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Walmart Health Services Expands GLP-1 Access
Walmart’s Better Care Services now offers weight management support for GLP-1 therapies.
OpenAI's latest Codex update builds the groundwork for its upcoming super app
OpenAI is pushing out a major update to Codex that significantly expands what that software can do, and offers a glimpse of what OpenAI hopes to build with its upcoming super app.
Healthcare Briefs: Medical City Frisco and Plano Unveil Mobile ECPR Program
MedCAD receives FDA clearance for AccuStride system for lower extremity surgeries and Parkland Health expands RIGHT Care Program with pilot program for youth mental health.
GE Appliances invests $28M in Decatur plant, health clinic
GE Appliances has announced a $28 million investment in new manufacturing technology and a primary care clinic designed to serve employees and their families at its Decatur refrigeration plant. The company says the investment strengthens its Alabama workforce, deepens community ties and supports its broader $3 billion plan to expand U.S. manufacturing over the next five years. GE Appliances has operated in Decatur since 1977, and the company says the site remains its highest-volume refrigeration plant in the country.
UNC Hussman offers new sports play-by-play class | UNC Hussman School of Journalism and Media
This story, written by UNC Hussman alumna Caroline Daly ’24, was originally published on unc.edu. The UNC Hussman School of Journalism and Media has a new, hands-on class available for students interested in sports careers. Students in “MEJO 390: Sports Commentary and Play-By-Play” can call live radio broadcasts for Carolina sporting events, streamed live on the Go Heels website. This spring, 11 students are calling mostly softball games to gain experience and learn the preparation needed for a successful broadcast. The class is capped at a small number to provide consistent, individual feedback. Matt Krause, the radio voice of Carolina women’s basketball, teaches the class to help students sharpen their skills, using his experience with the Tar Heels and calling games for ACC Network and ACC Network Extra. “There is no substitute for live reps, and that is the only way you get better. The classroom component teaches you how to get better, but going about that requires sitting in that chair, making mistakes and being able to know your broadcast is going somewhere,” Krause said. “These students are doing real live games, and they will have tape where if they want to pursue this. They will have ready-made demos to send for jobs. Being able to utilize all the resources of UNC, GoHeels Productions and the Carolina Athletics brand and create these opportunities for students is really impactful.” In the class, students learn fundamentals like how to announce starting lineups for different sports and how to conduct research before games. Krause has led the class in mock preparation exercises, looking at game charts with information about the different teams and players that they can refer to at pivotal moments during the game. Krause and the students then critique each other, listening to clips from the past week to find ways to improve. It’s a rare class without a slew of quizzes or assignments. Their main tasks are calling games and making a portfolio or demo reel of their best calls at the end of the semester, all with the goal of being ready to step into similar roles after graduation. Laible live streams her coverage on the GoHeels website. Calling a live game while broadcasting her coverage allows her to get hands on experience. (Jon Gardiner/UNC-Chapel Hill) Junior Anna Laible ’27 wished for a class just like this. Her first year at Carolina, she interned with the Coastal Plain League, where she was introduced to play-by-play for baseball. “I enjoy the challenge and uncertainty of each game being different because each sport looks a little different,” said Laible. “Each game is different — not just with teams but what could happen with certain records being broken or random trends. That’s what I enjoy most.” She wanted more opportunities for reps during college to prepare for a career after Carolina, so she pitched an idea for the class to Livis Freeman ’99, distinguished associate professor of sports communication. Laible and Freeman reached out to GoHeels Productions for a partnership and then connected with Krause. “This is how at UNC Hussman we separate ourselves: Our students go into the field ready,” said Freeman. “The biggest compliment we get it is when our students start their careers, they don’t need any hand-holding.” Laible calls a Carolina softball game at Kessing Stadium – after pitching the idea to Hussman faculty. Her interest in sports commentary allowed her to apply her interest as she attends Carolina. (Jon Gardiner/UNC-Chapel Hill) Laible is now a student in the class, which has helped her strengthen her skills and deepen her passion for the field. The goal is to expand to other sports like soccer, lacrosse and field hockey. “The hands-on experience I’ve gotten here is invaluable. I’ve loved the classes and professors because they’ve taught me a lot, but it’s also the things outside of class, too, that have helped me grow,” said Laible. “Since being at UNC, I’ve grown a lot in the versatility, from doing writing to production and commentating. UNC Hussman and Carolina have given me the ability to be strong and well rounded.”
