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Quantum magic state cleanup cuts errors 40-fold in first successful hardware test
Qubits, the quantum equivalent of digital bits, are fragile and prone to errors. That makes building reliable quantum computers extremely difficult. One fix has been to use traditional magic state distillation, ...
AI midwife seeks to fill gaps in Zimbabwe's maternal health care
With public health services stretched thin, women in Zimbabwe sometimes struggle to access reliable information about pregnancy and childbirth. A locally developed app aims to answer their questions…
AtScale Finds Semantic Layer Boosts AI Accuracy on Enterprise Data by Up to 2.4x
A more powerful AI model isn’t necessarily the answer to unreliable business analytics. New research from AtScale found that leading AI models answered fewer than 40% of business questions correctly when querying databases directly. But when AtScale added its semantic layer, accuracy improved by 1.7x to 2.4x across all seven models tested. In one test, […]
Courtney Ogden 'wanted business,' and Michigan fit the bill
At 6-foot-1-inch, Courtney Ogden is not only a stifling presence on defense, but she is also a reliable shooter with an extensive resume.
Software advance brings complex quantum simulations to standard computers
A major software advance could aid the creation of bigger, more reliable quantum computers, a study suggests. Researchers have developed an algorithm that enables off-the-shelf computers to run quantum ...
SPECIAL REPORT: Tough Business
A string of vacant restaurant buildings shows that many restaurants in the region are struggling — and several are closing By Stefan Yablonski [caption id=attachment_11132 align=alignright width=401] Smokey Bones Bar & Fire Grill on Route 31 in Clay closed its doors in April. It had been in operation since at least 2008.[/caption] By their nature, most restaurants have a limited life. An astonishing 60% go out of business within three years of opening, largely due to fundamental flaws in the planning of the operation. But even restaurants that experience years of success almost always face eventual closure. The restaurant business is very hard and because of both personal factors and external factors beyond anyone’s control, restaurants don’t last forever. For many restaurants, age is a big factor, according to Kenneth Walsleben, professor of practice, entrepreneurship and emerging enterprises at Syracuse University. “The owners have been at it for 20 or 25 years, if not longer, they want some time to themselves,” he said. Such was the case for Jocko’s Famous Ritz Diner in Oswego. Jocko Reitz bought the building in the late 1970s from Robert Shapiro. However, when he stepped away from the business, it eventually closed. [caption id=attachment_11142 align=alignright width=402] For nearly 80 years, Vona’s Restaurant passed through three generations of family in Oswego. It closed its doors on Dec. 31, 2025.[/caption] For nearly 80 years, Vona’s passed through three generations of family in Oswego. Vona’s Restaurant officially closed its doors on Dec. 31, 2025, when no family member wanted to take over. It is on the market. The Ruby Tuesday in Oswego operated for about two decades before permanently closing in April 2026. The restaurant faced multiple temporary health department closures in 2024 and 2025 due to persistent fruit fly and foundation pest issues. Management posted a final closure notice on the doors in mid-April 2026 and the building was put up for sale. The same pattern has been happening in Onondaga County. The big building once used by Smokey Bones Bar & Fire Grill on Route 31 in Clay remains empty, more than six months after the restaurant closed its doors in April. It had been in operation since at least 2008. [caption id=attachment_11130 align=alignright width=401] Ruby Tuesday in Oswego operated for about two decades before permanently closing in April 2026.[/caption] Just down the road from Smokey Bones, the popular Outback Steakhouse closed in August 2024. Another restaurant took its place, La Cocina Mexican Restaurant, but it closed shortly after. The building sits empty. Other very popular restaurants in the northern suburbs of Syracuse have recently closed. Among them, Fireside by the River in Baldwinsville and Primo Nestico’s Bistro Bar in North Syracuse. “I haven’t really paid attention to the Syracuse area. There has always been some turnover, but there probably has never been a tougher time to be a restauranter than now. It’s just brutal,” Walsleben said. In the first year, roughly 20% to 25% of restaurants close or change hands, according to the National Restaurant Association. [caption id=attachment_11122 align=alignright width=401] Outback Steakhouse closed in August 2024. Another restaurant took its place, La Cocina Mexican Restaurant, but it closed shortly after. The building sits empty.[/caption] “Depending on what statistics you look at, you’ll find that any business has a high mortality rate in the first year. That is just the nature of entrepreneurship,” Walsleben said. “There are certain ones that are getting hit hard while others are more fruitful. “And when you look at the restaurant industry you have to factor in labor which is a large part — typically a third of your expenses — and those costs are going up. And there is always turnover which means investing money to train people. Then you’ve got food costs, which is also a third of the typical restaurant budget. Since the pandemic labor has gone up 41%, food costs have gone up 35%. That’s a big tight squeeze righty there. That’s two-thirds of your budget that has gone up 35% to 40% in the last few years. And then the only way you can make that work is to raise the prices.” The National Restaurant Association reports menu prices are up 36% since February of 2020. In a survey released by the association, more than eight in 10 restaurant owners reported that their food, beverage and labor costs are now higher than before the pandemic. You have to deal with the reality of are the customers willing to pay for that? Walsleben added. Restaurants historically have very thin margins; their profit margin is about 5%. “You have a third that goes into food, a third that goes into labor and about 28%, 29% that goes into everything else — overhead, insurance etc. So that brings you down to your 5% leftover,” he said. “Everything is going up. Customer expectations are going up and people aren’t going to spend that much more. So, you have a tight squeeze here,” Walsleben continued. “Restaurants who use delivery apps, they pay a fee to those guys. Those guys don’t work for free. So, you can kind of see where the squeeze comes from.” Stuck in the middle There are pockets of opportunity; the two extremes of the market can make a profit. But the middle gets squeezed out. “If you are a low-end fast-food kind of place, there is room for that. People have changed their budgets. They are still going out, but they are not spending more,” according to Walsleben. “The high end remains positive. If you have a restaurant that brings a specific experience … a great food product or you are catering to high end customers who aren’t so budget conscious, those patrons are going to expect a high-end experience. They expect excellent food every time. They are expecting excellent service. If you can meet those expectations there is room for you at the top. It’s just the guys in the middle are getting the squeeze from both ends. Tough competition, customer expectations, costs are up. Menu items, you can’t raise the prices as much as you need to. That is why you are seeing a lot of restaurants baling out.” The ones that can adapt quickly are the ones who are doing OK. “Success is heavily dependent on the strength of a restaurant’s concept development and the planning of its execution. Eventually things aren’t always new. Things change. So, if you are in the restaurant business you have got to change your menu — keep things new, fresh and update your meals. It is very fickle industry. One year carbs are out, the next year berries are out. Everybody’s diet changes — constantly chasing the latest phase. You have got to adjust your menu and move with those modifications. If you have a static menu that you have used the last couple years that hasn’t changed except for the pricing, you’ve got a problem,” he said. A lot of times these buildings are singular purpose, he added. “You have a commercially viable kitchen and you got a seating area. There is not a lot of other businesses that cater to that type of a layout. So, it’s pretty common to see another restaurant slide in,” he said. One of the things a banker learns early on is you don’t lend money to restaurants … because they fail so quickly. It is very hard to predict who the winners will be. So, if you are a restaurant in addition to all the other challenges, it is very difficult to get loans, according to Walsleben. “You might work really well in the kitchen. But that doesn’t mean you are a great businessperson,” he said. “Restaurants can fail because the owner didn’t know how to manage things properly. There are a lot of challenges. “There is opportunity at the high end and the low end. But in the middle, that’s the death valley. There are just so many things working against you. You really need to have something that will pull people in and continue to pull people in because you to constantly have to change. Think about a theme and a product that is unique to the area people don’t travel that far these days you have to be able to deliver it in an innovative fashion and keep updating to keep people coming in the door.” Out of Business? How Fast? Do nine out of 10 restaurants fail in their first year, as commonly claimed? No. Survival analysis of 1.9 million longitudinal microdata for 81,000 full-service restaurants in a 20-year U.S. Bureau of Labor Statistics non public census of business establishments in the western US shows that only 17% of independently owned full-service restaurant startups failed in their first year, compared with 19% for all other service-providing startups, according to ResearchGate. The median lifespan of restaurants is about 4.5 years, slightly longer than that of other service businesses (4.25 years). However, the median lifespan of a restaurant startup with 5 or fewer employees is 3.75 years, slightly shorter than that of other service businesses of the same startup size (4.0 years). What Makes a Restaurant Successful? Opening and maintaining a successful restaurant is not as easy as creating a great menu and serving excellent food. It takes more than that, according to local restaurant owners who have been in business for decades in the region. They all agree that there are some guidelines to running a successful restaurant. • Quality food: Successful restaurants know exactly what they serve and who they serve it to. Delivering the same great taste every single time builds loyal customers. • Smooth operations: Friendly greetings and attentive staff make guests feel welcome from the moment they walk in. Hiring staff for personality and training for skill ensures reliable, caring service. • Smart marketing: Exceptional food and experiences naturally get people talking and sharing online. Word of mouth can help entice customers. Consistent social media and targeted advertising brings in new and repeat guests also. The menu is what keeps patrons coming back to Mimi’s Diner in Fulton, located at 201 N. Second St. “We locally source our produce and our meats. Our chicken and biscuits is a popular, popular special,” said Richard Tagliareni, the third-generation owner and general manager. “It’s all homemade. We have consistently served quality food.” His grandfather started the business more than 55 years ago. Mimi’s is engrained in the community. They cater to the community and are very involved in everything from the schools to local events. The first Mimi’s Drive-In opened in Mexico. Then a second in Oswego and then Fulton. Fulton’s Mimi’s is the only one left. “The last couple of weeks have been kind of slower than normal. October is usually a busier month for us People will start coming back around again. Also, the price of gas is affecting some things,” Tagliareni added. “We try to keep our prices in line. You go out to eat, you’re going to spend about a hundred bucks or so for two people for dinner. You come here to Mimi’s you are probably for two people for dinner it’s between $50 and $60. We are trying to keep our prices in line. We did have to increase our prices a little bit but things are looking OK.” For the Press Box, 29 E. First St., Oswego, it’s also about great food and a family atmosphere. “Our sports bar and restaurant was established in 1984,” said Alison Canale Scanlon, manager. “I think putting the time into everything makes a big difference and treating people like family when they walk into your restaurant. That’s how we have always operated since 1984.” “It’s the family oriented aspect,” she added. “Consistency, quality and presentation of our food — that’s the secret to a successful restaurant. We try to be very consistent with it. We treat people like family when they come in; because we know how we want to be treated when we go to a restaurant. We treat people the same or better.”
Email King County Council now to support public health clinics
With an end to temporary funding ahead, public health clinics need a reliable and sustainable funding source now as HR 1 kicks in.
From Tariffs to Broken Supply Chains, Small Business Owners under Siege
Punishing U.S. tariff policies have fractured once-reliable supply chains, pushing vulnerable small businesses to retrench in an increasingly complex economic environment, entrepreneurs and advocates told the National Press Foundation’s Local Business Fellowship program. The widespread uncertainty has shriveled profit margins, forced layoffs and has small business owners seeking new manufacturers in remote corners of the...Read More
Making virtual exams routine: what health systems need to do
Clinical validation, patient training, reliable data workflows and clear responsibility for follow-up will determine whether remote examinations can scale.
Small group health insurance market rates announced
Media Release, Office of Superintendent of Insurance (OSI) Santa Fe, NM – The New Mexico Office of Superintendent of Insurance (OSI) has approved 2027 health insurance premium rates for the small group health insurance market. As of March 2026, over 31,000 New Mexicans were enrolled in a small group plan. The average increase across small group plans is 19.8%. These rates take effect on January 1, 2027. The carriers offering small group coverage in New Mexico in 2027 are: Blue Cross Blue Shield of New Mexico (HealthCare Service Corporation) Presbyterian Health Plan Presbyterian Insurance Company UnitedHealthcare of New Mexico UnitedHealthcare Insurance Company Key Factors Driving the Rate Increases The primary factors that contributed to the 2027 increases are: Claims Experience - Higher than expected 2025 New Mexico claims experience, which is the foundation for the 2027 rate development. Cost Trend - Higher utilization and inflation impacted healthcare costs services, which impacts medical services and pharmaceutical costs nationwide. Risk Pool Changes - Nationwide, businesses with healthier employees are opting for alternative health coverage not under the Affordable Care Act (ACA). This results ina smaller and less healthy small group ACA risk pool. Final approved rates will be posted on the OSI website. To view the carrier rate sheets and rate increase specifics, visit the Office of Superintendent of Insurance website here. The Rate Review Process Conducted by OSI The OSI rate review process focuses on approving rates for health insurance plans that are actuarially sound, not excessive, inadequate, or unfairly discriminatory and ensuring health insurance rates comply with all state and federal laws. For more information, visit the Office of Superintendent of Insurance website at https://osi.state.nm.us/en/. *** About the Office of Superintendent of Insurance The Office of Superintendent of Insurance (OSI) is New Mexico’s regulatory agency responsible for overseeing a wide range of insurance products, including private health and life insurance, auto, home, business, and title insurance. OSI regulates private health plans in the individual, small group, and large group markets, ensuring that premium rates are fair, companies are financially sound, and health care insurance coverage is reliable. While OSI does not have authority over self-funded health plans, where an employer assumes the financial responsibility for paying employee health care claims, Medicaid, Medicare, or TRICARE, OSI plays a vital role in protecting consumers by reviewing premium rates, monitoring insurance company conduct, and licensing producers (formerly known as insurance brokers and agents).
Is Salesforce Still The Business You Bought?
If you hold Salesforce (CRM), you likely bought into a subscription software provider known for steady growth and reliable cash generation. During its fiscal Q2 2027 earnings call in August, management noted that a $25 billion accelerated share repurchase was still under way.
Joe Burrow calls Bengals’ Perine ‘Mr. Reliable’ after Dolphins win
Joe Burrow praised Samaje Perine as “Mr. Reliable” after the veteran running back helped the Bengals beat the Dolphins.
Five Takeaways From Oklahoma State's Win Over UCF
Oklahoma State improved to 4-1 with a 42-28 win over UCF, but what stood out? From second-half defensive adjustments and Drew Mestemaker's turnover-free 304-yard performance to improved run defense, reliable special teams and early mistakes, here are five takeaways from the Cowboys' fourth straight
Business Matters: Inside Midland’s Quick Reliable Printing
Started by Bob and Nancy Anderson in 1979, Quick Reliable Printing helps create catalogs, business cards, signage, labels and much more, with the business located at 3000 James Savage Road.
HASNAIN: The mental health taboo and its many adverse effects
Yet, I write this not to propose some novel solution on finding inner peace and instead hope to push students to capitalize on existing reliable resources.
New framework aims to improve reliability of tear-based health sensors
Dr. Yangzhi Zhu of the Terasaki Institute for Biomedical Innovation (TIBI), with collaborators at UC San Diego and USC, published a Nature Sensors perspective on what it will take to turn tear-based wearable sensors into reliable, long-term health-tracking tools.
In this vast stretch of northern Minnesota, shifting politics make every vote count
A state Senate rematch and a closely watched House race has a once-reliable DFL stronghold in northeastern Minnesota at the center of the fight for control of the Legislature.
Why Political Polling Seems So Unreliable
Veteran pollster Stefan Hankin points to several factors wrecking political polling’s reputation ahead of the midterm elections.
Redoing Daubert: Are judges letting bad science back into the court room?
Daubert was meant to keep unreliable science out of the courtroom by making judges gatekeepers who ensure the reliability and relevance of expert testimony and the underlying research. A recent Second Circuit decision raises a harder question: how deeply may a judge examine the science when evaluating an expert’s methodology before determining the scientific dispute itself? The answer could reshape how courts translate epidemiological evidence into legal proof.
Trump loves to bash California to rally the base. 'Let ’em take out' L.A. is just the latest
Bashing California is a reliable applause line in red states like Nebraska, Alabama, Texas and Oklahoma, where Trump has been holding rallies trying to ensure his supporters get out to vote.
The Kids in the Arena: Spectrum Business Keeps Florida Esports Facility Connected
With Spectrum Business Internet Gig, Valhallan Esports Training now has reliable high-speed, low-latency connectivity so young gamers have a safe, supportive environment to play their favorite games.
Why I Don’t Think Ride Or Die Should Have Been Cancelled (And What Company Should Save It...)
