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Stephen Bienko of 42U on Fusing Human Impact and Sustainable Business

Stephen is a former USAF Academy and Villanova football and track & field athlete turned life coach and business executive. He is the co-founder and CEO of 42U. We spent two minutes with Stephen to learn more about his background, his creative inspirations and recent work he's admired. Stephen, tell us … Where did you Stephen is a former USAF Academy and Villanova Football and Track & Field athlete turned life coach and business executive. He is the co-founder and CEO of 42U.

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May 4 • 6:00 AM EDT • Business • musebyclios.com
Sam Altman says Elon Musk can come to his ChatGPT 5.5 party

Sam Altman and Elon Musk, OpenAI cofounders turned rivals, are locked in a legal battle over the direction of the company.

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May 2 • 4:17 PM EDT • Business • businessinsider.com
It can be hard to conceptualize the money spent on politics, comms expert says

Bluestack Strategies founder Maura Gillespie sheds light on the role that ‘big money’ plays in politics and protests on ‘Fox Report.’

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May 2 • 4:09 PM EDT • Politics • foxnews.com
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The politics of Trump's ballroom

WEST PALM BEACH, Florida — President Trump was about a half-hour into his second speech of the day, musing about the danger he faced last week at the White House Correspondents’ Dinner. “Saturday night, it was good for one thing. People are loving my ballroom now,” Trump told a crowd last night. “That’s the only thing. They love my ballroom.” Ever since he was hustled off stage at the Washington Hilton last week, after an attempted shooter breached the dinner’s security perimeter and sent guests diving to the floor, the president has argued that the incident is proof for why his White House ballroom is needed. Only his planned $400 million, 90,000-square-foot project, Trump has reasoned, can keep a president truly safe at major events. It’s true that a bunch of GOP lawmakers have jumped on board with new legislation and words of support for Trump’s project. House Speaker Mike Johnson, Sen. Rand Paul and other prominent Republicans went on TV to talk about the need for a ballroom. But as we reported at The Washington Post this week, “people” aren’t really changing their minds on Trump’s ballroom. A new Post-ABC News-Ipsos poll found that most Americans still oppose the ballroom project: 56 percent against it versus 28 percent in favor. The numbers are the same as a poll from last year, the Post’s polling whiz Scott Clement found. Other new polls have found similar margins, too. “I’m just not a giant fan, especially of extravagance,” one independent voter told me. “I mean, in the era we’re in right now, given how much people are struggling, it just doesn’t make a lot of sense to me to spend $400 million on a ballroom.” How we got here The Washington Post has followed Trump’s ballroom project very closely. (My colleague Jonathan Edwards may have written the most total words of any reporter about the project; I may be second.) The project exploded as a national issue after Trump tore down the White House’s East Wing after initially promising not to touch it.1 Historic preservationists sued, and about a month ago, a federal judge ordered a halt to ballroom construction.2 The only way the ballroom could proceed, U.S. District Judge Richard Leon ruled, was if Congress explicitly authorized Trump’s plans. (An appeals court has stayed Leon’s order for now.) The judge’s ruling raised an obvious question: would Congress authorize the project? Keep in mind, “authorization” doesn’t mean that Congress needs to necessarily fund the planned $400 million project; they could just sign off on the private donations that Trump has solicited to pay for the ballroom.3 But GOP lawmakers really didn’t want to talk about the ballroom, we reported at The Post just a few weeks ago. One major reason was the ballroom’s bad polling — not a small detail with many of their own midterm elections looming. The White House Correspondents’ Dinner incident, and Trump’s advocacy, may have changed the political conversation around the ballroom. As this week’s polling shows, it doesn’t seem to have affected the fundamental questions surrounding the project. To put it another way, voters still say that cost-of-living concerns are top-of-mind heading into the midterms. Some Republican and independent voters have told me that they see the ballroom as a vanity project that will help Trump but do nothing for their own lives. It might not help Republicans that Trump has dismissed some of the cost-of-living concerns. He’s described “affordability” as a buzzword manufactured by Democrats whose policies helped cause inflation. “They’ve got one good line of bullshit,” Trump said in his first speech yesterday, delivered at a Florida retirement community known as The Villages. Thanks for reading Dan Diamond's newsletter! Subscribe for free to stay up-to-date on my work. Subscribe Speaking of Trump’s speeches… I’m down in Florida because it’s my “duty week” as a White House reporter — basically, I follow the president wherever he goes. (And then hand the baton off to one of my Washington Post colleagues next week.) As part of my duty week, I’ve spent a few days covering the White House’s reaction to Saturday’s attempted shooting, including officials’ review of the security protocols to protect the president. Trump was restrained in the wake of the incident, addressing the nation from the White House briefing room about the need for peaceful dialogue and trying to lower the temperature. But he’s clearly been itching to get back out of the White House, and I was curious to hear how his Florida speeches would go. And — to my ears — it was an unburdened Trump. Not the one we saw Saturday night in the White House briefing room, but the one we witnessed on the campaign trail in 2024. Loose, dropping profanities, mocking everyone, including members of his team. “We have a man here who knows more about Medicaid, Medicare, medical crap than any human being. Where’s Dr. Oz? Where the hell are you, stand up,” Trump said, referring to Mehmet Oz, the administrator of the Centers for Medicare and Medicaid Services. “It’s the most boring trip I’ve ever made. He’s telling me about Medicare, Medicaid. All I want to do is take care of you, I don’t care. I said, ‘You work out the details.’” I wrote up the speech, as Trump headed to West Palm Beach to deliver more remarks a few hours later. The White House didn’t like my story. Their rapid-response team called it the work of a “total loser”4 and “a miserable TDS-ridden moron.” You can be the judge of whether it’s a fair story or the product of someone afflicted with “TDS.” (The White House’s shorthand for “Trump Derangement Syndrome.”) I’ve pasted the story below with a gift link, meaning that you don’t need to be a Washington Post subscriber to read it. It might prompt you for an email address, though. Meanwhile, I’ll be down in Florida for the rest of the weekend, covering the president. It’s TBD whether those stories will be deemed TDS-afflicted, too. 1 Jonathan details the past six months of ballroom fallout, reactions and the implications for executive authority here. I also had a great time talking about Trump’s ballroom and other projects with Australia’s ABC News Daily on a podcast this week. 2 The judge allowed underground construction and national security-related work to continue. But that hasn’t been enough for Trump, who says the ballroom itself is essential for his protection. 3 The ballroom donors include companies like Palantir, Google and Amazon. For transparency, Amazon founder Jeff Bezos owns The Washington Post, where I work. No one has ever interfered with our team’s coverage of the ballroom or our mentions of Amazon or Bezos, and if that changed, I’d speak out. 4 To be fair, I’ve spent the morning working on stories and writing this Substack post rather than enjoying the beautiful Florida weather. So they may be onto something about who’s winning and who’s losing.

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May 2 • 10:34 AM EDT • Politics • dandiamond.substack.com
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Leaker indicates that Nvidia's GeForce RTX 3060 returns this June, retaining its 12GB VRAM offering

Reports from Chinese industry forums and leakers claim Nvidia will restart production of the GeForce RTX 3060 12GB in June 2026, with add-in board partners targeting a July launch to offset delays and uncertainty around an entry-level RTX 50-series release amid ongoing GPU and memory shortages. The move would rely on newly fabbed Samsung 8nm Ampere chips rather than clearing old stock, but pricing and supply remain key uncertainties that will determine whether the card can credibly serve budget buyers.