Entertainment AR and VR System on a Chip (SoC) Market Outlook, 2026-2030 & 2035 - Apple, Samsung Electronics, and Meta Platforms Lead the $3.8 Billion Industry
The market is poised for growth driven by immersive gaming demand, expanding mixed reality applications, and AR adoption Entertainment Augmented Reality (AR) and Virtual Reality (VR) System on a Chip (SoC) Market Entertainment Augmented Reality (AR) and Virtual Reality (VR) System on a Chip (SoC) Market Dublin, April 16, 2026 (GLOBE NEWSWIRE) -- The "Entertainment Augmented Reality (AR) and Virtual Reality (VR) System on a Chip (SoC) Market Report 2026" has been added to ResearchAndMarkets.com's
Amazon Expands Autos Business: Time to Sell These 2 Stocks Now?
Amazon has the reach and capability to disrupt nearly any retail industry, and it's now doing more than dipping its toes in the automotive industry.
Netflix Q1 earnings preview: Analysts bullish on price hikes, ads
Netflix is getting back to basics after bowing out of the bidding war for Warner Bros. and is looking to expand its ad tier.
Gaubert Oil expanding fuels business
The company has agreed to buy the wholesale and transportation division of Mississippi-based Buffalo Services, giving it a foothold in The Magnolia state.
NC lawmakers recommend reforms to mental health system, but funding questions loom
House committee calls for jail telehealth evaluations, expanded data collection and other reforms.
Collaboration needed
Illinois Times published an article April 2 entitled “A collaborative effort for downtown,” referring to the push to create a new taxing body to expand the BOS Center and construct a new hotel. I only wish a “collaborative effort” was indeed the case. While I am not an elected official, I am a longtime advocate […]
Blackhawks extend general manager Kyle Davidson's contract
The Chicago Blackhawks extended general manager Kyle Davidson's contract Wednesday without providing the length of the deal. “We are committing to Kyle to continue the plan he has put in place,” chairman and owner Danny Wirtz said before the team's season-ending game against San Jose. The Blackhawks are locked into 31st place in the 32-team NHL and haven’t made the Stanley Cup playoffs since the expanded COVID playoffs of 2020.
Safe2Eat in 2026 – Science-backed guidance for all Europeans!
Now in its sixth year, Safe2Eat remains a flagship EU-wide initiative designed to make food safety science accessible and relevant to everyday life. By translating complex scientific knowledge into practical guidance, the campaign helps consumers better understand how food safety works and how it supports their health and wellbeing.Growing reach across Europe and neighbouring countriesSince its launch, Safe2Eat has steadily expanded its geographical scope. From an initial group of 9 participating countries, the campaign reaches 23 countries across Europe and beyond in 2026. This year’s edition...
The value of free health insurance: Evidence from Mexico’s Seguro Popular
Expanding free health insurance is central to universal health coverage, but its impact depends on how households value it. This column examines Mexico’s Seguro Popular and shows that households value the programme less than its fiscal cost. This helps explain why its effects on labour markets were modest and suggests that overall welfare gains may be smaller than often assumed, despite the programme’s large expansion in coverage.
Building health together: Clarksville community leadership luncheon
Vanderbilt Clarksville Hospital’s mission is to strengthen and expand local access to health care and improve the overall health of the community.
Thinking Machines Lab loses another founding member to Meta
Meta has hired another founding engineer from Thinking Machines Lab as the AI talent wars intensify. The startup is still rapidly expanding.
Thinking Machines Lab loses another founding member to Meta
Meta has hired another founding engineer from Thinking Machines Lab as the AI talent wars intensify. The startup is still rapidly expanding.
Exclusive: OpenAI lobbies for expanded AI role in life sciences
Progress in life sciences has slowed dramatically — even as the toughest diseases remain unsolved.
