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THE WEEK OF AUG 3, 2026
- Senate stopgap bill counters OMB grantmaking rule - State Dept proposes changes to J visa cancellations - FCC bans foreign robots
Ian-credible Science: Oobleck
Each week, we bring you a quick and easy experiment you can do at home to explore a concept in science. This week, we’re exploring rheology by making oobleck.
Africa Making Progress on Health Security; Sustained Actions & Investment Are Essential
African countries are building stronger systems to advance health security and sovereignty. However, the scale and speed of rising health threats call for urgent action and increased investment.
Phillies add batting champ Arraez, reliever Raley in pair of deadline deals
The Phillies pulled off a couple of trades Monday morning as the 6 p.m. deadline for making deals approached.
How Friendships Can Benefit the Health of Your Mind and Body
Strong friendships have many benefits for the mind and body, including reducing the risk of chronic illness, so board-certified psychiatrist and author Sue Varma stops by TODAY to share her expert tips for making friends. She explains that it can take “50 hours to make a regular, casual friend” and up to “200 hours to make a bestie,” so she recommends showing up to places consistently, making small plans, being vulnerable, and focusing on “being interested versus interesting.”
Debt Digest | Federal Debt is a Health Care Problem
Welcome David Ditch to the Debt Dispatch! We are pleased to announce a new regular contributor: David Ditch will be joining the Cato Institute as a Policy Analyst for Budget and Entitlement Policy later this week. David has more than a decade of experience in fiscal policy issues, with a particular focus on federal spending. He previously worked at the Senate Budget Committee, the Heritage Foundation, and the Economic Policy Innovation Center. David’s areas of expertise include appropriations, transportation, agriculture, federalism, grantmaking, and policy options for deficit reduction. Originally from the Rochester, N.Y. area, David has a BA in Economics and Political Science from the University of Rochester and a MA in Political Management from George Washington University. David currently lives in Arlington, VA. You may have enjoyed his earlier guest posts: CBO: New Highway Bill Has More Spending, Taxes, and Deficits Trump Administration’s Proposed Changes to Federal Grants Highlight Problems of Big Government Here are this week’s reading links and fiscal facts: The federal debt is largely a health care problem. In a new report, the Congressional Budget Office and Joint Committee on Taxation find that “In 2026, federal subsidies for health insurance, net of related payments to the government, are projected to equal $2.4 trillion, or 7.4 percent of gross domestic product (GDP). In CBO and JCT’s projections, those subsidies grow by 65 percent, reaching $3.9 trillion, or 8.4 percent of GDP, in 2036. Subsidies for Medicare contribute most to that overall growth, increasing by $900 billion. Over the entire 2026–2036 period, federal subsidies for health insurance total $33.6 trillion.” Cato’s Michael Cannon emphasizes, “The long-term federal debt problem is a health care problem. […] Only two categories of federal outlays will grow faster than gross domestic product (GDP): health care subsidies and interest payments on the debt. The former is, therefore, the primary driver of the latter.” The bond market fears deficits, not the loss of tariff revenue. Responding to a New York Times essay claiming tariff revenue has grown too important for a future administration to unwind, Cato’s Kyle Handley argues: “Bond investors are not attached to customs duties as a line item revenue source. They care about the government’s overall fiscal position.” He continues, “tariff revenue is a side hustle. And the Trump administration has already promised to dole out the funds through schemes like tariff dividend rebates, farm subsidies, and pay-fors on tax cuts or other spending.” Furthermore, “tariff revenue is simply not large enough to transform the government’s fiscal trajectory.” Take net interest for example: it “reached $970 billion in fiscal year 2025, absorbing 18.5 percent of federal receipts. Customs duties accounted for only 3.7 percent of receipts—and that was before refunds (see Figure 2).” Handley concludes, “The real bond-market concern is a large and growing interest bill, persistent budget deficits, and a political system unwilling to bring spending and revenue into alignment.” Medicare’s spending growth is driven by more volume and utilization. A Congressional Research Service report finds that Medicare spending “grew at an average annual rate of 7.3%” from 1985 through 2025, and the trustees project health care expenditures will keep rising “faster than gross domestic product (GDP) in most future years.” Citing CBO, the report attributes Medicare’s projected 2026–2036 spending growth to “23% from higher enrollment, 31% from inflation, and 47% from the growth of inflation-adjusted spending per beneficiary. In other words**, the largest single driver of Medicare spending growth during the next decade is expected to be higher volume and intensity of health care services.”