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May 1 • 11:53 PM EDT • Technology • notebookcheck.net
Art Favre: Amendment 4 matters for jobs and growth

This is a guest column written by Louisiana Association of Business and Industry executive committee member Art Favre, the owner and founder of Performance Contactors Inc. The viewpoints expressed… Already an INSIDER? Sign in. Already an INSIDER? Sign in

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May 1 • 3:39 PM EDT • Business • businessreport.com
This May Day, even organizers are cautious, but hopeful

Ezra Levin, co-founder of Indivisible, says that the pro-democracy movement needs disruption as big as Minnesota's protests at the scale of No Kings.

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May 1 • 3:01 PM EDT • Politics • motherjones.com
Changing This One Marketing Question Helped Her Build a Business That's Thrived for Over Three Decades

Julia Huang is the founder and CEO Intertrend Communications, which prides itself on being "the Most Award-Winning Result Driven Asian American

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May 1 • 2:44 PM EDT • Business • entrepreneur.com
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Black-owned vodka business is changing the spirits game

Kevin Larkai and Monte Burrow, co-founders of Blackleaf Organic Vodka, are taking on the global spirits industry with a premium organic product. They join us to discuss their inspiration in France, the challenges of distribution and capital, and why they believe small businesses need to prioritize systems over "the grind" to achieve long-term success.

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May 1 • 1:56 PM EDT • Business • fox5atlanta.com
Rice students bring health care to rural regions through new app

Three Rice University students spent their spring break piloting a mobile health platform designed to support community health workers in underserved regions, including Guatemala, Kenya and Colombia.

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May 1 • 11:22 AM EDT • Health • news.rice.edu
LaunchPad Student Start-Ups Win in the New York Business Plan Competition

Three Syracuse University Libraries’ LaunchPad student start-up teams won prizes in the finals of the New York Business Plan Competition (NYBPC), powered by Upstate Capital Association of NY, held in Albany on April 22. Celes Buffard ’27 (School of Information Studies), founder of SecondWave, won the $10,000 first prize in the learn, work and live category. SecondWave combines financial liter...

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Apr 30 • 12:45 PM EDT • Business • news.syr.edu
White & Case advises Pale Fire Capital on business combination of indoor cycling platform ROUVY with Zwift

Global law firm White & Case LLP advised Pale Fire Capital, a prominent Czech-based investment form, and founders including Petr Samek, on the disposal of ROUVY, a leading indoor cycling and virtual training platform built on real-world routes, to California-based private company and leading

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Apr 30 • 8:00 AM EDT • Business • whitecase.com
Fine chandeliers are a specialty for New Orleans business | Home/Garden

Michael Melesurgo and Ricardo “Rico” Mencia purchased Classic Chandelier from the business’s founder, Peter Sather, in 2023, when he decided to retire. The business partners rebranded the company as Vintage Chandelier and relocated it to 455 Philip St. in the Irish Channel in December 2025.The company offers a variety of services including cleaning, moving, restoration, installation, pick-up, delivery and general maintenance of light fixtures, with a specialty in fine antique chandeliers.Additional specialties include the installation and restoration of mirrors and artwork, with pick-up and delivery included. googletag.cmd.push(function() { googletag.display('fixed-breakout-mobile-1'); }); googletag.cmd.push(function() { googletag.display('fixed-breakout-tablet-1'); }); “We mainly focus on older fixtures, but we have also worked on newer ones, especially with installation,” Melesurgo said. “We aim to be able to work on almost anything within reason. But chandeliers are the meat and potatoes of the business.” googletag.cmd.push(function() { googletag.display('fixed-sticky-rail-1'); }); googletag.cmd.push(function() { googletag.display('fixed-breakout-desktop-1'); }); The team at Vintage Chandelier has worked on some of the best-known chandeliers in New Orleans, at hotels including the Ritz-Carlton and the Hyatt Regency, the Milton H. Latter Memorial branch of the New Orleans Public Library and several prominent homes.Inside Out sat down with the duo to discuss the identification and care of fine chandeliers. googletag.cmd.push(function() { googletag.display('fixed-breakout-mobile-2'); }); googletag.cmd.push(function() { googletag.display('fixed-breakout-tablet-2'); }); What are some of the hallmarks of a fine chandelier?Melesurgo: Some of the finer points of elegant chandeliers are pristine crystal, clean craftsmanship, original pieces and parts and stamped pieces to ensure authenticity. Everything should be clean and working.How should you clean a fine chandelier?Melesurgo: The material in question determines the methodology for cleaning. Crystal chandeliers should be cleaned by hand, crystal by crystal, to ensure the best outcome, and to avoid deterioration of metal wiring typically used in connecting pieces together. Spraying cleaners can, over time, sit on the metal and end up rusting connections that compromise the connections. googletag.cmd.push(function() { googletag.display('fixed-breakout-mobile-3'); }); googletag.cmd.push(function() { googletag.display('fixed-breakout-tablet-3'); }); googletag.cmd.push(function() { googletag.display('fixed-sticky-rail-2'); }); googletag.cmd.push(function() { googletag.display('fixed-breakout-desktop-2'); }); What in your backgrounds led you to this business?Melesurgo: I have an electrical background. I started as an electrical apprentice in the local union (IBEW 130) in 2005. Then Katrina hit. I ended up going back to school and getting a degree in Hotel, Restaurant and Tourism and graduating in 2011. I started working for Peter (Sather) at Classic Chandelier & Mirror in 2012, which was supposed to only be temporary, but I ended up staying for a lot longer. I have always enjoyed working with my hands and being creative. This allows me to be creative and keep a lot of beautiful history alive. googletag.cmd.push(function() { googletag.display('fixed-breakout-mobile-4'); }); googletag.cmd.push(function() { googletag.display('fixed-breakout-tablet-4'); }); Rico, you worked as a draftsman alongside an engineer at YKM Consulting. googletag.cmd.push(function() { googletag.display('fixed-sticky-rail-3'); }); googletag.cmd.push(function() { googletag.display('fixed-breakout-desktop-3'); }); Mencia: The job was interesting, especially working on the Ochsner expansion, but staring at two monitors all day became unbearable. I went to work for Peter (Sather), which opened a new world to antiques and chandeliers that I find fascinating. Vintage Chandelier, 455 Philip St., (504) 309-8983, @vintagechandelier.504 on Instagram googletag.cmd.push(function() { googletag.display('fixed-sticky-rail-4'); });

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Apr 30 • 8:00 AM EDT • Business • nola.com
Reid Hoffman Thinks Doctors Should Ask AI for a Second Opinion

The LinkedIn cofounder now has an AI drug discovery startup—and thinks not asking chatbots for medical advice is “bordering on committing malpractice.”

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Apr 30 • 5:00 AM EDT • Health • wired.com
Why Treehub Is Investing In Science-First Founders Leading Healthcare Innovation

Treehub, the Stanford-adjacent residency program backed by the AI Health Fund, is focused on building the next generation of great healthcare founders born in labs, hospitals and academia instead of traditional startup circles.