Alabama Gov. Kay Ivey signs bills to expand rural health care, promote healthier SNAP buys
Gov. Kay Ivey has signed a package of bills into law aimed at expanding rural health care access in Alabama.
State approves $3 Million for Northwest Jacksonville programs for small businesses, crime prevention
City officials announced that the state has approved a $3 million appropriation to support programs in northwest Jacksonville aimed at boosting small businesses, expanding vocational and workforce training, addressing food insecurity and preventing youth crime.
‘Our strongest momentum yet’: Pia Dandiya touts $410K haul in Q1 toward flipping CD 21
‘People across our community are ready for new leadership that lowers costs, expands opportunity, and puts people over politics.’
UF opens Whitney Marine Research Center, expanding marine science innovation in St. Augustine
The University of Florida celebrated the opening of its new Whitney Marine Research Center on April 14, marking a significant expansion of marine science research, education and conservation efforts at the Whitney Laboratory for Marine Bioscience.
Playtech opens worldwide sportsbook network to Inspired virtual games
Cloud-hosted integration gives Playtech operators access to Inspired’s licensed and U.S. sports content, widening distribution across regulated markets.
Inspired Entertainment Expands Global Reach Through SaaS Distribution Agreement for Virtual Sports with Playtech
NEW YORK, April 15, 2026 (GLOBE NEWSWIRE) -- Inspired Entertainment, Inc. (“Inspired” or the “Company”) (NASDAQ: INSE), a leading provider of B2B gaming content and systems, today announced a new SaaS distribution agreement with Playtech (LSE: PTEC), one of the world’s leading gambling technology companies. Under the agreement, Inspired’s Virtual Sports portfolio, including its market-leading licensed content and U.S. sports offerings, will be distributed via Playtech’s Sportsbook platform to op
ETSU Health receives $2.4M grant to expand care for unhoused communities
ETSU Health Family Medicine’s new street medicine program brings care directly to people experiencing homelessness while training resident physicians.
MrBeast is seeking his first CMO to help build an entertainment giant
MrBeast's Beast Industries has been on a hiring spree lately and is now looking for a top marketer to expand its entertainment and product lines.
U.S. senator introducing bill intended to make sports TV more accessible to fans
The "For The Fans" Act hopes to expand free TV access to games for local fans facing subscription paywalls.
Atelerix Forms Strategic Partnership With JH Health Ltd to Expand Non-Cryogenic Cell Preservation Capabilities in the Middle East
NEWCASTLE, England, April 15, 2026--Atelerix, a biotech company revolutionising cell preservation and biological transport with its pioneering hydrogel encapsulation technology, today announced it has established a strategic partnership with JH Health Ltd, a Saudi Arabian company focused on medical and health-related technology. The partnership grants JH Health exclusive rights to use and distribute Atelerix’s hydrogel-based cell and tissue preservation solutions in the Middle East, significantl
Primary Care Training Expands Access to Pediatric Mental Healthcare for Anxiety and Depression
Training and coaching can equip primary care clinicians to take on a larger role in pediatric mental healthcare.
Bill to expand subacute mental health care access goes to governor's desk
A bill that aims to expand access to subacute mental health care, which is one step below hospitalization, is on its way to the governor’s desk.
NYC Health + Hospitals/Carter Expands Award-Winning Rehabilitative Care as New Outpatient Service - NYC Health + Hospitals
New York, NY — NYC Health + Hospitals/Carter, the only Long-Term Acute Care Hospital (LTACH) in New York, today announced it will begin offering
Apple TV users get $2/month Peacock, as bundle expands to new places
Apple TV lets subscribers add Peacock Premium for just $2/month, and now a similar bundle offer has just launched through Prime Video.
Icon Concerts and LiveCo Expand Live Entertainment Footprint With Appointment of Industry-Veteran Jesse Stoll to Newly Created Executive Vice President of Global Touring Role
NASHVILLE, Tenn., April 14, 2026--Icon Concerts and its rapidly growing parent company, LiveCo, creators of the precedent-setting, sold-out SoFi Stadium show with comedians Gabriel Iglesias and Jo Koy, are broadening their wide-ranging footprint with the hiring of live entertainment industry-veteran Jesse Stoll as executive vice president, global touring.
