afloat, then it closed. The emergency hospital model, created a few years ago, is stabilizing some hospitals, arrived too late for others, and now faces major challenges under the One Big Beautiful Bill Act.
NFL offseason power rankings: No. 3 Buffalo Bills try again to get Josh Allen to a Super Bowl
Milestones: Virginia companies going the distance
While the first few years in business are notoriously challenging for entrepreneurs, even milestones that seem achievable are still relatively uncommon.
Virginia rises one place to No. 3 in CNBC list
Virginia rose to no. 3 in CNBC's top states for business, boosted by infrastructure ranking despite economic challenges and new data center tax concerns.
India produces smart scientists but is struggling to retain them
India excels in producing talented scientists but struggles to retain them due to bureaucratic and cultural challenges in research institutions.
Local golf tournament raises funds for mental health challenges
Webster golfers teed off in the 4th Hermano Cup in Rochester, raising funds for Compeer Rochester and promoting mental health and suicide prevention in honor of mentor Jason Drago.
No time to retire: Why growing older does not have to mean slowing down
Growing older should not mean withdrawing from life. By protecting our health, challenging our minds, and staying connected, we can continue to grow, learn, and find purpose at any age.
How Johansson is rising to daunting Motherwell challenge
With significant departures on and off the field, new Motherwell boss Alfred Johansson appeared to have a daunting task on his hands this season, but he has started in fine style.
Hundreds rally to promote wellness, fight stigma at Mothers of Hope Walk for Recovery
Hundreds gathered in Kalamazoo on Saturday, showing their support for those impacted by addiction and mental health challenges.
Inside California Politics: Hilton challenges Becerra to debate
(Inside California Politics) — Steve Hilton is challenging his Democratic rival to a debate, calling on Xavier Becerra to “man up and show up” to a televised showdown. This week, the Re…
How Davutoglu helped shape Erdogan’s Turkiye but failed to challenge it
Once Turkiye's prime minister, Ahmet Davutoglu has stepped back from party politics.
M's doing just enough to keep fans believing glory awaits
This year's Mariners have been fascinating and infuriating. They've fallen way below expectations, but not far enough where a trade-deadline sale is warranted.
Free dental screenings, backpacks offered at local health clinics in Allentown, Bethlehem
Saturday's clinics were for children - hosted at both their downtown Allentown and north side Bethlehem locations.
Caesars Entertainment (CZR) Stock Looks Cheap Even After The Take Private Deal
Caesars Entertainment stock is coming off a difficult five year stretch, with the share price down about 67%, yet recent valuation work suggests the market may now be pricing it too low. At the current US$29.75 share price, both the Discounted Cash Flow (DCF) intrinsic value estimate and the market multiples point to a company that screens as undervalued rather than expensive. The share price has fallen roughly 67% over five years, which puts the recent recovery into context and raises the...
Giants Could Still Sign Keenan Allen
Keenan Allen is still up for grabs for the New York Giants, so why aren't they making a move?
LA County Supervisor Horvath Backs Entertainment Unions Against Industry Consolidation
LA County Supervisor Lindsey Horvath meets with Entertainment Union Coalition to discuss film industry challenges, production incentives, and opposition to Warner Bros.-Paramount merger.
Bears offense answered Ben Johnson's challenge in Friday's practice
Chicago Bears coach Ben Johnson is emphasizing two-minute situations in training camp, and the offense delivered on Friday.
EU relations, climate crisis and Gaza: why Ed Miliband is fired up by Foreign Office challenges
Labour veteran is said to relish role that requires careful negotiation of Trump and impending G20 leadership
Bills Get Good News on Josh Allen’s Newest Target
Buffalo Bills quarterback Josh Allen has shown off a growing connection with new teammate DJ Moore at training camp. The post Bills Get Good News on Josh Allen’s Newest Target appeared first on HEAVY.
EAST TEXAS POLITICS: Smith County commissioners and constable weigh in on budget challenges
All four Smith County commissioners and Pct. 4 Constable Josh Joplin join Blake Holland for this week’s show
EAST TEXAS POLITICS: Smith County commissioners and constable weigh in on budget challenges
All four Smith County commissioners and a constable join Blake Holland on this week’s edition of East Texas Politics on East Texas Now for an in-depth look at the county budget.