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Apr 29 • 9:45 AM EDT • Science • forbes.com
Why Treehub Is Investing In Science-First Founders Leading Healthcare Innovation

Treehub, the Stanford-adjacent residency program backed by the AI Health Fund, is focused on building the next generation of great healthcare founders born in labs, hospitals and academia instead of traditional startup circles.

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Apr 29 • 9:45 AM EDT • Health • forbes.com
Funding and community for women Veteran founders: the Women Veterans Giving Small Business Award

The Women Veterans Giving Small Business Award ensures that women who have served are not building their businesses alone.

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Apr 29 • 9:30 AM EDT • Business • news.va.gov
“Political Disaster for Donald Trump”: Jeremy Scahill on Stalled U.S.-Iran Talks

Negotiations between the United States and Iran to end the war are at an impasse as the conflict enters its third month. The Wall Street Journal reported late Tuesday that Trump has told aides to prepare for an extended blockade of Iranian ports to ramp up the pressure on Tehran. Iran is saying it will enter into direct talks with the U.S. “when President Trump lifts what Iran considers to be the illegal military naval blockade in the Strait of Hormuz,” says Drop Site News co-founder Jeremy Scahill. “Iran has maintained that it’s not shut down the strait, but that it’s just shut it down for any vessels that are linked to the U.S. war in any way.” Scahill says a disorganized Trump administration is pushing a “total propaganda narrative” that it has the upper hand in negotiations, while Iran believes it has the “three M’s” on its side: munitions, markets and the midterms.

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Apr 29 • 8:00 AM EDT • Politics • democracynow.org
How Some Founders Are Redefining Fashion’s Idea of Success

As the pipeline to scaling a fashion business grows more precarious, some designers are ditching the pursuit of global prestige in favour of a slower approach to growth they say is more sustainable — and more fulfilling.

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Apr 29 • 12:30 AM EDT • Business • businessoffashion.com
‘Still a family business’

NEW ULM – For over 10 years, Lakes on 1st has been owned and operated by the Bode family. Starting Friday, the Bode clan will continue to work at the restaurant, but with a new owner, Brandon Roiger. “It’s a little bittersweet, but it is a good feeling too,” said Mike Bode, the founder and […]

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Apr 28 • 8:00 PM EDT • Business • nujournal.com
The Founders built safeguards. Our politics have rendered them useless

None of this means the republic is doomed. But we must be honest about the distance between the Founders’ safeguards and today’s political culture.

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Apr 28 • 11:15 AM EDT • Politics • seattletimes.com
A startup says Cursor's AI agent deleted its production database

The founder of PocketOS said that a Cursor AI agent running on Anthropic's Claude Opus model was behind the "destructive action."

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Apr 28 • 8:45 AM EDT • Business • businessinsider.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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UNO OS Launches AI-Driven Operating System to Help Businesses Scale Efficiently, Founded by Siloh Moses

UNO OS founder Siloh Moses introduces a new AI-driven operating system for business efficiency.LAS VEGAS, April 27, 2026 (GLOBE NEWSWIRE) -- UNO...

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Apr 27 • 3:05 PM EDT • Business • markets.businessinsider.com
Google co-founder Sergey Brin confronted Gavin Newsom — then launched a political war

In a treehouse nestled in redwoods north of San Francisco, Gov.

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Apr 27 • 2:04 PM EDT • Politics • latimes.com
Sergey Brin Moves to the Right, With a ‘MAGA Girlfriend’ by His Side

After once backing liberal causes, the Google co-founder has praised President Trump, donated to Republicans and spent $57 million to try to block a California billionaire tax.

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Apr 27 • 11:12 AM EDT • Politics • nytimes.com
April 30 dual language science lecture will explore industry in space

Dr. Solange Massa, founder and CEO of Ecoatoms, will give a science lecture split into English and Spanish with translation available for both languages.

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Apr 27 • 11:00 AM EDT • Science • unr.edu
Enter The Gungeon Creators Say Roguelikes Have Become 'Cash-Grabby'

Dodge Roll's co-founder believes the 'slot machine' aspect of Balatro and Vampire Survivors has led to a shift in the design of roguelikes

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Apr 27 • 10:48 AM EDT • Technology • kotaku.com
Netflix Co-Founder Sees Entertainment Resisting AI

Netflix (NFLX, may be less vulnerable to artificial intelligence disruption than many firms but its greater risk could be changed viewing patterns.Netflix co-founder Reed Hastings said the entertainment industry will likely be one of the least disrupted sectors because customers care about human c…

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Apr 27 • 9:13 AM EDT • Entertainment • tradingview.com
China Will Require Meta to Unwind Acquisition of AI Start-Up Manus

The impact of the ruling was not immediately clear, but it could send a chilling signal to Chinese tech founders seeking to team up with foreign companies.

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Apr 27 • 5:43 AM EDT • Business • nytimes.com
For young founders, selfie sticks are as vital as funding

The promises and perils of becoming a startup founder-influencer

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Apr 27 • 4:11 AM EDT • Technology • businessinsider.com
5 Things Founders Must Still Do Themselves in the Age of AI

While AI is great for optimization, founders and business leaders must focus on human-first tasks — the fundamentals of building a business.

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Apr 26 • 11:00 AM EDT • Business • inc.com
10x Science: $4.8 Million Raised To Build AI Platform For Molecular Protein Characterization

10x Science, an artificial intelligence company focused on molecular-level protein characterization, announced that it has raised $4.8 million in seed funding led by Initialized Capital, with participation from Y Combinator, Civilization Ventures, Founder Factor, and a group of strategic angel investors. The round was oversubscribed and will support the company’s efforts to scale its platform and expand partnerships across the life sciences ecosystem.

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Apr 26 • 10:42 AM EDT • Science • pulse2.com
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Dame founder tackles tariff repayment, navigating the refund process

Dame cofounder Alexandra Fine describes how she repaid customers for the Trump tariff surcharge and is seeking a refund for her business.

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Apr 26 • 5:29 AM EDT • Business • businessinsider.com
Local painting and construction company celebrates 20 years of business - Cross Timbers Gazette | Southern Denton County | Flower Mound

For 20 years, family-owned Right Choice Painting and Construction has navigated the ups and downs of business, but they say it has only brought them closer together as a family. On March 22, Right Choice celebrated its 20th anniversary under the ownership of Jordan and Kyle Mederos. Jordan is the daughter of Right Choice founders […]

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Apr 25 • 3:00 PM EDT • Business • crosstimbersgazette.com
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How I went from BCG consultant to AI startup founder by age 25

Oscar Brisset, 25, used most of his vacation days to learn to code. He left BCG to launch a YC-backed AI robotics company.

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Apr 25 • 3:17 AM EDT • Business • businessinsider.com
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This Married Couple Built a Cereal Brand in Their Cramped One-Bedroom Apartment — Now It's in 15,000 Stores

Margaret and Ian Wishingrad, co-founders of Three Wishes Cereal, had to master marriage dynamics to keep their business – and their relationship – alive.

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Apr 24 • 1:33 PM EDT • Business • entrepreneur.com
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The politics of education in America

Author and founder of Harlem Village Academies, Dr. Deborah Kenny, joins Morning Joe to discuss the politics of education in America.