** Boccia and Thakur explain: “as the economy grows, Medicare spending tends to grow at least as fast—and often faster—because the program automatically pays the bill for more and more healthcare consumption by seniors, even as prices rise.” The Fed has little control over market interest rates. Cato’s Jai Kedia documents that the Fed has held its rate target steady since December, yet “nearly every rate Americans actually borrow at has climbed over the same stretch.” Kedia continues, “The Fed did nothing, and the cost of credit went up anyway. […] Markets spent these months repricing macroeconomic events such as sticky core inflation, a volatile energy market driven by the conflict in the Middle East, and global trade disrupted by tariffs, among others. None of that required a policy change to show up in borrowing costs because markets, not the FOMC, set prices.” He concludes, “Accurately priced borrowing rates will come from credible disinflation and disciplined budgets and from a Fed content to follow the economy rather than pretend it leads it.” Nearly half of US farm income comes from taxpayers. Former Reagan OMB director David Stockman notes that “in the most recently completed full year (FY 2025) farmer incomes in the US totaled $97.8 billion, but fully 42.7% or $41.8 billion of that amount came from taxpayers, not the marketplace. Nor is this some kind of one-year aberration. If we look at the most recent decade as a whole, total farm income posted at nearly $708 billion, but, as indicated, fully $322 billion or 45% of this came compliments of US taxpayers.” Cato’s Chris Edwards explains why so little of that income is market-earned: “Farmers are businesspeople, but the government shields them from just about every type of weather and market risk. Furthermore, just about every part of the agricultural industry is subsidized, including insurance, loans, marketing, research, export sales, and land improvements.” The Debt Dispatch is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber. Subscribe
Matthew Whitaker breaks down Trump's strategic deterrence on Iran
U.S. Ambassador to NATO Matthew Whitaker joins Cheryl Casone on ‘Mornings with Maria’ to discuss President Donald Trump's decision-making regarding Iran, emphasizing strategic deterrence over escalation.
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 […]
Galaxy S27 Ultra is already cooking, and I know what software Samsung is testing it with right now
Galaxy S27 Ultra news has been making headlines in the past couple of weeks, and the latest leak details one key component — the software.
Commentary: AI-obsessed filmmakers are making a crucial miscalculation
Established filmmakers haven’t minced words about their opposition to AI: Guillermo del Toro said he’d “rather die” than use generative AI, while James Cameron has called AI actors “horrifying.” Industry
Your business is local. Your lender should be too.
Running a business means making decisions every day. Choosing a lender shouldn't have to be one of the difficult ones.
3 new AMA awards will honor those shaping healthcare’s future
The AMA Honors awards will celebrate the people who are making an extraordinary positive impact in U.S. healthcare. Submit your nomination today.
Cubs Interested in Multiple Starters Following Kevin Gausman Trade: Report
After acquiring SP Kevin Gausman, the Chicago Cubs aren't done making trades ahead of the MLB's Aug.3 deadline. The post Cubs Interested in Multiple Starters Following Kevin Gausman Trade: Report appeared first on HEAVY.
After lost rookie season, Bucs LB David Walker is turning heads again
Last year, Buccaneers rookie linebacker David Walker was making a great impression.
What’s cooking: Local family business debuts Hawaii’s first-ever ube smash burgers
A local family-owned business is putting a vibrant, purple twist on a backyard classic, making history as the first to bring ube smash burgers to Hawaii.
Larry Hogan: The Constitution is not a tool for partisan politics
Guest commentary: Former Gov. Larry Hogan criticizes Maryland’s special session focused on redistricting — “You do not protect voting rights by weakening constitutional limits on partisan mapmaking.”
Juliette Lewis apologized to audience after ‘Cape Fear’ screening: ‘It was so disturbing’
Juliette Lewis is reflecting on acting in the 1991 ‘Cape Fear’ movie and making a surprise appearance on Apple TV’s new series of the same name: ‘It was a real trip trying to keep this type of secret.’
