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The most innovative data science companies of 2026

Why Unstructured, Feedzai, Synchron and Chalk are among Fast Company's Most Innovative Companies in data science for 2026

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Mar 24 • 7:00 AM EDT • Science • fastcompany.com
Gechter exit sealed? This Bundesliga club is his likely destination

According to a report by 'Sky', Linus Gechter's exit from Hertha is likely a done deal. The 22-year-old Berliner, who is under contract with Hertha until 2028, is reportedly on the verge of moving to ...

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Mar 24 • 6:59 AM EDT • Sports • sports.yahoo.com
SouthCoast Community’s Choice Awards business spotlight: Anchor Animal Hospital

We're in the final stretch! Ready to recognize your favorite local businesses? Submit your SouthCoast Community’s Choice Awards nominations today.

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Mar 24 • 6:03 AM EDT • Business • southcoasttoday.com
Ultrahuman ramps up U.S. push with Ring Pro as Oura tightens its grip

Ultrahuman pushes back into the U.S. with Ring Pro, as Oura strengthens its lead in a market driving 60% of global demand.

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Mar 24 • 6:00 AM EDT • Technology • techcrunch.com
French Business-Activity Gauge Hits Five-Month Low on Iran

French business activity declined at the fastest pace since October as the Iran war threatens to derail the country’s economic revival.

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Mar 24 • 4:15 AM EDT • Business • bloomberg.com
French Business Lobby Doesn’t See Inflation Surging on Iran War

France’s largest business lobby, Medef, doesn’t see inflation surging because of the Iran war, the organization’s chief said on Tuesday.

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Mar 24 • 3:42 AM EDT • Business • bloomberg.com
Gossip: Sancho unlikely to return to Villa Park

Manchester United and England winger Jadon Sancho, who is on loan at Aston Villa this season, has held talks with Borussia Dortmund about a return to the Bundesliga club on a free transfer, with the 25-year-old willing to take a pay cut. (Sky Sports Deutschland - in German)

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Mar 24 • 2:59 AM EDT • Sports • sports.yahoo.com
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Galaxy Z Fold 8 specifications leak again

Samsung is expected to launch the Galaxy Z Fold 8 in July 2026, and its specifications have allegedly leaked ahead of the launch event.

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Mar 24 • 2:01 AM EDT • Technology • sammobile.com
Tropical Cyclone Narelle Crosses Australia

The powerful storm lashed the northern edge of the continent with damaging winds and drenching rain as it made landfall multiple times.

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Mar 24 • 12:01 AM EDT • Science • science.nasa.gov
Android Auto is breaking for Pixel and Samsung users, and no one knows why

Users are reporting connection issues associated with a recent update and an Android 16 security feature.

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Mar 23 • 11:36 PM EDT • Technology • androidauthority.com
We disagreed on politics. We agreed on wine. That was enough.