UNCW Business School Students Travel to Prague for Real-Life Consulting Experience by Robert Burrus
This article was contributed by Kestrel Smoot, International Programs Coordinator for UNCW’s Cameron School of Business. During the most recent spring semester, 33 upper-level finance and marketing students from the UNCW’s Cameron School of Business traveled to Prague, Czechia, to participate in an intensive international consulting project. Unlike traditional study-abroad programs, the Prague consultancy project focuses on real client engagement. Each year’s project is entirely new, designed through collaboration between faculty and industry partners to identify a current business challenge that students will address. This year, students worked with MAMS-Champi, a Czech non-alcoholic beverage company that is seeking to expand into other global markets. Throughout the first half of the semester, students attend class at UNCW and prepare for their time abroad by conducting preliminary research, developing analytical frameworks, and organizing themselves into specialized teams responsible for tasks such as marketing strategy, industry analysis, consumer segmentation, and competitive evaluation. The course emphasizes independence and teamwork, requiring students to take ownership of their work, manage deadlines, and collaborate across functional groups. Additionally, faculty serve as advisors, allowing students to navigate the complexities of the project much as they would in a professional consulting environment. Once in Prague, students met with company leadership, toured facilities, and refined their recommendations based on real-time feedback. The in-person component is widely regarded as the most transformative aspect of the program because students must synthesize weeks of work into a cohesive presentation and deliver it to the client, demonstrating professionalism, strategic thinking, and adaptability. Beyond the consulting work, students participated in cultural and educational activities that broadened their understanding of global business environments. They explored Prague’s historic districts, learned about Czech culture, and engaged with local professionals. These experiences helped students understand how economic, regulatory, and social factors shape market opportunities. The Prague consultancy project stands as a defining example of the Cameron School of Business’s commitment to experiential learning, consistently strengthening students’ confidence, enhancing their resumes, and serving as a focal point in job interviews. Employers recognize the value of the hands-on experience and transferable skills students gain, underscoring the program’s role in preparing industry-ready graduates for today’s fast-moving business landscape.
Colorado health officials’ tuberculosis investigation in limbo as Geo Group tries to strike down inspection law
The operator of Colorado’s only immigrant detention center is still refusing to allow state health inspectors to conduct a tuberculosis investigation. It was in court Friday to challenge a new law.
Cowboys gave an unusual challenge to an important player
The Cowboys staff got creative in challenging one player.
Report: Colts Rookie Linebacker CJ Allen Activated
The Colts got a big new addition back for their first-team defense after a surprise initial minor injury.
Lancaster County Partnership for Public Health to take a more active role in public health education
As Lancaster County faces its largest measles outbreak in recent history and other public health challenges, a nonpartisan, volunteer group of health experts and community leaders plans to take a
Survey: Small business optimism picks up in Iowa, nation
Many small businesses around Iowa and the nation are seeing “encouraging developments” while also experiencing challenging times, according to a recent survey. The NFIB (National Federation of Independent Business ) Small Business Optimism Index rose 2.1 points in June to 97.4, nearing its 52-year average of 98. Expectations for better business conditions and real sales […]
Judge rejects lawsuit from 26 states challenging Medicaid work requirements
A U.S. District Court judge ruled that the states were unable to show they would be irreparably harmed by complying with the policy, as the Centers for Medicare & Medicaid Services is covering 90% of the associated costs.
Arkansas students earn honors in 2026 Soybean Science Challenge
Winners from Harrisburg and Paragould took top prizes in statewide competition
In Missouri, Cori Bush and Wesley Bell's primary rematch sets up key test for Democrats
A progressive firebrand who started her political career as a Black Lives Matter organizer in Ferguson, Bush served two terms before losing a primary challenge to Wesley Bell, a moderate local prosecutor.
How views on Trump's handling of Iran have shifted, according to this poll
Most Americans say the war in Iran has not been worth fighting, and President Donald Trump’s approval rating on Iran has fallen slightly since last month, according to a new AP-NORC poll.
Eleven Arkansas students place in 2026 Soybean Science Challenge
Eleven students from Arkansas received honors in the 2026 Soybean Science Challenge.