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Apr 24 • 11:53 AM EDT • Politics • ms.now
Reed Hastings says entertainment industry will be least affected by AI

Netflix cofounder Reed Hastings shared his thoughts on how AI in the entertainment industry on an April 22nd episode of the "Possible" podcast.

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Apr 24 • 8:18 AM EDT • Entertainment • businessinsider.com
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How a Zachary founder turned turf into a niche business

The synthetic turf market has experienced steady growth across the U.S. as municipalities and schools embrace its promise of lower maintenance and year-round accessibility. Zachary native Jesse Simpson, who formerly pitched in the minor leagues with the St. Louis Cardinals organization, parlayed his baseball career and business acumen into Simpson Sports Engineering, a firm that […]

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Apr 23 • 3:52 PM EDT • Business • businessreport.com
The Business of Two Babson Students Made $3 Million In One Year

Where else can you find student founders who's business made $3 million while pursuing their degrees? Only at Babson College.

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Apr 23 • 3:08 PM EDT • Business • entrepreneurship.babson.edu
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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Angi cofounder describes what it's like to be the face of a company

Angie Hicks says appearing in ads for her business, formerly called Angie's List, means she often gets recognized. It's also her leadership strategy.

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Apr 23 • 5:22 AM EDT • Business • businessinsider.com
A Day in the Life of Anne Mahlum, SolidCore Founder and New Mom

Anne Mahlum prioritizes quality time with her son, sleep, a healthy diet and lots of exercise as she works on her upcoming book.

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Apr 22 • 3:51 PM EDT • Health • today.com
Shena White, Founder of Your Pocket CFO and Pretty Smart Business, Launches “Pretty Smart Money” to Help Women Turn Revenue Into Real Wealth

Denver, Colorado, USA, April 22, 2026 (GLOBE NEWSWIRE) -- The business coaching industry has a secret: most programs excel at selling inspiratio...

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Apr 22 • 11:19 AM EDT • Business • markets.businessinsider.com
Dave Mason, co-founder of Traffic known for 'We Just Disagree' and 'Feelin’ Alright,' dies at 79

Dave Mason, co-founder of the psychedelic British band Traffic and songwriter behind “Feelin’ Alright” and “Hole in My Shoe,” died Sunday at his home in Gardnerville, Nevada | KMBZ

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Apr 22 • 11:04 AM EDT • Entertainment • audacy.com
CBL Scholars Program Opens Pathways to Business Law Careers  - UC Law San Francisco (Formerly UC Hastings)

First-year law students and 2026 CBL Scholars Deniz Masjedi, Alvaro Flores, and Tavia Pappaly gain mentorship connections with leading industry professionals as they prepare for careers in business law. Created by the UC Center for Business Law San Francisco (CBL), the CBL Scholars Program aims to develop the next generation of business law leaders, supported by contributions from individuals and corporate sponsors. The highly competitive program provides funding along with academic and professional mentorship to students from disadvantaged backgrounds. Scholars gain exposure to the Bay Area’s technology and venture capital ecosystems and access to UC Law SF’s broad network of senior legal professionals. Now in its sixth year, the CBL Scholars Program provides a scholarship and academic and professional mentorship to students entering the business law community from disadvantaged educational, economic, social, or physical backgrounds. The program is generously sponsored by the law firms Gunderson Dettmer and Goodwin Procter. Meet this year’s CBL Scholars: Deniz Masjedi, Alvaro Flores, and Tavia Pappaly. All three have secured summer associate positions at prestigious law firms. Deniz Masjedi: A Passion for Helping Founders Grow Companies Deniz Masjedi, who was born in Iran and moved to Southern California as a teenager, traces her interest in law to her family’s immigration journey and her desire to advocate for herself and her family. She earned a bachelor’s degree at UC Berkeley, where she studied political science and sociology. At UC Law SF, she serves as a 1L representative for the Iranian Law Students Association and is active in the Business Law Society and Technology & Law Society. Next fall, she will serve as director of mentorship for the Technology & Law Society and director of professional development for the Business Law Society. She will join Sidley Austin this year as a 1L/2L summer associate. Q: What draws you to business law? A: Prior to law school, I worked in Cooley LLP’s Private Companies practice group as a corporate paralegal for three years, supporting over 100 venture-backed startups and venture capital funds. I found purpose in helping founders transform their vision into successful companies. It was incredibly rewarding being part of their journeys—from company formation and initial financing to major transactions such as M&A deals. What excites me most about this field is the potential for a small, innovative company to become the next Google or Zoom, shaping how people communicate and access information. I hope to continue supporting entrepreneurs and investors as a corporate attorney. Q: What does it mean to you to have been awarded this scholarship? A: As the first person in my family to attend law school in the United States, receiving this scholarship is a tremendous honor. My parents and I left everything behind so that I could enjoy the freedom to practice my religion without persecution and pursue a career in law as a woman. This award is an acknowledgment of my dedication to business law and motivates me to continue pursuing excellence in this field. It also recognizes years of hard work—learning a new language, navigating the college and law school application process, and ultimately building a career in the legal profession. Q: How will this scholarship help support your future goals? A: This scholarship will provide access to mentorship from leaders in the field, enabling me to develop the skills necessary to offer practical advice and effective representation to future clients. It also eases the financial burden of law school, letting me focus on my coursework and deepen my commitment to corporate law. As an immigrant, breaking into the legal profession has not always been easy, and the time that mentors have invested in me has been instrumental to my progress. This scholarship will allow me to continue building those relationships while positioning me to one day mentor others pursuing similar paths. Alvaro Flores: Inspired by Entrepreneurs The son of Mexican immigrants raised in San Antonio, Texas, Alvaro Flores says he has long been interested in how policy, markets, and culture shape society. He studied international relations and global economy at the University of Southern California, with minors in business finance and legal studies. His experiences span local political organizing, venture capital and startup work, and teaching entrepreneurship. At UC Law SF, he is involved in the Business Law Society, Technology & Law Society, and the Latinx Law Student Association. He will join Perkins Coie as a 1L/2L summer associate with the firm’s Emerging Companies & Venture Capital practice. Q: What draws you to business law? A: I’m drawn to stories of entrepreneurs whose simple ideas become companies that shape the economy and society. Spending time in venture capital and working directly with founders has shown me that many important decisions in the scaling process are ultimately legal ones, particularly how companies are structured and how capital is raised. Business law sits at the intersection of innovation and equity. It offers a way to stay close to the pace of technological change while also helping expand who gets to participate in it. There is something special about being part of that process here in the Bay Area, where the American Dream feels like it is reimagined in real time. Q: What does it mean to you to have been awarded this scholarship? A: I am truly grateful for the support and belief this scholarship represents. I see it not just as recognition, but also as alignment. The CBL Scholars Program’s focus on developing individuals who engage deeply with the business and technology ecosystem reflects the path I have been intentionally building. More than anything, it feels like an investment in that journey. I have been thoughtful about each next step–whether teaching, working in venture capital, or building multidisciplinary experiences–and this scholarship reinforces that those efforts come together in a meaningful way. Q: How will this scholarship help support your future goals? A: It allows me to focus more on developing as a business lawyer, without the distraction of financial constraints. Beyond that, the mentorship and access to the Bay Area network are just as valuable. I’m especially interested in working with early-stage companies and investors, so the opportunity to learn directly from people operating at a high level in that space is huge. Tavia Pappaly: Working in the Wine Industry Sparked Interest in Business and Law Tavia Pappaly spent five years in the wine industry before deciding to pursue law school with a goal of becoming a corporate transactions attorney. Pappaly says she wants to use her legal skills to help business grow and thrive. A first-generation law student from Fairfield, California, she is a member of the Legal Education Opportunity Program (LEOP) and will serve as vice president of social planning for the UC Law SF Sports Law Society in her 2L year. She plans to work as a summer associate at Gibson Dunn in San Francisco after her 2L year. Q: What draws you to business law? A: Business law brings together many of my interests and personal experiences. As the daughter of immigrants who grew up around a family-owned small business, I saw firsthand both the opportunities and challenges of building something from the ground up. That perspective, combined with my experience in the wine industry, solidified my interest in helping businesses of all sizes tackle evolving legal challenges. I’m excited to grow within the corporate law space and develop the skills and experience to support businesses at every stage. I’m deeply motivated to give back to immigrant communities and small business owners, whose experiences often intersect. By building a strong foundation in corporate law, I hope to support those working to create generational stability and to contribute in a meaningful way to the communities that have shaped me. Q: What does it mean to you to have been awarded this scholarship? A: Receiving this scholarship is incredibly meaningful to me. I take great pride in my background as a first-generation student and a woman of color, so being recognized for my potential in a field that has historically underrepresented those communities is both affirming and empowering. This program will help connect me to the resources and committed mentors that will help me succeed. Beyond that, it is no secret that law school is a significant financial commitment. This scholarship helps ease both the financial burden and the stress that comes with it, allowing me to focus more on my education and long-term goals. I am incredibly grateful! Q: How will this scholarship help support your future goals? A: This scholarship has already connected me with an incredible network of faculty, business law professionals, and like-minded students. The community fostered by the Center for Business Law is deeply supportive, and I’m excited to grow alongside my cohort. I truly believe this network will play an important role in helping me thrive in law school and position me for success in business law. As I have seen firsthand how impactful both financial scholarship and mentorship are, I hope to give back in this same way later in my career.

