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Results for " tune " 1,079 found 🔀 AI-powered Shuffle

Axios' Future of Health Summit 2026: Video highlights, coverage & more

On Wednesday, May 13 at 2:30pm ET, tune in to Axios Live's second annual Future of Health Summit.

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Apr 30 • 9:17 AM EDT • Health • axios.com
High-Signal Publisher
Xbox Presents: A Special Look at Stranger Than Heaven Airs Next Wednesday - Here’s Everything You Need to Know

Tune in next Wednesday for Xbox Presents: A Special Look at Stranger Than Heaven – here are all the details on how to watch.

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Apr 30 • 9:00 AM EDT • Technology • news.xbox.com
Google Cloud is almost one-fifth of Alphabet’s business

Plus: Amazon, Anthropic, Microsoft, Musk v. Altman, Parallel, Qualcomm, Samsung, SoftBank.

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Apr 30 • 6:51 AM EDT • Business • fortune.com
Google Cloud revenue is now 18% of Alphabet’s business. Is this the beginning of the end of Google’s search identity?

Search and advertising have been central to Google's identity and business from Day One. The booming demand for AI may be changing that.

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Apr 29 • 9:47 PM EDT • Business • fortune.com
They want their teams to win. The Liberty and Nets owners are funding scientific breakthroughs on human health that only billionaire philanthropy can achieve

Clara Wu Tsai's $220 million investment in athlete research has already helped lead to a drug designed to preserve muscle strength as we get older.

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Apr 29 • 12:56 PM EDT • Health • fortune.com
What did Scottish party leaders do before politics?

Reform's Malcolm Offord bought six boats with a fortune made in banking - but other leaders had a life before politics too.

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Apr 29 • 9:26 AM EDT • Politics • bbc.com
Don’t upend Colorado’s ‘healthy balance’ on stream access

By Ashley House “The horizon is a perfect line between sky and water.” I heard this line of dialogue waft through my parents’ living room recently as they tuned into one of the newest Taylor Sheridan TV dramas, “The Madison.” As I lingered to admire the cinematographic qualities of the show (shot within the Madison River […]

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Apr 29 • 3:00 AM EDT • Politics • coloradopolitics.com
AWS CEO Matt Garman sees huge business opportunity for Amazon in AI-powered software: ‘Everything is going to be remade’

In an interview with Fortune, the CEO of Amazon Web Services discussed the company's new push into productivity software as well as its partnership with OpenAI.

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Apr 29 • 2:58 AM EDT • Business • finance.yahoo.com
AWS CEO Matt Garman sees huge business opportunity for Amazon in AI-powered software: ‘Everything is going to be remade’

In an interview with Fortune, the CEO of Amazon Web Services discussed the company's new push into productivity software as well as its partnership with OpenAI.

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Apr 29 • 2:58 AM EDT • Business • fortune.com
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Your job can actually kill you: More than 840,000 people die annually from health conditions linked to work stress, ILO report says

A new ILO report says long hours, job insecurity, bullying, and other psychosocial risks at work are tied to a total 1.37% loss of the global GDP.

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Apr 28 • 1:42 PM EDT • Health • fortune.com
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Florida Delays Children's Health Insurance Expansion as Uninsured Rate Rises

By Daniel Chang and KFF Health News HealthDay ReportersTUESDAY, April 28, 2026 (HealthDay News) — Like many parents, Tatiana Lafortune wants her children to get a good education, eat nutritious food and see a doctor when they’re not feeling well. Public schools and her church’s pantry help Lafortune ...

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Apr 28 • 9:35 AM EDT • Health • usnews.com
How a Spanish startup pivoted to video AI and built a $230 million ARR business with no VC funding

Freepik is rebranding itself as Magnific, as cofounder and CEO Joaquín Cuenca Abela rebuilds the company for an AI future.

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Apr 28 • 7:37 AM EDT • Business • fortune.com
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How Eric Trump Got Rich From Bitcoin While Losing Investors A Fortune

The president’s second son pitches his bitcoin company as a money-printing machine. It’s actually an arbitrage vehicle that preys on MAGA-minded investors.