(Welcome to my weekly streaming ratings report, the single best guide to what’s popular in streaming TV and what isn’t. I’m the Entertainment Strategy Guy, a former streaming executive who now analyzes business strategy in the entertainment industry. If you were forwarded this email, please subscribe to get these insights each week.) So…I recently came across a Reddit thread, talking about films on streaming, wondering why there are no reliable sources out there for streaming ratings data. Sigh. Honestly, as annoyed as I am that so many still don’t realize that we have streaming ratings, I somewhat get it. Until now, there was such a long delay between when a show or film came to streaming and when we got its viewership data; I understand why people were confused. (But, as you know, this just changed.) Also, even back in the day, how many people knew how well films did on television? Luckily, as a reader, you’re in the know. Okay, on to this week’s issue. I want to take a look at Prime Video cancelling Ride or Die and whether I agree with that decision. Overall, we didn’t have any breakout hits (no TV shows landed over 20 million hours according to Nielsen) but we have a lot of steady performers on the streaming charts. Plus, we’ll look at where $50 million in missing box office dollars went. (Spoiler: straight-to-streaming.) All that, plus new episodes of The Secret Lives of Mormon Wives, Supergirl heads to streaming, a new YA show does well on Netflix, the viewership for the Daily Wire’s $50 million fantasy show, what TV show hit-maker can’t make streaming hits, CD sales, all the flops, bombs and misses, and a whole lot more. Let’s dive right in! (Reminder: The streaming ratings report focuses on the U.S. market and compiles data from Nielsen’s weekly top ten viewership ranks, Luminate’s Top Ten Data, JustWatch and Reelgood interest data, Samba TV household viewership, company datecdotes, Netflix hours viewed data, Google Trends, and IMDb to determine the most popular content. While most data points are current, Nielsen’s data covers the weeks of September 7th to September 13th, 2026. You can find a link to my terminology here.) Subscribe Television - Ride or Die Is a Hit…But It Got Cancelled? What The Data “Says” I hate the phrase “here’s what the data says”, even though sometimes I find myself using it. If data just told us everything, we data folks would be out of a job! Data is often messy, complicated and nuanced. When it comes to strategy, many of the best decisions can’t actually use “data”, since it’s vastly too complicated to model. Anyways, I’ve been singing the praises of Prime Video’s Ride Or Die this summer, a show that did very well for them. And yet…it got cancelled. Now, usually when a show gets cancelled, a bunch of websites say “a hit show got cancelled”... Here’s the thing, though: in this case, they’re right! The data “says” that this show was a hit. Specifically, out of 522 first seasons to make a week on the Nielsen charts since 2020, it’s the 75th biggest. On Amazon, Ride or Die is eighth out of 41 first seasons: That’s top 15th percentile all time, almost exactly, which is my definition of a “hit”! I mean, outside of Reacher, Amazon needed a hit this summer! (Admittedly, Off Campus did well for Amazon in the spring, but Ride or Die performed even better.) So what happened? Why did Amazon cancel one of their rare 2026 bright spots? Well, Deadline reported a reason—which I’ll get to—but I’d break it down into three relevant questions: What is a given streamer’s reasoning? Is that reasoning sound? Could the stated reason not be the real reason? According to Deadline, Amazon felt the show “over-indexed” in middle-aged women. (This was based on leaks from within Amazon.) The logic is this: Amazon already reaches this demographic because of unlimited two-day shipping bundled with Prime, so they don’t really need more shows like this. Now, it’s my job to ask if that’s a good reason, and I’ll be honest, in this case, I don’t think it is. Sure, this show may “over-index” in middle-aged women—I’ll just assume that’s the case here—but I think folks often oversell how important over-indexing actually is. When a show is a “hit”, it isn’t a bit bigger than its rivals; it’s usually multiples bigger. For example, Elle only made the charts for two weeks at 8.3 million hours each. So Ride or Die was 80% bigger in its first two weeks, and likely had a much stronger hold, with its terrific 13 million hours in week three. Ride or Die was nearly three times bigger than Sterling Point through three weeks too. And that means that _Elle, Sterling Point a_nd other Amazon YA shows need to not just over-index a little with younger women (assuming that’s who Amazon prefers over middle-aged women), but massively over-index. Otherwise, more people in that demo (and a bunch more besides) likely watched Ride or Die. (I’ll try to explore this concept more in a future article.) And don’t get me started on how Ride or Die did compared to a certain (very, very popular, possibly the world’s most popular) YouTuber’s reality show…which didn’t make the charts after its first week and likely cost much, much more than Ride or Die. All to say, Amazon-MGM Studios/Prime Video can tell reporters that this show didn’t reach the right audience, but that excuse feels weak to me. So this leads to the third question: could other reasons have come into play? Yes! Renewal or cancellation decisions rarely (I’m tempted to say “never”) boil down to one variable. At its simplest, it’s two things: budget versus viewership. But often factors like critical acclaim, ownership and, yes, personal opinion come into play. In this case, Amazon has a new executive running things, and this show isn’t owned by Amazon-MGM Studios (unlike Elle). And yes, it may not have indexed with the right target viewers, too. Likely all of those factors came into play.1 My guess is ownership ended up mattering most. Amazon doesn’t own Ride or Die. It’s actually produced by another major studio. Fortunately/allegedly, this show is being shopped around. I can think of one brand new CEO who should consider it for one of his two major streamers…especially if he wants to rebuild goodwill in Hollywood. His name is on this list of exec producers of Ride or Die… If David Ellison needs some goodwill—and he does—rescue this female-led show tomorrow and grab some good headlines for a day. The data justifies it. Quick Notes on TV 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… How The Secret Lives of Mormon Wives latest season did on Hulu, post-controversy... Whether Supergirl soared on HBO Max... Why the box office is losing money due to the streamers... The viewership for the Daily Wire’s $50 million fantasy show... Updates on The Gentlemen, Lanterns, Outer Banks, King of the Hill and more... What former hit-maker has three streaming flops in a row... Whether The Mandalorian and Grogu popped in week two... All the flops, bombs and misses... And a whole lot more... ...please subscribe! We can only keep doing this great work with your support. If you want an idea of just how much content you’d get in a full issue, check out this older issue. Coming Soon! Oh man, we’re almost caught up! We just have two more issues, then the streaming Ratings Report will be coming out just two weeks after a TV show premieres! Next issue, I’ll be looking at the first two weeks of the NFL Thursday night games on streaming, a huge new spinoff, Reacher’s Neagly on Prime Video, and the latest edition of Monster: The Lizzie Borden Story on Netflix, the return of Slow Horses on Apple and MobLand (quietly one of their biggest shows) on Paramount+, and Dancing with the Stars on both ABC and Disney+. Plus I’ll take a look at animation for adults in 2026. The week after, a ton of movies are coming to streaming: Toy Story 5 on Disney+, Backrooms on HBO Max, Jackass: Best and Last on Paramount+ and The Breadwinner on Netflix, plus a Unabomber film on Netflix and a romcom on Prime Video. Woody Harrelson and Matthew McConaughey have a show on Apple, along with a game show inspired by Willy Wonka that everyone seems to hate. Long term, some crazy (but hopefully crazy like a fox) IP news. FX ordered a new Sons of Anarchy show from Charlie Hunnam, but it’s not about the biker gang. No, it features the show’s cast playing themselves in a new “meta-thriller”. Huh. And a lot of the cast is coming back. Next, Ryan Gosling is producing a Flintstones movie about a “grown-up Bamm-Bamm Rubble”. Also, huh. This one is in “early development” so we’ll see what happens. Both projects are based on IP, but also seem to have crazy takes on the IP, which I like.
Layla Zaidane: The politicians who can fix America’s polarization problem will win
Political predictions are notoriously unreliable, but here is one I am willing to stand behind: the elected officials who figure out how to govern across difference will dominate the next decade of American politics. With dysfunction and paralysis having become the status quo in Washington, elected officials who work together
Former UCF RB Harvey Becoming Broncos' Go-To Receiver
RJ Harvey is transforming Denver's struggling offense, leveraging elite elusiveness and savvy improvisation to evolve from a depth tailback into Bo Nix’s most reliable aerial weapon.
New Regulations Make It Easier to Find, Compare, and Report Healthcare Pricing and Coverage Information
HHS announced that Americans will have access to more reliable, accessible, and actionable information about their health coverage
The AI Advantage Minnesota Has Been Building for Decades
Software companies used to defend themselves in a handful of reliable ways. They built useful features, made their products easy to use and counted on the hassle of switching platforms to keep their customers from leaving. A new company that wanted to compete had to invest months, sometimes even years, of engineering time to catch
Integral Ad Science to Provide Brand Safety and Suitability Measurement in ChatGPT Ads
NEW YORK, October 05, 2026--As artificial intelligence rapidly reshapes digital advertising, marketers face a critical new challenge: ensuring brand safety and suitability within dynamic, generative AI-native environments. Without independent verification, advertising in conversational channels risks creating a blind spot for enterprise brands seeking reliable media quality standards.
Driving Community Health: Bristol Myers Squibb, Emirates Thalassemia Society and Dubai Science Park Host the 6th 'Help Save a Life' Blood Donation Drive
For patients living with chronic blood disorders, access to safe and reliable blood supplies is fundamental to their care journey. Marking the sixth edition of an impactful partnership, Bristol Myers Squibb proudly collaborated with the Emirates Thalassemia Society and Dubai Science Park, the region's leading science focused hub and part of TECOM Group PJSC, hosted the 'Help Save a Life' blood donation drive, bringing together community members and healthcare professionals to provide vital suppo
Driving Community Health: Bristol Myers Squibb, Emirates Thalassemia Society and Dubai Science Park Host the 6th 'Help Save a Life' Blood Donation Drive
For patients living with chronic blood disorders, access to safe and reliable blood supplies is fundamental to their care journey. Marking the sixth edition of an impactful partnership, Bristol Myers Squibb proudly collaborated with the Emirates Thalassemia Society and Dubai Science Park, the region's leading science focused hub and part of TECOM Group PJSC, hosted the 'Help Save a Life' blood donation drive, bringing together community members and healthcare professionals to provide vital suppo
Driving Community Health: Bristol Myers Squibb, Emirates Thalassemia Society and Dubai Science Park Host the 6th 'Help Save a Life' Blood Donation Drive
/PRNewswire/ -- For patients living with chronic blood disorders, access to safe and reliable blood supplies is fundamental to their care journey. Marking the...
Driving Community Health: Bristol Myers Squibb, Emirates Thalassemia Society and Dubai Science Park Host the 6th 'Help Save a Life' Blood Donation Drive
/PRNewswire/ -- For patients living with chronic blood disorders, access to safe and reliable blood supplies is fundamental to their care journey. Marking the...
Is Political Polling Broken?
Veteran pollster Stefan Hankin reveals the industry secrets that help explain why polls seem so unreliable.
Aetna 2027 Medicare plans offer reliable, affordable access to care & member support
Learn about Aetna's 2027 Medicare offerings, featuring affordable coverage, $0 preventive care services, prescription drug benefits, Healthy Home Visits, Special Needs Plans and enhanced member support.
49ers Emerge as Potential Trade Destination for Cardinals Veteran
The San Francisco 49ers need pass-rush help after losing Nick Bosa for multiple weeks to a calf injury. Even before losing him, the Niners likely still needed help, since Bosa is their only reliable edge rusher. San Francisco did sign veteran defensive end Matthew Judon to the practice squad. Nonetheless, the Niners are rolling the […] The post 49ers Emerge as Potential Trade Destination for Cardinals Veteran appeared first on HEAVY.
Ohio wins more praise from site-selection experts — but data center backlash looms
Site selectors say data centers are dominating their agendas, while access to reliable power has become a top concern among clients.
Funding forensic science is essential to keeping New Mexico’s justice system working - NM Department of Public Safety
At the New Mexico Department of Public Safety’s Forensic Laboratory, continuing to produce reliable, accredited results is not necessarily about chasing the newest technology. Often, it is about replacing equipment that has simply reached the end of its useful life. That distinction is important as the state considers how much to invest in the laboratory […]
Camp Storylines: Jazz Bolster Wing Defense and Floor Spacing
Veteran additions Josh Okogie and Josh Green bring gritty perimeter toughness and reliable floor spacing to Salt Lake City, providing a defensive edge to Utah’s young, high-scoring core.
Letter | Rail merger would be a boon for businesses
Dear Editor: As a small business owner in the building industry, I know how much businesses like ours depend on a reliable supply chain, including the rail network that moves
Juventus star is in line to earn a new contract
Francisco Conceicao is one of the first names on the teamsheet at Juventus at the moment and has consistently been one of their most reliable players. The Old Lady therefore expects to have him in the...
The GL.iNet Mango 2 Is A Pocket-Sized Wi-Fi Travel Router With VPN
With its slim design, easy setup, VPN support and multi-device connectivity, the Mango 2 is made for travelers who need reliable connectivity in a portable form factor.
Intel Panther Lake Teardown, 18A, BSPD, GAAFET, SemiAnalysis STEEL
Panther Lake debuts the first commercial implementation of backside power delivery (BSPDN), introduces Intel’s first iteration of gate-all-around (GAA) transistors, and showcases their advanced packaging capabilities with its Foveros-S assembly. With Panther Lake, Intel’s manufacturing arc has shifted from nebulous roadmaps to shipped silicon, a significant milestone on their long road back to competitive semiconductor manufacturing. To evaluate the extent of Intel’s comeback, we tore down Panther Lake. The SemiAnalysis STEEL teardown lab breaks down advanced datacenter and AI hardware. To learn more about our pipeline or to commission a teardown, contact sales@semianalysis.com. WE’RE HIRING: Architecture, floorplan, packaging, manufacturing, and labs experts. Opportunities from system to transistor and everywhere in between. Check out our Careers page. Our teardown traces 18A from its four-sheet RibbonFETs (Intel’s marketing name for GAAFETs) and gate stacks through contacts, frontside and backside wiring, and the bonded carrier. We explain how these material and integration choices improve gate control and reduce resistance, while adding capacitance, thermal resistance, and process complexity. Our measurements put Panther Lake’s 18A compute logic and TSMC N3E GPU logic at similar logic density. However, 18A does not lead TSMC N3P, N2 or Samsung SF2 in peak density. Panther Lake’s CPU cores are incremental updates, and the high-end GPU still uses TSMC N3E. Panther Lake assembles one compute tile, one GPU tile, and one I/O tile atop a passive base tile using Intel’s Foveros-S advanced packaging. Both compute tile variants use Intel 18A. The Xe3 GPU options are a 4-core GT1 tile on Intel 3 and a larger 12-core GT2 tile on TSMC N3E. Both I/O tile variants use TSMC N6. [1], [2] Our analysis centers on the PTL-U compute tile, both the 4-core and 12-core GPU tiles, as well as the 12-lane I/O tile. In conventional chips, power and signal are routed through the same frontside metal stack towards the device frontend. Power rails consume scarce routing resources near the transistors, while tall via stacks carry VDD and VSS from the coarse upper wires to local rails. Backside power delivery (BSPD) moves the main power network behind the transistor layer, to the backside, separating it from frontside signal routing. We covered BSPD and its impacts in 2024. [3], [4], [5] Intel’s BSPD implementation, branded as “PowerVia”, routes power through dedicated backside metals to nano-TSVs, which connect those rails to local source/drain (S/D) contacts. Implementing that separation requires Intel to build the interconnect stacks from both sides of the wafer. The frontside comprises the M0-M14 signal stack, while the backside comprises the BM0-BM5 power stack. M0 and BM0 are closest to the transistors. The nano-TSVs connect the two sides, but Intel patterns and etches each via from the front after forming the contacts. A narrow via runs from the side of the contact deep into the silicon substrate. Intel then completes the frontside signal metal stack, bonds the wafer to a carrier, flips it and removes the original substrate until the buried via tips are exposed. The backside metal stack is then deposited directly on the revealed vias. The nano-TSV and backside-via profiles taper in opposite directions because Intel forms them from opposite sides of the wafer. The transistor structures form the FEOL. Local contacts and nano-TSVs connect them to the wiring. M0 begins the frontside interconnect stack. The silicon carrier remains attached above the frontside interconnects. It supports the device wafer during substrate removal and backside processing and remains part of the finished chip’s thermal path. PowerVia removes the main power distribution from the congested frontside metals, routing supply through shorter and wider backside wires. Its lateral landing still occupies area in the standard cell, so it recovers less cell area than a direct backside contact. [3] Nano-TSVs beside the logic devices carry VDD or VSS from the backside power network, while signal connections continue upward through the frontside metals. Backside Interconnects Samsung SF2 data is included for comparison to Panther Lake’s within this article. SF2 is the incumbent GAA foundry node but lacks BSPD, serving as a useful reference to evaluate 18A. A full teardown of Samsung’s S26 products, processed on SF2, will be shared soon.Nanosheet-cut EDS comparison. The PowerVia supply