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Tariff refund system launches as thousands of companies file claims

The ​refund system set up to allow companies to recover illegally collected tariffs from the U.S. government went ‌live on Monday as thousands of companies rushed to file claims.

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Apr 20 • 10:19 AM EDT • Business • reuters.com
Trent Williams, 49ers work out new deal
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Apr 20 • 9:45 AM EDT • Sports • sports.yahoo.com
Why Democrats with 2028 hopes are calling Lina Khan – and what she’s telling them about remaking the economy

Lina Khan is getting constant calls from Democrats, many of them thinking about presidential runs, to sound out problems and workshop potential solutions. That’s a shift from when she was Federal Trade Commission chair and some party leaders avoided meetings or events with her. Khan hasn’t changed so much as the world around her has. Many Americans are furious about rising costs, affordability, technological changes, and soaring profits for the rich. And President Donald Trump has maximized the levers of federal power in ways that were once considered off-limits in both parties. What Khan has in mind for the next Democrat in the White House isn’t a 1,000-page blueprint like the Heritage Foundation’s Project 2025. It’s more of an overall strategy rooted in her specialty: excavating long-forgotten laws already on the books, then finding ways to apply them to 21st century companies.

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Apr 20 • 6:00 AM EDT • Politics • cnn.com
NBA playoffs 2026 takeaways: Pistons disappear against Magic; Wemby dominates; Thunder roll to begin title defense; Jayson Tatum stars in Celtics' big win
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Apr 19 • 11:58 PM EDT • Sports • sports.yahoo.com
WATCH NOW and share your thoughts, WDSU sports 2026 Saints mock draft

WATCH NOW and share your thoughts, WDSU sports 2026 Saints mock draft

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Apr 19 • 11:26 PM EDT • Sports • wdsu.com
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NBA playoffs 2026 takeaways: Pistons disappear against Magic; Thunder roll to begin title defense; Jayson Tatum stars in Celtics' big win
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Apr 19 • 10:48 PM EDT • Sports • sports.yahoo.com
What to know about tariff refund site that's set to go live Monday

This is the 1st phase in the administration complying with court orders that could see billions of dollars in paid tariffs refunded.

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Apr 19 • 9:54 PM EDT • Business • axios.com
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Health officials confirm measles case was found in Maryland

A case of measles has been confirmed in a Baltimore area resident who recently traveled internationally.

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Apr 19 • 5:42 PM EDT • Health • wtop.com
🙂 Positive (50%)
Republican senator criticizes Trump’s ‘holy war’ with Pope Leo

Senator John Kennedy of Louisiana, a long supporter of Trump, says president’s feud with the pope is a ‘distraction’

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Apr 19 • 2:55 PM EDT • Politics • theguardian.com
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Athan Kaliakmanis Visits Several NFL Teams Before Upcoming Draft

Kaliakmanis visits several NFL teams with the hopes of getting drafted

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Apr 19 • 10:48 AM EDT • Sports • sports.yahoo.com
NHL playoffs winners and losers: Stars falter in Game 1 again

The Dallas Stars don't have a good recent record in opening games of playoff series. It happened again with a 6-1 loss to the Minnesota Wild.

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Apr 19 • 1:25 AM EDT • Sports • usatoday.com
American Cancer Society awards grant to Monument Health to help cancer patients with travel costs

The American Cancer Society awarded up to $30,000 to Monument Health’s Cancer Care Institute to help patients with transportation and lodging during treatment through March 31, 2027.

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Apr 18 • 5:00 PM EDT • Health • kotatv.com
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Got $5,000? This Boring Waste Business Might Be a Quiet Multimillionaire Maker by 2036.

Republic Services is in the business of trash, but its long-term potential is anything but junk.

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Apr 18 • 4:45 PM EDT • Business • fool.com
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Is watermelon good for you? Experts explain calories, sugar content

Watermelon is a summer staple known for its refreshing taste and high water content, but many people wonder how healthy it really is.

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Apr 18 • 10:01 AM EDT • Health • usatoday.com
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NBA player prop picks, odds, free best bets: Model includes LeBron James for NBA Playoffs on April 18

The SportsLine model and team of experts reveal top NBA props picks and NBA predictions for the NBA Playoffs on Saturday

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Apr 18 • 9:21 AM EDT • Sports • cbssports.com
When is a war a ‘just war’?

An interesting result of President Donald Trump’s strange and mostly one-sided feud with the pope is that there is something of a debate, through the lens of Catholic theology, about whether the US and Israel’s war on Iran is a “just war.”