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Apr 28 • 7:00 AM EDT • Business • forbes.com
UC STEM Fest to Inspire Kids with Science and Engineering

Hundreds of local schoolchildren will get hands-on exposure to science, technology, engineering and math at the 2026 UC STEM Fest, to be held Saturday, May 2 from 9 a.m. to noon at Rex & Margaret Fortune Early College High School in Elk Grove.

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Apr 27 • 6:19 PM EDT • Science • ucdavis.edu
Trump Family Business Ventures Cashing in on the Presidency

Donald Trump has made a fortune since retaking the White House. His family isn't doing too bad, either, with Donald Jr., Eric, and others cashing in.

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Apr 27 • 12:00 PM EDT • Business • rollingstone.com
Barbara Corcoran famously ‘never saved a dime’: Even when she sold her business for $66 million, her first thought was ‘What can I spend this on?’

"I never got rich by saving, I got rich by allowing money to come and go."

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Apr 27 • 8:17 AM EDT • Business • fortune.com
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John Ternus, Apple’s new CEO, inherits a rebounding China business—and some messy headaches

Ternus must navigate a protectionist Washington, a prickly Beijing and a Chinese consumer less interested in foreign brands.

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Apr 26 • 5:00 PM EDT • Business • fortune.com
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Sergey Brin confronted Gavin Newsom at a treehouse party — then launched a political war

Brin has spent more than $58 million in the last four months, but more importantly has helped mobilize a network of fellow tech titans in a push to sway state issues.

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Apr 26 • 4:23 PM EDT • Politics • fortune.com
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Sydney Sweeney rocks eye-catching corset while belting tunes with celebrity friends at Stagecoach

Sydney Sweeney rocked a baby blue corset at her SYRN pop-up saloon during Stagecoach, performing karaoke with Chase Rice and Lance Bass in Indio.

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Apr 26 • 12:22 PM EDT • Entertainment • foxnews.com
The Declaration of Independence was America’s first founding bet. Business leaders must build on it

Keith Krach, CEO of Freedom 250, launches a Fortune series connecting the entrepreneurial spirit of 1776 to the decisions facing business leaders in 2026.

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Apr 26 • 6:00 AM EDT • Business • fortune.com
How to watch 'Saturday Night Live UK' in the U.S.

Here's how to tune in to 'Saturday Night Live UK' from the U.S.

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Apr 25 • 12:04 PM EDT • Entertainment • yahoo.com
Trump’s hatred for ‘windmills’ threatens Republicans in coastal Virginia who now face more political peril after the state’s redistricting vote

For now, the Virginia wind project is back on track, along with four others, because of federal court rulings.

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Apr 25 • 10:22 AM EDT • Politics • fortune.com
Even as businesses spend $4 million to cross Panama Canal, they say ‘it’s safer and less expensive’ than the Strait of Hormuz

While passage through the canal usually comes at a flat rate via reservations, companies without bookings can pay more to cross through an auction that awards slots to the highest bidder. The alternative would be waiting for days off the coast of Panama City.

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Apr 24 • 5:56 PM EDT • Business • fortune.com
Hallucinogenics are illegal under federal law but that isn’t stopping the FDA from fast tracking 3 psychedelic drugs to treat mental health

Last week, President Donald Trump signed an executive order directing the FDA and other federal agencies to speed research and loosen restrictions on psychedelics, a class of hallucinogenic drugs which remain illegal under federal law.

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Apr 24 • 5:27 PM EDT • Health • fortune.com
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Hormel Foods Completes Sale of Whole-Bird Turkey Business to Life-Science Innovations

/PRNewswire/ -- Hormel Foods Corporation (NYSE: HRL), a Fortune 500 global branded food company, today announced it has completed the previously announced sale...

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Apr 24 • 3:00 PM EDT • Science • prnewswire.com
Hormel Foods Completes Sale of Whole-Bird Turkey Business to Life-Science Innovations

/PRNewswire/ -- Hormel Foods Corporation (NYSE: HRL), a Fortune 500 global branded food company, today announced it has completed the previously announced sale...