path runs from the backside Cu rails through Mo-lined W nano-TSVs to the local transistor contacts. In this cross section, the tapered connection spans roughly 150 nm from the contact level to BM0. The Ta liner confines Cu and promotes adhesion to the surrounding stack; the AlOₓ etch stop controls the next dielectric etch above the rail. Dielectric beneath the ribbons electrically separates the devices from the backside wiring and removes the conducting silicon body below the channel. [6] AlOₓ serves as an etchstop (ES), enabling endpointing and protecting the underlying layers. Low-volatility aluminum fluoride reaction products resist the fluorinated plasma, allowing a thin AlOₓ film to protect the metal while the surrounding low-k dielectric is removed. [6], [7]. While the BM0 and layers above the M1 lines show double AlOx layers, Our SMIC N+3 teardown showed single AlOₓ layers. SMIC uses a simpler local AlOₓ substack, while the remaining cap and etch sequence provide the required landing protection. So why double layers? The closely spaced AlOₓ doublets provide two protected endpoints in the etch sequence. Intel documents an AlOₓ/SiN/AlOₓ stack that explains the benefit. The main dielectric plasma etch stops on the first AlOₓ film; a selective wet clear opens that film; a second plasma etch removes the intermediate SiN and stops on the second AlOₓ film. The final wet clear exposes the metal landing surface. SiN is the intermediate dielectric in Intel’s published example. [8] The second stop protects the metal through a cap breakthrough. Wide openings can etch faster than narrow ones, and etch depth varies across the wafer. Metal under an early-clearing opening would otherwise be exposed while other openings still need more etching. Staged protection widens the process window and reduces metal erosion, corrosion and void formation. [8] TSMC documents AlN/AlOₓ/SiOC/AlOₓ above Cu, with AlN blocking Cu diffusion, and a simpler AlN/SiOC/AlOₓ variant that omits one AlOx film. [9] Levels with different opening sizes, aspect ratios, pattern densities and cap materials need different etch margins. A double AlOx stop is useful where another protected endpoint justifies the added processing. The extra film adds formation, selective opening and cleaning steps, plus another set of interfaces to control adhesion, moisture, and stress. These blanket films are opened through the existing via pattern, so each film does not require another lithography mask. AlOₓ adds parasitic capacitance when it replaces lower-k dielectric; two thin AlOₓ films can nevertheless contain less AlOₓ than one thick film. Total thickness, placement, and theintermediate dielectric determine the electrical cost. Deposition chemistry also changes AlOx permittivity and residual hydroxyl content, which can oxidize the underlying metal. [7], [8], [10], [11] The backside stack separates into relatively fine BM0-BM2 wiring near the devices and coarser BM3-BM5 power distribution. The largest pitch increase occurs between BM2 and BM3. BM0’s pitch closely matches the logic-row height, fitting local power delivery to the cell rows. Higher levels aggregate current through larger conductors: routing density becomes less important than low resistance and current capacity as the network approaches the package. This hierarchy provides wide power wiring for the power delivery network without consuming scarce frontside signal-routing resources. [3] The SemiAnalysis STEEL teardown lab breaks down advanced datacenter and AI hardware. To learn more about our pipeline or to commission a teardown, contact sales@semianalysis.com. WE’RE HIRING: Architecture, floorplan, packaging, manufacturing, and labs experts. Opportunities from system to transistor and everywhere in between. Check out our Careers page. Frontside Interconnects Intel 18A combines Mo-lined W contacts and nano-TSVs with a separate backside Cu power network. Samsung SF2 keeps power on the frontside, using Ti-based contact interfaces and Ta-based barriers and Co liners around Cu wiring. In 18A standard-cell rows, backside power rails supply the devices through nano-TSVs within the cells, freeing frontside routing resources. Samsung’s M0 accommodates both power and signal connections. From the device toward M0, the connection runs through a Ti-based S/D interface, W contact fill, a Mo-lined W via, and the Cu M0 wire. Mo supplies a conductive nucleation and adhesion layer for W, replacing the resistive TiN liner used in conventional W integration. This increases the effective conduction volume within the feature while retaining W fill and its established polishing, cleaning and etching processes. Intel’s Mo/W patent describes this integration tradeoff. The nano-TSV uses the same Mo-lined W construction in the backside supply path. [12] The move from TiN to Mo is an incremental change. While a full Co or Mo fill can also reduce the volume lost to liners in very small features, it requires new integration schemes that increase complexity and risk. Cu remains attractive for wider wires due to its low resistance. As wires and vias shrink, the diffusion barrier consumes an increasing fraction of their cross-section. [12], [12], [14] Intel uses Co/Ru liners at M0-M1, Co at M2-M4, and Nb at M5-M9. The lower-level liners help Cu adhere and reduce void formation during trench fills. Applied Materials’ Endura has new thermal control that facilitate wetting process, so the thin film continuity is good enough that good capillary pressure will drive Cu atoms to the via bottom without voiding. Intel’s choice to use Nb is particularly interesting. Intel’s Nb patent describes a conductive diffusion barrier intended to reduce the barrier’s contribution to resistance relative to conventional Ta-based barriers, particularly at via bottoms where all current crosses the barrier. The patent pairs Nb in coarser levels with the option of lower-cost PVD processing. [15], [16] The upper metal layers support thicker barriers formed through physical vapor deposition (PVD) despite its worse coverage and uniformity. Meanwhile, the lower metal layers require thinner barriers deposited through conformal atomic layer deposition (ALD). Co/Ru adds another material interface and requires controlled deposition and Cu fill. Changing liners and barriers by metal layer allows Intel to optimize interconnect resistance, process complexity, and reliability. [15, 16] RibbonFET, Intel’s name for its gate-all-around FETs (GAAFETs), replaces the FinFET’s vertical fins with four stacked horizontal silicon nanosheets, allowing the gate to surround the channel on every side. The path to GAAFET begins with the planar transistor. A planar MOSFET places the gate above the channel between its source and drain. Pairing an NMOS with a PMOS transistor creates a CMOS inverter, in which the NMOS pulls the output low for a high input, and the PMOS pulls it high for a low input. The gate must retain electrostatic control of the channel to ensure clean switching. As gate lengths shrank, the drain began to compete with the gate for that control, increasing off-state leakage. Electrostatic control was restored through an architectural evolution that raised the channel into a vertical fin and wrapping the gate around three sides. Called “FinFET”, this new architecture packed more effective channel width into a smaller footprint. Further scaling made it harder to maintain both drive current and leakage within smaller cells, and reintroduced the same problems planar MOSFETs faced. Nanosheet GAAFETs close the fourth side by replacing the vertical fin with a stack of horizontal nanosheets, each surrounded by the gate. The tighter electrostatic control suppresses leakage at shorter gate lengths while stacking adds effective channel width within the cell footprint. In a FinFET process, channel width changes in discrete steps as designers must add or remove whole fins. Nanosheet width can instead be adjusted continuously within the process’s design rules. Wider sheets increase drive current, while narrower sheets reduce capacitance at the cost of drive current. Intel 18A uses stacks of four nanosheets each and varies their widths across logic and SRAM. At the process level, adding more sheets to each stack increases effective channel width and drive current, but complicates fabrication. RibbonFET vs MBCFET Samsung began GAAFET production in 2022 with SF3E, following with SF3 and now SF2. Its ‘MBCFET’ provides a useful structural comparison with Intel’s first RibbonFET implementation. [17] STEEL is digging deeper into SF2, used in the Exynos 2600, and TSMC’s GAAFET N2, used in Apple’s A20 Pro, in upcoming newsletter articles. We’re throwing some teasers on X. Let’s compare Samsung SF2’s MBCFET with Intel 18A’s RibbonFET. Subscribe Even to the untrained eye, Intel’s extra nanosheet is obvious. Intel stacks four ribbons to Samsung’s three. Samsung’s sheets are much wider in these fields, so both sheet count and width matter to the available channel perimeter. Sheet width also changes which silicon surfaces carry current. On conventional (001) silicon, wide nanosheets emphasize the broad top and bottom surfaces, favoring electron transport; the larger sidewall contribution in a narrow sheet favors hole transport. Thinner sheets improve gate control but increase confinement and scattering. This makes width and thickness part of the NMOS/PMOS balance, alongside strain and threshold voltage. [18], [19] GAAFET designs like 18A use different work-function-metal (WFM) stacks for NMOS and PMOS. Around each ribbon, a thin SiOx interfacial layer separates the silicon channel from the HfOx high-k dielectric, with La providing dipole tuning and the WFM wrapping the dielectric. NMOS uses a TiAl-based stack, while PMOS uses TiN WFM. W fills the remaining gate trench, providing a lower-resistivity path where the work-function layers are no longer needed. In this field, the PMOS stacks leave room for W between ribbons, while the NMOS stacks occupy more of those gaps. A silicon-based dielectric marks the P/N boundary, allowing the PMOS and NMOS gates, sharing the same gate trench, to be processed sequentially. Fast logic paths, retention circuits, and SRAM need a family of threshold options. Changing threshold without substantially changing device dimensions, capacitance or fabrication complexity is valuable. FinFET processes typically use different work-function-metal stacks. In a four-ribbon GAA stack, the narrow sheet-to-sheet gap limits how much WFM can fit around each channel. La in the gate dielectric creates interfacial dipoles at the SiOx/HfOx boundary, shifting effective work function and tuning threshold voltage. This gives Intel another control alongside its NMOS and PMOS WFM stacks. Low-threshold devices improve critical-path drive; higher thresholds reduce leakage elsewhere. Dipole tuning is especially useful in GAA because it changes threshold without consuming the narrow intersheet gap with thicker WFM. Precise control of La incorporation, diffusion and interface quality has long been a challenge, limiting viability in high volume production but is now seen from every leading-edge foundry. Intel’s patent describes depositing a dipole-forming oxide above HfOx and annealing it toward the interfacial oxide before completing the work-function and fill metals. This separates threshold tuning from the space available for metal. Newer research addresses the thermal cost: imec’s 2026 dipole-middle research inserts the shifter between two HfOx depositions, shortening the diffusion path while protecting SiOx during patterning. [20], [21]Matched-cut EDS, Intel 18A (left) vs. Samsung SF2 (right). Intel retains raised source/drain epi beneath its contacts, while Samsung recesses W deep into the epi to form a V-shaped Ti-lined interface. The deeper contact increases metal-to-semiconductor area and shortens the current path from the lower sheets, reducing contact and spreading resistance. It also removes epi volume and brings the contact etch closer to the channel ends. Retaining more epi preserves the material available for strain transfer, especially from SiGe into PMOS. These geometries balance contact access against stress engineering and etch margin. [22], [23] Samsung stacks three sheets to Intel’s four ribbons, and both processes use sheet width to tune drive strength. In our Samsung cross-sections, widths range roughly from 19 to 30 nm in the NPU rows and 37 to 50 nm in the CU cell. The Samsung nanosheets taper, with the widest sheet at the bottom and the narrowest at the top. Both processes use HfOx gate dielectric and Ti-based work-function stacks, with Al in the NMOS stack. In the Samsung devices shown here, the dielectric and WFM occupy the intersheet gaps, leaving W above the top sheet. Intel’s PMOS stack leaves more room between ribbons, and W fills those gaps while the thicker NMOS stack leaves W mainly in the upper trench. Gate-stack EDS maps. The W between Intel’s PMOS ribbons provides a conductive path close to the lower gates. Where WFM fills the entire gap, the gate still surrounds the channel, but voltage reaches it through the more resistive work-function films. Thinner WFM and dipole tuning preserve room for low-resistivity fill; Mo and Ru are alternative fill metals being developed for further scaling. [24] A masked, sequential WFM flow explains the different gate heights and inter-nanosheet fill. The proposed sequence below shows how separate NMOS and PMOS work-function steps produce that geometry. Enabled by the BSPDN process, Intel replaces the dense-logic silicon subfin with dielectric, removing the parasitic conduction path below the ribbons and reducing substrate-related capacitance. A retained silicon body as in classical, non-SOI, planar and FinFET designs needs junction and punchthrough-stop engineering to suppress leakage. Dielectric isolation makes that leakage less sensitive to the subfin doping profile but adds removal and fill steps. It also weakens the direct thermal path through silicon, making the contacts, metal stacks and package more important for heat extraction. [24], [26] Fluorine is concentrated around selected Intel device structures in the maps. WF6 is a standard precursor for W nucleation and fill, while barrier films protect adjacent dielectrics from fluorine attack. Low-fluorine W processes reduce the residual-F burden. Chloride-based precursors avoid introducing F during W deposition, but require control of chlorine attack, nucleation and fill quality. The integration target is a continuous, low-resistance W path with a thin protective liner and minimal chemical damage to the surrounding stack. [20], [27], [28] The SemiAnalysis STEEL teardown lab breaks down advanced datacenter and AI hardware. To learn more about our pipeline or to commission a teardown, contact sales@semianalysis.com. WE’RE HIRING: Architecture, floorplan, packaging, manufacturing, and labs experts. Opportunities from system to transistor and everywhere in between. Check out our Careers page. We measured cell height, gate pitch, metal geometry, and ribbon dimensions at the XTEM sites shown below. The tables group these dimensions by site and device polarity. Our “sheet cuts” cross the silicon channel and show the ribbons end-on. “gate cuts” run along the channel through successive gates. The 18A logic cell dimensions point to a five-track logic library while the N3E and Intel 3 cell dimensions evidence a seven-track logic library. The DDR-PHY uses wider M0 wires and much larger spacing than core logic. That trades routing density for lower wire resistance and weaker coupling between neighboring nets. The geometry suits the current delivery and coupling requirements of analog, clock, and I/O circuitry. PowerVia lets 18A combine a compact cell height with wider M0 geometry by moving the main power rails off the signal-routing tracks. That relaxes local wire scaling while preserving a small cell footprint. Cell height and gate pitch set the geometric density; pin access and routability determine how much of it a real block can use. [29] The biggest takeaway from our gate-pitch measurements is that Intel 18A compute logic and TSMC N3E GPU logic have similar density in the Bohr representative-cell model. The 18A example is 18.6% denser than the Intel 3 GPU example. Gate pitches are nearly identical across the three sites, so cell height drives most of the difference. The Bohr model combines a four-transistor NAND2 spanning three gate pitches and a 32-transistor scan flip-flop (SFF) spanning nineteen pitches, weighting their densities 60:40. The sensitivity column shows how independently changing cell height and gate pitch by ±1 nm changes the result. This compares representative cell geometries; whole-die density also depends on cell mix and placement. The 18A P-core gives M0 substantially more metal cross section than the N3E vector engine. Treating each profile as a trapezoid gives 2.63 times the area per line and 1.84 times the area after normalization by routing pitch. The larger section reduces the geometric contribution to line resistance and lowers current density for a given current. Taller and wider wires also add capacitance, so circuit delay depends on the balance of resistance and capacitance. The DDR-PHY has less metal area per routing width than the 18A core fields, while remaining above N3E. [30] Area = height × (top CD + bottom CD) / 2, including liners. Area/pitch normalizes by routing width. Taper is the symmetric sidewall angle from vertical, with the largest angle belonging to the DDR-PHY. Compute tile The measurements show how ribbon dimensions and gate-stack geometry vary across the compute tile and between NMOS and PMOS to balance channel drive, gate load and the space needed for the dielectric/WFM stack across logic, SRAM and the DDR-PHY. Width mainly changes available channel perimeter; thickness also changes electrostatic control and carrier confinement. Gate-stack thickness then determines the space left for low-resistivity fill P-core and LP E-core logic Both the P-core and LP E-core use multiple nanosheet widths. Widths are measured on high-magnification XTEMs while wider-field images demonstrate additional width choices within the LP E-core. Multiple widths are expected even within an LP E-core. Timing-critical paths, buffers and cells with different fanout need different drive strengths. The lower-magnification fields show this width diversity beyond the sites quantified in the table. L2 and L3 SRAM GAA gives SRAM designers another way to balance the pull-up (PU), pass-gate (PG), and pull-down (PD) transistors. FinFET bitcells set device strength through fin count while GAA adds nanosheet width as a sizing knob. In a 6T SRAM cell, a strong pull-down relative to the pass-gate limits read disturbance, while a strong pass-gate relative to the pull-up improves writability. During a write, the pass-gate and write driver pull the node storing “1” below the inverter trip point. During a read, the pull-down holds the node storing “0” low. Bias, threshold voltage, mismatch and assist circuitry set the remaining margin. FinFET high-current cells commonly use a PU:PG:PD fin-count pattern of 1:2:2, a device-sizing ratio rather than a current ratio. Ribbon width lets Intel balance SRAM strengths without adding whole fins. The L2 cell uses its narrowest ribbons for PU and widest for PD, improving writability and read stability