At the Virginia Governor’s Cup Gala in Richmond earlier this month, a very dapper gentleman approached me and introduced himself. In his light-colored suit and bowtie, he looked very Southern in a classical sense, the sort of Virginia Gentleman you used to see south of the Rappahannock as recently as my college days. “I’m a longtime reader and fan of your writing, if not your politics,” he said. His comment was the proverbial iron fist in a velvet glove, simultaneously conveying praise and disapproval while establishing boundaries. Man, I wish we still discoursed like this instead of shouting bromides and insults to try and “own” our opponents with a funny meme and a furrowed brow. Subscribe “Well, we’ll always have wine to share together,” I said, and thanked him for his kind words. We clinked glasses, exchanged pleasantries about the delicious gold medal-winning wines being poured that evening, and went our separate ways. Our exchange reminded me that more unites us than divides us. Wine brings people together to share a meal and a few hours of joy despite our differences.1 That’s why I refer to the wine community — including readers and consumers — rather than the wine industry. Together, we are so much more than production, distribution and sales statistics. A few minutes later the evening’s awards ceremony began. Applause grew as the 12 winemakers who made the top-scoring wines for the Governor’s Case took the stage, including a loud cheer for Jonathan Wheeler of Trump Winery and his 2018 Blanc de Noir sparkling wine. All the winemakers on stage had reason to be proud, Wheeler perhaps more so. Trump Winery was the only winery to win six gold medals in the competition this year. (Wineries are limited to six entries.) Two of Wheeler’s ciders also won gold medals in a separate competition. When you cover the labels and take the sour taste of politics off your palate, the wines are pretty darn good.2 Then Gov. Abigail Spanberger, newly elected Democrat and Virginia’s first female governor, was introduced to great applause to announce which of the 12 wines had won the Governor’s Cup. She spoke for a few minutes about the importance of wine to Virginia’s economy and tourism and the international acclaim Virginia wine has received. Just two weeks earlier, she gave the Democrats’ response to Trump’s State of the Union speech, but this night wasn’t about politics. That didn’t stop several people in the crowd from speculating on the irony should she have to present the trophy to Trump Winery. In the end, Valley Road Vineyards was displayed on the screen behind Spanberger as the winning winery. Blue Bee Cidery in Richmond took top honors for that category. The crowd cheered a female governor presenting the state’s highest trophy to a female winemaker and then resumed the evening’s festivities, united by their mutual love of wine. A whiff of politics couldn’t dim the cheer of celebration and a community united by its love of wine. In Memoriam: Michel Rolland The global wine community lost a giant March 20, with the passing of Michel Rolland. He was 78. Rolland was the original “flying winemaker,” a globe-trotting consultant who helped Bordeaux regain its mojo in the 1970s and then shaped the rise of Napa Valley cult Cabernet as consultant to Simi, Harlan, Newton, Screaming Eagle, Araujo, Dalle Valle and other wineries. He was instrumental in Argentina’s rise to prominence and even had his own winery, Clos de los Siete, in a partnership with other wine families. Rolland’s career arc paralleled that of Robert Parker, the world’s most influential critic. Parker championed many of the wines Rolland consulted on, helping build his reputation and demand for his services. It also made him a target for Parker’s critics. As W. Blake Gray wrote on Wine-Searcher in his excellent tribute to Rolland: Rolland created the type of wines Parker loved: rich body, plenty of fruit, soft tannins. He sometimes faced the accusation of creating a generic international style of red wine, where the great wines he made in Argentina were indistinguishable from the great wines he made in France. Rolland chafed at that critique, as did many of his fans. He was credited with championing green harvesting and leaf pulling, as well as careful selection of grapes in the winery, practices we nearly universally think of today for high-quality winemaking. “Michel was an incredible innovator who changed how wine was made and how grapes were grown,” Napa Valley winemaker Aaron Pott wrote on Facebook. “His work has transformed the wine trade. He created new ways of looking at wine, tasting wine, evaluating ripeness and quality. … This was not just a man with a ‘style’ that he imposed on vineyards but a man that understood how to make great wine from great sites.” Rolland started his consulting company in 1973 in Libourne, in Bordeaux, with his wife, Dany. Both had graduated the year before from Bordeaux’s Institute d’Oenologie. The couple sold their majority share in the business in 2020, according to Wine Spectator. Over his career, Rolland reportedly worked with more than 100 wineries in 20 countries. He even made it to Virginia, where he consulted for Kluge Estate in the mid-2000s. (Kluge Estate is now Trump Winery.) Reader feedback, please! Last week, I did my first WineLine Live! with Dr. Laura Catena of Catena Zapata winery in Argentina. We enjoyed a fascinating discussion about her efforts to preserve the genetic heritage of old vineyards in Mendoza. I conceived of WineLine Live! for paid subscribers, as a thank you for your financial support. And while only a few people joined live, the video now has more views than I have paid subscribers, so I guess that’s pretty good. Even so, I’m considering opening future installments to anyone on Substack to reach a broader audience. So my questions to you: Should these be public? And what format do you prefer? Live gives a chat feature with the potential for viewers to interact with me and the guest, while a video post would just be that. Another alternative is a podcast, which would just be audio, without video of my chins. Please let me know in the comments. Leave a comment In the Glass A few wines I’ve enjoyed recently: Bonny Doon Vineyard Take Me to Your Liter, Le Cigare Volant, Red Wine of the Earth. 2023, Central Coast, CA. Blend of Grenache, Syrah Cinsaut and Petite Sirah. Delightful wine with expressive red fruit flavors, casual drinking. Doon lovers of a certain age will remember Randall Grahm’s Big House Red; this is more in that style than his original Le Cigare Volant, modeled after Chateauneuf du Pape. The liter bottle makes it an even better value. I see this online at about $15. Great value. Albert Bichot Bourgogne Pinot Noir Origines 2023. 13% - Textbook pinot noir and an excellent, affordable entry (regional) Burgundy. Wine Enthusiast Top 100 Wines of 2025. $24 at Total Wine & More. Loma Larga Pinot Noir 2021 “Coastal Cool Climate Wine”, Valle de Casablanca, Chile. An older sample, showing beautifully. Spicy and fruit forward. I’m seeing widely varied pricing online, from $18-$32. At the lower end, it’s a terrific value. 13.5% Dr. Loosen Riesling Dry 2016, Mosel, Germany. Found this “in the stack.” And it stacked up well, shedding some of its youthful acidity for opulent Riesling character, including a hint of the mineral oil older Riesling often features. A great value, as I’m seeing it as low as $14 online. 12% abv. Red Tail Ridge Blau Franc Blend 2024, Sans Oak, Finger Lakes. 13.4% abv. The name is a neat portmanteau of Blaufrankisch and Cabernet Franc, thus Blau Franc. The blend is 50-50, no oak involved. The Blau dominates on the palate, with the spicy caraway seed (think New York deli rye bread). The Franc adds body. The result is juicy, energetic and joyful. Sokol Blosser Estate Rosé of Pinot Noir 2025, Dundee Hills, Willamette Valley, Oregon. This first rosé of 2025 was a welcome respite to our cold, snowy winter here in the Mid-Atlantic. Oh man, I needed this! Bright and energetic, exuberant even, it perks up the mood and goes down fast. 13%. Certified B Corp. Ingredient and nutrition labeling, and in a modest way that doesn’t occupy a lot of label space. (Since it’s not required, presumably there are no minimum font size requirements.) More wineries should follow this example. Dave McIntyre's WineLine is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber. Subscribe Thanks for reading Dave McIntyre's WineLine! This post is public so feel free to share it. Share 1 Some restraint may be required. 2 Especially the bubblies.