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Apr 24 • 3:00 PM EDT • Business • prnewswire.com
‘This is very transformative for the business’: Lyft’s head of growth on taking a big step into London’s black cab sector

The ride-hailing giant has agreed to acquire Gett UK, making it the largest app for London's iconic black cabs. Lyft's EVP for global growth, an Arsenal fan, is excited.

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Apr 24 • 9:18 AM EDT • Business • fortune.com
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Scientists invent artificial neurons that 'talk' to real brain cells, paving way to better brain implants

Engineers have found a way to fine-tune tiny artificial neurons to fire like real brain cells.

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Apr 23 • 10:40 AM EDT • Science • livescience.com
Stephen and Ayesha Curry talk about the one habit that separates good business leaders from great ones

The Currys, co-founders of Plezi Hydration, discuss leading with purpose.

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Apr 23 • 8:24 AM EDT • Business • fortune.com
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How Spirit Airlines’ business model collapsed—and why a Trump bailout could make things worse

Covid, a failed merger, and now a spike in jet fuel prices have conspired to make Spirit's finances unworkable.

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Apr 23 • 3:00 AM EDT • Business • fortune.com
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Stephen and Ayesha Curry are coming for the sports drink market—and their kids were the first focus group

In an interview with Fortune, the Currys explain why they jumped at the chance to work on a Michelle Obama-backed healthy sports drink Plezi Hydration.

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Apr 22 • 8:00 AM EDT • Sports • fortune.com
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70% of people believe at least one divisive health claim. Science needs a new playbook

Edelman’s 2026 Trust Barometer finds doubts about health recommendations are far from fringe — they're mainstream, global, and span education levels.

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Apr 22 • 5:30 AM EDT • Science • fortune.com
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70% of people believe at least one divisive health claim. Science needs a new playbook

Edelman’s 2026 Trust Barometer finds doubts about health recommendations are far from fringe — they're mainstream, global, and span education levels.

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Apr 22 • 5:30 AM EDT • Health • fortune.com
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The health misinformation crisis is bigger than anyone thought: Most people worldwide believe at least one of 6 common medical myths

A global Edelman survey yields a "stunning set of facts": seven in 10 believe at least one debunked health claim regardless of education, politics or age.

fortune.com logo
Apr 22 • 5:00 AM EDT • Health • fortune.com
WATCH: Axios Future of Health Summit 2026

On Wednesday, May 13 at 2:30pm ET, tune in to Axios Live's second annual Future of Health Summit.

axios.com logo
Apr 21 • 3:21 PM EDT • Health • axios.com
High-Signal Publisher
Data centers are dealing hidden damage to environmental and public health—costing the economy $25 billion every year

In the murky economics of data centers, local communities get to pick up the tab too.

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Apr 21 • 1:31 PM EDT • Health • fortune.com
Scientists are burning homes to protect them in wildfires: ‘We crash test houses’

Scientists set fire to 13 houses so far in South Carolina to learn how fire spreads.

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Apr 21 • 10:38 AM EDT • Science • fortune.com
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A bizarre new state of matter may be hiding inside Uranus and Neptune

Deep inside planets like Uranus and Neptune, scientists may have uncovered a bizarre new state of matter where atoms behave in unexpected ways. Advanced simulations suggest that carbon and hydrogen, under crushing pressures and scorching temperatures, can form a strange hybrid phase—part solid, part fluid—where hydrogen atoms spiral through a rigid carbon framework. This unusual “superionic” structure could reshape how heat and electricity flow inside these distant worlds, potentially helping explain their mysterious magnetic fields.

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Apr 21 • 8:00 AM EDT • Science • sciencedaily.com
Implied Volatility Surging for Accel Entertainment Stock Options

Investors need to pay close attention to ACEL stock based on the movements in the options market lately.

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Apr 20 • 8:00 PM EDT • Entertainment • zacks.com
$166 billion in tariff refunds just became available, but small businesses may already be at a disadvantage

U.S. Customs and Border Protection launched an electronic tariff refund portal on Monday, the first step in U.S. importers getting their refunds.

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Apr 20 • 5:29 PM EDT • Business • fortune.com
Tune In to Assassin’s Creed Black Flag Resynced Showcase on April 23

You won’t want to miss the game’s official unveiling.