Essentia Health-Fosston expands access to specialty care
As rural health systems experience mounting challenges, Essentia Health-Fosston is embracing innovation to ensure patients can receive care from expert specialists close to home.
Scientists Unearth Mechanism That Helps Plants “Feel Full”
NYU researchers determine how plants sense nitrogen sufficiency—and what this means for addressing global challenges related to fertilizers
Science, Systems, and Communities: Turning Progress into Impact
As the AIDS 2026 conference enters its second half, one message has emerged above all others: the barriers to ending HIV are no longer primarily scientific; they are political. In one of the “most spectacular plenaries”, Raphy Landovitz argued that the field now faces “a challenge of political will” and “moral decision-making,” asking whether the world will choose […]
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.
What video review controversies in sports reveal about AI and human decision-making
The World Cup’s VAR controversies reveal a broader challenge for AI-assisted decision-making: deciding what AI should handle, what it should support and what should be left to human judgment.
PRESS RELEASE: Bloomington Urban Enterprise Association to Support Seven Enterprise Zone Business Participants for New “Builder’s Room” AI Business Cohort
Amplify Bloomington and the Greater Bloomington Chamber of Commerce will hold an info session on Tuesday, August 4, at 6 p.m. at The Mill classroom, 642 N. Madison St., to introduce The Builder’s Room. The Bloomington Urban Enterprise Association (BUEA) is supporting seven spots in the cohort located within the Bloomington Urban Enterprise Zone to participate in this new hands-on cohort program that helps local businesses use AI-assisted tools to solve real operational challenges.
The US ‘golden age’ science strategy: what Europeans need to know
The US has unveiled what officials claim is the most radical overhaul of the public R&D system in a generation, which if implemented could have significant implications for transatlantic research collaboration. Science: A New Golden Age derides universities as “legacy institutions” and instead wants to prioritise funding on technological challenges, new research labs and funding that follows individual scientists, rather than being linked to their institutions. “Too much of our research enterprise has come to serve itself rather than the scientists within it,” writes Michael Kratsios, director of the White House’s Office of Science and Technology Policy (OSTP), the only named author of the report. “Federal funding agencies should support a broader range of performers.” But some critics argue that the strategy is a smokescreen, using genuine problems in academia as an excuse to further weaken US universities, which US vice-president JD Vance has labelled “the enemy..”Even as it talks of a “golden age” for science, the White House has proposed halving the 2027 budget of the US National Science Foundation (NSF), and has put forward double-digit cuts for other funding bodies, such as the National Institutes for Health. It asked for similarly steep savings in 2026, but Congress stopped them going through. Science: A New Golden Age says success will be measured by the extent to which scientists are “free” to pursue the most “vital questions,,” painting academia as currently hidebound by bureaucracy, sluggishness and consensual conservatism. And yet the Trump administration is simultaneously planning new rules that will hand political appointees unprecedented powers to screen and cancel grants. The report has pretentions to be the successor to Science: The Endless Frontier, the seminal 1945 document in which presidential science advisor Vannevar Bush set out the case for post-war government funding of basic research, helping to spur the creation of funders such as the NSF. Even the title page font is the same. But it remains unclear if the latest report will leave anything like as lasting a legacy.Here, Science|Business explains some of the biggest proposed changes in Science: A New Golden Age, and how Europeans think it might change the landscape of their biggest science partner.Universities under fireA key target of the report are US universities, which it repeatedly suggests are outmoded as research institutions. It criticises the NSF for channelling resources “overwhelmingly to a single type of performer, the university-based, principal investigator-led research group..” Universities “extract” money from researchers’ grants to support “growing administrative bloat,” alongside legitimate uses. The Trump administration has been trying to cut the overhead costs in federal research grants that flow to universities. Instead, new institutions are being built. In May, the NSF announced it would spend $1.5 billion on two new so-called X-Labs, focused on scientific instrumentation and quantum systems. The idea is that they fill a niche in the landscape, tackling problems that are too big for a university lab, but too early stage for private start-up funding. Parallel with Europe?This shift to new research organisations parallels moves in Europe to set up new innovation agencies, such as Germany’s Sprind, the UK’s Advanced Research and Invention Agency, and the EU’s European Innovation Council. The Dutch and French governments are looking to set up their own entities too. There’s now an emerging consensus, evident in a number of new strategies, that public R&D needs to be shaken up, Charles McIvor, an economist at the OECD, has written in response to Kratsios’s