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Apr 18 • 8:00 AM EDT • Politics • cnn.com
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UFC Winnipeg predictions

Gilbert Burns looks to turn back the clock against Mike Malott

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Apr 18 • 8:00 AM EDT • Sports • sports.yahoo.com
LIV Golf CEO on tour's future: 'Funded through the season'
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Apr 17 • 11:12 AM EDT • Sports • sports.yahoo.com
West Salem High teacher advocates for unified sports as Mrs. Salem pageant contestant

A West Salem High School teacher is using a pageant platform to advocate for inclusion and unified sports programs across Oregon.

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Apr 17 • 9:11 AM EDT • Sports • kptv.com
Eli McCann: We didn’t see eye to eye on politics, but we saw heart to heart as neighbors

Tribune columnist Eli McCann remembers the friendship formed with a neighbor — despite the clashes they shared over partisan politics.

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Apr 17 • 8:00 AM EDT • Politics • sltrib.com
The stunning underwater world that’s at risk as the Iran war drags on

Not far from the vessels stuck in the Persian Gulf is a one-of-a-kind marine ecosystem that’s home to dolphins, sea turtles and coral. How do oil slicks affect them?

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Apr 17 • 7:30 AM EDT • Science • cnn.com
8K views · 107 reactions | U.S. lawmakers on Thursday confronted...

U.S. lawmakers on Thursday confronted Health Secretary Robert F. Kennedy Jr. on vaccines, the Trump administration’s handling of health care fraud and comments he made about psychiatric medications...

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Apr 16 • 8:55 PM EDT • Health • facebook.com
UCLA battling against letup in middle of spring practices

This week features spring practices six through eight, and Bob Chesney noticed a dip in energy. The difference first became apparent on Tuesday, in small but noticeable ways.

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Apr 16 • 4:54 PM EDT • Sports • sports.yahoo.com
Cuba’s prisoner release likely isn’t including political prisoners
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Apr 16 • 11:26 AM EDT • Politics • cbsnews.com
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Sunderland near another landmark

Sunderland go to Aston Villa with a carrot dangling this weekend. The Black Cats have won 46 points in the Premier League, a tally which is already their most in a top-flight season since 2010-11 (47). Regis le Bris' side have 12 wins in the Premier League during the campaign.

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Apr 16 • 6:59 AM EDT • Sports • sports.yahoo.com
‘Iran has to come’ to the US for the World Cup, FIFA’s Infantino says

FIFA chief reasserts his views on Iran's participation, saying 'the players want to play' in the tournament.

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Apr 16 • 5:50 AM EDT • Sports • aljazeera.com
From an Oregon waffle iron to global icon: How Nike changed the game

Born in Oregon and built into a global force, Nike grew from humble beginnings into one of America’s most influential brands.

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Apr 16 • 5:08 AM EDT • Sports • registerguard.com
Former River City Science Academy Elementary employee arrested, accused of grooming a student
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Apr 15 • 2:57 PM EDT • Science • firstcoastnews.com
Police chase ends in car crashing through chimney sweeping business in Middle TN

A high-speed police pursuit in Chapel Hill ended in the car crashing through a chimney sweeping business on Tuesday night.

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Apr 15 • 1:34 PM EDT • Business • wsmv.com
Lawmakers hear two possible solutions to help keep Hennepin Healthcare's doors open
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Apr 15 • 1:29 PM EDT • Health • cbsnews.com
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New England Biolabs® Invites Applicants for 2026 Passion in Science Awards®

/PRNewswire/ -- New England Biolabs (NEB®) today announced an invitation for scientists to submit entries for the 2026 Passion in Science Awards, recognizing...

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Apr 15 • 12:00 PM EDT • Science • prnewswire.com
Trump predicts oil prices will drop ‘tremendously’ despite recent surge

President Donald Trump sits down with FOX Business' Maria Bartiromo to discuss escalating Middle East tensions, his warning to Iran on nuclear weapons and why he believes gas prices will drop ahead of the midterms.

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Apr 15 • 7:15 AM EDT • Business • foxbusiness.com
Maximum-security KY prison neared riot over guard planting contraband on inmates

Investigators say an officer who “discovered” contraband secretly planted it.

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Apr 15 • 5:15 AM EDT • Politics • kentucky.com
Movies and TV shows casting across the US

Backstage compiled a list of movies and TV shows casting across the US.

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Apr 15 • 5:06 AM EDT • Entertainment • djournal.com
Man fatally stabbed in New Cross after business deal 'went sour'

Ayowale Aladejana was killed after the couple accused of his murder drove to his home, a court hears.