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Mar 23 • 10:54 PM EDT • Politics • dmwineline.substack.com
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Segment: Financing Action on Extreme Heat and Maternal and Newborn Health: The Way Forward

The segment “Financing Action on Extreme Heat and Maternal and Newborn Health: The Way Forward” will examine how innovative and better-aligned financing approaches can respond to these growing risks. Discussions will highlight country experiences in mobilizing domestic resources, opportunities to unlock and scale climate finance, and the role of heat-smart innovations in building resilient health systems. Particular attention will be given to low- and middle-income countries, where exposure and vulnerability remain highest, and where integrated solutions can deliver the greatest impact.

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Mar 23 • 8:00 PM EDT • Health • pmnch.who.int
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Oura Ring 5 leaks

The design is slightly different, and the health tracking should be improved. Oura launched the Ring 4 back in October of 2024, and today its successor has...

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Mar 23 • 6:00 PM EDT • Technology • gsmarena.com
Henderson County launches crisis response program for behavioral health emergencies

In Henderson County, officials say a new program is already working to respond when someone is in crisis, often through a 911 call.

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Mar 23 • 4:53 PM EDT • Health • wlos.com
Someone has publicly leaked an exploit kit that can hack millions of iPhones

Leaked "DarkSword" exploits published to GitHub allow hackers and cybercriminals to target iPhone users running old versions of iOS with spyware, according to cybersecurity researchers.

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Mar 23 • 4:42 PM EDT • Technology • techcrunch.com
Why Wall Street seems to keep believing Trump

If you’ve been paying attention to, like, the news, you may be tempted to see Wall Street’s Monday morning 180 from despair to euphoria as a sign that stock traders are all a bunch of rubes.

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Mar 23 • 4:24 PM EDT • Business • cnn.com
iOS 26.4 offers two Liquid Glass customization updates

iOS 26.4 is launching soon, and it will bring two updates for how you can customize the Liquid Glass design on your iPhone.

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Mar 23 • 4:06 PM EDT • Technology • 9to5mac.com
Oura Ring 5 leak reveals design tweaks and Deep Rose finish

The Oura Ring 5 has surfaced in a leak showing design tweaks and colour options. An FCC registration hints the device may launch in 2026.

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Mar 23 • 3:54 PM EDT • Technology • gadgetsandwearables.com
Apple has six new products that could launch soon, per rumors

Apple has already launched many new products this year, but rumors indicate there are another six product debuts that could happen soon.

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Mar 23 • 3:07 PM EDT • Technology • 9to5mac.com
Kraken owners take step toward a Seattle Sonics NBA team

Seattle Kraken ownership has launched a parent brand, One Roof Sports and Entertainment, that could include owning an NBA expansion Seattle Sonics team.

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Mar 23 • 2:12 PM EDT • Sports • sports.mynorthwest.com
Kraken create One Roof Sports & Entertainment in expected pursuit of NBA expansion team

Kraken owner Samanatha Holloway created the umbrella brand One Roof Sports & Entertainment on Monday, a transaction that gives her a majority stake in Seattle’s Climate Pledge Arena and is a likely precursor to a bid for an NBA expansion franchise.

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Mar 23 • 2:06 PM EDT • Sports • sportsbusinessjournal.com
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Kraken create One Roof Sports & Entertainment in expected pursuit of NBA expansion team

Kraken owner Samanatha Holloway created the umbrella brand One Roof Sports & Entertainment on Monday, a transaction that gives her a majority stake in Seattle’s Climate Pledge Arena and is a likely precursor to a bid for an NBA expansion franchise.

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Mar 23 • 2:06 PM EDT • Entertainment • sportsbusinessjournal.com
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Apple sets June date for WWDC 2026, teasing "AI advancements"

Apple will host its next Worldwide Developers Conference the week of June 8. The company is expected to announce major updates to Siri with advanced AI capabilities.

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Mar 23 • 2:00 PM EDT • Technology • techcrunch.com
House GOP targeting vulnerable Dems over DHS shutdown, TSA chaos

The NRCC launches paid ads targeting Democrats in 28 districts, accusing them of shutting down DHS and forcing TSA agents to work without pay at airports.

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Mar 23 • 1:35 PM EDT • Politics • foxnews.com
From radio to newsreels to Netflix, Yankees chart course through entertainment history

For more than a century, the Yankees have been more than a baseball team. The sport’s most storied franchise is a pop culture touchstone, a versatile backdrop that serves as both a symbol of excellence and a punchline across television, movies and more. So as the Yankees prepare to break

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Mar 23 • 1:35 PM EDT • Entertainment • mlb.com
Trump administration to pay French company $1B to walk away from US offshore wind leases

The Department of Interior says a French energy company has agreed to give up two U.S. offshore wind leases and invest in fossil fuel projects instead.

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Mar 23 • 1:22 PM EDT • Business • click2houston.com
🙂 Positive (35%)
Intel Core Ultra 7 270K Plus Review - Intel's Fastest Gaming CPU

The Intel Core Ultra 7 270K Plus is a game-changer, featuring more cores and larger cache than the 265K, while cutting the launch price to just $300. In gaming, it outperformed all non-X3D Ryzen CPUs, and application performance is impressive as well, matching the much pricier Ryzen 9 9950X.