‘Stench of sleaze’: Farage struck deal over political return months before 2024 election, reports say
Labour chair accuses Reform of making ‘grubby pacts’ after contradictory reports emerge on timeline of events
17 Awesome Motorcycles You Might’ve Missed from Honda, Harley-Davidson, Kawasaki and More
The red brand has been red hot of late, but other manufacturers (and auction houses) are making noise too.
Maple Leafs’ Gavin McKenna’s Straightforward Statement on Auston Matthews
Toronto Maple Leafs rookie Gavin McKenna is making a straightforward statement on Auston Matthews. The post Maple Leafs’ Gavin McKenna’s Straightforward Statement on Auston Matthews appeared first on HEAVY.
Yankees' Spencer Jones is Making an 'Untouchable' Case
New York Yankees outfielder Spencer Jones is flashing significant potential before the MLB trade deadline.
KTM making plans to drop Maverick Vinales with immediate effect
KTM is considering dispensing with Maverick Vinales as early as next weekend’s British Grand Prix, with Pol Espargaro on stand-by to replace him
Why online reviews are making it harder to shop, eat out, and travel
Online reviews were supposed to make decisions easier. Instead, we're less satisfied and more anxious with everything from restaurants to vacations.
EA-Clinton Institute VideoCast: Ireland and The Making of America - How The Irish Influenced US Politics
Terry Golway on how Irish immigrants helped transform American politics --- from local political machines to highest levels of public office
Espí talks after his debut for Real Madrid: “It’s indescribable”
Real Madrid’s newest signing Carlos Espí made his debut for the club during Saturday’s preseason friendly against Fiorentina and shared some thoughts on Real Madrid TV right after the game. “Making my debut today with Real Madrid is unique. It’s an enormous pride, and I’m very happy. It’s indescribable, everything has happened in just two […]
Everyone is using ChatGPT Memory wrong — 5 tweaks to make it a true assistant
Making these simple changes can boost productivity in seconds
Steve Moore says DSA politicians are making cities ‘unlivable’
Unleash Prosperity co-founder Steve Moore says high regulations and taxes are to blame for states that are economically struggling on ‘Life, Liberty & Levin.’
Flip Phones Are Making A Comeback – And Gen Z Is Leading The Charge
For their practical uses and retro appeal alike, flip phones like the Nokia 2660 Flip, Nokia 2780 Flip, and TCL Classic are popular among Gen Z.
Yoshi and the Mysterious Book devs talk about how they benefited from Nintendo Switch 2's hardware power
The developers behind Yoshi and the Mysterious Book have spoken about how they were able to take advantage of Nintendo Switch 2’s power while making the game. As we previously reported, the game actually started out as a Nintendo Switch 1 title. However, later on, it shifted over to the latest console. Senior producer Etsunobu Ebisu, director Masahiro Yamamoto, and...
Xbox Series Prices Surge up to €200 in Europe as Microsoft Refuses to Bankroll the Troubled Division
Microsoft has raised Xbox Series S|X prices by up to €200 in Europe and £170 in the United Kingdom, making its sales prospect even more dire.
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?
This Arctic Road Shows How Trump is Rewriting the Rules of Business
The federal government issued a permit for a road long in the making in exchange for a stake in a mining company.
DSiWare game Zenonia making a comeback on Nintendo Switch with a remaster
Many years after its original release, Zenonia is making a comeback on Nintendo Switch. The RPG launched on mobile way back in the day and also DSiWare. Com2us is now re-releasing it as a remaster, though we’re not entirely sure what’s new aside from updated visuals. Here’s an official overview: Where It All Began Before smartphones. Before app stores. Zenonia...
Giants’ Cam Skattebo Makes Backflip Vow After Harbaugh Intervention
The New York Giants have several key players making their way back from injury at the start of training camp, particularly on offense.Superstar wide receiver Malik Nabers is still not at 100% as he continues to rehab his knee, an injury that cost him a good majority of the 2025 season.Second-year running back Cam Skattebo […] The post Giants’ Cam Skattebo Makes Backflip Vow After Harbaugh Intervention appeared first on HEAVY.