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Apr 20 • 1:18 PM EDT • Technology • news.ubisoft.com
Kalshi’s fight over sports betting is hurtling towards the Supreme Court—and the future of gambling is at stake

Kalshi is in a make-or-break fight to preserve a lucrative new prediction-markets industry expected to grow to over $200 billion this year.

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Apr 20 • 2:55 AM EDT • Sports • fortune.com
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Starting Monday, businesses can claim refunds for Trump’s unconstitutional tariffs. But it will take 60-90 days to get paid

Importers and their brokers will be able to begin claiming refunds through an online portal beginning at 8 a.m., according to U.S. Customs and Border Protection.

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Apr 19 • 7:58 PM EDT • Business • fortune.com
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How a little-known founder is trying to change Calif. politics — to the tune of $1 billion

You may not have heard of Maria Davidson, but tech investors like Joe Lonsdale and Garry Tan trust her with their political ambitions.

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Apr 19 • 9:00 AM EDT • Politics • sfstandard.com
‘The current system right now is unsustainable’: top economist sees a crucial crack in the economy

“The current system right now is unsustainable,” one economist said. As baby boomers age, the problems may only intensify.

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Apr 19 • 6:30 AM EDT • Health • fortune.com
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This week in SC politics: Governor candidates itching to debate

GOP leaders have finalized who will make the cut for the upcoming Republican gubernatorial debate — a decision that could shape the race before many voters fully tune in ahead of the June primary.

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Apr 19 • 5:00 AM EDT • Politics • postandcourier.com
Carney’s Liberal Majority Reshapes Fortunes to the Left and the Right

Mark Carney’s brand of centrist politics and his invitation to floor crossers with conservative convictions into the Liberal Party’s ranks have reshaped the country’s political economy.

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Apr 18 • 6:00 AM EDT • Politics • nytimes.com
WATCH: Ring of Famer Steve Foley reflects on induction into Colorado Sports Hall of Fame

Tune in as Ring of Fame safety Steve Foley is inducted into the Colorado Sports Hall of Fame, adding to the former Orange Crush defender's impressive resume.

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Apr 17 • 2:58 PM EDT • Sports • denverbroncos.com
Exclusive: Adam Silver on winning the Edison Achievement Award: ‘Sports remind us that some of the most important forms of innovation are human’

The NBA Commissioner has an unlikely background to lead the league through crises and global expansion, but Adam Silver says executives should get hooped with some sports business knowhow.

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Apr 17 • 2:48 PM EDT • Sports • fortune.com
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"It's been an interesting year": the jailed creator of Fortune's Run has passed parole and is back working on her Deus Ex-style FPS

One of the most promising retro immersive shooters on Steam is back in active development, following its creator's release from prison.

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Apr 17 • 11:57 AM EDT • Technology • rockpapershotgun.com
A low-cost with a cult following is getting its first business class

Launched in 2003 out of the Leeds Bradford Airport (LBA) in northern England, the British low-cost airline Jet2 went unexpectedly viral in the summer of 2025 over an earlier commercial for its package holidays. The cheerful tune alongside the tagline "Nothing beats a Jet2 holiday" became a meme and ...

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Apr 17 • 11:55 AM EDT • Business • finance.yahoo.com
HGTV’s Nicole Curtis Shares Next Steps After ‘Rehab Addict’ Cancellation

Curtis also shared where fans can tune in to old episodes of 'Rehab Addict.'

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Apr 17 • 11:47 AM EDT • Entertainment • cbs19news.com
The 3 forces quietly dismantling the business model that made enterprise software fabulously profitable

Roundtables with senior business leaders in San Francisco and New York revealed a consensus: AI isn't just threatening SaaS, but the entire industry.

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Apr 17 • 8:30 AM EDT • Business • fortune.com
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Porsche Just Smashed The Mustang GTD's Nürburgring Lap Time - How Long Will That Last?

A Manthey-tuned 992.1 GT3 RS has just taken nearly 7 seconds out of the Mustang GTD's lap time, but Ford might already be working on a response.

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Apr 17 • 6:04 AM EDT • Technology • carbuzz.com
OpenAI starts offering a biology-tuned LLM

GPT-Rosalind is an LLM trained on biology workflows, available in closed access.