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Apr 22 • 11:00 AM EDT • Business • uclawsf.edu
The birthplace of OpenAI is on the market for $1.5 million

Greg Brockman's former residence in the Mission, where OpenAI's founders worked before they had an office, is now for sale at around $1.5 million.

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Apr 21 • 8:42 PM EDT • Business • businessinsider.com
This Senior Couple Started a Business to Stop Snoring. Their Ad Was ‘Too Pornographic’ — Then They Hit $250K in Monthly Sales: ‘It’s Lunacy’

Lloyd and Sue Ecker went all the way back to 1888 to find a snoring solution.

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Apr 21 • 4:37 PM EDT • Business • entrepreneur.com
Beyond DTC: Finding the Best Business Model for Your Brand with Molly Sims and Randy Goldberg

The best brands aren’t choosing between online and in person retail—they’re doing both, intentionally. Bombas co-founder Randy Goldberg and YSE Beauty founder Molly Sims break down how to expand your model without diluting your brand.

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Apr 21 • 12:12 PM EDT • Business • inc.com
The Business Model Podcast: From Idea to Business

Anybody can have a good idea. It’s taking the next step that gives people more trouble. On this Founder Group Chat, we have three founders who have turned

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Apr 21 • 9:36 AM EDT • Business • inc.com
Twelve 33 Distillery in Little River offers a taste of local history

Husband-and-wife team Kevin and Rebecca Osborn, founders of the Grand Strand’s first — and only — craft production distillery, named their establishment “Twelve 33.” It is open in Little River.

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Apr 21 • 9:30 AM EDT • Entertainment • myhorrynews.com
Venmo co-founder on who makes the best CEOs
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Apr 21 • 8:00 AM EDT • Business • cnn.com
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5 leadership lessons from Apple CEO Tim Cook

While many CEOs have struggled to follow iconic founders, Tim Cook is wrapping up a 15-year term at the helm of Apple.

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Apr 21 • 5:45 AM EDT • Business • businessinsider.com
Gen Z Alinea founder explains how to connect with investors

Eve Halimi and Anam Lakhani created Alinea, an investment platform designed for the next generation of wealth-builders, in 2021.

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Apr 21 • 5:09 AM EDT • Business • businessinsider.com
Tim Cook proved Silicon Valley wrong about founders

Tim Cook defied Silicon Valley's founder myth, turning Apple into a $4 trillion giant and proving non-founders can build lasting value

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Apr 20 • 8:24 PM EDT • Technology • businessinsider.com
Miranda Kerr: Ingredient transparency isn’t just about beauty

The model and founder of KORA Organics chats with Know Your Value founder and "Morning Joe" co-host Mika Brzezinski ahead of a special Earth Day event in Los Angeles.

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Apr 20 • 7:59 PM EDT • Health • ms.now
Meta attracts more Thinking Machines Lab talent in AI shakeup

Mira Murati's Thinking Machines Lab faces an AI talent drain to Meta, with founders and a researcher among recent departures from the startup.

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Apr 20 • 5:37 PM EDT • Business • businessinsider.com
The data behind Delaware's ‘corporate exodus’ tells a different story

Despite Tesla, Dropbox and Coinbase leaving, the state captured a larger share of US business formation in 2024 than before Elon Musk told founders to flee — but there are early warning signs.

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Apr 20 • 6:00 AM EDT • Business • technical.ly
This behind-the-scenes New Orleans tech company quietly powers $12 billion in transactions

"There are great business leaders in the city, but there's this parochial colonialism that's stifling to progress," its founder says.

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Apr 19 • 9:00 AM EDT • Business • nola.com
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 Founders Built Safeguards. Our Politics Rendered Them Useless

When every constitutional check stalls, the voters remain the only safeguard the system still relies on

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Apr 18 • 9:11 AM EDT • Politics • thefulcrum.us
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Slay The Spire 2 Outlines A Big Roadmap But Devs Aren't Rushing

Mega Crit co-founder Casey Yano revealed that work on alternate versions of Acts 2 and 3, as well as a new character, have already begun; just don't expect them any time soon

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Apr 18 • 7:57 AM EDT • Technology • kotaku.com
'AI is transforming businesses across America:' EMJ Capital founder

EMJ Capital founder Eric Jackson explains his 'new Carvana’ theme, highlighting undervalued companies poised for significant growth on ‘Making Money.’

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Apr 17 • 3:42 PM EDT • Business • foxbusiness.com
Netflix co-founder Reed Hastings to step down, departure is 'spooking investors'

Netflix co-founder and current board of directors chair Reed Hastings is going to leave the streaming company's board, the business has noted.

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Apr 17 • 1:52 PM EDT • Business • foxbusiness.com
How Dylan Patel and SemiAnalysis Grabbed Sway in Silicon Valley

For Dylan Patel, founder of SemiAnalysis, an influential AI industry newsletter and research firm, Nvidia deserves the kind of dogged observation and study the tabloid press once devoted to Princess Diana. Hescrutinizesthe chip giant’s new products,documentsits delays andscoopsdetails about its ...