'House of the Dragon's Fabien Frankel reveals a detail from Criston Cole's death that was years in the making
Frankel talks the "joyful" experience of filming Criston Cole's last stand.
Steelers CB Asante Samuel Jr. making the most of opportunity with Joey Porter Jr. out
Samuel has been one of stars of the first week of training camp.
Construction's new approach: Protecting margins with risk management
Mid-market construction firms face margin pressure from cost volatility and labor shortages, making proactive risk management key to profitability.
iPad Air Could Finally Be Redesigned Next Year
The iPad Air has looked the same since 2020, making it the longest-running design in Apple's tablet lineup. There is a reasonable case that 2027 could be when that comes to an end. Apple last gave the iPad Air a new enclosure in 2020, when the fourth-generation model introduced flat sides, an all-screen front, and Touch ID in the top button. The subsequent M1, M2, M3, and M4 updates were all internal with no design changes. That could change next year.
Efforts Continue to Stabilize LINK Spacecraft for NASA’s Swift Boost
Teams at Katalyst Space are making progress slowing the spin of their LINK spacecraft, which is designed to boost the orbit of NASA’s Swift.
Test your pop culture: From Hollywood to the Heartland
Test your knowledge of entertainment with this quiz on celebrities, trends and headline-making moments. Featured this week: bikini-clad vacations, an unbelievable survival story, a post-divorce splurge and a romance decades in the making.
Microsoft wants to make Windows work better with 8GB of RAM.
And that’s a good thing, because its own 8GB Surface Laptop 13 struggles so much that it’s a tough buy. Microsoft’s other new areas of “focus” include making Windows onboarding and family controls easier to set up and making “voice [control] more natural and fluid” across apps. [Link: Windows quality: an update on the commitment we made in March | https://blogs.windows.com/windows-insider/2026/07/31/windows-quality-an-update-on-the-commitment-we-made-in-march/ | Windows Insider Blog]
Situational Awareness, the hedge fund making headlines, explained
The fund’s abrupt downturn can be chalked up to a risky strategy of borrowing money to purchase stocks.
The Streaming Bubble Keeps Popping
(Welcome to the Entertainment Strategy Guy, a newsletter on the entertainment industry and business strategy. I write a weekly Streaming Ratings Report and a bi-weekly strategy column, along with occasional deep dives into other topics, like today’s article. Please subscribe.) One of my rules is “never bet against PE [private equity]”. This isn’t to say that I agree with their methods or tactics or strategies or financial innovations (aka shenanigans). Just that in the long arc of financial history, they’ve tended to return very good returns to their shareholders. That said, their forays into entertainment have left me...skeptical. I’ve written before about PE’s production company/celebrity production company roll ups, and those haven’t really worked out. Some PE groups tried to “roll up” an industry that isn’t “roll-up-able” for lack of a better term—since the barrier to entry for starting a production company is very low—often paying top dollar for celebrity production companies at the height of streaming valuations. So yeah maybe we can bet against PE when they venture into filmed entertainment. I’ve also noted that studio lots seemed to be a bubble back in 2022. Sure enough… Yikes! That sure sounds like some private equity guys lost some money. The only caveat being that holding a lot of land in Los Angeles is always valuable. But that wasn’t the pitch and likely real estate investment companies overpaid for said land. I mean, Goldman Sachs had to repossess it after all. (Technically, I’m not sure these buyers were traditional private equity, but PE was buying LA studio lots earlier this decade.) All to say: I call out bubbles when I see them, and they often pop. Anywho, my most famous bubble call was the “streaming bubble”, specifically that the major streamers were making too many shows and films. And that it could all come crashing down. Notably, I made this call before the strikes of 2023, but those strikes potentially accelerated the popping. And now it has indeed popped. One of my most popular articles of last year made that exact case. A year later, it’s time to update that analysis. The bottom line is that the streaming contraction continues. Credit where credit is due, Luminate—an analytics company whose data I use weekly in my streaming ratings report—called this out in a recent report I saw highlighted in both Bloomberg and The Hollywood Reporter. But I’m adding my data to their look, including streaming films and