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Apr 16 • 5:17 PM EDT • Science • arstechnica.com
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As a small business owner, I never expected to pay $100,000 protecting my business from ransomware

This is a $131 billion tax on the American economy, spread across small business owners like myself.

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Apr 16 • 8:00 AM EDT • Business • fortune.com
Two physicians on ending the waiting-room era: bring care home

Aetna CMO Benjamin Kornitzer and former Senate Majority Leader Bill Frist on why home-based care for America's sickest seniors isn't a vision anymore.

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Apr 16 • 7:30 AM EDT • Health • fortune.com
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Allbirds ditches sneaker business to pivot to AI compute, stock surges over 700%

What looked like a humiliation now looks more like a setup for a wild AI pivot. Meet NewBird AI.

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Apr 15 • 2:19 PM EDT • Business • fortune.com
Ally Bank reached 50/50 spend on men’s and women’s sports. Now its CMO is taking on ‘fanflation’

Women’s sports are booming, but rising prices could push out the very fans who built them.

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Apr 14 • 12:36 PM EDT • Sports • fortune.com
Julie’s new AI chatbot aims to fix a major gap in women’s health information

The emergency contraception brand is using a chatbot to answer the questions Gen Z is already asking online.

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Apr 13 • 12:43 PM EDT • Health • fortune.com
‘Wheel of Fortune’: Vanna White Parties With Her Kids at Coachella

The longtime co-host, 69, shares two adult children, Nikko and Gigi, with her ex-husband.

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Apr 13 • 9:18 AM EDT • Entertainment • kten.com
Tune in on Thursday for Xbox First Look: Metro 2039

Get ready for the world premiere of Metro 2039, the next entry in 4A Games’ beloved post-apocalyptic FPS series, presented by Xbox this Thursday.

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Apr 13 • 9:00 AM EDT • Technology • news.xbox.com
'Steve Witkoff, Trump's favorite negotiator, boosts his business more than peace'

COLUMN. The billionaire's fortune has risen by 15% since Donald Trump appointed him special envoy for peace, historian Jean-Pierre Filiu observes in his column.

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Apr 12 • 11:30 AM EDT • Business • lemonde.fr
10 Vintage Plates That Are Worth a Small Fortune

Vintage dining ware from these 10 makers has become highly collectible, often selling for thousands. See which creators' pieces are most valuable today.

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Apr 12 • 8:05 AM EDT • Technology • aol.com
I grew up in a family of entrepreneurs. Here’s what I had to unlearn to build a $1 billion business

I grew up in Switzerland surrounded by entrepreneurs: my grandfather in construction, my father in surveying, my uncles in packaging and construction.

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Apr 12 • 7:30 AM EDT • Business • fortune.com
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Former ‘Citgo 6’ political prisoner sees ‘karma’ in Maduro ouster, but Venezuelan oil won’t rebound until there’s true regime change

Former 'Citgo Six' captive sees democratic elections as the only way to build international business trust in Venezuela again.

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Apr 12 • 3:03 AM EDT • Politics • fortune.com
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Scientists Uncover Strange New State of Matter Inside Uranus and Neptune

Deep within the distant ice giants of our Solar System, familiar elements may behave in unfamiliar ways.

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Apr 10 • 10:42 PM EDT • Science • scitechdaily.com
DGPT Returns to CBS Sports with Big Easy Open Special Airing April 11 - Disc Golf Pro Tour

Tune in at 5:30 PM ET to relive all of the excitement from the MVP Big Easy Open presented by Flight Factory

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Apr 10 • 6:55 PM EDT • Sports • dgpt.com
Grizzlies offer chance for slumping Jazz to play different tune

The Utah Jazz have shown flashes of potential and competitiveness during its current 10-game losing streak. But the lows have outnumbered the highs heading into a showdown with the Memphis Grizzlies in Salt Lake City on Friday night.

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Apr 9 • 9:02 PM EDT • Sports • cbssports.com
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Is the Options Market Predicting a Spike in Tencent Music Entertainment Stock?

Investors need to pay close attention to TME stock based on the movements in the options market lately.