plans. “What stands out for me across these strategies [in the US, Germany, South Korea and Japan] is that governments are realising that the old ways of delivering STI [science, technology and innovation] programming no longer works,” he said in a LinkedIn post. Metascience wins?The document is, at least on the face of it, also a big win for some policy thinkers in the US who want far more experimentation with new forms of research grant and institution.It name-checks a litany of new public R&D ideas, from focused research organisations and advance market commitments to “golden tickets,” which allow grant reviewers the power to hand applicants money without requiring the consensus of other review panellists.Related articlesEuropean researchers sound the alarm that Trump rule changes will hit cooperationFocused research organisations: what are they, and how do you set them up? NIH turmoil risks reciprocal EU-US access to health research funding In addition, every federal research funding agency should set up a metascience unit, the strategy says, “with authority to run controlled experiments on review and funding mechanisms.” The UK has already set one up, the strategy points out. This mirrors recommendations to the European Commission. In 2024, a report led by former Portuguese science minister Manuel Heitor also advised the EU to set up an “experimental unit” to test out new methods of funding research. So far, however, Brussels hasn’t put forward any plans to do so. Bypass universitiesBut there’s a worry that the Trump administration is using the metascience movement to justify an overhaul of public R&D that punishes universities, which it sees as centres of political resistance. Last year, it threatened to cut Harvard University’s federal funding unless it hired and admitted a “critical mass” of new faculty and students to create “viewpoint diversity” across campus. It’s also attempted to strip academics of funding for working on politically forbidden areas, like LGBTIQ people’s health.The new strategy appears to be a “move to bypass the power of universities full stop and allow funders and political bureaucracies to handpick the projects and people who will execute them,” said Jean-Claude Burgelman, a former senior official in the Commission’s research directorate, on LinkedIn.The EU’s science counsellor in Washington, Florent Bernard, wrote that the plans risk diverting public research funding so that it “solely serves private interests.” “Who, if not independent universities, will do research that demonstrates the impact of tobacco on lung cancer or the role of human activities in our current climate crisis?” he wrote.Should we take it seriously?“I would view the overall document as a bad faith argument,” said Cole Donovan, director of science policy at the campaigning group Stand Up for Science, and a former OSTP official. “I don’t see the project itself as something that can be isolated from the broader attack on the system.” He thinks the argument that academia has become dysfunctional and in need of radical reform is being deployed as part of a “PR argument” to legitimate moves against US scientists. The strategy presents ideas like metascience units as new, whereas there were moves to set them up at the NSF during the previous administration of Joe Biden, Donovan said. The other caveat here is that the OSTP has limited power to carry out any of these recommendations. While Kratsios has issued a memo to research agencies telling them to implement the recommendations in the report, he doesn’t have direct budgetary control. “As a former OSTPer myself, this does not seem like a document that is realistic,” said Donovan.
After Hobbes vs Rousseau: Politics must move beyond human nature
Since the great debate between Hobbes and Rousseau, our political theory has been organised around a single question: is human nature essentially good or essentially corrupt? Graham Harman, the philosopher behind object-oriented ontology, argues that this is simply the wrong question to be asking. The real forces governing our collective fate - climate change, artificial intelligence, geography, and pandemics - are non-human; therefore, questions about human nature are not the central ones. Instead, Harman proposes a politics reorganised around our relationship to non-human objects and environments, in which quasi-government institutions incentivise and deter actions with the aim of extending the survival of the human race. “It is easier to imagine the end of the world than the end of capitalism.” This has become one of the most popular phrases among twenty-first-century intellectuals. Often misattributed to Fredric Jameson, it has been warmly embraced by such influential authors as Slavoj Žižek and the tragically departed Mark Fisher, and has fueled the notion that the major problem with the political Left is that it simply needs to become more speculative and creative. Naturally, this is never a bad idea in any human pursuit. But what if the political distinction between Left, Right, and Center itself results from a failure of imagination? SUGGESTED READING Hobbes vs Rousseau: are we inherently evil? By Robin Douglass This particular division has been with us only since the summer of 1789. During the simmering prelude to the French Revolution, it referred originally to the physical position in the National Assembly of radical figures on one side and loyal monarchists on the other. These positions are linked with two entirely different camps of modern political theory. On the Left we find a series of authors ranging from the moderate (Locke) to the supercharged (Rousseau) to the truly radical (Marx), all of them contending that exploitation of the many by the few justifies revolutionary overthrow of the existing order. On the Right they are countered by the likes of Machiavelli, Hobbes, and Schmitt, a group of thinkers convinced that corrupt human nature can be tamed only by force. In the words of the Nazi supporter Schmitt: “One could test all theories of nature and state and political ideas according to their anthropology and classify these as to whether they consciously or unconsciously presuppose [humans] to be by nature evil or by nature good.” This is the division we continue to face today, even in the daily retail politics of Western democracies.