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Apr 17 • 12:05 PM EDT • Technology • theinformation.com
Cosm Breaks Ground on Immersive Entertainment Venue in Downtown Cleveland

CLEVELAND — Cosm, along with Bedrock and Rock Entertainment Group, have broken ground on a new entertainment venue located at the intersection of East 4th Street, Prospect Avenue and Huron Road in downtown Cleveland. Dubbed Cosm Cleveland, the venue will sit directly across from Rocket Arena (formerly Rocket Mortgage Fieldhouse), home of the NBA’s Cleveland Cavaliers and AHL’s Cleveland Monsters. The two professional sports franchises are owned by Dan Gilbert, founder of Rocket Mortgage, Bedrock and Rock Entertainment Group. Spanning approximately 64,000 square feet and rising three stories, Cosm Cleveland will comprise two programmatic elements: The Dome and The Hall. Through Cosm’s proprietary technology called Shared Reality, the venue will merge a stadium-like atmosphere with state-of-the-art visuals in a communal setting. Rossetti Architects designed Cosm Cleveland, and Bedrock is leading the development. The venue, which will anchor Bedrock’s Rock Block mixed-use development, is slated to open in 2027. “This is a major milestone for our downtown Gateway District, and the arrival of Cosm is a testament to our community’s spirit and resilience,” says Cleveland Mayor Justin Bibb. “This incredible venue will enhance our city’s reputation as a hub for sports and entertainment, drawing visitors from near and far to experience a…

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Apr 17 • 7:45 AM EDT • Entertainment • rebusinessonline.com
Netflix shares fall after downbeat revenue forecast, co-founder to leave

Shares in ​Netflix fell sharply ‌in Europe on Friday ​after the ​company forecast revenue ⁠growth below expectations ​and as ​chairman and co-founder Reed Hastings said ​he ​would not seek re-election.

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Apr 17 • 2:07 AM EDT • Business • reuters.com
Netflix co-founder Reed Hastings to leave the company in June

Netflix co-founder Reed Hastings will leave the company's board in June to focus on philanthropy and other efforts, the streaming company said Thursday.

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Apr 16 • 4:28 PM EDT • Entertainment • latimes.com
Netflix Chair Reed Hastings to Leave Board in June

Co-founder won’t stand for re-election to the board, Netflix said in first earnings report since pulling out of the Warner Discovery bid.

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Apr 16 • 4:02 PM EDT • Business • wsj.com
Joshua Burgin urges greater collaboration at all levels to stop foreign cyberattacks

The Alliance for Global Security founder said America's enemies are working together closely and it's time for the West to do the same.

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Apr 16 • 2:45 PM EDT • Politics • floridapolitics.com
Startup Sioux Falls highlights growing momentum on Founders Day

“These founders are building economic engines for our community. Our ecosystem needs to support them.”

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Apr 16 • 9:07 AM EDT • Business • siouxfalls.business
I make $6,000 a month from a photo booth side hustle; replacing income

Michael Sim and his cofounder started Future Flicks, a photo booth business, after Sim was planning his own wedding and learned about the expense.

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Apr 16 • 5:05 AM EDT • Business • businessinsider.com
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How Dangerous Is Anthropic’s New AI Model? Its Chief Science Officer Explains.

Just how fast is the future coming at us, and how worried should we be? Last week, Anthropic announced Claude Mythos, the latest in what has become the leading family of AI models. In a very short time, AI models from Anthropic and other companies have become shockingly powerful at coding. But Mythos stands out because it is not just able to write code that can hack into critical systems, like those that run financial companies, but also to analyze systems and find and string together vulnerabilities in them, allowing Mythos to evade even sophisticated defenses. Anthropic chose to release Mythos to only about 40 leading corporations, so they could analyze the model’s capabilities and prepare countermeasures, in an effort it calls Project Glasswing. The release of Mythos—and the prospect of similarly powerful AIs to follow—has caused tremors at the top levels of Washington and corporate America. Jared Kaplan, co-founder and chief science officer at Anthropic, is at the center of this breakthrough. We sat down with Kaplan so he could walk us through just how powerful Mythos is, what the implications are for issues like our personal privacy, and what comes next. This conversation has been edited for length and clarity. Sean Fischer: For the layman, how is Claude Mythos different—more powerful, more dangerous—from previous models released by Anthropic? Jared Kaplan: I think most people have experienced the fact that our computers get faster and faster over time and over many decades. There’s this very smooth trend where every 18 months, maybe, computer processing power doubles. I think AI is on a trend in which it’s improving maybe 10 times faster than that. A lot of the earliest work that I did in AI was around identifying this scaling trend in AI. Claude Mythos is the latest model from Anthropic, but it’s not different because it’s qualitatively different. It’s really just kind of the culmination of the trend of AI models getting smarter and smarter at all kinds of general capabilities, from reasoning to software engineering to scientific research to knowledge work. For us, it was the first model to demonstrate very elite-level cybersecurity capabilities. It wasn’t because we trained Claude Mythos to focus on cybersecurity, but it was because, as a byproduct of its general intelligence and its general ability with software, it’s particularly good at identifying vulnerabilities in software and how to exploit them.

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Apr 15 • 11:40 PM EDT • Science • thefp.com
Working family tax cuts 'absolutely vital' to small businesses across US, Kelly Loeffler says

Small Business Administration administrator Kelly Loeffler and Jimmy's Famous Seafood co-founder Tony Minadakis discuss the benefits of the new Trump tax law for small businesses on 'The Bottom Line.'

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Apr 15 • 8:24 PM EDT • Business • foxbusiness.com
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Bryan Johnson's advice to founders: Don't neglect relationships

At Business Insider's The Long Play event, Bryan Johnson pushed back on the idea that a sex life distracts founders.

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Apr 15 • 1:00 AM EDT • Business • businessinsider.com
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Bryan Johnson's advice to founders: Don't neglect relationships

At Business Insider's The Long Play event, Bryan Johnson pushed back on the idea that a sex life distracts founders.

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Apr 15 • 1:00 AM EDT • Health • businessinsider.com
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Binance founder Zhao says Gensler had to align with Dems' political agenda

Binance founder Changpeng 'CZ' Zhao sheds light on his book, 'Freedom of Money,' as well as his interactions with Sam Bankman Fried and Gary Gensler during an interview with FOX Business' Charlie Gasparino.

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Apr 14 • 3:42 PM EDT • Politics • foxbusiness.com
Emma Grede, co-founder of Skims, Good American, on how to win in business and at work

Self-made millionaire Emma Grede, who co-founded Skims with the Kardashians, has been both an entrepreneur and corporate worker. She has some tough-love advice on how to succeed in both business contexts.

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Apr 14 • 12:56 PM EDT • Business • cnbc.com
RWS Global, a world leader in live entertainment and sports, announces executive leadership transition

NEW YORK, N.Y. — RWS Global, a world leader in live experiences across entertainment and sports, today announced that Founder, Chairman & CEO Ryan Stana will transition to Executive Chairman. C…

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Apr 14 • 8:36 AM EDT • Entertainment • amusementtoday.com
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RWS Global, A World Leader in Live Entertainment and Sports, Announces Executive Leadership Transition

/PRNewswire/ -- RWS Global, a world leader in live experiences across entertainment and sports, today announced that Founder, Chairman & CEO Ryan Stana will...