respectively. Intel’s disclosed HCC operates without assist; its denser HDC uses negative-bitline write assist. Pulling the selected bitline briefly below ground increases pass-gate overdrive so it can overpower the pull-up at lower supply voltage. That buys density and low voltage writability at the cost of boosting circuitry, switching energy, and additional voltage stress that must be controlled. [31], [32] Four rectangular ribbons give the perimeter = 8 × (width + thickness), before corner rounding. PG/PU is 1.49 and PD/PG is 1.16. The L3 structures closely resemble L2 in layout and cell height. Fewer L3 nanosheet widths are tabulated because fewer high-magnification images were available. DDR PHY The DDR-PHY trades density for controlled analog behavior and reliable off-chip signaling. It contains drivers, receivers, delay circuits, and calibration logic that set drive strength, sampling time, and voltage margin. Repeated four-sheet devices with similar widths fit the use of regular transistor units for matching and programmable drive. Its wider local wiring provides room for current delivery and separation of sensitive signals, while consuming more area than a dense core-logic grid. The layout serves the memory channel’s electrical requirements as well as digital logic density. [33] The SemiAnalysis STEEL teardown lab breaks down advanced datacenter and AI hardware. To learn more about our pipeline or to commission a teardown, contact sales@semianalysis.com. WE’RE HIRING: Architecture, floorplan, packaging, manufacturing, and labs experts. Opportunities from system to transistor and everywhere in between. Check out our Careers page. Intel 3 GPU devices Vector engine logic Intel 3’s XVE logic uses two-fin PMOS and NMOS devices with power rails in M0. Its cell height and M0 pitch give a seven-track geometry, two tracks more than the 18A logic. One-fin groups also appear among the two-fin devices. Intel 3 L2 SRAM The Intel 3 L2 SRAM uses the familiar HCC sizing pattern: one PU fin, two PG fins, and two PD fins. N3E GPU devices Vector engine logic The N3E XVE field contains repeated two-fin devices with seven-track cell geometry. N3E remains a FinFET process, giving Panther Lake a direct FinFET-to-RibbonFET comparison. N3E L2 SRAM The N3E L2 SRAM uses the same PU:PG:PD fin-count pattern of 1:2:2. Panther Lake-U follows Lunar Lake’s floorplan quite closely. Both pair 4 P-cores with 4 LP E-cores and NPU, media and display engines in similar locations. Lunar Lake also uses Xe2, the direct predecessor to Panther Lake’s Xe3 GPU. This makes Lunar Lake the most direct basis for our comparisons. Arrow Lake differs in core count and uses the older Xe-LPG GPU architecture, so we only use it where it offers a more direct component-level comparison. Compute tile Panther Lake compute-tile floorplans remain sparse even months after launch. Intel 18A’s backside metal and dielectric stack must be removed without damaging the underlying structures before a clean transistor-level floorplan can be imaged. Most published die shots hide or heavily process the background, but we are quite proud of the die shot we achieved and are excited to show the work we have done. We measured the areas of the key components on the compute tile and compared them with their Lunar Lake predecessors on TSMC N3B. These help us to capture changes in block area and compare the two chips across process nodes and designs. Our total tile areas exclude the scribe-line area. The compute-plus-GPU subtotal below uses the PTL-U compute tile and GT1 GPU; it excludes the I/O tile and passive base. Individual block areas use the boundaries marked on the floorplans The compute-plus-GPU row is recomputed from the displayed PTL-U and GT1 areas. Component rows use their stated per-region counts and are not an additive partition of the whole tile. The P-core area remains almost unchanged between Lunar Lake and Panther Lake, despite L2 capacity increasing from 2.5 MiB to 3 MiB. Arrow Lake uses the same Lion Cove core as Lunar Lake but also has a 3 MiB L2. Cougar Cove fits 20% more L2 into the same P-core area. The larger private cache keeps more of each core’s working set close to its execution units, reducing access to shared L3 and DRAM. Extra capacity adds storage leakage and lookup energy, so designers balance it against avoided lower-level accesses. The shared P-core L3 cache also shrank by 14.8%. [2] Cougar Cove combines a similar footprint with Intel’s reported power-efficiency improvements. RibbonFET’s tighter channel control reduces leakage, while PowerVia reduces supply droop and allows tighter voltage guardbands. [1] Darkmont’s four-core LP E-core cluster is 5.0% smaller than Skymont’s on Lunar Lake, with most of the reduction in its L2 regions. The 1 MiB region shrank by 8.4% and the 1.5 MiB region by 14.9%. The tag arrays also use one fewer visible row. Tags identify which memory addresses the data array holds, so rearranging them changes the cache’s layout and wiring without requiring less data capacity. [2] The LP E-cores share one L2. This pools capacity and avoids duplicating all the cache machinery, but the four cores contend for its banks and bandwidth. Their separate cluster also keeps light work away from the performance cluster and its L3, allowing that larger domain to sleep. [1], [2] Cache area includes more than the storage cells. Tags identify each line, decoders select rows, sense amplifiers read the small bitline signal, and wires connect to the banks. Splitting an array into smaller sections shortens wordlines and bitlines, improving access speed, but duplicates peripheral circuits. Panther Lake’s smaller cache regions therefore reflect the complete memory implementation, including how much of each region is devoted to storage. [34] Unlike Meteor Lake and Arrow Lake, Panther Lake has no separate SoC tile. The NPU, LP E-cores, memory controllers, PHYs, media and display engines now share the compute tile. This removes an active die and keeps CPU memory traffic on one die. The cost is moving PHY and I/O-related circuitry onto 18A: drivers, receivers and analog circuits must still meet external voltage, loading and signal-integrity requirements, so their area does not shrink like dense digital logic. [1], [2] The biggest shrink comes from the NPU, which occupies 36.9% less area. NPU 5 consolidates the same total INT8 MAC count into half as many neural compute engines. Each of the three NCEs has a larger MAC array to make the complete NCE envelope 22.6% larger than an NPU 4 engine. Consolidation also halves the number of scratchpads and SHAVE DSPs, from 12 to 6. The MAC array handles matrix multiplication and convolution, while SHAVE executes vector and custom operations that fit the array poorly. [1], [2], [35] The paired floorplans identify each NCE envelope and its scratchpad, MAC, and SHAVE regions. Each measured MAC polygon is counted once per NCE in the area accounting below. The scratchpads store weights, activations, and intermediate results near the MAC arrays, allowing repeated use without fetching them again from DRAM. Halving their number delivers the largest measured area saving but leaves less local storage for the same total MAC count. Layers that no longer fit locally require smaller working tiles or more transfers of intermediate data. The benefit depends on keeping the enlarged arrays busy while managing that tighter storage budget. [36] NPU 5 also adds native FP8. Using half the operand width of FP16 reduces storage and transfer demand, helping workloads fit the smaller local memory budget. Lower precision and format-dependent range make scaling and model validation part of deployment. Hardware activation functions further reduce work that would otherwise occupy the programmable DSPs. [1], [2] Microsoft requires an NPU to deliver at least 40 TOPS for Copilot+ PCs. Both Lunar Lake and Panther Lake meet this threshold, but Panther Lake uses significantly less silicon. GPU tiles Panther Lake is Intel’s first product with Xe3, its latest GPU architecture. It offers two different GPU tiles: a smaller GT1 tile with 4 Xe3 cores on Intel 3 and a larger GT2 tile with 12 Xe3 cores on TSMC N3E. Panther Lake allows us to compare the same GPU architecture across both Intel 3 and TSMC N3E. Wildcat Lake adds a third Xe3 implementation on Intel 18A. A future newsletter will detail Xe3 and its implementation differences across all three process nodes. GT2 scales Xe3 to a different physical layout, with render slices arranged vertically instead of GT1’s horizontal arrangement. Slice placement sets the distances to shared cache banks and the D2D interface. Those wires consume area and add delay, so scaling the number of Xe cores also requires a new balance of cache placement, routing and timing. [1] What’s immediately obvious is that the GT2 tile on TSMC N3E has much smaller Xe cores than GT1. These block areas include logic, caches, and routing. An Xe core on the GT1 tile is ~69% larger than one on Lunar Lake, and ~55% larger than one on GT2. Intel 3 therefore uses substantially more area per Xe core. The block-area gap exceeds the measured logic and SRAM density gaps, bringing routing, timing targets, cell mix, and floorplan allocation into the comparison. The measured vector/matrix engine region is almost unchanged between Lunar Lake and Panther Lake’s GT2 tile. Xe3 retains eight 512-bit vector engines and eight 2048-bit XMX engines per core. Its gains also come from feeding those engines more effectively: more resident threads hide stalls, and variable register allocation lets shaders trade registers per thread against the number of threads kept active. [1] The shared L1/SLM capacity increased by 33% from 192 KiB to 256 KiB, while its area increased only 5%, raising effective density by 27%. L1 retains reused cache lines, while software-managed SLM lets a thread group share data locally. Both reduce traffic to more distant memory. Allocating more SLM per group can also limit how many groups reside on a core at once. [1], [37] The GT1 tile carries 4 MiB of L2 against 16 MiB on the GT2 tile. GT1 divides its L2 cache into four 1 MiB banks, while GT2 uses eight 2 MiB banks. Each bank contains 128 macros, but each N3E macro stores 16 KiB, twice the Intel 3 macro’s 8 KiB capacity. The N3E macro is only 54% larger while holding twice as many bits, giving it 30% higher density: ~23.7 Mbit/mm² versus 18.3 Mbit/mm². Including bank-level circuitry, the gap widens to ~16.9 Mbit/mm² on GT2 versus ~10.4 Mbit/mm² on GT1. GT2 gains density with its macros storing more bits per unit area, and those macros occupy more of each cache bank. Larger macros spread decoder and sense-amplifier overhead across more storage, while a more compact bank layout reduces the share spent on control and routing. The compromise is longer wordlines and bitlines that carry more capacitance. [34] I/O tile Panther Lake uses two I/O tile variants, both fabricated on TSMC N6. The smaller one provides 4 PCIe 5.0 and 8 PCIe 4.0 lanes and serves lower-tier systems as well as those without a discrete GPU, while the larger one adds 8 PCIe 5.0 lanes, bringing the total to 20 lanes, for discrete-GPU connectivity. Panther Lake SKUs with the larger 10- or 12-Xe GPUs use the smaller I/O tile. [38] The smaller I/O tile adds a PCIe 4.0 block and a Thunderbolt block to Lunar Lake’s I/O layout, providing four additional PCIe 4.0 lanes and another Thunderbolt 4 port. Its repeated N6 blocks retain nearly identical areas and layouts. Reusing these proven PHYs and controllers avoids porting and requalifying external interfaces on 18A, where faster digital logic offers less benefit to circuits constrained by the off-chip link. [38] SemiAnalysis’s teardown lab (STEEL) dives deep into the world’s advanced datacenter and AI hardware. To learn more about our pipeline or to commission a teardown, contact sales@semianalysis.com. We’re hiring technical experts from system to transistor and everywhere in between. Check out our Careers page. Panther Lake offers scalability and modularity through its disaggregated packaging that partition compute, GPU, and I/O silicon into separate tiles allowing for a suite of tile configurations. This partitioning makes the package part of Intel’s node economics as it determines how much leading-edge wafer area each product consumes, which functions can remain on other processes, and how much configuration freedom Intel can offer from a shared set of tiles. Furthermore, fabricating the compute and GPU tiles separately confines the new 18A process to the compute tile and allows graphics and I/O to use other, more established, and more cost-effective processes. For Panther Lake, the GPU and I/O tiles are assembled alongside the compute tile on a passive silicon base using Foveros-S. Intel’s current technology brief lists a nominal 36 µm pitch for Foveros-S. Through-silicon vias (TSVs) in the base connect the fine wiring above to the larger package connections below. The functional tiles sit side by side on that passive base in a 2.5D configuration. [39] Our cross-section through the compute and GPU tiles shows the package’s wiring hierarchy. Microbumps connect each active tile to the passive silicon base; its fine redistribution layer (RDL) carries the short, dense tile-to-tile links. TSVs carry connections through the base to the package substrate, which fans them out to the much coarser motherboard solder joints. The base supplies interconnect, while computation remains in the active tiles above it. [39] At the compute-tile edge, the higher-magnification inset shows a local microbump spacing of approximately 25.24 µm and a feature width of 12.33 µm. These local spacings are finer than Intel’s nominal Foveros-S value. The X-ray fields further confirm tighter neighboring bumps, consistent across every die-to-die area found on each tile. Additional X-ray analysis is offered after the paywall. Putting the memory controller beside the CPU removes the D2D transfer that CPU memory requests required in Meteor Lake and Arrow Lake. This avoids the extra transmitter, receiver, and link traversal, saving interface energy and latency. Panther Lake’s separate GPU still crosses a D2D link to reach DRAM, so its larger local caches also help contain package traffic. [1], [40] Smaller dies are less likely to contain a random fatal defect, and screening them before assembly prevents one bad tile from consuming a complete package of good silicon. Reuse also spreads design and qualification work across more products. Against those gains, Intel pays for the passive base, D2D circuits, extra bonding and test steps, and losses during assembly. Cost per working product across the portfolio captures the combined effect of wafer yield, reuse, test, and assembly. [29] Wildcat Lake packaging Intel launched Core Series 3, formerly Wildcat Lake, on 16 April 2026 for value mobile and edge systems. Wildcat Lake keeps 18A but removes the passive base and combines more functions on one die to simplify the package. The two products therefore reveal two distinct ways to commercialize the same leading-edge process. [41] Wildcat Lake’s 18A die combines up to two Cougar Cove P-cores, four Darkmont LP E-cores, two Xe3 cores and a smaller NPU. A separate platform-controller die supplies I/O, connected through UCIe, Intel’s first processor implementation of the standard. Consolidating graphics remove a tile boundary and the passive base, reducing assembly complexity for a modest-bandwidth value product. It also ties CPU and graphics scaling to the same die, giving up Panther Lake’s ability to swap in a much larger GPU. [42], [43] In July 2021, Intel CEO Pat Gelsinger set out an ambitious process roadmap aimed at regaining performance leadership by 2025, later described as five nodes in four years. Five years and one CEO later, Intel’s comeback story is not as unambiguously positive as Pat may have hoped. [44], [45] Intel once set the pace for process technology, bringing high-k metal gate technology and FinFETs into volume production years ahead of the rest of the industry. Its 22 nm FinFET process reached consumers with Ivy Bridge in 2012. [46] Intel’s integrated device manufacturing (IDM) model allowed its architects and process engineers to co-optimize products and processes. Starting with Sandy Bridge, Intel dominated x86, while AMD struggled with Bulldozer. That lead faltered at 14 nm and broke at 10 nm. Intel targeted a massive 2.7× density increase, but the node arrived years late and required several revisions before it could support Intel’s full lineup. This delay forced Intel to stretch 14 nm across six generations, while TSMC moved ahead in process technology and AMD recovered in x86. By 2019, Intel was still shipping 14 nm across most of its product stack, with its 10 nm client ramp focused on Ice Lake mobile processors. Meanwhile, TSMC was shipping N7 and N7+, and AMD’s Zen 2 compute chiplets used N7 to raise core counts and improve efficiency. Intel’s process failures were central to its decline, but unsound business decisions furthered their downward slide. Product delays compounded product mistakes, pushing client, server, and FPGA roadmaps off schedule. Several attempts to enter AI (Nervana and Gaudi) and networking (Tofino) also failed to establish lasting businesses. Intel’s recovery has focused on consumer CPUs and advanced packaging. Tiger Lake, Alder Lake, Lunar Lake and now Panther Lake have restored Intel’s consumer roadmap. On the process side, Intel 4 shipped with Meteor Lake, Intel 3 with Granite Rapids and Sierra Forest, and Intel 18A with Panther Lake. Intel has also made advanced packaging part of its foundry offering. However, Intel is still playing catch-up in servers. Several Xeon generations arrived years late and trailed contemporary AMD and Arm server CPUs in performance, efficiency, and core count. The process roadmap is back, but Intel does not hold the same process-technology leadership position it held prior to 10 nm. The introduction of gate-all-around nanosheets and backside power delivery are two of the biggest changes to transistor integration in a decade. Intel took on both changes at once: 18A paired its first RibbonFET with PowerVia in Panther Lake. Panther Lake is a substantial manufacturing milestone. Our cross-sections show how RibbonFET and PowerVia reshape local contacts and wiring, while the floorplans show where architectural consolidation and process choices save area. A sustained competitive lead depends on product performance, cost, yield, and the next implementation. The SemiAnalysis STEEL teardown lab breaks down advanced datacenter and AI hardware. To learn more about our pipeline or to commission a teardown, contact sales@semianalysis.com. WE’RE HIRING: Architecture, floorplan, packaging, manufacturing, and labs experts. Opportunities from system to transistor and everywhere in between. Check out our Careers page.. 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NORTHAMPTON, MA / ACCESS Newswire / September 25, 2026 / Originally published on Company NewsroomThe demand for reliable energy continues to grow, and for , dependable operations are essential to serving millions of patients and customers across the country. That's why we're expanding our use of renewable electricity and investing in energy solutions that help reduce emissions, strengthen business resilience and support uninterrupted care.
Is metascience being co-opted?