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Mar 23 • 12:57 PM EDT • Technology • techpowerup.com
The MacBook Neo proves Apple is leaving a door wide open for Google’s ‘Aluminium OS’

Apple recently did something that, on paper, seems to make no sense. They launched the MacBook Neo; a $599 laptop powered by the A18 Pro chip that, in a previous life, powered the iPhone 16 series....

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Mar 23 • 12:35 PM EDT • Technology • chromeunboxed.com
iPhone Air Said to Be Roughly Twice as Popular as iPhone 16 Plus

While it certainly has its critics, the iPhone Air appears to have validated Apple's decision to retire the iPhone Plus, if new results from an independent analysis are anything to go by. Crowdsourced Speedtest data published by Ookla suggests the iPhone Air captured 6.8 percent of iPhone 17 generation samples in the U.S. during the fourth quarter of 2025, up from the 2.9 percent share the iPhone 16 Plus managed in the same launch window a year earlier.

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Mar 23 • 12:11 PM EDT • Technology • macrumors.com
Trump Poised to Skip CPAC For First Time in a Decade

President Donald Trump is poised to skip the Conservative Political Action Conference this week, breaking with an annual tradition that has helped define his political rise and shaped the conservative movement.

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Mar 23 • 11:52 AM EDT • Politics • time.com
While Intel Skipped Core Ultra 9 290K Plus, It Appeared At Geekbench With A Staggering 17% Higher Single And Multi-Core Score Than Ultra 9 285K

Intel's Core Ultra 9 290K Plus scores 3747 single-core and 26117 multi-core in Geekbench, showing a 17% performance boost over the 285K.

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Mar 23 • 11:46 AM EDT • Technology • wccftech.com
Purple Demonstration Reveals Critical Security Gaps and Invisible Threats in Standard Business WiFi

Manchester, LANCS, March 23, 2026 (GLOBE NEWSWIRE) -- Purple, the global leader in guest WiFi, has issued a call for heightened digital caution ...

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Mar 23 • 11:00 AM EDT • Business • markets.businessinsider.com
New ‘Crimson Desert’ Patch Fixes Storage, Combat, Controls, Bosses, Fast Travel

A new Crimson Desert patch has fixed many of the game's biggest issues not even a week after launch. They really transform the game.

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Mar 23 • 9:11 AM EDT • Technology • forbes.com
Oppo teases global Find X9 Ultra launch as new OnePlus shutdown rumors swirl

Oppo is busy teasing its global launch of the Find X9 Ultra but, meanwhile, a new rumor suggests that OnePlus...

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Mar 23 • 9:10 AM EDT • Technology • 9to5google.com
Exclusive: Prenuvo expands full-body MRI protocol. What's new?

Prenuvo is launching a new bloodwork component to complement its full-body MRIs. Here's what to know.

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Mar 23 • 9:00 AM EDT • Health • usatoday.com
Intel Core Ultra 7 270K Plus & Core Ultra 5 250K Plus Official Benchmarks: Faster Than 14900K & Comparable To Ryzen X In Gaming, Much Faster In Apps, Superb Value

Intel shared official benchmarks of its Core Ultra 7 270K Plus & Core Ultra 5 250K Plus in gaming, apps, and more, against AMD Ryzen CPUs.

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Mar 23 • 9:00 AM EDT • Technology • wccftech.com
WSU launches bilingual video series to help beekeepers improve colony health

Researchers with WSU's Honey Bee and Pollinators Program have produced a new video series giving novice keepers a strong introduction to best practices and the science of apiculture, in both Spanish and English.

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Mar 23 • 9:00 AM EDT • Health • news.wsu.edu
Live Science Today: Earth hits record energy imbalance, Hawaii floods and NASA prepares for Artemis II launch

Monday, March 23, 2026: Your daily roundup of the biggest science stories making headlines.

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Mar 23 • 8:05 AM EDT • Science • livescience.com
Every NFL franchise's biggest position to improve, plus free agency and draft solutions

The Cowboys need to add to their defense, and they have the draft capital to make it happen.

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Mar 23 • 8:00 AM EDT • Sports • cbssports.com
Data Is at the Heart of What Public Health Does

Data is key to protecting the health and safety of a community, from identifying and tracking disease outbreaks to ensuring that water is safe to drink. Data is also vital to understanding where resources are most needed. This value is especially apparent to the officials charged with protecting public health, such as Dr. Janet Berreman, Kauai’s (Kauaʻi’s)* district health officer.

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Mar 23 • 8:00 AM EDT • Health • pew.org
We both lost our jobs. So we started a company.

After being laid off in 2020, my husband and I launched Larroudé from home. Today, the shoe brand employs 600 people and generates millions.

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Mar 23 • 7:21 AM EDT • Business • businessinsider.com
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Samsung's Galaxy S26 will get Apple AirDrop support starting today

The feature was first launched on Pixel 10 phones last year.