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Apr 9 • 8:00 PM EDT • Entertainment • zacks.com
Lionel Messi, Argentina to Play Pre-World Cup Friendlies at Texas A&M and Auburn

Argentina will play its final tune-ups for the World Cup at the college football stadiums of Texas A&M and Auburn.

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Apr 9 • 7:17 PM EDT • Sports • foxsports.com
Matt Maurer

Fortune Brands Innovations has hired Matt Maurer as its Outdoors GM, B2C.

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Apr 9 • 5:26 PM EDT • Business • chicagobusiness.com
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Amazon Just Revealed This 1 Business Is Worth More Than 82% of Fortune 500 Companies (Hint: Not Cloud Computing)

While AWS generates the bulk of Amazon's profits, this business is growing even faster.

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Apr 9 • 1:03 PM EDT • Business • finance.yahoo.com
Guitar & Pen: 575 Brewery and Alamogordo's growing entertainment scene

I always applaud when a local business does something outside their normal cup of tea. Local watering hole, 575 Brewery has stepped up and is now offering a worship service at 11 a.m. on Sunday mornings, three hours before they open for business. Everyone who knows the owners of this establishment – Bill and Vicky Arnold – know how visionary the couple is. Regardless of your views on the Lord, this is the non-denominational place to be. The five disciples of the square table at the 99th Church of Christ applaud the innovation of these two great Alamogordians.

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Apr 9 • 9:00 AM EDT • Entertainment • alamogordonews.com
Jamie Dimon warned high taxes would push business out of New York, but the city is honing its edge over Miami in attracting top talent, report finds

More skilled professionals are moving to New York than Florida, according to a white paper from real estate firm JLL shared exclusively with Fortune.

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Apr 8 • 12:23 PM EDT • Business • fortune.com
Southeast Asia’s business leaders want wellness at work—as long as the programs get real results

Successful wellness benefits should avoid portraying the worker as the problem.

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Apr 8 • 3:00 AM EDT • Business • fortune.com
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Small businesses are ‘doing fine.’ That’s a problem for the U.S. Chamber of Commerce

Small business owners are feeling uneasy about the Iran war. They're doing just fine, but that's not good considering all of the tax incentives created to help them do much better.

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Apr 7 • 8:00 AM EDT • Business • fortune.com
Liberals will try to expand their majority on the Wisconsin Supreme Court in a Tuesday election

One year after Elon Musk donned a cheesehead hat and unsuccessfully poured millions of his personal fortune into a judicial contest in the state, Democrats are hoping to deliver another setback to conservatives in Wisconsin’s Supreme Court election on Tuesday.

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Apr 7 • 6:00 AM EDT • Politics • cnn.com
Finding Trends in Sports Stats and ‘Wheel of Fortune’ Puzzles

Ben Blatt, a data reporter for The Upshot, dreams up inventive ways to answer questions like: “Is Taylor Swift actually increasing N.F.L. ratings?”

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Apr 7 • 3:00 AM EDT • Sports • nytimes.com
The biggest mistake HR leaders make when pitching new benefits to their CFO

HR leaders who pitch wellness programs by leading with employee happiness are making a costly mistake. The secret? Crunch the numbers.

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Apr 6 • 8:28 AM EDT • Business • fortune.com
What the Nike CEO’s remarks reveal about rallying employees through turnaround fatigue

His employees are exhausted. So is he.

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Apr 6 • 6:46 AM EDT • Business • fortune.com
The inside scoop of UWW-TV sports

Sports coverage has never been limited to one format. It varies from written recaps to watching highlights or listening on the radio. Providing these services is important for engagement within a community, and it has been proven with Whitewater being an example of growth and connection through sports. Students and locals can tune into media...

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Apr 6 • 1:01 AM EDT • Sports • royalpurplenews.com
The billion-dollar bet that turned insurance into entertainment

Four companies in one of America’s least glamorous industries solved one of its hardest business problems—by stopping talking about their product entirely.

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Apr 5 • 6:00 AM EDT • Entertainment • fortune.com
The billion-dollar bet that turned insurance into entertainment

Four companies in one of America’s least glamorous industries solved one of its hardest business problems—by stopping talking about their product entirely.