___Our species has regularly proven itself capable of both the noblest gestures and the most scathing cruelties, making it hard to define us as essentially either emancipatory or brutal in our aims.___The most refreshing feature of David Graeber and David Wengrow’s 2021 book The Dawn of Everything: A New History of Humanity was their awareness that the forced choice between Rousseau and Hobbes (as they put it) is no longer sufficient. Our species has regularly proven itself capable of both the noblest gestures and the most scathing cruelties, making it hard to define us as essentially either emancipatory or brutal in our aims. Far from being stationed “beyond good and evil,” we seem to be fully entangled with both. We are not naturally good or evil, Graeber and Wengrow contend, but naturally experimental and imaginative. They rest their case on the archaeological record, which seems to bear witness to numerous episodes of seasonally shifting governments and festivals, which vacillate in the same society (even in the same year) between the egalitarian and the dictatorial. Such praise of political experiment makes a good fit with the generally anarchist position defended by these authors. Yet it is also what I find most disappointing in their position. Although they are right that the forced choice between Hobbes and Rousseau falls short of what our new situation requires, the authors simply replace it with praise for the human being as a political tinkerer and performer. In other words, they give us just another theory of human nature, one that would not have been out of place in the sixteenth or seventeenth century. What other options might we have?___The time is ripe for a retheorization of politics on the basis of something other than human nature… We are not just alienated and limited by objects, but also empowered and unleashed by them___One fresh approach would be to treat politics within a broader framework than human nature, given that the polis does not exist in a vacuum filled exclusively with people. When Bruno Latour went to observe the baboons of Kenya with the San Diego anthropologist Shirley Strum, they jointly concluded that these primates were more socially interdependent than our own species. Each baboon is so reliant on the dynamics of the group that they find themselves locked into constant surveillance of their potentially dangerous peers. The group structure turns out to be inherently volatile. Humans, by contrast, are able to stabilize their societies to a large degree through the mediation of inanimate objects. Although one’s position in society may seem to fluctuate over time, considerable stability is produced through such items as apartment keys, wedding rings, and identification cards, all of them serving to secure us a place distinct from that of our fellows. The Italian philosopher Maurizio Ferraris has written at length about the crucial role of documents in establishing social relations, making him a hero among notaries in his country. Proper names and license plates cement our position amidst other humans, as do symbolic achievements such as graduation from a top university or distinguished wartime service with its various medals and ribbons. None of this is found among baboons, despite their closeness to us on the evolutionary tree: after all, we did share a common ancestor just 25 to 30 million years ago. SUGGESTED VIEWING The goodness paradox With Richard Wrangham The time is ripe for a retheorization of politics on the basis of something other than human nature, whether understood in the manner of the Left or of the Right. We are not just alienated and limited by objects, but also empowered and unleashed by them. But initially, it is true, we face non-human things primarily in the form of constraints. It would be difficult, perhaps impossible, to form a human civilization underwater, deep underground, atop Mount Everest, or in outer space. Human dependence on the non-social background takes on subtler form in discussions of political geography, especially unloved on the more idealistic Left. Consider the luckless position of Poland during World War II, sandwiched between Hitler on one side and Stalin on the other. By contrast, note the good fortune of the United States in not having a military peer positioned on any land border. Anglo-American geopolitics, since the writings of the American naval commander Alfred Thayer Mahan and the British geographer Sir Halford Mackinder, has been wedded to the notion that one or more liberal offshore naval powers should prevent any authoritarian “heartland” regime from gaining effective control of Eurasia. That remains the case whether the opponent is the impatient Napoleon, the swashbuckling German Kaiser, the villainous Hitler, the murderous Stalin, or the industrial juggernaut Chinese. In their current Foreign Affairs article “Heartland vs. Rimland,” Michael Beckley and Hal Brands analyze the current and coming state of the world on the basis of these same rather durable principles. In recent years a similar outlook has been embraced, in inverted form, by the Putin-loving Russian philosopher Aleksandr Dugin, an icon of the Rightist intellectual underworld. For Dugin, the Anglo-Saxons are an evil force bent on destroying the spiritually superior people of the land: much like Athens in its failed war with Sparta, or Carthage in its eventual collapse against Rome. But the shared notion on both sides is that any strategy that fails to take geography into account is likely to end up as a defeated form of excessive optimism.