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Mar 23 • 7:04 AM EDT • Technology • engadget.com
Banijay Entertainment Dials Up Global Scripted with Premium Series Mania Slate

Media and entertainment powerhouse, Banijay Entertainment, today unveils its premium scripted offering for Series Mania, showcasing a broad range of high-end drama from across its global portfolio. As the number one European studio in scripted, with more than 100 titles launching each year, the company continues to demonstrate its scale, creative strength, global reach and […]

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Mar 23 • 6:26 AM EDT • Entertainment • banijay.com
Today's hefty Crimson Desert patch includes "beginning of improvements" to keyboard and mouse controls, plus much more

Pearl Abyss has detailed a rather chunky patch for Crimson Desert, after its launch last week was marred by multiple issues and AI controversies.

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Mar 23 • 5:52 AM EDT • Technology • eurogamer.net
'A towering figure in French politics': reactions to Lionel Jospin's death pour in

Lionel Jospin, Socialist prime minister of France from 1997 to 2002, has died.

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Mar 23 • 5:44 AM EDT • Politics • reuters.com
Crimson Desert now launches on Intel Arc, Pearl Abyss changes course

Pressure matters: Crimson Desert now boots on Intel Arc, full optimization still pending Pearl Abyss has changed its position on Intel Arc support in

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Mar 23 • 5:04 AM EDT • Technology • videocardz.com
Diabetes, Overlooked and Unchecked, Poses New Risks in Africa

As deaths from diabetes start to rival those from infectious threats like malaria, a new form of the condition linked to malnutrition is surfacing in patients who can afford neither screening nor care.

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Mar 23 • 5:00 AM EDT • Health • nytimes.com
Bitsight SPM launched to connect cyber risk with business outcomes as pressure to prove resilience grows

Bitsight launches Bitsight SPM to connect cyber risk with business outcomes as pressure to prove resilience grows.

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Mar 23 • 4:15 AM EDT • Business • industrialcyber.co
Experience shone through for Manchester City at Wembley against Arsenal

Manchester City claimed the first piece of silverware for the 2025/26 season with their 2-0 win over Arsenal at Wembley in yesterday’s Carabao Cup final. A second half brace from Nico O’Reilly was...

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Mar 23 • 2:35 AM EDT • Sports • sports.yahoo.com
Cursor acknowledges its new low-cost coding model has Chinese roots

Cursor says its new coding model builds on Kimi K2.5, a Chinese model it didn't mention at launch.

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Mar 23 • 12:35 AM EDT • Business • businessinsider.com
Commentary: Keep Kentucky judges judging and leave politics to politicians

A provision in House Bill 534 would invite judicial candidates to disclose their political party affiliation and their current and past voter registration, including “communicating political values or viewpoints consistent with his or her party affiliation.”

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Mar 22 • 10:06 PM EDT • Politics • hoptownchronicle.org
Two veteran relievers clinch jobs on Diamondbacks' Opening Day roster

Right-handers Jonathan Loaisiga and Joe Ross have made the Diamondbacks' roster for Opening Day. Both will pitch in relief.

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Mar 22 • 8:24 PM EDT • Sports • sports.yahoo.com
Man who bought $75 worth of Apple products from a stranger in a car park realizes he might be sitting on a small fortune

A tech enthusiast who bought a bunch of used Apple products off a stranger in a car park was left pleasantly surprised by the haul

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Mar 22 • 6:25 PM EDT • Technology • supercarblondie.com
Linux 7.0-rc5 Released: Linux 7.0 "Starting To Calm Down"

Linus Torvalds just issued Linux 7.0-rc5 as we inch toward the stable Linux 7.0 kernel release in April.

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Mar 22 • 6:01 PM EDT • Technology • phoronix.com
French Local Elections Are Yardstick for Far Right. Initial Results Are Mixed.

France’s municipal elections ended on Sunday evening. Full results were not expected for hours, but the first projections suggested the far right may not have made major gains.

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Mar 22 • 5:03 PM EDT • Politics • nytimes.com
‘Project Hail Mary’ blasts off with $80.5 million, a best for Amazon MGM, and the year

Studio estimates on Sunday say Amazon MGM's “Project Hail Mary” has topped the North American box office charts with $80.5 million in ticket sales — the second biggest ever for a non-franchise film.

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Mar 22 • 4:55 PM EDT • Entertainment • scrippsnews.com
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Your Thymus and Your Healthspan