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Apr 14 • 2:31 PM EDT • Business • bbc.com
Open-air driving pleasure in the new Porsche 911 GT3 S/C

Lightweight cabriolet with a high-revving naturally aspirated engine and manual transmission.

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Apr 14 • 8:00 AM EDT • Technology • newsroom.porsche.com
Trump won't back down from Pope Leo feud sparked by "60 Minutes" report, tells CBS News pontiff should stay out of politics
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Apr 13 • 5:36 PM EDT • Politics • cbsnews.com
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WATCH: Trump says he doesn't owe Pope Leo an apology after attacking him for comments on Iran
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Apr 13 • 4:08 PM EDT • Politics • pbs.org
NFL Draft Profile: Michigan Football DL Tre Williams

Tre Williams is seeking to be drafted after five years with Clemson and one with Michigan Football. Here’s our NFL Draft Profile on the veteran defensive tackle:

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Apr 13 • 4:00 PM EDT • Sports • sports.yahoo.com
Kansas governor signs sports authority bill to guide Kansas City Chiefs’ developments

The governor, state legislative leaders and owners of the NFL franchise announced in December the framework of a deal for developing a domed stadium surrounded by an entertainment district in Wyandotte County, in addition to the team’s headquarters, training facility and related developments in Johnson County.

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Apr 13 • 11:20 AM EDT • Sports • hppr.org
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UNM College of Population Health Celebrates 10 Years

Friday, April 17, 2026, The University of New Mexico’s College of Population Health (COPH) will proudly celebrate its 10-year anniversary, marking a decade of measurable impact, substantial growth and future ambition. Founded in 2016, COPH became the...

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Apr 12 • 8:00 PM EDT • Health • hscnews.unm.edu
Masters 2026: Only one question remains for Rory McIlroy — how high will he climb among golf's all-time greats?

McIlroy may never have the numbers to catch Jack Nicklaus or Tiger Woods, but he certainly has a pathway to No. 3 all-time.

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Apr 12 • 7:27 PM EDT • Sports • sports.yahoo.com
‘Can no longer be a viable, credible gubernatorial candidate’: Lawmakers call for Swalwell to drop out
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Apr 12 • 4:52 PM EDT • Politics • cnn.com
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The Guardian view on AI politics: US datacentre protests are a warning to big tech

Editorial: In both Republican and Democratic states, scepticism and hostility towards an unregulated construction boom is growing

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Apr 12 • 12:42 PM EDT • Politics • theguardian.com
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Jon Jones may ‘feel the fire’ to return after UFC 327 but Dana White definitely does not

Jon Jones continues to flip flop on whether or not he intends to retire from the sport, which doesn’t surprise UFC CEO Dana White one bit. White spent the last couple of years glazing Jon Jones as the GOAT of MMA, but that all ended after “Bones” retired in June 2025, reneging on a reported […]

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Apr 12 • 10:00 AM EDT • Sports • sports.yahoo.com
In a surprise move, Capcom now lets you buy the original Resident Evil games

Capcom recently re-released the original three Resident Evil games on Steam, and hopefully, it isn't a fluke.

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Apr 12 • 8:00 AM EDT • Technology • avclub.com
Country music star says UFOs chased her plane for hundreds of miles

She said the orbs followed her plane from Arkansas to Nashville.

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Apr 12 • 6:00 AM EDT • Entertainment • lehighvalleylive.com
No peace deal after US-Iran talks in Pakistan

Each side blamed the other for the failure of the 21-hour-long negotiations.

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Apr 12 • 2:10 AM EDT • Politics • tvpworld.com
Black Maternal Health Week celebrated
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Apr 11 • 11:26 PM EDT • Health • wgrz.com
Exit Interview: John Byrne On Building Poets&Quants, Breaking Big Stories & What Business Education Really Needs

As he steps away, P&Q’s founder reflects on 16 years of growth, impact, and the evolution of business education.

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Apr 11 • 9:14 PM EDT • Business • poetsandquants.com
Iraq elects Kurdish politician Nizar Amidi as president amid Iran war fallout

Iraq's parliament voted Saturday to elect Nizar Amidi as president, five months after a parliamentary election that didn't produce a decisive majority.