In July, the White House released a report that argued academia is deeply dysfunctional and in need of radical reform.Science: A New Golden Age sets out a litany of problems many academics will recognise: interminable waits for grants; short-term funding rather than support for longer, more ambitious projects; ballooning administrative requirements; pressure to publish, and many more. “The scientific machine is getting bogged down,” it says. At least on the face of it, Science: A New Golden Age is a triumph for the metascience movement, a loose-knit, global group of academics, philanthropists and think tankers that want far more testing and experimentation in how we fund public research and innovation. The report tells US research funders to set up internal metascience units to do just this. But it has also set alarm bells ringing that metascience is being conveniently deployed to help justify the defunding of US universities, which US vice president JD Vance has openly labelled “the enemy.” “Just because you have an issue with your plumbing in your house doesn't mean you light the entire house on fire and burn it to the ground,” said Colette Delawalla, chief executive of Stand Up for Science, a group campaigning against what it says are attacks on scientists by the Trump administration. No one is arguing that academia doesn’t need reform, but there’s debate over how far and how fast the system should be shaken up. Does public R&D need slow and steady evidence-based adjustment, or radical new experiments?One of the key arguments in Science: A New Golden Age is that there’s not enough funding for what it calls “mid-level” science: engineering-heavy projects that require tens of millions of dollars, involve ten to a hundred people, and last around five years. Such a project might develop a brain-computer interface for people with Alzheimer's disease, for example. As such, the US National Science Foundation (NSF) has already announced $1.5 billion to set up so-called X-Labs, effectively new research organisations to pursue breakthroughs in areas such as quantum sensing and new scientific instruments. Funding divertedBut there’s a catch: this money has squeezed NSF budgets for more traditional, fundamental research grants, Science reported in June, likely meaning less cash for university-based scientists. Science: A New Golden Age also makes various swipes at universities, accusing them of extracting overheads from scientists to fund administrative bloat. “We have become dependent on a narrow set of legacy institutions,” it says. The report doesn’t mention it, but the US government is simultaneously seeking greater powers over federal funding, which would allow political appointees at funding agencies to screen or cancel research grants mid-project. The White House is also seeking to slash the NSF’s budget by more than half in 2027, although similar cuts proposed for 2026 were blocked by Congress. Convenient hookThis has worried some that the metascience agenda could be misused as a kind of smokescreen to further weaken universities. James Wilsdon, executive director of the Research on Research Institute at University College London, said that the report contains lots of “interesting ideas” and agrees that in places, academia is a “pretty broken system.” But the risk is that metascience is being deployed as a “convenient hook” to support cuts and a “political land grab” to transfer grant power from scientists to political appointees in US funding agencies.So far, the metascience agenda hasn’t been seized on by radical right parties in Europe. But Wilsdon worries it will cross the Atlantic, politicising research reform efforts and making them more difficult to carry out. The report is already making some in Europe sceptical of the entire idea. “The system is not without flaws, but the metascience discussion is not likely to improve the system but rather to generate munition to undermine it,” said Claes de Vreese, a professor of AI and society at the University of Amsterdam. Peter Thiel protégéOfficially, Science: A New Golden Age has just one named author: Michael Kratsios, the director of the Office of Science and Technology Policy and a former chief of staff to Silicon Valley mogul Peter Thiel. He also served as chief financial officer of Thiel’s Clarium Capital Management. Since the 1990s, Thiel has criticised US universities for moving away from teaching what he views as the classic works of western civilisation, and drifting towards “anti-Western zealotry.” And since 2011, he has offered two-year fellowships of $250,000 to young people to skip or drop out of university, and instead start companies or pursue scientific research. “College can be good for learning about what’s been done before, but it can also discourage you from doing something new,” according to the Thiel Fellowships website. In other areas, the Trump administration has promoted academics with a longstanding interest in metascience. For example, the head of the National Institutes of Health, Jay Bhattacharya, in 2020 co-authored a study arguing the funder backs overly conservative proposals, although he achieved wider prominence as a critic of pandemic lockdowns. Careless talk costs fundingEven before the Trump administration embraced the metascience agenda, some metascientists privately wondered whether they should be careful not to overstate dysfunctions in academia, in case this gets used as ammunition against universities. But others think being cautious with criticism is pointless. After all, last year, the Trump administration sought to cut funding from US universities on an entirely different premise: supposed antisemitism on campus. “I don't think these governments need a technical metascientific excuse to attack the universities, they will want to do so anyway,” said Will Stone, a researcher at Science Works, a new think tank advocating for a “metascience revolution” in the UK. “I think researchers should report what they find, even when the findings may be used to advance policies they disagree with,” echoed Russell Funk, a researcher at the University of Minnesota, who in 2023 co-authored a highly influential paper that argued scientific papers were becoming less disruptive over time. No justificationThat said, Funk thinks that metascientific research certainly doesn’t justify a weakening of universities. Instead, scientists need “time, resources and stability to pursue unfamiliar ideas,” he said. “Taking away those conditions works against the very goal the reforms are supposed to achieve.”The Institute for Progress, a Washington DC-based innovation policy think tank that has championed X-Labs and metascience units, also says that reforms should complement, not supplant, universities. “Unpredictable, unreliable, and reduced federal funding to researchers is destabilising to the very foundations of research and development and is bad,” said Jenn Gustetic, the institute’s director of metascience and R&D policy.Evolution or revolution?This points to a much bigger divide in the metascience community: how far and how fast should public R&D be shaken up? Does it need evolution or revolution? For example, Science: A New Golden Age says the science system relies too heavily on traditional “workhorse” project grants, the type that pay out around $250,000 a year to fund “hypothesis-driven science by small teams on tractable questions.” However, in criticising project grants, the report “decisively picks one side of a debate that is far from settled,” David Hilmer Rex, a metascientist based in Denmark, has written. In June, Pierre Azoulay, a metascientist at the Massachusetts Institute of Technology, defended project grants, saying that the alternative of X-Labs “merits scepticism.”A-B testingOne challenge in metascience is that it’s easier to generate evidence for some types of change than others. Most straightforwardly, research funders can run A-B tests on different ways of awarding money. For example, Germany’s Volkswagen Foundation recently trialled distributed peer review, where applicants rate each other’s proposals, and measured its results against traditional review panels. Distributed peer review made quicker decisions, although awarded money to largely different ideas. However, much of the focus of the metascience movement has been on founding fast-moving and free-acting new research organisations and funders, in contrast to the alleged stodginess of mainstream academia or public innovation grants. A culture of speed and freedom are the animating principles behind Germany’s Sprind or the UK’s Advanced Research and Invention Agency (Aria).Related articlesViewpoint: it's time to experiment with how Europe funds science European researchers sound the alarm that Trump rule changes will hit cooperationHowever, while it’s possible to closely study previously successful bodies, such as the US Defense Advanced Research Projects Agency (Darpa), for historical clues to their secret sauce, it’s impossible to guarantee in advance that the likes of Sprind or Aria will actually work as hoped. But advocates of new organisations say this inherent uncertainly shouldn’t stop us trying. “If we wait for definitive proof that something will work before we try it, I don't know where your proof is coming from,” said Stone. Trade-offsUp until now, experiments in metascience haven’t generally come with hard trade-offs over money. In the US, new ideas such as focused research organisations have often been funded by billionaire philanthropists. In Europe, new innovation agencies such as Sprind and Aria, or the Netherland’s new National Agency for Disruptive Innovation, haven’t needed explicit cuts elsewhere in the research system. But with the $1.5 billion establishment of X-Labs by the NSF, the trade-offs are becoming clearer. Some metascientists privately wonder whether a smaller pilot would have been more appropriate, given that the idea is untested. The Institute for Progress counters that the $1.5 billion X-Labs budget is spread out over a decade, so will account for less than 2% of the NSF’s annual budget. “It’s important to remember that [Darpa] was once an institutional experiment as well. Now it’s one of the most cited innovative funding models in the world,” said Gustetic.As for Europe?The US isn’t the only country placing metascience at the heart of its research strategy. Science: A New Golden Age looks admiringly at the UK, which in 2024 set up a Metascience Unit to scrutinise how it funds research. In Brussels, it’s more of a mixed picture. In 2018, the EU set up the European Innovation Council to funnel grants and equity to start-ups, although it’s sometimes criticised for awarding money too slowly. Recently, the council has started experimenting with challenges, where teams of inventors compete to overcome a technological challenge. The European Commission also wants to experiment with partially randomising grant winners, to cut down on bureaucracy. However, the Commission’s own advisers have said the EU’s own research schemes are too conventional. They want the Commission to establish a new dedicated unit to scrutinise and experiment with funding. But there’s no sign of a such unit emerging in Brussels’ plans for the next Horizon Europe programme, which from 2028 is set to distribute more than €160 billion over seven years. Sam Bogerd, director of breakthrough innovation at the Brussels-based Arq Foundation, an AI-focused think tank that also looks at metascience, says that Europe might have the opposite problem to the US: universities and basic research funding are still reasonably well supported, but there’s not enough experimentation. “We're not taking a close enough look at where this money can achieve the most, and I am worried that the good ideas around metascience will be tainted politically by their association with the Trump administration,” he said. He’s still lobbying for the Commission to set up an experimental unit. But in the meantime, the Arq Foundation plans to do its own research, and is currently hiring two metascience researchers to run the rule over how Brussels spends research funding.
Making AI more trustworthy
Artificial intelligence models can give users the wrong answer and do so with great confidence. They can also hedge and warn that they are unsure — even when they get the answer right. A study led by UC Riverside computer scientists helps explain why. Researchers found that confidence and correctness can arise from different internal features within large language models, challenging the assumption that a model’s confidence is a reliable indication of whether its answer is accurate.
UNC Charlotte launches NC Economic Impact Center
UNC Charlotte has launched a N.C. Economic Impact Center that university officials envision as a place businesses and others will come when they need reliable information fast. “We are going to be a center and a repository for local data, constantly updating data, so that business leaders and civic leaders can come to us for […]
Scientists Use AI to Find Stable Forms of Molecules for Drug Discovery
Using deep learning, NYU researchers predict tautomeric states—an important foundation for reliable drug design
GOP appears deeply worried about Senate race in N.C., a once reliable state
Republicans privately say the key battleground for Senate control may be out of reach as nominee Michael Whatley’s ties to the president bog him down.
Predicted final 2026/27 Premier League table
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Merck Life Science Expands Bengaluru Manufacturing with €13 Million Investment
Merck Life Science is expanding its manufacturing capabilities in Bengaluru with an investment of approximately €13 million, strengthening the company’s ability to supply critical materials to customers across India and the wider Asia-Pacific region. The expansion at Merck Life Science’s Jigani site in Bengaluru will introduce biological buffer manufacturing alongside the facility’s established chemistry capabilities. The investment is designed to enable faster and more reliable access to critical materials used by customers across research, diagnostics, biotechnology and biopharmaceutical manufacturing. The development further advances Merck Life Science’s “in-region, for-region” approach, under which the company is expanding manufacturing capabilities closer to the markets and customers it serves. By adding biological buffer production in India, the Jigani expansion will broaden the site’s manufacturing capabilities while strengthening Merck Life Science’s regional supply infrastructure for the rapidly developing life sciences sector across India and Asia-Pacific. The company said the expansion reflects both the contribution of its teams and its collaboration with government and industry stakeholders. Merck Life Science acknowledged the support of India’s Department for Promotion of Industry and Internal Trade (DPIIT), the German Embassy New Delhi, and Invest India in helping strengthen life science manufacturing capabilities in the region. The investment comes as India continues to expand its role across pharmaceutical, biotechnology, diagnostics and biomanufacturing value chains, increasing demand for dependable regional access to materials supporting research and manufacturing operations. The Bengaluru expansion reinforces Merck Life Science’s focus on building manufacturing capacity within Asia-Pacific and supporting customers through a more regionalised supply network.
Tips to help families spot reliable medical sources online
Children and adults can take steps to identify reliable medical information online as they navigate the growing amount of health content available on the internet.
Survivor 51’s Big Change Has Jeff Probst Warning of a ‘Dangerous’ Mistake
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NC leaders call Chemours deal historic, but nearby well owners are still skeptical
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Griffin Wilde’s 1,000-Yard Mark Puts Him in Northwestern History
Griffin Wilde has emerged as a reliable target for Aidan Chiles, reaching 1,000 receiving yards at Northwestern in just 15 games while continuing his strong start to the 2026 season.
Ebola outbreak update: Cases and deaths; Dungu health zone, Haut-Uélé province now affected
A total of 73 new confirmed cases of Ebola Virus Disease (EVD) were reported on September 18, 2026, including 25 community deaths. Of these confirmed cases, 46 were from Ituri province, 18 from North Kivu, 6 from Haut-Uélé, and 3 from Tshopo. A new health zone, Dungu, in Haut-Uélé province, was affected during the day. As this zone borders South Sudan, strengthening cross-border surveillance is necessary. During the day on September 18, 2026, 12 deaths within Ebola Treatment Centers (ETCs)—10 in Ituri and 2 in North Kivu—were unfortunately recorded, bringing the total number of deaths for the day to 37. However, 41 patients were declared recovered (30 in Ituri, 6 in Haut-Uélé, 3 in North Kivu, and 2 in Tshopo) after testing negative for EVD twice. Since the start of the epidemic in the Democratic Republic of the Congo (DRC), a cumulative total of 7,614 confirmed cases, including 3,676 deaths, has been recorded, representing a case fatality rate of 48.3%. The epicenter remains Ituri province, which accounts for 77.2% of the confirmed cases reported across the seven affected provinces and also accounts for 63.0% of the new confirmed cases. A new health zone was affected on September 18, 2026. Consequently, 63 out of 167 health zones (37.7%) across 7 provinces are affected. Subscribe to Outbreak News TV on YouTube Response measures feature 97% traveler screening at entry points, surveillance expansion to new area Dungu, and community outreach sensitizing over 110,000 people in one day. The Democratic Republic of the Congo’s health system faces deep, structural constraints that predate the current Ebola outbreak and make epidemic response far harder. These problems are most acute in rural areas and the conflict-affected east. Outbreak News Today is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber. Subscribe Eastern provinces have seen health facilities damaged, looted, or abandoned. Insecurity delays patients, blocks supply deliveries, and exposes staff to attacks. Millions of displaced people live in camps with poor water, sanitation, and health services, increasing outbreak risk. Vast distances and poor roads mean many people walk hours or days to reach care. These same weaknesses explain why Ebola has continued to spread into new, under-prepared health zones even as some original hotspots show improvement: surveillance, laboratory turnaround, contact tracing, and infection control remain thin outside the best-supported sites. The Ministry of Health and partners have scaled up treatment centres, laboratories, and vaccination in the current outbreak, and some digital surveillance systems (DHIS2) provide a useful backbone. However, the underlying gaps in staffing, basic infrastructure, reliable funding, and logistics have not been closed. Without sustained investment in those foundations, the system will remain vulnerable to both routine disease burden and the next large outbreak. If you like the reporting on Outbreak News Today, please consider a paid subscription for $5/month or $30 a year. Help support the cause of this niche journalism. It is appreciated.
These midterm polls caught our attention this week. They’re good for Democrats.
Political strategists and pollsters say surveys are usually more reliable after Labor Day.
Yamamoto Makes Strong Case for Dodgers’ Game 1 Start
Yoshinobu Yamamoto’s dominant performances and World Series MVP pedigree solidify his status as the Los Angeles Dodgers’ most reliable weapon for a high-stakes postseason opening assignment.
Alation CEO Warns That Smarter AI Agents Can Still Get Your Business Wrong
Alation CEO Satyen Sangani bets AIOS can make enterprise AI agents more reliable through independent data governance as Snowflake and Databricks expand competing tools.
Saints Lose 10-Year Starter to Month-Long Surprise Injury
The New Orleans Saints are already working on bouncing back from a loss to begin the 2026 NFL season. They certainly didn’t need such negative injury news to emerge Wednesday night. Turns out that one of the Saints’ most reliable players is going to have to miss an extended length of time. According to ESPN’s […] The post Saints Lose 10-Year Starter to Month-Long Surprise Injury appeared first on HEAVY.
Kings news: LA announces new captain after Anze Kopitar's retirement
The Los Angeles Kings are without Anze Kopitar for the first time since his NHL debut in 2006-07. 20 years of reliable leadership and production are no more, with Kopitar having retired after the 2026 Stanley Cup Playoffs. However, Los Angeles has named a new captain, and the honor goes to a longtime teammate of the former captain. The Kings have […] The post Kings news: LA announces new captain after Anze Kopitar's retirement appeared first on ClutchPoints.
Seoul National University of Science and Technology Researchers Develop a Reliable AI System for SSD Failure Prediction
/PRNewswire/ -- Solid-state drives (SSDs), which store data in computers and servers, are critical to data center reliability. SSD failures can cause service...
Ukrainian defence tech seeks new ways to scale up
Since Russia's full-scale invasion in February 2022, Ukraine's defence sector has expanded several-fold, becoming a significant source of military innovation, especially in unmanned systems, counter-drone technologies, electronic warfare and AI-driven combat systems. But finding the funds and personnel to scale up and to reach international markets remains a challenge.Spurred on by the demands of the front-line, Ukrainian defence companies say they can develop a minor component in a couple of weeks, or major hardware or software solutions within a year. This is several times faster than the usual development cycles in the sector. Tencore, founded in 2024, is now one of Ukraine’s largest providers of unmanned ground vehicles, well exceeding the production of NATO members in this category. Odd Systems, a Ukrainian combat cameras developer founded in 2023, launched its first thermal camera in 2024. Less than two years later, it is developing the fourth generation of the product, one that has evolved into a full vision system.According to Michael Singer, managing partner at Verne Capital, a venture capital fund supporting defence companies in Europe, this speed is down to the short feedback loop between the developer and the end user. “Ukrainian companies develop technologies in close interaction with soldiers and military units, test them under real combat conditions and rapidly incorporate feedback into the next generation of the product,” he says. “Sometimes we need to react to feedback and deploy an upgrade within hours,” says Polina Tymchenko, the spokesperson for Himera, which develops electronic warfare-resistant walkie-talkies. “It means that, as a company, you have to have a higher tolerance for risk, and also design your products in a way that fosters those quick changes.”Getting a product deployed by a combat command involves no paperwork other than a purchase order, says Perry Boyle, co-founder and chief executive of Mits Capital, a Ukrainian-US investment group focused on attracting capital for Ukraine's defence tech sector. “New weapons can be developed and deployed based largely on handshakes.”Nevertheless, the speed of development is largely subject to the level of funding, says Iryna Sukhomlyn, head of business development at RMachine, a developer of unmanned ground systems. “Financial support needs to start much earlier, particularly at technology readiness level 3-5, not only when most of the technological risk has already been removed,” she says.In 2025, Ukrainian defence tech companies attracted about $129 million in investment, with the true figure likely higher given the share of undisclosed security-sensitive deals, according to a report published by the Kyiv School of Economics. These investments were primarily concentrated in the AI and software segment, as they are considered a lower financial risk.Scaling production is a major barrierAccording to Iryna Supruniuk, business development director at Odd Systems, proving a defence product in Ukraine is not the end of the development process, but the beginning of a continuous evolution, since operational requirements change rapidly. “Continuous iteration remains our highest priority,” she says.It's also when production must scale up, which represents a major hurdle. “Scaling production requires capital, manufacturing capacity, components, certification, procurement access and reliable supply chains,” Singer says. Scale-up is also hampered by demographic pressures, especially a shortage of young specialists needed to expand engineering teams. Companies have reported struggling to replace specialists lost due to Russian attacks, mobilisation and emigration. In order to meet this scale-up challenge and finance arms production, begun allowing defence technologies to be exported, assuming it has an excess capacity. It has also announced the creation of ten defence and weapons export centres across Europe by the end of 2026.According to Singer, a technology that has demonstrated its value under real combat conditions has a fundamentally different credibility than a product that has only been tested in a laboratory or training environment. But combat validation alone doesn’t automatically create an international business. “Companies still need access to foreign defence ministries and procurement organisations, international certification, financing for production scale-up and, in many cases, local industrial partners,” he says.Already in 2026, the EU has signed several agreements with Ukraine that aim at joint defence technology development and production. These include allowing Ukraine to join the European Defence Fund, signing a financing agreement under the European Defence Industry Programme, and setting up the EU-Ukraine Drone Alliance.For Singer, it is important that European defence companies don’t just see their Ukrainian partners as technology suppliers, but rather as potential innovation partners. “Ukrainian companies bring speed, operational experience and an exceptional ability to iterate. European partners can provide industrial capacity, capital, established supply chains and access to European procurement markets.”Procurement possibilitiesWhen it comes to exports, the procurement and compliance processes involved require time, taking months or even years, and money. In other words, resources that small defence tech companies need if they are to improve and scale up their technologies. According to Sukhomlyn of RMachine, if the priority is to rapidly increase available defence capabilities, then the processes need to reflect that urgency. “If Europe wants defence innovation at wartime speed, its administrative processes also need to operate much closer to wartime speed,” she says, highlighting a need for support with certification, market access and mutual recognition of relevant testing. “Otherwise, we risk having excellent technology available but spending years making it administratively eligible to be purchased.”Related articlesRussia widens targeting of European research centresEU must support research managers in central and eastern Europe, says Visegrad fund headThis is a lesson Europe’s defence sector would do well to learn, Singer says. “Defence innovation needs to be organised around the speed and requirements of the end user, not around the speed of the bureaucracy.”Supruniuk says the European defence sector should rethink the balance between quality and quantity. “In many cases, a good-enough system available in thousands of units creates greater operational value than a perfect system available in dozens.”“For decades, everyone has been looking for that all-powerful, exquisite system that can protect everyone,” adds Tymchenko. “We see in crime that only scalable, dedicated, affordable solutions can actually defend democracies.”