Our thymus gland plays a central role in the development or our immune system, specifically for supporting T cell development (how these cells got their name, maturation and differentiation in the thymus) and discriminating between self and foreign, non-self antigen proteins with production of dendritic cells. As we age, our thymus gland shrinks—the process known as involution—with progressive change from spongy to fatty tissue, with loss of functionality. But this process, with respect to timeline and extent, markedly varies from one person to the next. And to make things even more complicated, our thymus gland anatomy and precise location in the chest also is highly variable. So the famous Frank Netter diagrams from the 1960s (such as at left below) don’t capture the remarkable heterogeneity that a random set of 12 chest CT scans (below at right). What I consider as 2 landmark papers in Nature this week (here and here) used AI to quantify health of the thymus in 2 large cohorts, and then correlate the metric to a broad array of health outcomes. In this edition of Ground Truths, I’m going to cover three questions: (1) How was thymus health determined by AI?; (2) How is thymus health linked to key clinical outcomes? and (3) Are there ways we can promote a healthy (aka rejuvenate) thymus gland in our later years? Subscribe 1. How was thymus health determined by AI? This was accomplished by extensive work developing and validating an AI pipeline for 2 stages, the first for localization and segmentation of the thymus bed, and the second to quantify a digital marker, termed the thymic health score. There’s a lot to this algorithmic development, so I won’t go into all the details, but just provide a rudimentary outline of what was done. The 1st stage used supervised learning with 2 radiologists reviewing 2,461 chest CT scans. That work trained a 3D U-Net model to automatically identify the thymic bed’s 3D cropped region using center of mass coordinates, which reached 99.8% accuracy. The 2nd stage used a foundation model that was pre-trained with SwAV (which stands for Swapping Assignment between multiple Views), a self-supervised model, that generated a high-dimensional thymus representation of 4,096 features. That compares to the radiology reductionist and subjective scoring of 0 to 3 where 0 means the thymus is fully degenerated and fatty, and 3 is considered dense, intact glandular soft tissue. Notably, the self-supervised learning (SSL) performance was superior to supervised (AUC ~0.75 vs 0.55, respectively) reflecting the shallowness of the 0-3 classifier vs SSL’s holistic, self-taught AI. The thymic health score ranged from 0 to 100, with the highest number indexed to fully preserved thymic health. The algorithmic work extended to explainability with both Shapely value distribution, meaning the model was holistic not relying on any “magic” pixel, and occlusion sensitivity, demonstrating the model’s performance was not affected by ribs, sternum, lung tissue, but rather focused on the thymic bed directly. Below are a few saliency maps from the occlusion sensitivity that indicate the thymic bed focus, not affected by neighboring structures, using the jet color scale. Now the AI was ready for processing ~25,000 CT scans, each over 30 MB files, from the 2 large participant cohorts to provide a thymic health score, it did so in less than 14 hours, which is less than 2 seconds per scan! Share 2. How is thymus health linked to key clinical outcomes? The two cohorts were the National Lung Screening Trial, NLST (N=25,031) and the Framingham Heart Study, FHS (N=2,581) each with baseline demographics and long term follow up of >12 years for health outcomes. From the NSLT, you can see below that increased age and body-mass index were correlated to reduced thymic health. And, overall, men had reduced thymic health scores compared with women. There are a lot of graphs in the paper for outcomes, for both the NLST and FHS cohorts. To simplify the major outcomes, below is a composite Figure with striking reduction of all-cause mortality and for the different causes of death. The results were consistent between the 2 cohorts. For example, the cardiovascular mortality hazard ratio average was 0.57 in NLST and 0.38 in FHS (weighted to be 0.53 for the aggregate). The reduction of mortality also extended to digestive diseases and pulmonary disease (data not shown below). Lung cancer incidence was reduced by 36% for high vs low thymic health (Figure below, with a panel -incidence and b panel-mortality, adjusted for age, sex, BMI, smoking status). Notably, there was a smoker’s paradox: lower incidence and improved survival for lung cancer in smokers who had a high thymus health score. Smoking was associated with lower thymic scores whereas alcohol was not. Higher thymic health was linked to higher HDL cholesterol, lower triglycerides, lower fasting blood glucose, and lower systolic and diastolic blood pressure. Inflammation biomarkers, such as C-reactive protein and interleukin-6, were elevated in the people with lower thymic health scores. In their second paper, the same team looked at the relationship between thymic score and outcomes for 3,476 patients receiving cancer immunotherapy. The non-small cell lung cancer progression-free survival was reduced in patients with low thymic health score. A parallel relationship for survival was seen for other types of cancer including melanoma, breast, and kidney with a 44% lower risk among high thymic scores (Figure). A similar pattern was seen with different immune checkpoint inhibitors. The thymus health score outperformed programmed death ligand-1 (PD-L1)and tumor mutation burden (TMB) assay of the tumor and was an independent prognostic marker of progression-free survival. In this dataset, a direct connect with thymus score and adaptive immune function was noted with a correlation before cancer treatment for both T-cell diversity and thymus T-cell production (a metric known as T cell receptor excision circles). Thymus Removal Study There is a highly relevant citation about thymus function before moving onto ways to rejuvenate it. In 2023, a very important study of thymus removal during cardiothoracic surgery was published, with 1146 patients undergoing thymus removal vs 1146 matched controls (mean age 55 years). The adverse outcomes for thymus removal were striking, with a 2.9 higher risk of all-cause mortality and doubling of cancer incidence, 1.5 fold increase in cancer mortality, and 1.5-fold increase in autoimmune diseases. The immune function showed marked compromise after thymus removal, as reflected by CD4+ and CD8+ T cells (Figure below) Share Ground Truths 3. Are there ways we can promote a healthy (aka rejuvenate) thymus gland in our later years? In recent months we’ve learned a lot about the process of thymus involution and the pathways by which this may be modulated. Thymus involution is primarily due to loss to thymus epithelial cells (TECs) and there are 2 subtypes with different functions: the cortical, responsible for positive selection of T cells, and the medullary, for negative selection. When adipose tissue infiltrates the thymus, thymic adipocytes are pro-inflammatory, knocking out T-cell output. Likewise, systemic inflammation, or “inflammaging,” from smoking, obesity, and chronic stress promote thymic adipocytes. Now, from preclinical studies, we know about key pathways that account for these processes. Historically, back in 2014, FOXN1 was recognized as a single master transcription factor essential for TEC function, with studies in mice with forced FOXN1 upregulation leading to thymus regeneration. That laid the