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Apr 11 • 2:49 PM EDT • Politics • cnbc.com
Packers trade WR Dontayvion Wicks to Eagles for draft picks
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Apr 11 • 1:41 PM EDT • Sports • sports.yahoo.com
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New metal with triple copper’s heat conduction challenges fundamental physics

With performance three times better than copper’s, this new material could substantially improve heat management of electronics, data centers and energy systems

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Apr 11 • 7:00 AM EDT • Science • scientificamerican.com
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Harvard Business School Expands AI Integration Across MBA Curriculum | News

Harvard Business School Expands AI Integration Across MBA Curriculum | News | The Harvard Crimson

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Apr 11 • 3:00 AM EDT • Business • thecrimson.com
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Democrats withdraw endorsements of Eric Swalwell and demand he end bid for California governor

Rep. Eric Swalwell’s bid for the California governor’s office was reeling Friday as staffers resigned and top Democratic supporters withdrew their endorsements in the wake of allegations of sexual misconduct.

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Apr 10 • 7:25 PM EDT • Politics • cnn.com
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Packers reportedly trading WR Dontayvion Wicks to Eagles for draft picks
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Apr 10 • 4:39 PM EDT • Sports • sports.yahoo.com
Sports Playbook for Business: Leading with Speed, Clarity, and Purpose

Novo Nordisks Aleksandar Ciric writes that leaders can apply sports principles such as speed of action, clarity, and responsiveness to be successful in life sciences.

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Apr 10 • 1:49 AM EDT • Business • lifescienceleader.com
AMPLIFIED: New era for ‘Sports and Entertainment Capital of the World’?

The Raiders will keep star edge rusher Maxx Crosby after a trade to Baltimore fell through.

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Apr 9 • 6:40 PM EDT • Entertainment • fox5vegas.com
Israel’s attacks on Lebanon should not be happening, says Keir Starmer

In article for Guardian, PM also calls for Iran conflict to become watershed moment for future UK security

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Apr 9 • 1:32 PM EDT • Politics • theguardian.com
Trump Totally Wants to Appoint His Own Pope, Doesn’t He?

Apparently, the White House and the Vatican are feuding. The historical precedents for this kind of power struggle are so absolutely delicious.

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Apr 9 • 11:53 AM EDT • Politics • esquire.com
Purchase of Alabama health system could breathe new life into struggling, 119-year-old hospital

“This is a huge step in the right direction for the future of our healthcare system,” a city leader said.

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Apr 9 • 11:23 AM EDT • Health • al.com
The Fidelis Partnership Launches Capital Solutions Business, Led by Howden's Gammoh

Pine Walk, the specialist MGA platform of The Fidelis Partnership (TFP), has launched a new capital solutions business called Mezura Capital Partners.

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Apr 9 • 10:59 AM EDT • Business • insurancejournal.com
What will bring visitors back to the Science Museum of Minnesota?

The Science Museum of Minnesota is drawing half the number of visitors it did compared to before the COVID 19 pandemic. Coming up at 9 a.m. on Thursday, MPR News host Angela Davis talks about how the museum is responding to the plunge in attendance and revenue.

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Apr 9 • 10:00 AM EDT • Science • mprnews.org
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ArtsGala to showcase Wright State students’ artistic growth with elegant entertainment extravaganza

Wright State ArtsGala returns Saturday, April 11, in the Creative Arts Center, offering an evening of performances, fine dining and a silent auction to support student scholarships in theatre, dance, music, motion pictures and visual art. Continue reading →

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Apr 9 • 9:00 AM EDT • Entertainment • webapp2.wright.edu
'We Released a Game With Flaws for a Number of Reasons' — Samson Dev Promises Improvements Amid 'Mixed' Reception

The creative director of Samson has promised the team is "committed to the future" of the game despite launching to a 'Mixed' reception on Steam amid complaints about performance, gameplay, optimization, and more.

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Apr 9 • 7:14 AM EDT • Technology • ign.com
Former Fort Bragg employee charged with leaking classified information to journalist

A North Carolina woman has been charged with sharing classified defense information to a journalist following her work as a civilian operational support technician at Fort Bragg, a large US Army base in the state.

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Apr 8 • 5:45 PM EDT • Politics • cnn.com
RFK Jr. launching podcast in ‘transparency’ push

Health and Human Services Secretary Robert F. Kennedy Jr. is launching a podcast that, in his words, will focus on “telling the truth, especially when it’s uncomfortable” and R…

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Apr 8 • 5:24 PM EDT • Health • thehill.com
'SNL' season closes out with plenty of Olivia Rodrigo, Matt Damon, Will Ferrell and Paul McCartney

Matt Damon, Will Ferrell and Paul McCartney will help close out the “Saturday Night Live” season, with Olivia Rodrigo hosting and performing on May 2 | Talk Radio 1210 WPHT

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Apr 8 • 12:11 PM EDT • Entertainment • audacy.com
'SNL' season closes out with plenty of Olivia Rodrigo, Matt Damon, Will Ferrell and Paul McCartney

Matt Damon, Will Ferrell and Paul McCartney will help close out the “Saturday Night Live” season, with Olivia Rodrigo hosting and performing on May 2 | 1080 WTIC NEWSTALK

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Apr 8 • 12:11 PM EDT • Entertainment • audacy.com
Business - Oil prices fall after ceasefire deal as questions over Hormuz Strait linger
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Apr 8 • 6:33 AM EDT • Business • france24.com
Opinion: The socialists are coming!