kids TV shows. I’ll also provide some other data that all tells the same picture. Let’s dive in! Subscribe The Number of Streaming TV Shows, Films and Specials Is Declining AGAIN in 2026 Let’s get right to the data, starting with my dataset. Specifically, each week I track every “notable” title to come out on streaming. I try to grab every title on every major streamer, meaning if it’s a first run or original or exclusive, I track it. This helps me call out the “dogs not barking” and the misses/flops each week. So that will be our first series of charts, my weekly collection data. Let’s start with the raw TV show, film and special data, by week. Note: As the years have gone by, I have actually added more sources (going from just one source to five sources) to find new titles, meaning that this data collection is, likely, more accurate now than in the past. Which means my team and I are more likely to have undercounted titles in the past rather than today. I like to cut the data several different ways. Here’s that same look, by quarter, to more sharply show the trends: And here’s the data just looking at the first half of each year. That’s the same data, just cut three different ways with three different time periods. Note that films, TV shows, and specials are all down by 25%, 42% and 17%, respectively, from 2022. The good news is that the number of films and specials actually increased year-over-year from 2025 to 2026, but not enough to offset the 25% decline in TV shows. Now, I also look at kids shows, and here they are pulled out on their own: And here’s that by quarter: This really seems to be a notable area of pullback by the streamers. Kids shows are down 80% from 2022. This reflects some formerly Disney+ shows going to cable TV first, but also pullbacks from HBO Max, Prime Video and Netflix. I also categorize the TV shows by English language and non-English language, and that also reveals a lot of where the drop comes from: And here is by the half-year: In this look, the good news is the drop for English language shows seems to have stabilized in the last year. But the bad news is the long term decline from the 2022 peak. Other Data So I wasn’t the only person to notice this decline in the number of shows. I have a few other data sources for this, though most only go through the end of 2025. As I said, Luminate beat me to the punch, so let’s look at their data. We’re just getting started with this issue, but the rest is for paid subscribers of the Entertainment Strategy Guy, so if you’d like to find out… What TV loss streaming didn’t make up for... How Netflix has changed their programming slate over time… Ten more images charting the decline of production... What type of films aren’t being made anymore... The good news (for movie theaters)… And more... ...please subscribe! We can only keep doing this great work with your support.
Sony Will Move Forward With Its Plans To Stop Making PS5 Discs Despite Backlash
Sony responded to widespread criticism of its plan to discontinue games on discs in its latest earnings call.
Sailing on inflated ticket prices: Entertainment expert on 'The Odyssey' & other box office hits
Entertainment Expert Rick Bentley is here to give us a breakdown why the big box office numbers are reflecting higher ticket prices and not more people coming back to the movies. Bentley explains that economic hardships are likely making going to the movies something people choose to skip out on. 17 News at Sunrise
Trump’s unforced errors on Todd Blanche and the ‘SAVE America Act’
It often seems like President Donald Trump simply doesn’t care about making his party look good ahead of the 2026 midterm elections.
Apple has five products launching this fall that we’ve waited a long time for
Apple has a lot of new products launching this fall, including five that have been several years in the making. Here’s what’s coming.
Johnson's appeal, business instincts making his Legacy team Chase contenders
Jimmie Johnson's Legacy Motor Club has never made NASCAR's postseason, but with the money he's raising, the team owner has the Chase in his sights.
YouTube Bans Popular ASMR Artists, Accusing Them of Making 'Sexually Gratifying' Videos
YouTube told ASMR artists including Bunnii, Slight Sounds, Rose, and others that their content broke the platform's sex and nudity policy. Creators say these bans are unfair and potentially life-altering.
‘Fluff Piece’: Sylvia Brindis (Creator/Star) on Making Entertainment that Inspires Kindness and Develops Critical Thinking in Young Viewers
We recently sat down with Stan Jantz to chat about The Chosen, the Come and See foundation, and an ambitious mission to translate the series into 600 languages and share the authentic Jesus with 1 billion people around the globe.