Genenta Science’s Sòphia HT Supplies Spring Assembly for VEGA-C VV30 Launch Mission
Sòphia HT's Spring Assembly supports VEGA-C's stage separation, showcasing precision engineering for reliable aerospace components.Quiver AI SummaryGenenta Science S.p.A., soon to be renamed Saentra Forge, has announced that its strategic investment in Sòphia High Tech S.r.l. has led to the production of the Spring Assembly, a crucial component for the VEGA-C launch vehicle's second and third stage separation system. Since 2018, Sòphia HT has bee
Old Dominion University Selected for Two Federal Genesis Mission Awards Advancing Artificial Intelligence for Scientific Discovery
The next generation of scientific discovery will not come from artificial intelligence (AI) replacing scientists. It will come from AI helping them ask better questions, solve more complex problems and reach reliable answers faster.
Diagnosing parasites that pose health risks for dogs, humans
Parasites in wildlife don't just pose a risk to their wild hosts—they can also spread to domestic animals and humans, making safe and reliable ways to screen for these pests critical to promoting better ...
Stop Automating Old Processes. Design New Ones Instead.
Companies are pouring money into AI but often failing to generate enterprise-wide returns because they automate individual tasks rather than redesign the workflows that produce business value. This typically results in one or more of four failures: accelerating tasks rather than value, ignoring unhappy outcomes, overlooking the end-to-end flow of work, or optimizing the wrong metric. To capture AI’s potential, managers need to make three decisions. First, determine what to redesign by identifying the outcome customers value, the constraints AI can remove, and opportunities for learning that compounds over time. Second, decide where human authority should remain, choosing among four modes—Assist, Approve, Audit, and Automate—according to the stakes and reversibility of potential errors. Third, design for the “unhappy path”: specify how the system will recognize uncertainty, escalate exceptions, stop or reverse actions, and learn from corrections. Together, these choices turn isolated AI experiments into reliable, value-producing operating processes.
Scientists just made quantum computer operations 1,000 times faster
Researchers have found a way to perform certain quantum operations more than 1,000 times faster, cutting thousands of repeated control cycles down to just one. The advance could reduce errors and bring reliable, fault-tolerant quantum computers closer to reality.
Timely measles guidance from Penn State Health
Penn State Health wants to provide you with reliable, evidence-based information about measles to help you protect yourself and your family.
Juventus keen to secure the future of Manchester United target
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Take Charge of Your Health Today: Safe and affordable housing
JENNIFER THOMPKINS Alzheimer’s disease and other forms of dementia can affect any family, but access to diagnosis, treatment and support is not equal across communities. For many African Americans, the path to care is complicated by limited access to health services, transportation, healthy food, reliable information, and trusted organizations. Those barriers, according to Jennifer Thompkins, president of […]
TIME Convenes Leaders Shaping the Future of Health for Third Annual TIME100 Health Leadership Forum
TIME convenes the third annual TIME100 Health Leadership Forum in New York City, featuring conversations on equity, longevity, and solution-driven care with leaders taking action toward a world with more reliable healthcare solutions.
NFL Expert Makes Bold Prediction for Rams TE Terrance Ferguson
The Los Angeles Rams could have another offensive weapon ready to emerge in 2026, and Terrance Ferguson has received a bold prediction ahead of his second NFL season. The young tight end is being projected to catch eight touchdown passes as the Rams look for another reliable option in their high-powered passing attack. Ferguson showed […] The post NFL Expert Makes Bold Prediction for Rams TE Terrance Ferguson appeared first on Gridiron Heroics.
Gmail change may flood your inbox with political email
Gmail's Verified Sender Program launches September 8, 2026, giving U.S. political committees a more reliable path to your personal email inbox.
A sun-powered siren: Inside the world’s first solar ambulance
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3 Steps to Support Mental Health for Rural Youth
(Feature Impact) Young people face a growing number of pressures, including academic expectations, social responsibilities, complex family situations and uncertainty about their own futures. Mental health support is important for all – but in many rural areas, those pressures are even greater.According to the Centers for Disease Control and Prevention, the suicide rate for rural youth ages 15-19 is 74% higher than their urban counterparts. Barriers like limited insurance coverage, unreliable internet for telehealth, scarce providers, long drive times and lack of public transportation make it harder to get mental healthcare when it’s needed. Plus, asking for help can feel like opening oneself up to judgment and stigmatization.That’s why Rural Minds, the only nonprofit focused on mental health for rural communities, created the Rural Youth Mental Wellness pilot program supported by Boehringer Ingelheim. It was developed by an advisory committee made up of rural youth to provide their peers with practical, free, accessible mental health resources. Incorporating feedback on the pilot, the updated program sponsored by the Sompo Foundation is now launching its national rollout.“A young person’s ZIP code should never determine whether they can access meaningful mental health support where and when they need it,” said Jessica L. Schleider, Ph.D., director, Lab for Scalable Mental Health, Northwestern University. “Our lab is thrilled to partner with Rural Minds as they champion evidence-based, anonymous, freely available support tools designed to overcome barriers to help-seeking faced by rural youth across the country.”If the rural mental health crisis affects you or a loved one, consider these ways to help.Break the Stigma Surrounding Mental HealthIn communities where self-reliance is valued, asking for help can sometimes be viewed as a sign of weakness. Young people who feel unheard and unsupported often struggle with being vulnerable, so they continue carrying their increasingly heavy burdens alone.Parents, educators, healthcare providers, community leaders and peers can work to change that culture by normalizing mental health conversations. This includes helping teenagers feel seen and accepted by educating them on mental health issues and coping strategies, listening to their experiences without judgment, sharing your own stories and reminding them it’s courageous to seek support.Consider Single-Session InterventionsThe first step is always the hardest when it comes to seeking mental health support, and not every struggling young person is ready or able to see a therapist. With access to free, confidential, self-guided materials to begin building mental wellness skills, the first step may be less scary.Single-Session Interventions (SSIs) are brief, structured online courses designed to teach youth practical skills for handling stress, low mood, self-image and more. The Rural Youth Mental Wellness Program offers SSIs in partnership with Project YES (Youth Empowerment and Support), a free digital resource developed with Northwestern University’s Lab for Scalable Mental Health at the Feinberg School of Medicine.Anonymous access to SSIs through the partnership provides strategies for:Improving moodRethinking body imageReframing negative thoughtsKnowing your power to changeTaking steps toward goalsProtecting LGBTQ+ prideHandling self-harm urgesStaying safe amid dark thoughtsEach SSI typically takes 5-10 minutes. Although SSIs are not a replacement for therapy, they provide a research-backed source of support for young people experiencing bouts of stress or low-to-moderate distress.Know When to Seek Professional HelpSelf-guided resources and supportive conversations are a valuable starting point, but sometimes young people need qualified professional help. Look for symptoms like worsening mood or behavior, substance use, self-harm or difficulty managing everyday tasks, and take teens seriously when they express dark feelings.Doctors and counselors can provide personalized support for youth in crisis, and the 988 Suicide and Crisis Lifeline offers free, confidential 24/7 support for mental health by dialing 9-8-8.“I grew up in a small town where mental health was almost taboo,” said committee member Asheton Medlin. “Being part of the committee that built this program let me help make sure rural youth today have the support I didn’t. I’m excited to help bring these resources to them because this generation deserves the chance to grow up and change the world.”Find more information at RuralMinds.org.Photos courtesy of Shutterstock googletag.cmd.push(function() { googletag.display('yup-rectangle-one'); });
3 Steps to Support Mental Health for Rural Youth
(Feature Impact) Young people face a growing number of pressures, including academic expectations, social responsibilities, complex family situations and uncertainty about their own futures. Mental health support is important for all – but in many rural areas, those pressures are even greater.According to the Centers for Disease Control and Prevention, the suicide rate for rural youth ages 15-19 is 74% higher than their urban counterparts. Barriers like limited insurance coverage, unreliable internet for telehealth, scarce providers, long drive times and lack of public transportation make it harder to get mental healthcare when it’s needed. Plus, asking for help can feel like opening oneself up to judgment and stigmatization.That’s why Rural Minds, the only nonprofit focused on mental health for rural communities, created the Rural Youth Mental Wellness pilot program supported by Boehringer Ingelheim. It was developed by an advisory committee made up of rural youth to provide their peers with practical, free, accessible mental health resources. Incorporating feedback on the pilot, the updated program sponsored by the Sompo Foundation is now launching its national rollout.“A young person’s ZIP code should never determine whether they can access meaningful mental health support where and when they need it,” said Jessica L. Schleider, Ph.D., director, Lab for Scalable Mental Health, Northwestern University. “Our lab is thrilled to partner with Rural Minds as they champion evidence-based, anonymous, freely available support tools designed to overcome barriers to help-seeking faced by rural youth across the country.”If the rural mental health crisis affects you or a loved one, consider these ways to help.Break the Stigma Surrounding Mental HealthIn communities where self-reliance is valued, asking for help can sometimes be viewed as a sign of weakness. Young people who feel unheard and unsupported often struggle with being vulnerable, so they continue carrying their increasingly heavy burdens alone.Parents, educators, healthcare providers, community leaders and peers can work to change that culture by normalizing mental health conversations. This includes helping teenagers feel seen and accepted by educating them on mental health issues and coping strategies, listening to their experiences without judgment, sharing your own stories and reminding them it’s courageous to seek support.Consider Single-Session InterventionsThe first step is always the hardest when it comes to seeking mental health support, and not every struggling young person is ready or able to see a therapist. With access to free, confidential, self-guided materials to begin building mental wellness skills, the first step may be less scary.#placement_1042740_0_i{width:100%;max-width:550px;margin:0 auto;}var rnd = window.rnd || Math.floor(Math.random()*10e6);var pid1042740 = window.pid1042740 || rnd;var plc1042740 = window.plc1042740 || 0;var abkw = window.abkw || '';var absrc = 'https://ads.empowerlocal.co/adserve/;ID=181918;size=0x0;setID=1042740;type=js;sw='+screen.width+';sh='+screen.height+';spr='+window.devicePixelRatio+';kw='+abkw+';pid='+pid1042740+';place='+(plc1042740++)+';rnd='+rnd+';click=CLICK_MACRO_PLACEHOLDER';var _absrc = absrc.split("type=js"); absrc = _absrc[0] + 'type=js;referrer=' + encodeURIComponent(document.location.href) + _absrc[1];document.write('');Single-Session Interventions (SSIs) are brief, structured online courses designed to teach youth practical skills for handling stress, low mood, self-image and more. The Rural Youth Mental Wellness Program offers SSIs in partnership with Project YES (Youth Empowerment and Support), a free digital resource developed with Northwestern University’s Lab for Scalable Mental Health at the Feinberg School of Medicine.Anonymous access to SSIs through the partnership provides strategies for:Improving moodRethinking body imageReframing negative thoughtsKnowing your power to changeTaking steps toward goalsProtecting LGBTQ+ prideHandling self-harm urgesStaying safe amid dark thoughtsEach SSI typically takes 5-10 minutes. Although SSIs are not a replacement for therapy, they provide a research-backed source of support for young people experiencing bouts of stress or low-to-moderate distress.Know When to Seek Professional HelpSelf-guided resources and supportive conversations are a valuable starting point, but sometimes young people need qualified professional help. Look for symptoms like worsening mood or behavior, substance use, self-harm or difficulty managing everyday tasks, and take teens seriously when they express dark feelings.Doctors and counselors can provide personalized support for youth in crisis, and the 988 Suicide and Crisis Lifeline offers free, confidential 24/7 support for mental health by dialing 9-8-8.“I grew up in a small town where mental health was almost taboo,” said committee member Asheton Medlin. “Being part of the committee that built this program let me help make sure rural youth today have the support I didn’t. I’m excited to help bring these resources to them because this generation deserves the chance to grow up and change the world.”Find more information at RuralMinds.org.Photos courtesy of Shutterstock
3 Steps to Support Mental Health for Rural Youth
(Feature Impact) Young people face a growing number of pressures, including academic expectations, social responsibilities, complex family situations and uncertainty about their own futures. Mental health support is important for all – but in many rural areas, those pressures are even greater.According to the Centers for Disease Control and Prevention, the suicide rate for rural youth ages 15-19 is 74% higher than their urban counterparts. Barriers like limited insurance coverage, unreliable internet for telehealth, scarce providers, long drive times and lack of public transportation make it harder to get mental healthcare when it’s needed. Plus, asking for help can feel like opening oneself up to judgment and stigmatization.That’s why Rural Minds, the only nonprofit focused on mental health for rural communities, created the Rural Youth Mental Wellness pilot program supported by Boehringer Ingelheim. It was developed by an advisory committee made up of rural youth to provide their peers with practical, free, accessible mental health resources. Incorporating feedback on the pilot, the updated program sponsored by the Sompo Foundation is now launching its national rollout.“A young person’s ZIP code should never determine whether they can access meaningful mental health support where and when they need it,” said Jessica L. Schleider, Ph.D., director, Lab for Scalable Mental Health, Northwestern University. “Our lab is thrilled to partner with Rural Minds as they champion evidence-based, anonymous, freely available support tools designed to overcome barriers to help-seeking faced by rural youth across the country.”If the rural mental health crisis affects you or a loved one, consider these ways to help.Break the Stigma Surrounding Mental HealthIn communities where self-reliance is valued, asking for help can sometimes be viewed as a sign of weakness. Young people who feel unheard and unsupported often struggle with being vulnerable, so they continue carrying their increasingly heavy burdens alone.Parents, educators, healthcare providers, community leaders and peers can work to change that culture by normalizing mental health conversations. This includes helping teenagers feel seen and accepted by educating them on mental health issues and coping strategies, listening to their experiences without judgment, sharing your own stories and reminding them it’s courageous to seek support.Consider Single-Session InterventionsThe first step is always the hardest when it comes to seeking mental health support, and not every struggling young person is ready or able to see a therapist. With access to free, confidential, self-guided materials to begin building mental wellness skills, the first step may be less scary.Single-Session Interventions (SSIs) are brief, structured online courses designed to teach youth practical skills for handling stress, low mood, self-image and more. The Rural Youth Mental Wellness Program offers SSIs in partnership with Project YES (Youth Empowerment and Support), a free digital resource developed with Northwestern University’s Lab for Scalable Mental Health at the Feinberg School of Medicine.Anonymous access to SSIs through the partnership provides strategies for:Improving moodRethinking body imageReframing negative thoughtsKnowing your power to changeTaking steps toward goalsProtecting LGBTQ+ prideHandling self-harm urgesStaying safe amid dark thoughtsEach SSI typically takes 5-10 minutes. Although SSIs are not a replacement for therapy, they provide a research-backed source of support for young people experiencing bouts of stress or low-to-moderate distress.Know When to Seek Professional HelpSelf-guided resources and supportive conversations are a valuable starting point, but sometimes young people need qualified professional help. Look for symptoms like worsening mood or behavior, substance use, self-harm or difficulty managing everyday tasks, and take teens seriously when they express dark feelings.Doctors and counselors can provide personalized support for youth in crisis, and the 988 Suicide and Crisis Lifeline offers free, confidential 24/7 support for mental health by dialing 9-8-8.“I grew up in a small town where mental health was almost taboo,” said committee member Asheton Medlin. “Being part of the committee that built this program let me help make sure rural youth today have the support I didn’t. I’m excited to help bring these resources to them because this generation deserves the chance to grow up and change the world.”Find more information at RuralMinds.org.Photos courtesy of Shutterstock
3 Steps to Support Mental Health for Rural Youth