Democratic socialist candidates are targeting state House Democrats and local races across Georgia in 2026.

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Apr 8 • 6:02 AM EDT • Politics • ajc.com
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Sacramento crews respond to fire at pallet yard business

The Sacramento Fire Department responded to a fire at a pallet yard on Tuesday night.

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Apr 8 • 1:38 AM EDT • Business • kcra.com
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Birding is more than a hobby. It’s a public health tool

Notifications, deadlines, and a steady stream of information compete for our attention all day long., Birding offers a simple interruption to that pattern.

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Apr 8 • 12:01 AM EDT • Health • ctmirror.org
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Michigan’s impact on U.S. politics
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Apr 7 • 5:56 PM EDT • Politics • cbsnews.com
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Bourbon demand is down and tariffs aren't helping. But distillers keep building.

Like many whiskey distillers, Heaven Hill Brands is rolling back bourbon production this year, as demand lags. Yet, as the American spirit faced a tumultuous market in 2025, the Kentucky company built a new, $200 million distillery in the heart of bourbon country, adding 155,000 barrels of capacity.

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Apr 7 • 6:12 AM EDT • Business • reuters.com
Carnegie Science cuts 100-year bond with Johns Hopkins

The nonprofit Carnegie Science will close its operations at Baltimore’s Johns Hopkins University this summer, ending a 100-year cooperation between the school and one of the largest private funders of...

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Apr 6 • 6:13 PM EDT • Science • yahoo.com
Business of the Week: AP Entertainment

BROOME COUNTY, N.Y. (WIVT/WBGH) -AP Entertainment is The Greater Binghamton Chamber Business of the Week. The local DJ company focuses on special events, from weddings to parties to fundraisers. It al...

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Apr 6 • 5:30 PM EDT • Entertainment • yahoo.com
WATCH LIVE: Trumps hold White House Easter Egg Roll as Iran war escalates
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Apr 6 • 10:14 AM EDT • Politics • pbs.org
Long Awaited Xbox Game Will Finally Be Playable For Free Next Month

Six years after announcement, it's almost here!

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Apr 6 • 6:42 AM EDT • Technology • gamingbible.com
49ers News: What a stunning week to extend Trent Williams

Your daily San Francisco 49ers news for Monday, April 6th, 2026

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Apr 6 • 5:00 AM EDT • Sports • sports.yahoo.com
Manchester City are utilizing a French international to devastating effect

Rayan Cherki has had an impressive debut season for Manchester City. The French international has scored nine goals and added eleven assists in 42 appearances so far this season. Outside of his goals ...

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Apr 6 • 2:15 AM EDT • Sports • sports.yahoo.com
University of Nebraska State Museum hosts monthly science lab on climate change

The University of Nebraska State Museum in Morrill Hall hosted its monthly Investigate Saturday Science Lab, with this month’s topic focused on climate change.

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Apr 4 • 5:23 PM EDT • Science • 1011now.com
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Opinion: The business case for adjusting school funding for inflation and passing Prop 9

The math is simple: You cannot run a 2026 business on a 2017 budget.

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Apr 4 • 2:17 PM EDT • Business • adn.com
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What it's like flying Southwest after all the changes; A-List helped

I hit the spending threshhold on my Chase Reserve card in 2025 to secure free A-List status on Southwest. Now, I wouldn't fly the airline without it.

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Apr 4 • 5:11 AM EDT • Business • businessinsider.com
Colo Colo face Concepción to defend top spot

Colo Colo comes into the Liga de Primera in great form, where it will resume action this Sunday against Deportes Concepción. El Cacique will resume its campaign with five wins and two losses, which...

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Apr 3 • 11:03 PM EDT • Sports • sports.yahoo.com
COA senior class hosts contra dance

BAR HARBOR — The College of the Atlantic Class of 2026 invites all to a community contra dance on Sunday, April 19, from 3–5 p.m. The dance takes place in

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Apr 3 • 1:39 PM EDT • Entertainment • mdislander.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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Apr 2 • 8:00 AM EDT • Sports • news.unm.edu
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