Exclusive: Lenovo is making a Googlebook 2-in-1 Tablet
In addition to two Googlebooks from Lenovo, the company is also working on a 2-in-1 using the new operating system. In this image, we can see what looks
DirecTV Will Carry NFL Sunday Ticket for Bars, After All
DirecTV and EverPass announced a multiyear agreement Friday, allowing for bar owners to continue showing NFL Sunday Ticket via satellite or streaming, after months of discussion about the league’s out-of-market package for commercial establishments. The agreement goes beyond Sunday Ticket, making DirecTV the go-to sales, marketing and distribution partner for all of EverPass’ content, including …
Sony Says PlayStation Disc Backlash Not Making ‘Any Impact’ On Business
In its new earnings report, Sony says that fans upset about PlayStation no longer making new discs in 2028 has not impacted its business so far, and it doesn't expect it to.
Sony Says PlayStation Disc Backlash Not Making ‘Any Impact’ On Business
In its new earnings report, Sony says that fans upset about PlayStation no longer making new discs in 2028 has not impacted its business so far, and it doesn't expect it to.
PS5's Monthly Active Users Increased Again, PS Plus Making More Money Than Ever
Things are looking pretty good
FDA advisers support easing restrictions on six peptides. Here’s what those drugs are and what happens next
Peptides have become one of the hottest trends in wellness, with promises like faster muscle recovery and healthier aging. And six of these compounds cleared a major hurdle last week, when an advisory panel to the US Food and Drug Administration voted in favor of making them available through compounding pharmacies.
The shaky health leadership reboot
Controversial vaccine policymaking appears to be back on the table.
Majestic Care touts hospitals progress; lawmakers worry about unknown location
The New York-based developer now operating four long-term care hospitals in West Virginia -- Hopemont Hospital in Terra Alta, Jackie Withrow Hospital in Beckley, John Manchin Sr. Health Care Center in Fairmont; and Lakin Hospital in West Columbia -- says it is making progress on new builds, while state lawmakers worry that the new facilities could move elderly patients and jobs out of their communities.
AHA heart failure registry making a major impact after 20 years
The registry has collected more than 1.6 million patient records from more than 800 hospitals. "We can do even better," one cardiologist said. "We have to treat heart failure with everything we've got."
Backrooms perfectly captures the lost art of '90s boredom
The hit thriller is making younger viewers unexpectedly nostalgic for an era they never actually experienced.
NJ Chamber of Commerce to Honor 10 Women Business Leaders and Advocates Who Are Making a Difference
These Exceptional Women Will Receive the NJ Chamber’s ‘Women of Inspiration’ Awards The New Jersey Chamber of Commerce announced today that it will honor 10 exceptional women who have used talent and hard work to create economic opportunities and help make New Jersey a better place to live and work. The women will be recognized[...]
Friend re-launches its AI pendant with a speaker that talks to you, for twice the price
Everyone hated it, so Friend is making it even more expensive.
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 […]
Is your produce safe to eat?
A stomach parasite called Cyclospora is making people sick. Here’s how you can protect yourself.
Spotify Rolls Out New Personalized Running Features For Premium Users
The company is making a big push into fitness, having already partnered with Peloton earlier this year.
Gears of War: E-Day's Multiplayer Thrives Off Its New Horde Siege Mode
After about 10 hours with the Gears E-Day multiplayer beta, Xbox's long-time shooter series is making some smart gameplay changes.
Halo: Campaign Evolved's 'death barriers' and ungenerous out-of-bounds restrictions are making the 42 skull grind a real bore
42 skulls, 10 terminals, and an out-of-bounds auto-death that is frustrating even the most seasoned reclaimers.
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.
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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. 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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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Zelenskyy arrives in Washington carrying a political crisis of his own making, after the ouster of his popular defense minister triggered protests across Ukraine. But by forcing him to answer for it, Ukraine’s civil society has once again demonstrated the strength of Ukraine‘s democracy.
Police make inquiries after Farage reports Polanski post for ‘inciting murder’
Green party leader shared picture of man wearing T-shirt with words ‘we’re only making plans for Nigel’ alongside a guillotine
Private Claude Chats Exposed in Google and Bing Search Results
The screwup shows how tricky it can be to stop web crawlers from making ostensibly private conversations with AI chatbots entirely too public.
Your AI Strategy May Be Making Your Business Look Like Everyone Else's. Here's How to Ensure Customers Still Choose You.
As AI lowers the barriers to starting and scaling a business, creating a memorable brand and great customer experiences will become the ultimate competitive advantage.