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Apr 14 • 7:00 AM EDT • Entertainment • prnewswire.com
30 Under 30 Europe Science & Healthcare 2026: The Founders Using AI To Empower Patients And Unlock Scientific Mysteries

These young entrepreneurs, researchers and doctors are improving healthcare, empowering patients and building the hardware of the future.

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Apr 14 • 12:30 AM EDT • Science • forbes.com
BUILDERS OF MINNESOTA | Inside FairPlay Entertainment: How Matt Allen and Ryan Hayes Are Rebuilding Access, Dignity, and Creative Power in Minnesota

FairPlay Entertainment builds an affordable St. Paul studio expanding access, supporting diverse artists, and strengthening Minnesota’s music scene.

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Apr 13 • 6:40 PM EDT • Entertainment • minneapolimedia.town.news
UberDoc Health Technologies Corp. Announces Upcoming Investor Webinar

Boston, Massachusetts--(Newsfile Corp. - April 13, 2026) - UberDoc Health Technologies Corp. (CSE: APPT) (FSE: 4KL0) ("UberDoc" or the "Company") is pleased to announce that Sean Kearney, Chief Executive Officer, and Dr. Paula Muto, Founder and Chief Medical Advisor, will present an introduction to UberDoc in a live investor webinar taking place on Wednesday, April 15, 2026, at 11:00 AM PT / 2:00 PM ET.The webinar will be hosted by Cory Fleck of the Korelin Report and provide an overview of...

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Apr 13 • 1:00 AM EDT • Health • finance.yahoo.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
“AI polls” are fake polls