foundation for potential regrowth of quiescent thymus cells. It took awhile to find pathways to accomplish this goal and to even refute its role as the master regulator. The Liver-Thymus Axis Feng Zhang and his team recently showed that injection of an mRNA vaccine to the liver encoding DLL1, IL-7 and FLT3-L in combination, factors known to support thymopoiesis (Figure), successfully enhanced immune function in aged mice. However, the effect was transient. The FGF21 Story Two reports in 2025 addressed the thymus gland’s production of FGF21, a growth factor (fibroblast growth factor 21) and its control of thymus involution. This growth factor is also produced by the liver, but it doesn’t have impact on the thymus in aged rodent models. In contrast, The liver’s hepatocyte growth factor (HGF) has been shown to reverse senescent TEC structural changes. Growth hormone stimulates production of insulin growth factor-1 (IGF-1) in the liver and the thymus. Two small studies in human participants (TRIIM, for Thymus Regeneration, Immunorestoration, and Insulin Mitigation) of 6 and 50 people, respectively, treated with combined human growth hormone, metformin and DHEA, suggested the potential of slowing epigenetic aging and improving thymus mass and function. But the combination of drugs, small sample, and lack of controls make conclusions murky. Increased thymus FGF21 led to increased CD8 T cells in old mice and extended healthspan and improved physical performance. Building on the previous FOXN1 data, ablation of β-klotho, the obligatory co-receptor for FOXN1, accelerated thymic aging. The benefit to FGF21 was confirmed in a companion paper using an FGF21 knock-in mouse model showing thymus enlargement and increased TECs throughout the lifespan. (schematic Figure below). The accompanying editorial for these 2 papers speculated: “The proposed link between age-associated thymus involution and organismal aging is intriguing, and suggests we might seek to achieve systemic rejuvenation by counteracting thymic involution.” Other Factors Lessons from the Axolotl (Mexican Salamander) In an elegant set of experiments of the axolotl (Figure), known for its complete thymus regeneration after total surgical removal, mediators were identified. Surprisingly FOXN1 was dispensable. But midkine, a growth factor, appeared to be the driver, the initiator of thymus cell growth, survival, and repair. Other components that contributed were Postn+ (periostin-expressing mesenchymal niches) and Ccl19, a chemokine protein from the bloodstream. RANK and RANKL RANK (receptor activator of nuclear factor κB its ligand (RANKL) have been considered key regulators of medullary TECs. In a study of both aged mice and human thymus cell cultures, their key role was confirmed, with multiple benefits of resorting TEC function, recruitment of progenitor cells, and T cell development. Subscribe Summing Up This body of work strongly supports the health of the thymus gland as a critical regulator of human healthspan, not just a correlate or link. The new landmark studies are reinforced by the regenerative biology experimental models that have shown, via an array of mediators, that healthspan of aged mice is at least in part dependent on thymus gland function and its critical role for maintaining adaptive immunity. It sure seems that we’d be better off having an immune reservoir of naive T cells instead of a profile in older adults of exhausted, low quality, memory T cells, with a senescent phenotype. It is striking that we ignored the importance of the thymus gland for many decades. A wake-up call was the results of the thymectomy matched control study reviewed here, with the opposite of high thymic health score improved health outcomes. The convergence of AI and healthspan here is notable. The exceptional and laborious work for developing and validating (no less explaining) the AI to quantify thymus health set the foundation for probing the connect the major health outcomes in two cohorts with extensive follow-up. We’ve never had a way to meaningfully quantify the thymus gland before, so this represents important leverage of supervised, self-supervised, and transformer models. The study wouldn’t have been possible without AI. And it begs the question as to whether there are ways we can maintain our thymus at a high health score. But it’s not so simple to rejuvenate our thymus. There are multiple risks including the induction of autoimmunity, increasing the risk of cancer, and inducing a pro-inflammatory state. For example, factors that increase TEC proliferation could compromise the medulllary negative selection process and leak out auto-reactive (self-attacking) T cells. Thymic cells could be induced to proliferate, but we know, for example, that growth hormone and IGF-1 are associated with an increase risk of cancer. If thymus rejuvenation doesn’t clear out the accumulated senescent cells in older adults, then inflammation within the gland could block the production of TECs. Keeping these risks in mind, we now have identified many ways to keep our thymus healthy as we age that undoubtedly will be tested in clinical trials going forward. Ultimately, the benefit-to-risk tradeoffs will be defined. In the meantime, we have desperately needed an immunome. As I’ve stressed in multiple prior Ground Truths, we have no test in the clinic to assess a patient’s immune status! It was very encouraging for me to get an email from Hugo Aerts, the senior author of the landmark papers in the days after they were published: “I also wanted to say that your Substack on “Why We Need an Immunome” was inspiring for this work. We found it a very compelling perspective and greatly enjoyed reading it.” Just having an assessment of a person’s immune status via a chest CT scan, with millions of these performed per year, might help in guiding the right immunotherapy for cancer (e.g. more intensive, combinations for those with low thymic health scores) and help define people who are increased risk for age-related diseases of cancer, cardiovascular, and neurodegenerative. The main theme of Super Agers is that we now have many layers of data (genetics, proteins, biomarkers, organ clocks that can be integrated via multimodal AI) for us to define a person’s specific risk decades before one of these age-related diseases leads to symptoms, enabling prevention. From the new studies this week, we can add thymus health score as yet another way to understand a person’s risk, a window into their adaptive immune system and healthspan. And perhaps someday we will be able to safely rejuvenate the thymus, or maintain its health through one’s life, and use the thymus health score to monitor. NB: I wrote this post (No A.I.) A Quick Poll Loading... ********************************************************************* Thanks to Ground Truths subscribers (now > 200,000) from every US state and 212 countries. Your subscription to these free essays and podcasts makes my work in putting them together worthwhile. Please join! If you found this interesting PLEASE share it! Share Ground Truths Paid subscriptions are voluntary and all proceeds from them go to support Scripps Research. They do allow for posting comments and questions, which I do my best to respond to. Please don’t hesitate to post comments and give me feedback. Let me know topics that you would like to see covered. Leave a comment Many thanks to those who have contributed—they have greatly helped fund our summer internship programs for the past two years. It enabled us to accept and support 47 summer interns in 2025! We aim to accept even more of the several thousand who will apply for summer 2026.