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Apr 5 • 6:00 AM EDT • Entertainment • finance.yahoo.com
What’s the most attractive genre of entertainment?

Millions of people globally tune in to “beauTV”

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Apr 5 • 5:33 AM EDT • Entertainment • economist.com
The founder of a $2.5 million AI-powered legal business started work at her DA’s office at just 12 years old

Logan Brown, the founder of AI-powered law firm Soxton, lived out her “Legally Blonde” dreams through hometown court hearings as a preteen and attending Harvard Law School.

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Apr 5 • 4:02 AM EDT • Business • fortune.com
What time is UConn vs South Carolina in Final Four? Start time, location, TV Channel

Everything you need to know to tune into No. 1 UConn Huskies vs No. 1 South Carolina Gamecocks including start time and streaming options for the Final Four

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Apr 3 • 3:30 PM EDT • Sports • usatoday.com
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What time is UCLA vs Texas in Final Four today? Start time, location, TV Channel

Everything you need to know to tune into No. 1 UCLA Bruins vs 1 Texas Longhorns including start time and streaming options for the Final Four

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Apr 3 • 3:30 PM EDT • Sports • usatoday.com
Gemma 4 and what makes an open model succeed

Having written a lot of model release blog posts, there’s something much harder about reviewing open models when they drop relative to closed models, especially in 2026. In recent years, there were so few open models, so when Llama 3 was released most people were still doing research on Llama 2 and super happy to get an update. When Qwen 3 was released, the Llama 4 fiasco had just gone down, and a whole research community was emerging to study RL on Qwen 2.5 — it was a no brainer to upgrade. Today, when an open model releases, it’s competing with Qwen 3.5, Kimi K2.5, GLM 5, MiniMax M2.5, GPT-OSS, Arcee Large, Nemotron 3, Olmo 3, and others. The space is populated, but still feels full of hidden opportunity. The potential of open models feels like a dark matter, a potential we know is huge, but few clear recipes and examples for how to unlock it are out there. Agentic AI, OpenClaw, and everything brewing in that space is going to spur mass experimentation in open models to complement the likes of Claude and Codex, not replace them. Especially with open models, the benchmarks at release are an extremely incomplete story. In some ways this is exciting, as new open models have a much higher variance and ability to surprise, but it also points at some structural reasons that make building businesses and great AI experiences around open models harder than the closed alternatives. When a new Claude Opus or GPT drops, spending a few hours with them in my agentic workflows is genuinely a good vibe test. For open models, putting them through this test is a category error. Something else to be said about open models in the era of agents is that they get out of the debate of integration, harnesses, and tools and let us see close to the ground on what exactly is the ability of just a model. Of course, we can’t test some things like search abilities without some tool, but being able to measure exactly the pace of progress of the model alone is a welcome simplification to a systematically opaque AI space. Share The list of factors I’d use to assess a new open-weight model I’m considering investing in includes: Model performance (and size) — how this model performs on benchmarks I care about and how it compares to other models of a similar size. Country of origin — some businesses care deeply about provenance, and if a model was built in China or not. Model license — if a model needs legal approval for use, uptake will be slower at mid-sized and large companies. Tooling at release — many models release with half-broken, or at least substantially slower, implementations in popular software like vLLM, Transformers, SGLANG, etc due to pushing the envelope of architectures or tools. Model fine-tunability — how easy or hard it is to modify the given model to your use-case when you actually try and use it. The core problem is that some of these are immediately available at release, e.g. general performance, license, origin, etc. but others such as tooling take day(s) to week(s) to stabilize, and others are open research questions — with no group systematically monitoring fine-tunability. In the early era of open models, the days of Llama 2 or 3 and Qwen pre v3.5, the architectures were fairly simple and the models tended to work out of the box. Some of this was due to the extremely hard work of the Llama, Qwen, Mistral, etc. developer teams. Some is due to the new models being genuinely harder to work with. When it comes to something like Qwen 3.5 or Nemotron 3, with hybrid models (either gated delta net or mamba layers), the tooling is very rough at release. Things you would expect to “just work” often don’t. I’ve been following this area closely since we released Olmo Hybrid with a similar architecture, and Qwen 3.5 is just starting to work well in the various open-source tools that need to all play nice