A few weeks after Donald Trump’s second presidential win, I took the train up from London (where I was living at the time) to Oxford to attend a conference on polls and forecasts of the 2024 election. Most of the attendees were pollsters or academics, but I also watched presentations from Aaru and Electric Twin, two companies that do what is interchangeably called synthetic sampling, silicon sampling, or synthetic audiences. Stripped of startup jargon, that means they use large language models (LLMs) to simulate responses to public opinion polls by having AI agents take on the role of survey respondents. I had already heard of Aaru thanks to some articles with eye-catching headlines like “No people, no problem: AI chatbots predict elections better than humans” in the months leading up to Election Day. The founders were making some big, some might even say far-fetched claims, such as: “within two years, we will simulate the entire globe — from the way crops are grown in Ukraine to how that impacts production of oil in Iraq, trade through the strait of Malacca, and elections for the mayor of Baltimore.” When Semafor asked Aaru’s cofounders — Cameron Fink and Ned Koh — about my boss, they said “we respect all those who came before us.” Nate (as he so often does) shared his thoughts on Twitter: Fink and Koh were relatively good-natured about this back-and-forth when we spoke at Oxford. They even offered to mail me one of the t-shirts featuring Nate’s quote they apparently had made. I never took them up on the offer, which I now somewhat regret. These synthetic sampling companies fell off my radar for a while, but they do still exist. In fact, Aaru recently received a $1 billion valuation. Is what they’re doing anywhere close to the most important frontier in AI development? Not by a longshot, especially when Anthropic just developed a model so adept at exploiting software vulnerabilities that it’s only being released to 40 companies. Still, silicon sampling is increasingly finding its way into public polling. Axios reported in March that “a majority of people trust their own doctors and nurses” based on findings from Aaru — without mentioning that the “people” in that sentence were actually LLMs. Around the same time, the Public Sentiment Institute “boosted” their online sample of 373 real survey respondents with 114 AI agents.1 (Spoiler alert: even the co-founder of Electric Twin doesn’t think that’s a particularly defensible approach.) Polling companies like Qualtrics and Ipsos are also developing synthetic data panels. So, what should we make of these … “polls”? Let’s get one thing out of the way: whatever they are, they’re not polls in the way that term is usually defined. Subscribe You can’t replace polls with AI On one hand, using LLMs to essentially make up fake survey respondents sort of sounds like the dumbest idea ever, one that will at best imperfectly replicate real polls while introducing all sorts of biases. On the other hand, with LLMs improving at a remarkable, perhaps even alarming rate, maybe that means I’m a dinosaur at the ripe old age of 24 because I still want to rely on polls that talk to actual people. I’m not going to argue that synthetic samples are completely useless. In fact, as I’ll return to later, there is evidence that some techniques can replicate topline survey results quickly and cheaply. But the marketing from certain companies can be slightly optimistic. “No traditional poll will exist by the time the next general election occurs,” said Fink in 2024. We’re just 206 days away from the midterms, and based on the fact that I still have to collect a bunch of polls every day, I’d say he should have run that prediction by a sample of AI agents before the interview.2 To see why synthetic samples can’t replace polls, here’s a quick primer on how they work. The simplest version of these models involves taking a LLM (like ChatGPT or Claude), giving it a demographic profile (e.g., a white, college-educated woman who lives in Utah and makes $70k a year), and then asking it to respond to a survey question. You repeat that process a few thousand times using different demographic profiles and end up with a sample of synthetic survey responses. The actual models used by private companies are more sophisticated than this, usually because they incorporate more hypothesized demographic characteristics for each agent and provide them with extra information. Aaru, for example, feeds agents a diet of news and information they’d be likely to consume, while Electric Twin incorporates their customers’ proprietary data about the audience they’re trying to replicate. The way Ben Warner, the co-founder of Electric Twin, explained it to me was “we have a large amount of data on […] for instance, 5,000 people. Can we make an accurate prediction of how they would respond to another question?” Still, it should be obvious why synthetic samples can’t replace polls. Polling is fundamentally a data collection process. We might use surveys to make predictions by feeding them into election forecasts, but the main purpose of a poll isn’t prediction, it’s gathering new data about what people think and how they feel. Silicon sampling, on the other hand, produces no new data. It’s simply a model: you input LLM training data, demographic prompts, and a bunch of other information, and it spits out a prediction for what a poll would say. We love models here, but models aren’t polls. That difference is an important philosophical sticking point for most pollsters I talk to. “I think politics should stay away from [synthetic sampling], because we’re trying to […] represent the voice of the people,” said Natalie Jackson, a vice president at GQR Insights. Democratic pollster John Hagner told me: “I think I’m just incredibly skeptical of this idea. I don’t think it’s research. At that point, you’re asking the machine to tell you what you already believe.” Hagner has seen some presentations of early synthetic sampling experiments, but so far, “if it’s being used in a campaign, people are keeping it incredibly quiet.”3 But Eli, I hear you saying, aren’t polls themselves increasingly governed by modeling decisions? Indeed they are: pollsters’ choices on which sampling method to use, how to define their likely voter models, and how to weight their samples can and do lead to dramatic differences in the results they publish. Aaru even referenced these limitations in the methodology statement included with that maternal mortality “poll” — although I’m using the term “methodology statement” loosely here, because it doesn’t really explain how the model works at all. We can ignore the (frankly preposterous) implication that synthetic sampling isn’t subject to a separate set of biases. The important point is that there’s still a meaningful difference between using weighting and other statistical techniques on actual polling data and using a model to predict what a poll would say. The latter is far closer to election forecasts or techniques like MRP — potentially useful models, but not a replacement for polls.4 To be fair, other synthetic sampling companies are perfectly happy with the distinction between polls and models. Warner compared polling and synthetic sampling to different tools in a toolbox. “The mistake I think we make is we think that these new tools should either work in exactly the same way or somehow replace these old tools,” he said. “Rather than thinking of it as, okay, so we’ve always had the hammer, we’ve always had the screwdriver, now we’ve got a saw. But don’t use a saw to try [to] do the job of a hammer.” A quick comment from Nate Eli didn’t ask me for a comment — rather rude of him, don’t you think? But since I’m editing this story, I figured I’d add a few quick thoughts rather than putting words in his mouth. Beyond the frequently misleading marketing, what bothers me about the AI “poll” hype is that as AI tools make statistical inference cheaper and/or better (note that these are not synonyms) that actually increases the comparative value of collecting original data. You might be able to train a model to make a reasonable estimate of what some hard-to-reach poll respondent would say — say, a young Black man who voted for Trump. (Such a person checks a number of boxes for a voter who is usually hard to reach in surveys.) Indeed, this is closely related to what models like the Silver Bulletin forecast already do. They essentially smooth out the kinks in noisy survey data by making inferences based on past voting patterns or national polls or surveys of other states. But you don’t actually know what these voters think unless you’re reaching them directly. If there’s a shift in opinion among this subgroup, you’re not going to detect it. So if I were running a campaign, I’d invest more in going the extra mile to find a representative sample of those voters. And then I’d hire some smart quants — or Claude? — to figure out the implications for campaign strategy based on proprietary data that my competitors didn’t have access to. -Nate Silver Are these models any good? If synthetic surveys are just a new type of model, the next obvious question is whether the models are at least accurate. The answer very much depends on who you ask. On one end of the spectrum, you have the maximalist argument that synthetic sampling is more accurate than actual polls. “It’s an incredibly challenging problem to go to someone and say ‘hey, we’re going to be more accurate at predicting human behavior than you, even when you talk to your customers directly’,” Koh recently told CNBC. In his view, synthetic sampling isn’t a saw to polling’s hammer, it’s “magic.” There’s certainly evidence that synthetic samples can replicate certain survey toplines. But if Aaru does have any examples of their approach outperforming the polls, they’re keeping those to themselves.5 Aaru’s 2024 election model, for example, had Kamala Harris leading in Michigan, Nevada, Pennsylvania, and Wisconsin on November 4th. And although they’ve since taken down their forecast page, they gave Harris a 50.5 percent chance of winning the race on November 2nd.6 After the election, Fink told Semafor he was happy enough with those results because they were “within margin of error,” a term that is completely meaningless when applied to a “sample” of AI agents. And of course, Aaru says their models have improved since 2024, so supposedly now they’d be more accurate than the polls? Still, their stronger argument is on cost: “We are significantly faster and cheaper than traditional polling, and still more accurate,” said Fink. The first two claims are undeniably true, but the third brings us to the opposite end of the spectrum. Both Jackson and Hagner are skeptical that these models are reliable for anything beyond replicating common survey toplines. “I just […] don’t think the machines are what we want when we’re looking for nuanced views. My example on this is people in Arizona and Nevada in 2024 who voted for Trump and voted for expanding abortion in their states on ballot initiatives,” said Jackson. Hagner identified another issue. Maybe the synthetic respondents, like sycophantic LLMs, are inhuman in one important way: they’re too nice. “The reports that have come through at the meetings that I’ve been at are that the early experiments on this, they cannot get respondents to be as racist or sexist or, frankly, as negative as human respondents,” he said. Academic research mostly agrees on this point. While there are some papers that show promising results when using LLMs to replicate polling data, most show that LLMs suffer from various quirks like producing too few “don’t know” responses and can seriously overpredict the favorability of politicians like Donald Trump and Kamala Harris. They also seem to struggle with too little variation between demographic subgroups, so the difference in predicted opinion between Democrats and Republicans, for example, is too small. When I asked Warner about these studies, his response to these papers was that just because academics can’t get synthetic sampling to work doesn’t mean that the technique doesn’t work in general. “Actually, the argument is, okay, yours does not [work]. That does not mean […] for this complex set of machinery, which uses a lot of investment, a lot of time, a lot of money, you can’t get it to work.” Cards on the table, I’m somewhat sympathetic to this argument because academics aren’t exactly great at making election forecasts. Usually, the people with skin in the game are the most accurate. Warner’s argument is that the approach Electric Twin takes — which includes, for example, making multiple predictions for each synthetic respondent using different models and prompts and subsequently averaging those to get a final prediction in a sort of ensemble forecast — produces better results than the simpler academic models. Warner shared a comparison between his method and the method from a recent academic paper with me, and Electric Twin was indeed able to get more accurate replication. But even still, he acknowledged that synthetic sampling “is not a crystal ball.” “If you asked me, do I think using other data sources will be more accurate than asking somebody who they will vote for, I would probably say no. But if you asked me ‘would your system be useful for our turnout modeling today?’ I would say yes.” For better or worse, it looks like the method is already getting more popular in the market research world. Most of the clients Aaru touts these days are businesses like EY and McDonald’s. And AI will probably begin to pop up in other parts of the political polling process. Pollsters are already using it to code open-ended survey responses, and some firms, like YouGov, are testing using LLMs to ask survey respondents questions. More worryingly, one danger to actual polls is that AI agents can be used to infiltrate online surveys. Most online polls use various checks to prevent that from happening, but there’s conflicting evidence on how effective those filters are and how prevalent AI agents currently are in online panels. If those agents ever become impossible to detect, it might spell the end of online polling, but the solution isn’t to replace all of your respondents with ChatGPT. Silver Bulletin is a reader-supported publication. To receive new posts and support our work, consider becoming a subscriber. Subscribe 1 That particular poll obviously doesn’t meet Silver Bulletin standards for aggregation. But we exclude all Public Sentiment Institute polls from our averages because we classify them as an amateur polling firm. 2 You could argue that Fink meant the next presidential election, but (a) I’m also confident we’ll still have real polls in 2028 and (b) in that case he should have asked an LLM to define “general election.” 3 Quick caveat: that’s reporting from a Democratic pollster. It’s possible that Republicans are more willing to use AI in political campaigns. 4 Indeed, Silver Bulletin does not include “polls” produced by MRP in our forecasts or averages, and we think it’s extremely misleading when their practitioners describe them in a way that suggests original data had been collected among a large number of states or Congressional districts. 5 A recent report from Aaru and EY did show two examples of a synthetic estimate being closer than a survey to a real-world benchmark — but I’d take those findings with a grain of salt because the report reads more like an ad and didn’t involve any sort of prediction being made ahead of time. 6 For comparison, our odds for Harris on the same day were 48.2 percent.

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Apr 11 • 11:38 AM EDT • Technology • natesilver.net
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Apr 11 • 7:10 AM EDT • Technology • thetimes.com
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Apr 6 • 6:00 AM EDT • Business • yahoo.com
Billionaire candidate for California governor catching heat for past business interests, wealth

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Apr 6 • 6:00 AM EDT • Business • latimes.com
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Apr 6 • 5:00 AM EDT • Business • theguardian.com