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Mar 22 • 2:18 PM EDT • Health • erictopol.substack.com
Apple’s busy March continues with three notable arrivals this week

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Mar 22 • 11:47 AM EDT • Technology • 9to5mac.com
Phillies sign pitcher Cristopher Sánchez to 6-year, $107 million contract extension
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Mar 22 • 11:35 AM EDT • Sports • sports.yahoo.com
Arsenal vs. Manchester City live stream: How to watch EFL Cup final, odds, start time

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Mar 22 • 11:09 AM EDT • Sports • cbssports.com
PICROSS S KONAMI ANTIQUES edition announced for Switch

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Mar 22 • 11:01 AM EDT • Technology • gematsu.com
New Apple TV and HomePod Mini Remain 'Ready' to Launch

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Mar 22 • 9:33 AM EDT • Technology • macrumors.com
Phillies extend Cristopher Sánchez through 2032: NL East contenders lock up top pitcher on six-year contract

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Mar 22 • 9:13 AM EDT • Sports • cbssports.com
Report: New iPad with A18 chip still on track to launch in first half of 2026

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Mar 22 • 8:31 AM EDT • Technology • 9to5mac.com
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Mar 22 • 7:35 AM EDT • Technology • gematsu.com
Margaret Cho on comedy, politics, and life in Hollywood

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Mar 22 • 7:00 AM EDT • Entertainment • thegazette.com
The war on Iran is in its fourth week. Here’s what to know

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Mar 22 • 4:00 AM EDT • Politics • cnn.com
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Mar 22 • 3:10 AM EDT • Sports • sports.yahoo.com
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Mar 22 • 3:01 AM EDT • Politics • arkansasonline.com
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Mar 22 • 2:20 AM EDT • Business • techcrunch.com
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Mar 22 • 12:01 AM EDT • Politics • nytimes.com
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Iran launched missiles at US-UK military base in the Indian Ocean. Here’s what that says about its capabilities

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Mar 21 • 6:22 PM EDT • Politics • cnn.com
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Mar 21 • 12:53 PM EDT • Health • elonnewsnetwork.com
Farmers and rural community members can access free mental health resources

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Mar 21 • 10:11 AM EDT • Politics • cnn.com
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Mar 20 • 8:48 PM EDT • Technology • foxbusiness.com
Amazon developing new AI-driven smartphone years after Fire Phone flop: report

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Mar 20 • 8:48 PM EDT • Business • foxbusiness.com
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Mar 20 • 7:35 PM EDT • Sports • freep.com
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Mar 20 • 4:38 PM EDT • Business • foxcarolina.com
Brad Galli, longtime sports anchor at WXYZ, is leaving the station

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Mar 20 • 4:18 PM EDT • Sports • detroitnews.com
Brazil’s finance minister Haddad resigns to launch a high-stakes bid for Sao Paulo governor

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Mar 20 • 4:08 PM EDT • Politics • washingtonpost.com
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Mar 20 • 2:55 PM EDT • Business • evanstonroundtable.com
Owners of Greenville pet grooming business accused of animal abuse

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Mar 20 • 1:53 PM EDT • Entertainment • news.pollstar.com
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Mar 20 • 1:39 PM EDT • Science • techcrunch.com
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GOP Senator says while disenfranchisement is ‘not the intent’ of SAVE America act, ‘we will see that’
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Mar 20 • 1:33 PM EDT • Politics • cnn.com
NASA Exploration, Science Inspire “Project Hail Mary” Film

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Mar 20 • 1:22 PM EDT • Science • nasa.gov
WordPress.com now lets AI agents write and publish posts, and more

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Mar 20 • 12:43 PM EDT • Technology • techcrunch.com