together for RL research. That’s 1.5 months after the release date! This is just to start really investing more into understanding the behavior of the models. Of course, others started working on these models sooner by investing more engineering resources or relying on partially closed software. The fully open and distributed ecosystem takes a long time to get going on some new models. All of this is lead-in for the most important question for open models — how easy is it to adapt to specific use-cases? This is a different problem for different model sizes. Large MoE open-weight models may be used by entities like Cursor who need complex capabilities in their domain, e.g. Composer 2 trained on Kimi K2.5. Other applications can be built on much smaller models, such as Chroma’s Context-1 model for agentic search, built on GPT-OSS 20B. The question of “which models are fine-tunable” is largely background knowledge known by engineers across the industry. There should be a thriving research area here to support the open ecosystem model. The first step is to understand characteristics of different base and post-trained models to understand what they look like. The second step is to tune pretraining recipes for open models so they’re more flexible. Interconnects AI is a reader-supported publication. Consider becoming a subscriber. Subscribe For The ATOM Project and other Interconnects endeavors, we’ve put in substantial effort to measuring adoption trends in the open ecosystem. Everything takes a long time to unfold after a model is first publicly available — and adaptability is why. What we know for sure now, when Qwen has been going from strength to strength with its releases, is that technical staff across the industry has gotten comfortable working with Qwen models. Countless research methods and datasets were made to work with Qwen. It’ll take patience for any other model family to get to this point — a patience I’m not sure many open model builders have. This takes us to Gemma 4, Google’s latest open models. Gemma 3 was released more than a year ago, in March of 2025, and is a bit underrated. Gemma 4 comes in 4 sizes for now, with a bigger, MoE model of over 100B total parameters rumored but not released yet. The models we have today come in sizes of ~5B dense, 8B dense, 26B total 4B active MoE, and 31B dense. I’m most excited that they’re finally adopting a standard Apache 2.0 open source license. This’ll massively boost adoption. The standard of better licenses for strong open-weight LLMs was set by mostly Chinese open model labs in the last 1-2 years, and now U.S. companies are following suit. I will personally be so happy if the horrible Llama licenses and Gemma terms of service were an ~18-month transient dynamic of the industry being nervous about releasing strong open models. The Gemma 4 scores look very solid, the small models have incredible benchmark scores (especially in general domains like LMArena) and the 31B model rivals the recent Qwen 3.5 27B, which is the leading member of that class. The ~30B size range is an important one, as it’s accessible both to researchers and to enterprises looking to deploy the model in real use-cases. Where the 7B model scale is the default for tinkering and research, a 30B model is the default for seeing if an open model can unlock substantial value in your specific workflow — a good mix of intelligence, low price, tractability for downstream training, etc. This takes us back to the above adoption criteria I mentioned for open models and the bigger question — do I think Gemma 4 will be an overwhelming success? Previous Gemma models have been plagued by tooling issues and poorer performance when being finetuned. Gemma 4’s success is going to be entirely determined by ease of use, to a point where a 5-10% swing on benchmarks wouldn’t matter at all. It’s strong enough, small enough, with the right license, and from the U.S., so many companies are going to slot it in. I’m cautiously optimistic that Gemma 4 is going to work better here. Winds are shifting for open models built in America. We saw GPT-OSS go through a bumpy launch to become an overwhelming success. There’s a collective energy around the likes of Reflection, Arcee, Nemotron, Gemma, Olmo, and peers that show substantial demand for building new stacks around open models. There’s capital to be spent on AI stacks across the economy by those who want more ownership of everything, including the model. After launching The ATOM Project 240 days ago, the conversation is shifting into the next stage. Summer of 2025 was a crisis moment where the U.S. AI scene realized it can’t wait and figure out open models after building AGI. The two markets will capture different areas and proceed in parallel. Now that more companies in the U.S. are releasing strong models, we need to improve the ecosystem so that these models are easy to use, understand, and build value around. It’s the hard work to build another inflection point in these adoption plots I’ve been updating consistently, but that’s the work to be done. Join me in it. More data coming soon! Here’s a sneak peek:

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Apr 3 • 12:57 PM EDT • Technology • interconnects.ai
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