___When dealing with environmental degradation, then, we are doing business with forces that promise dire effects on our species as a whole.___More striking for us today than geography is the non-human object called climate, which threatens rimland and heartland equally. Even if we contend that humans are one hundred percent responsible for triggering the climate crisis, it remains non-human in the sense of being an independent force beyond our effective control. In a major work published just before his death in 2002, The Structure of Evolutionary Theory, the American paleontologist Stephen Jay Gould noted the tendency of evolutionary theorists to focus too closely on the fate of individuals in view of their successful or failed adaptation to circumstances. With climate change, however, we confront a force that goes well beyond the scope of any individual life. Whereas Richard Dawkins extended evolutionary questions downward from individuals to the sub-individual gene, Gould pushed it upward, speaking of entire species or clades as impacted by environmental change. The asteroid that struck the Yucatán 66 million years ago is only the most famous example of this sort. In the wake of that catastrophe, large animals needing abundant supplies of food were at a fatal disadvantage by contrast with the smaller birds and mammals of the planet. When dealing with environmental degradation, then, we are doing business with forces that promise dire effects on our species as a whole. The effect is to shift our attention away from individual beings towards the survival of the group.In the United States in particular, the COVID-19 pandemic sparked considerable backlash among those who asserted a nearly absolute degree of individual freedom. In California I encountered those who demanded that their businesses be allowed to reopen, that it was enough to cover their mouths but not their noses, or that they should have the right to enter any public area despite refusing vaccination. Yet public health is probably the clearest argument against libertarianism, which often merely asserts the autonomy of individuals against any claims of the commons. In normal times the individual is worth defending; under conditions that threaten the survival of part or all of our species, compulsion may be our only resort, as with perfectly reasonable blackouts and rations in wartime. To rebuild human society under the constraints of climate change will be one of the great challenges of the century to come, as will our improvised grappling with artificial intelligence. Such phenomena pose existential risks for humanity, and leave far less room for tolerance of individual brattiness. Cases are mounting of devastating wildfires caused by arson. Recently it was reported that there is even a website where one can bet on the location of coming wildfires, raising the specter of deliberate blazes set to collect on wagers. The death penalty has steadily lost support in a world where many stress the infinite value of human life. But if we focus instead on entire ecosystems, those who purposely burn the forests may begin to look worse than serial murderers.___The politics of the future may be splintered by disagreement over such topics as how to manage our environing background and how to permit or restrict the entry of new objects into the political sphere.___So far I have spoken of force, authority, and punishment: measures sure to have greater appeal to those who identify with what we know as the Right. But other implications of the post-anthropocentric world are likely to have different backers. If non-human objects are seen as structuring political space, it stands to reason that they can no longer be introduced solely by the pace of technical breakthrough. Fields ranging from cybernetics to energy will demand increased politicization once they are reconceived not just as products of individual human investment, but as renovations of collective political geography. This need not involve world government, with its inherent risk of tyranny, but may involve quasi-governmental enforcers of prestige along the lines of a less corrupt FIFA or International Olympic Committee, punishing deviant states not with violence but with less tangible incentives.Politics will never lose its historic links with conflict and faction. But rather than factions aligned by differing theories of human nature, the politics of the future may be splintered by disagreement over such topics as how to manage our environing background and how to permit or restrict the entry of new objects into the political sphere. This will prove just as incommensurable with the modern Left/Right spectrum as a globe is with a two-dimensional map.
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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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