(Feature Impact) Young people face a growing number of pressures, including academic expectations, social responsibilities, complex family situations and uncertainty about their own futures. Mental health support is important for all – but in many rural areas, those pressures are even greater.According to the Centers for Disease Control and Prevention, the suicide rate for rural youth ages 15-19 is 74% higher than their urban counterparts. Barriers like limited insurance coverage, unreliable internet for telehealth, scarce providers, long drive times and lack of public transportation make it harder to get mental healthcare when it’s needed. Plus, asking for help can feel like opening oneself up to judgment and stigmatization.That’s why Rural Minds, the only nonprofit focused on mental health for rural communities, created the Rural Youth Mental Wellness pilot program supported by Boehringer Ingelheim. It was developed by an advisory committee made up of rural youth to provide their peers with practical, free, accessible mental health resources. Incorporating feedback on the pilot, the updated program sponsored by the Sompo Foundation is now launching its national rollout.“A young person’s ZIP code should never determine whether they can access meaningful mental health support where and when they need it,” said Jessica L. Schleider, Ph.D., director, Lab for Scalable Mental Health, Northwestern University. “Our lab is thrilled to partner with Rural Minds as they champion evidence-based, anonymous, freely available support tools designed to overcome barriers to help-seeking faced by rural youth across the country.”If the rural mental health crisis affects you or a loved one, consider these ways to help.Break the Stigma Surrounding Mental HealthIn communities where self-reliance is valued, asking for help can sometimes be viewed as a sign of weakness. Young people who feel unheard and unsupported often struggle with being vulnerable, so they continue carrying their increasingly heavy burdens alone.Parents, educators, healthcare providers, community leaders and peers can work to change that culture by normalizing mental health conversations. This includes helping teenagers feel seen and accepted by educating them on mental health issues and coping strategies, listening to their experiences without judgment, sharing your own stories and reminding them it’s courageous to seek support.Consider Single-Session InterventionsThe first step is always the hardest when it comes to seeking mental health support, and not every struggling young person is ready or able to see a therapist. With access to free, confidential, self-guided materials to begin building mental wellness skills, the first step may be less scary.Single-Session Interventions (SSIs) are brief, structured online courses designed to teach youth practical skills for handling stress, low mood, self-image and more. The Rural Youth Mental Wellness Program offers SSIs in partnership with Project YES (Youth Empowerment and Support), a free digital resource developed with Northwestern University’s Lab for Scalable Mental Health at the Feinberg School of Medicine.Anonymous access to SSIs through the partnership provides strategies for:Improving moodRethinking body imageReframing negative thoughtsKnowing your power to changeTaking steps toward goalsProtecting LGBTQ+ prideHandling self-harm urgesStaying safe amid dark thoughtsEach SSI typically takes 5-10 minutes. Although SSIs are not a replacement for therapy, they provide a research-backed source of support for young people experiencing bouts of stress or low-to-moderate distress.Know When to Seek Professional HelpSelf-guided resources and supportive conversations are a valuable starting point, but sometimes young people need qualified professional help. Look for symptoms like worsening mood or behavior, substance use, self-harm or difficulty managing everyday tasks, and take teens seriously when they express dark feelings.Doctors and counselors can provide personalized support for youth in crisis, and the 988 Suicide and Crisis Lifeline offers free, confidential 24/7 support for mental health by dialing 9-8-8.“I grew up in a small town where mental health was almost taboo,” said committee member Asheton Medlin. “Being part of the committee that built this program let me help make sure rural youth today have the support I didn’t. I’m excited to help bring these resources to them because this generation deserves the chance to grow up and change the world.”Find more information at RuralMinds.org.Photos courtesy of Shutterstock
3 Steps to Support Mental Health for Rural Youth
(Feature Impact) Young people face a growing number of pressures, including academic expectations, social responsibilities, complex family situations and uncertainty about their own futures. Mental health support is important for all – but in many rural areas, those pressures are even greater. TNCMS.AdManager.render({region: 'fixed-big-ad-top-asset', slot: 1, fold: "above"}); According to the Centers for Disease Control and Prevention, the suicide rate for rural youth ages 15-19 is 74% higher than their urban counterparts. Barriers like limited insurance coverage, unreliable internet for telehealth, scarce providers, long drive times and lack of public transportation make it harder to get mental healthcare when it’s needed. Plus, asking for help can feel like opening oneself up to judgment and stigmatization.That’s why Rural Minds, the only nonprofit focused on mental health for rural communities, created the Rural Youth Mental Wellness pilot program supported by Boehringer Ingelheim. It was developed by an advisory committee made up of rural youth to provide their peers with practical, free, accessible mental health resources. Incorporating feedback on the pilot, the updated program sponsored by the Sompo Foundation is now launching its national rollout.“A young person’s ZIP code should never determine whether they can access meaningful mental health support where and when they need it,” said Jessica L. Schleider, Ph.D., director, Lab for Scalable Mental Health, Northwestern University. “Our lab is thrilled to partner with Rural Minds as they champion evidence-based, anonymous, freely available support tools designed to overcome barriers to help-seeking faced by rural youth across the country.”If the rural mental health crisis affects you or a loved one, consider these ways to help.Break the Stigma Surrounding Mental HealthIn communities where self-reliance is valued, asking for help can sometimes be viewed as a sign of weakness. Young people who feel unheard and unsupported often struggle with being vulnerable, so they continue carrying their increasingly heavy burdens alone.Parents, educators, healthcare providers, community leaders and peers can work to change that culture by normalizing mental health conversations. This includes helping teenagers feel seen and accepted by educating them on mental health issues and coping strategies, listening to their experiences without judgment, sharing your own stories and reminding them it’s courageous to seek support.Consider Single-Session InterventionsThe first step is always the hardest when it comes to seeking mental health support, and not every struggling young person is ready or able to see a therapist. With access to free, confidential, self-guided materials to begin building mental wellness skills, the first step may be less scary. TNCMS.AdManager.render({region: 'fixed-big-ad-middle-asset', slot: 1, fold: "span"}); Single-Session Interventions (SSIs) are brief, structured online courses designed to teach youth practical skills for handling stress, low mood, self-image and more. The Rural Youth Mental Wellness Program offers SSIs in partnership with Project YES (Youth Empowerment and Support), a free digital resource developed with Northwestern University’s Lab for Scalable Mental Health at the Feinberg School of Medicine.Anonymous access to SSIs through the partnership provides strategies for:Improving moodRethinking body imageReframing negative thoughtsKnowing your power to changeTaking steps toward goalsProtecting LGBTQ+ prideHandling self-harm urgesStaying safe amid dark thoughtsEach SSI typically takes 5-10 minutes. Although SSIs are not a replacement for therapy, they provide a research-backed source of support for young people experiencing bouts of stress or low-to-moderate distress.Know When to Seek Professional HelpSelf-guided resources and supportive conversations are a valuable starting point, but sometimes young people need qualified professional help. Look for symptoms like worsening mood or behavior, substance use, self-harm or difficulty managing everyday tasks, and take teens seriously when they express dark feelings.Doctors and counselors can provide personalized support for youth in crisis, and the 988 Suicide and Crisis Lifeline offers free, confidential 24/7 support for mental health by dialing 9-8-8.“I grew up in a small town where mental health was almost taboo,” said committee member Asheton Medlin. “Being part of the committee that built this program let me help make sure rural youth today have the support I didn’t. I’m excited to help bring these resources to them because this generation deserves the chance to grow up and change the world.”Find more information at RuralMinds.org.Photos courtesy of Shutterstock TNCMS.AdManager.render({region: 'fixed-big-ad-bottom-asset', slot: 1, fold: "below"});
3 Steps to Support Mental Health for Rural Youth
(Feature Impact) Young people face a growing number of pressures, including academic expectations, social responsibilities, complex family situations and uncertainty about their own futures. Mental health support is important for all – but in many rural areas, those pressures are even greater.#placement_1126603_0_i{width:100%;max-width:550px;margin:0 auto;}var rnd = window.rnd || Math.floor(Math.random()*10e6);var pid1126603 = window.pid1126603 || rnd;var plc1126603 = window.plc1126603 || 0;var abkw = window.abkw || '';var absrc = 'https://ads.empowerlocal.co/adserve/;ID=181918;size=0x0;setID=1126603;type=js;sw='+screen.width+';sh='+screen.height+';spr='+window.devicePixelRatio+';kw='+abkw+';pid='+pid1126603+';place='+(plc1126603++)+';rnd='+rnd+';click=CLICK_MACRO_PLACEHOLDER';var _absrc = absrc.split("type=js"); absrc = _absrc[0] + 'type=js;referrer=' + encodeURIComponent(document.location.href) + _absrc[1];document.write('');According to the Centers for Disease Control and Prevention, the suicide rate for rural youth ages 15-19 is 74% higher than their urban counterparts. Barriers like limited insurance coverage, unreliable internet for telehealth, scarce providers, long drive times and lack of public transportation make it harder to get mental healthcare when it’s needed. Plus, asking for help can feel like opening oneself up to judgment and stigmatization.That’s why Rural Minds, the only nonprofit focused on mental health for rural communities, created the Rural Youth Mental Wellness pilot program supported by Boehringer Ingelheim. It was developed by an advisory committee made up of rural youth to provide their peers with practical, free, accessible mental health resources. Incorporating feedback on the pilot, the updated program sponsored by the Sompo Foundation is now launching its national rollout.“A young person’s ZIP code should never determine whether they can access meaningful mental health support where and when they need it,” said Jessica L. Schleider, Ph.D., director, Lab for Scalable Mental Health, Northwestern University. “Our lab is thrilled to partner with Rural Minds as they champion evidence-based, anonymous, freely available support tools designed to overcome barriers to help-seeking faced by rural youth across the country.”If the rural mental health crisis affects you or a loved one, consider these ways to help.Break the Stigma Surrounding Mental HealthIn communities where self-reliance is valued, asking for help can sometimes be viewed as a sign of weakness. Young people who feel unheard and unsupported often struggle with being vulnerable, so they continue carrying their increasingly heavy burdens alone.Parents, educators, healthcare providers, community leaders and peers can work to change that culture by normalizing mental health conversations. This includes helping teenagers feel seen and accepted by educating them on mental health issues and coping strategies, listening to their experiences without judgment, sharing your own stories and reminding them it’s courageous to seek support.Consider Single-Session InterventionsThe first step is always the hardest when it comes to seeking mental health support, and not every struggling young person is ready or able to see a therapist. With access to free, confidential, self-guided materials to begin building mental wellness skills, the first step may be less scary. Single-Session Interventions (SSIs) are brief, structured online courses designed to teach youth practical skills for handling stress, low mood, self-image and more. The Rural Youth Mental Wellness Program offers SSIs in partnership with Project YES (Youth Empowerment and Support), a free digital resource developed with Northwestern University’s Lab for Scalable Mental Health at the Feinberg School of Medicine.Anonymous access to SSIs through the partnership provides strategies for:Improving moodRethinking body imageReframing negative thoughtsKnowing your power to changeTaking steps toward goalsProtecting LGBTQ+ prideHandling self-harm urgesStaying safe amid dark thoughtsEach SSI typically takes 5-10 minutes. Although SSIs are not a replacement for therapy, they provide a research-backed source of support for young people experiencing bouts of stress or low-to-moderate distress.Know When to Seek Professional HelpSelf-guided resources and supportive conversations are a valuable starting point, but sometimes young people need qualified professional help. Look for symptoms like worsening mood or behavior, substance use, self-harm or difficulty managing everyday tasks, and take teens seriously when they express dark feelings.Doctors and counselors can provide personalized support for youth in crisis, and the 988 Suicide and Crisis Lifeline offers free, confidential 24/7 support for mental health by dialing 9-8-8.“I grew up in a small town where mental health was almost taboo,” said committee member Asheton Medlin. “Being part of the committee that built this program let me help make sure rural youth today have the support I didn’t. I’m excited to help bring these resources to them because this generation deserves the chance to grow up and change the world.”Find more information at RuralMinds.org.Photos courtesy of Shutterstock
The core anti-Pangram constituency is phony writers
Welcome to The Closing Argument, our verdict on the news, plus everything The Argument published and appeared in this week. The Verdict, by Kelsey Piper A lot of people hate AI for drowning the internet in slop and displacing human creatives. You might think that these people would be thrilled by a program that can identify and flag AI-generated work. But many people who hate AI also hate Pangram, an impressively accurate AI detector that produces very few false positives, according to high-quality independent research. This loathing found its most recent expression in a bizarre Wired article that amplifies a wide range of false arguments from Pangram skeptics: that AI detectors are racist (they’re not) or ableist (they’re not)1 or don’t work (this one does)2. Rather than starting from the premise that it would be really valuable to have a working AI detector and scrutinizing Pangram to make sure it lives up to that promise, the article starts from the premise that Pangram obviously has bad vibes and sets out to discover why. (One answer: The CEO microwaved lunch during an interview!) Why aren’t writers who resent Pangram more eager to distinguish themselves from posters who are having ChatGPT ghostwrite all their work? There are a few different things at play, but I think one key dynamic is this: These are often the same people. A core constituency for arguments like Wired’s is “writers” who are using AI to write their posts but resent this fact being made public. They stand to lose from AI detectors because AI detectors call them out. Share When Substack announced a partnership with Pangram, a sizable fraction of the platform’s authors rose up in outrage. Some people had experience with other AI detectors that didn’t work, and some felt that AI writing ought to be encouraged — both of which are fair enough. But the fury was fueled by authors passionately insisting that Pangram kept wrongly accusing them on almost every post they published. Pangram can be wrong, especially on short passages. But in the overwhelming majority of cases where Pangram looked at a whole blog post rather than a single paragraph, the program correctly detected work as AI. Even if we can’t be 100% sure in any individual case, we can notice the trend in the aggregate. Wired quotes Sam Illingworth, a professor of critical AI literacy at Edinburgh Napier University, who said, “I don’t think [AI detectors] work. … I think that detectors are prejudiced against certain people.” This spring, he said that he used AI for research and editing; this summer he acknowledged that in addition to research and editing, he also uses it “now and then for a turn of phrase I keep.” Pangram informs us that most of his posts are 100% AI-written (some are mixed AI-and-human) and that 100% AI-written posts started appearing last year. The favorable interpretation is that, as someone whose recent work Pangram consistently mistakes for AI, Illingworth sees Pangram’s flaws firsthand. The unfavorable interpretation is that the tool’s credibility trades off against his own, because its account of who writes his posts is not consistent with his. Illingworth is not alone in insisting the detector does not work. “It’s a Monday night in late July, and I’m pasting my own Substack draft into an AI detector for the first time. Not because I’m worried. Because I’m curious. I wrote every word of it myself, the way I write everything, out loud in my head first, in a rhythm that still carries the accent of a language I learned to think in before I learned to write in this one,” begins one Substack post by an author indignant that Pangram flags her writing as AI. “That’s the part I had to sit with before I could write this.” If you, like me, have worked with AIs a lot, you won’t even need Pangram there. The author of that piece is AI. It is obviously AI! I checked 10 other posts on the blog, and they were also obviously AI! “I have spent 22 years as an award-winning author and essayist. And now this bullshit tool that learned from MY writing is going to accuse me of plagiarism,” popular Substack writer Carlyn Beccia wrote in an anti-Pangram post. “For the last and final time, AI DETECTORS DO NOT WORK.” Here’s what her writing sounded like in 2020: “Most success stories revolve around one person who believed enough in you to say — give it a try. We call these people muses, but they are so much more than that. They are the strong man giants whose shoulders we stand on so we can see the horizon. Throughout the editing process, I am sure my editor felt less like a giant of greatness and more like Atlas with the world on her shoulders.” Pangram says it was 100% human-written. (So were other articles of hers in 2020.) And here’s what it sounds like now: “And then there is the reshuffling, which sounds like paperwork until you remember that empires have always loved paperwork. The Trump regime recently moved special education oversight from the Education Department to HHS. That is not a minor bureaucratic transfer. It changes the frame.”3 Pangram says this is mostly AI. I am not convinced that Pangram is wrong. In my own experience, Pangram is very effective on long texts — if it marks a long essay as AI, the essay was either written by AI or deliberately written to sound like AI. On tweet-length or paragraph-length texts, it’s not perfectly reliable. It seems to work just as well for non-native English speakers as for native speakers. While I have seen dozens of claims of pre-2022 text returning a positive result on Pangram, I have tried repeatedly to corroborate those and have never once succeeded. To be clear, I’m absolutely not saying that complaining about Pangram suggests a writer is a cheat. There are plenty of other concerns. Most are mistakenly premised, such as the false claim that Pangram trains on work you put into it, but others are reasonable: It’s unreliable on sufficiently short text segments; it creates an internet witch-hunt mentality when there are defensible uses of AI; people who are open about their AI use are sometimes blamed, when the only people really doing something wrong are the ones who hide it; and it isn’t perfect, so a single positive result shouldn’t be taken as decisive proof of misconduct. I’m happy to concede that Pangram is imperfect and possible to over-rely on. If an author’s posts are mostly non-AI and one scans as partially AI, this could be a mistake. It’s also possible to defeat Pangram with intentional effort. If you think we need something more robust and more reliable, fine! But if you don’t like AI and don’t like Pangram, your attitude really ought to be that it’s a shame that our existing tools for AI detection are imperfect, and it’s important to invent better ones. If your stance is instead that AI is evil and so is looking for AI, then ultimately you’re contributing to the sloppification of the internet. You’re making it harder for people who write their own text to distinguish themselves, and providing cover for authors who are definitely not writing their own text. Subscribe Top stories this week, by Kobe Yank-Jacobs Commentators often worry that the decline of reading could mean the decline of liberal democracy — but deliberative governance actually predated widespread literacy. This week, Maibritt Henkel pointed out that many liberal cultures thrive on a culture of raucous, interactive debate, which can happen in-person as easily, if not more so, than in text. Read on, dear reader, to learn more. It may actually cheer you up: [ ](https://www.theargumentmag.com/p/reading-wont-save-liberalism) [ Reading won’t save liberalism ](https://www.theargumentmag.com/p/reading-wont-save-liberalism) Maibritt Henkel · Sep 1 [ Read full story ](https://www.theargumentmag.com/p/reading-wont-save-liberalism) It used to be bad to downplay climate change (if we mean denying its reality). Today, it’s actually good to downplay climate change (if we mean keeping the issue out of political fights so we can make real progress). This counterintuitive view is called “climate hushing,” and contributor Alex Trembath argued that it’s the key to enacting good policy going forward. Get up to speed on the latest in climate politics: [ ](https://www.theargumentmag.com/p/we-wont-stop-climate-change-by-talking) [ We won’t stop climate change by talking about it ](https://www.theargumentmag.com/p/we-wont-stop-climate-change-by-talking) Alex Trembath · Sep 2 [ Read full story ](https://www.theargumentmag.com/p/we-wont-stop-climate-change-by-talking) Canada’s Prime Minister Mark Carney is standing up for the forces of liberalism against Donald Trump’s assault on our closest ally. So, why is one prominent left-wing commenter attacking Carney? Columnist Matthew Yglesias explains: [ ](https://www.theargumentmag.com/p/when-economic-liberty-means-central) [ When "economic liberty" means central planning ](https://www.theargumentmag.com/p/when-economic-liberty-means-central) Matthew Yglesias · Aug 31 [ Read full story ](https://www.theargumentmag.com/p/when-economic-liberty-means-central) 🌟Abundance Wins of the Week🌟 Shout out to my home state of California, whose legislature passed two housing bills this week. One requires a housing density minimum in transit-oriented areas of the state’s most transit-rich cities (Los Angeles, Sacramento, San Francisco, Oakland, San Jose, San Diego, and Long Beach). Another bill closes two common loopholes used by third parties to delay housing projects, including an opportunity to challenge maps of a given lot created by the developer after a project has been approved. Shout out to our big-state rival, Texas, where pro-housing SB 785 took effect this week. The new state law requires municipalities to have at least one district permitted for manufactured housing without a special permit. This will promote zoning changes in 44% of municipalities. The company Fervo Energy signed a deal with Google for what is set to be the world’s largest enhanced geothermal facility, proving a technology can work at a scale that could be crucial to a decarbonized, energy-abundant economy. Share Worth watching… This week, forecasting legend Nate Silver joined Jerusalem, Matt, and Jeremiah on a crowded episode of the pod. It was a party. And speaking of parties, our round table debated the factional lines within the Democratic Party: Is it possible to be center-left and also anti-establishment? Watch or listen to find out: The Rio Grande Valley in Texas is one of the areas that swung hardest toward Trump in 2024, but musician Bobby Pulido is running to flip it back. Right now, The Argument/Split Ticket’s model has him running 1.1 points behind his Republican opponent in a district Trump won by 18 points. Tune in to find out how he differs from national Democrats and what he thinks he can to do win this seat. On Thursday, Bernie Sanders was among the first politicians to call for a ban on superintelligence. My guest this week, Andrea Miotti, has been lobbying to ban superintelligence for several years, most recently in the U.K., U.S., and Canada. I asked him how he gets legislators to take speculative risks seriously, and we dug into what plans might look like to actually pass a ban. Listen to learn more: What’s News with The Argument The Argument recommends, by Kobe Yank-Jacobs If we ever lose track of Justin Zuckerman, I’ll have the team split up and check all the movie theaters in the city. I’m shocked (and a little jealous) at how often he gets out to see good cinema. This week, he brings us It Ends, a “horror-ish movie,” which he described as a “Gen Z Waiting for Godot.” I was intrigued before he added that it was “funny, dark and existential” — at which point I was fully locked in. I guess I also had existential themes on the mind this week. One morning, a single line from a poem I read long ago just came to me: “Is death a stretch of time in which a life is just a flash?” The poem is called “From 20,000 Feet” by Heather McHugh. I suggest the version in The Vintage Book of Contemporary American Poetry, which, by tradition, my best friend and I always bring backpacking, extra weight be damned. We’ll stay thematically dark for just one more rec from senior editor John Robert Thomason, whose upcoming trip to Baltimore reminded him to suggest Michael Clune’s memoir White Out (about being addicted to heroin in Baltimore in the 1990s). Ben Lerner’s blurb called it _“_Disturbing, brilliant, hilarious—it’s as if Proust had written Jesus’ Son.” John told me this “seems accurate, with the caveat that I’ve never read Proust.” I, personally, have also shelved Proust until retirement. At this point, I was a little concerned for the team since all of us tossed out such psychologically grim material — maybe we’re all down about the end of summer — but thankfully, at least a few of us were into more upbeat selections. Milan Singh recommended Made In’s 5-quart stainless clad saucier, suggesting he had some fun in the kitchen. Jeremiah Johnson asked if he could recommend yet more Carly Rae Jepsen. Once denied, he offered up Game Changer instead_,_ calling it “the most wildly creative game show, maybe in the entire history of the genre.” Eli Richman mentioned _Lucky, “_a B-tier show with an A-tier cast and an S-tier theme song.” I suppose he was recommending the song, Horns of a Bull. Still, despite these cheerier recs, I couldn’t help but be concerned that we were subconsciously worried about racing toward summer’s end — the end of swim trunks and splashing around. Then a message landed reminding me of the three-day weekend to come. A whole extra day for sunshine. One more swim in the lake. I was grateful this called to mind yet another line from a poem, one by Mary Oliver, the patron saint of every gorgeous summer day (and about whom a documentary is now out). Speaking to God in the poem “Thirst,” she wrote: grant me, in your mercy,a little more time. Love for the earthand love for you are having such a longconversation in my heart. We have merch! We have quarter-zips, keychains, hats, and stickers. Each one is a great conversation starter in its own way. Buy them here. Subscribe More to read: [ The Opening Argument ](https://www.theargumentmag.com/p/seeing-like-an-elite)[ Seeing like an elite ](https://www.theargumentmag.com/p/seeing-like-an-elite) Kobe Yank-Jacobs · Sep 4 What do Americans hear when they watch Sen. Bernie Sanders or Vice President JD Vance rail against the elite? Are they thinking of right-wing tech billionaires? Imperious college professors? Liberal magazine writers? [ Read full story ](https://www.theargumentmag.com/p/seeing-like-an-elite) [ The Weekly Scroll ](https://www.theargumentmag.com/p/god-is-back-on-the-timeline)[ God is back on the timeline ](https://www.theargumentmag.com/p/god-is-back-on-the-timeline) Jeremiah Johnson · Sep 5 This week, we’re talking about Substack’s new religious debates, the continuing MAGA influencer scandal, how to retire from YouTube, and aura battles. [ Read full story ](https://www.theargumentmag.com/p/god-is-back-on-the-timeline) 1 This was a legitimate thing to worry about, but doesn’t seem to be a problem given the actual technology: Marijke Van Vlasselaer, Filip Van Droogenbroeck, and Bram Spruyt’s 2026 paper looks at whether Pangram is less accurate when evaluating the work of non-native speakers of English. It isn’t. That’s because Pangram isn’t really looking at how “unusual” a piece of writing is but whether it has the characteristic patterns of LLMs. The Wired article makes an odd gesture at a different Pangram-is-racist argument. There were several controversies this summer during which upcoming books were canceled after being discovered to be AI-written: “The three novels mentioned earlier — Shy Girl, Daggermouth, and Call Me, easily publishing’s biggest AI-detection scandals — were all written by writers of color.” But come on! As Zvi Mowshowitz put it: “They were not primarily written by people of color. They were primarily written by AIs.” That’s the whole problem! And as my colleague Jeremiah Johnson recently observed with respect to Cambridge’s Arday scandal, a community being unwilling to call out fraud if it’s perpetuated by people of color is not an anti-racist tendency; it is ultimately quite racist. 2 Many non-Pangram detectors don’t work, but many possible airplane designs also don’t work, and no one considers this a general argument against aviation; the thing that matters is whether any detection works. 3 The phrase “empires have always loved” mysteriously became all the rage in the last few years. See here, here, here, here and here. Before 2025, the only use of that phrase I have been able to find is a single Tweet. The logic of the sentence, too, is incoherent in an AI-characteristic way. “...sounds like paperwork, until you remember that empires have always loved paperwork”? Does remembering that make it sound less like paperwork? It’s a craft-ful sentence, but what is it actually saying??
KAIST identifies cause of artifacts in battery nanoscale analysis, paving the way for more reliable measurements
- A research team led by Professors Seungbum Hong and Jong Min Yuk from the Department of Materials Science and Engineering and Professor Nam-Soon Choi from the Department of Chemical and Biomolecular Engineering has identified the cause of a measurement artifact in nanoscale battery analysis that can make surface topography appear to represent ion movement. - The team has developed a method to reduce these artificial signals by smoothing rough battery-material surfaces, potentially improving the accuracy of analyses for next-generation batteries, including conventional lithium-ion batteries and emerging technologies such as sodium-ion and solid-state batteries.
Media must stop covering polls it knows are unreliable
Recent primary polling humiliations have handed American political journalism a chance to stop outsourcing its coverage of elections.
Chargers Predicted to Upgrade Backup Quarterback Position Via Trade
If Justin Herbert gets hurt again and has to miss some time, the Chargers could be in trouble — unless they trade for a more reliable backup quarterback.
Jonathan Taylor Predicted to Regress in 2026
Indianapolis Colts running back Jonathan Taylor has been a reliable force for the team since he entered the NFL in 2020. The former second-round pick played all 17 games in 2025, finishing with 1,585 rushing yards on 323 carries.That is quite the workload for any running back, let alone someone who has been in the […] The post Jonathan Taylor Predicted to Regress in 2026 appeared first on HEAVY.
Science Tokyo Details Nanoscale Control Of Magnetic Polarization
Science Tokyo researchers achieved reliable reversal of magnetization in 190 nm structures of BiFe₀.₉Co₀.₁O₃, a multiferroic material offering potential for low-power data storage.
Vin Cherwoo, longtime AP sports desk editor and union leader, dies at 56
Vin Cherwoo, a trusted editor and writer for The Associated Press sports desk for more than three decades and the president of the News Media Guild, has died. Cherwoo died early Friday in Tampa, Florida, following a long illness, said his wife, Stacy. Known affectionately as “Woo” by many colleagues and friends, Cherwoo was a reliable mainstay of the sports department’s night editing crew.
Dell’s new 14S laptop exists to challenge MacBook Neo and, somehow, might be even cheaper
Apple’s MacBook Neo has made waves in the laptop world because it’s a remarkably well-built and reliable laptop at a...
From Pandemic Prevention to Pharmaceutical Resilience: Why Health Security Should Be Part of US-Taiwan Economic Security Cooperation
As strategic competition in the Indo-Pacific region intensifies, Washington increasingly views Taiwan as both a reliable partner for democracy and regional stability, and as a critical contributor to supply-chain resilience and technology security. However, one important area has room for improvement: health security and pharmaceutical resilience.
NYU Courant inducts Indian American computer science scholars
Gautam Kamath, Pratyusha Sharma bring expertise from MIT, and IIT Delhi to advance reliable machine learning.
LZ Sees Surprising Result in Search for Dark Matter
Key Takeaways Dark matter is the mysterious substance that accounts for the vast majority of matter in our universe. LUX-ZEPLIN (LZ) is a world-leading dark matter detector and specializes in searching for WIMPs, or weakly interacting massive particles. A new LZ study found one particle interaction that is difficult to explain with known background processes and could potentially have been caused by a WIMP. LZ continues to run to see if additional data strengthens or weakens the hint of a dark matter interaction. For the better part of a century, people have been trying to understand dark matter. This invisible substance makes up roughly 85% of the mass in the universe but has never been directly detected. Determining exactly what it is remains one of the biggest questions about our world. Now, a new analysis from the LUX-ZEPLIN (LZ) experiment has recorded a single particle interaction that researchers have great difficulty explaining with known background signals from normal matter. The result does not yet meet the statistical threshold required to claim a discovery, but is the most compelling hint of dark matter reported by the experiment to date. LZ is an international collaboration of 250 scientists and engineers from 39 institutions. The detector is managed by the U.S. Department of Energy’s Lawrence Berkeley National Laboratory (Berkeley Lab) and operates nearly one mile below ground at the Sanford Underground Research Facility (SURF) in South Dakota. The experiment uses 10 tonnes of ultrapure liquid xenon to search for dark matter and is optimized to look for WIMPs, or weakly interacting massive particles. The results were presented in a scientific talk at the 2026 TeV Particle Astrophysics conference in Japan. The paper will be released on the online repository arXiv and submitted to the journal Physical Review Letters. “We’re very intrigued to see this event in the data, in the region where we expect dark matter to show up and the competing backgrounds are very low,” said Rick Gaitskell, a professor at Brown University and the spokesperson for LZ. “With only one event, we don’t want to get ahead of ourselves. We are not claiming to have seen dark matter. But we have seen something interesting that we want to share with the scientific community for their input.” The LZ collaboration studies experimental data in batches. In the new result, researchers analyzed 220 live days of data collected between March 2023 and April 2024. The collaboration had previously searched this dataset for faint signals from the simplest kinds of WIMP interactions. The new analysis searched for a broader range of possible WIMP interactions that could deposit more energy in the detector. LZ is particularly sensitive to such signals while also minimizing false positives. “This was a detailed study in a region we hadn’t explored within this dataset, and we spent months of additional effort to understand all the possible causes of background events,” said Sam Eriksen, a senior research associate at the University of Bristol in the U.K. and lead author of the study. “We understand our detector and the backgrounds so well that even a single outstanding event, like the one we found, is important. We expect dark matter events to be extremely rare, so only a handful could mark the first detection of WIMP dark matter.” If the anomalous event was caused by dark matter, the WIMP that generated it would likely have a mass of at least 200 GeV/c2 (gigaelectronvolts), or more than 200 times the mass of a proton. It would also suggest a specific type of interaction between WIMPs and ordinary matter beyond the simplest model. The LZ results have not reached “5-sigma” significance, the statistical threshold considered a discovery in physics. The new analysis is 2.6 sigma, meaning there is approximately a 0.5% chance that the event could be explained by known backgrounds. With additional data, researchers can test whether the finding continues to grow in significance or fades away. LZ has already accumulated the world’s largest dark matter dataset and will continue to accrue WIMP search data at SURF, substantially improving their search statistics. LZ searches for dark matter by looking for signature flashes of light from energy deposited in the detector. The collaboration leverages multiple methods to prevent or account for particle interactions caused by normal matter. This includes the mile of rock that shields the detector from cosmic rays from space, a water tank and outer detectors that protect the central detector from background neutrons, and a suite of computational tools that disentangle particle interactions and reject dark matter mimics. “Outlier events in the data are not unexpected, but they usually stand out as a background of some kind when you look at them deeper,” said Aaron Manalaysay, a physicist at Berkeley Lab and the chair of LZ’s Institutional Board. “This is the first example in any experiment I’ve worked on of an outlier that appears valid in every way. Of course, we’re still twisting our brains trying to think if there’s a rare background mechanism we could’ve missed, but it’s thrilling to wonder if this could be the first hint of a dark-matter observation.” LZ is supported by the U.S. Department of Energy, Office of Science, Office of High Energy and Nuclear Physics, and the National Energy Research Scientific Computing Center, a DOE Office of Science user facility. LZ is also supported by the Science & Technology Facilities Council of the United Kingdom; the Portuguese Foundation for Science and Technology; the Swiss National Science Foundation; the Australian Research Council Centre of Excellence for Dark Matter Particle Physics; and the Institute for Basic Science, Korea. Thirty-nine institutions of higher education and advanced research provided support to LZ. The LZ collaboration acknowledges the assistance of the Sanford Underground Research Facility. ### Lawrence Berkeley National Laboratory (Berkeley Lab) is committed to groundbreaking research focused on discovery science and solutions for abundant and reliable energy supplies. The lab’s expertise spans materials, chemistry, physics, biology, earth and environmental science, mathematics, and computing. Researchers from around the world rely on the lab’s world-class scientific facilities for their own pioneering research. Founded in 1931 on the belief that the biggest problems are best addressed by teams, Berkeley Lab and its scientists have been recognized with 17 Nobel Prizes. Berkeley Lab is a multiprogram national laboratory managed by the University of California for the U.S. Department of Energy’s Office of Science. DOE’s Office of Science is the single largest supporter of basic research in the physical sciences in the United States, and is working to address some of the most pressing challenges of our time. For more information, please visit energy.gov/science.
AI Agents Are Learning to Skirt the Rules. Can Businesses Keep Them Under Control?
“Companies have no reliable way to know how a model will behave under pressure.” That concern inspired SnowCrash Labs, an AI safety startup with Darden alumni and student connections.
New OnePlus 16 leak once again points to major camera upgrade
Digital Chat Station, a reliable Weibo leaker, has once again reported on the camera setup of the OnePlus 16. In the latest leak, the tipster once again hints that the upcoming flagship phone will see a major upgrade over its predecessor.
Seoul National University of Science and Technology Develops AI Framework to Test and Improve Vision-System Robustness
/PRNewswire/ -- In computer vision and robotics, ensuring that AI systems remain reliable under real-world conditions is a growing challenge. Deep neural...
Product and advertising are vital for POD success
Print-on-demand success takes more than low startup costs. A reliable partner such as Printful, and paid advertising help POD stores compete.
These 5 Everyday Foods Can Slash Your Fracture Risk by Up to 46%, According to Science
You probably don’t think twice about what your bones are doing right now. They feel solid, reliable, invisible – until they’re not. Most of us grew up hearing that milk builds strong bones, and then we moved on, assuming the job was done somewhere around adolescence. But bone density doesn’t stay constant. It quietly declines...