Small business R&D tax credit proposal makes progress in CT legislature
State lawmakers have moved along a proposal to expand access to research and development tax incentives for small businesses, an effort that has failed in previous legislative sessions.
How YouTube is helping Americans learn about U.S. history, science and innovation
Watch the America 250 celebrations and NASA Artemis II mission through our expanded partnership with C-SPAN and official NASA livestreams. Find educational playlists on YouTube Kids and explore the history of space flight through an interactive hub designed for students and families.
Iowa House passes bill expanding subacute mental health care
A bill aiming to remove barriers for mental health access in Iowa is heading to the governor's desk.
CEPI and PAHO expand partnership to strengthen regulatory systems and vaccine safety across the Americas
The agreements build on a broader five-year Memorandum of Understanding, signed in 2024.
QPS Missouri expands clinical research to patients in Springfield
Springfield residents with chronic conditions can now join more clinical studies as QPS Missouri expands its research efforts.
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.
Kelly vetoes sports tourism program, allows religious freedom bill to move forward
Gov. Laura Kelly vetoed legislation to create a sports tourism grant program focused on expanding state investment in sporting events.
Hospitality mogul details challenges of expanding business to NYC
The entrepreneur has built a portfolio of high-energy environments.
Universe is expanding faster than expected: Scientists struggle to explain cosmic acceleration
Science News: Not only is the Universe expanding, but its expansion is actually happening at a speed higher than was thought possible until recently. For many years.
How Amazon is expanding its car-sales business
Amazon (AMZN) is expanding its car-sales business to include Jeep, Chevrolet, and other automakers. Yahoo Finance Senior Autos Reporter Pras Subramanian breaks down the details.
Ketchup Entertainment Names Qube Wire As Primary Distribution Partner for Expanding Theatrical Slate, Led By Wide Release COYOTE VS. ACME
Ketchup Entertainment has appointed Qube Wire as its primary digital distribution partner across its expanding theatrical slate, led by Coyote vs. Acme, the company’s largest release to date, set for a nationwide wide rollout this summer. The slate will be immediately followed by Rolling Loud, starring Owen Wilson, Matt Rife, and Travis Scott, further cementing […]
International Collaboration Helps Pinpoint Universe’s Expansion Rate
The universe is expanding, but the exact speed at which it’s doing so – a figure known as the “Hubble constant” – remains a mystery. Now, an international collaboration of astronomers has developed a framework that incorporates a range of methods into one analysis, to produce a more precise measurement.
Legendary Entertainment on Expanding 'Dune' and Monsterverse
James Ngo, shares how the company is transforming flagship franchises like "Dune" and Monsterverse into immersive, year-round experiences.
Samsung One UI 8.5 beta now arriving for these older Galaxy phones
Samsung expands the One UI 8.5 beta to the Galaxy Z Fold 5, S23 FE, and A-series, bringing AirDrop support and LLM-powered Bixby to more users.
Deloitte's Space Business Reaches New Heights as Two New Satellites Enter Orbit
/PRNewswire/ -- Key takeaways Deloitte-2 and Deloitte-3, launched on March 29, 2026, from Vandenberg Space Force Base to expand Deloitte's on-orbit footprint....
Simon Business School expands pathway to accelerated master’s degree through new college partnerships
Undergraduate students at partner institutions can earn their MS from the Simon Business School in one year.
Archer teams with ‘Mandalorian and Grogu’ for first entertainment deal
As the meat snacks marketer expands, it is collaborating with the “Star Wars” universe for a campaign spanning retail, digital, social and out-of-home.
Lauder gift of $10M to aid science center's expansion in W. Palm Beach
A $10 million gift in the name of the late cosmetics billionaire Leonard Lauder and his widow, Judy, will help expand a West Palm Beach science center.
Business Travel Market Expected to Reach USD 2,095.4 billion by 2031, at a CAGR of 9.5%: Allied Market Research
Allied Market Research published a report, titled, "business travel Market by INDUSTRY (Government, Corporate), by SERVICE (Transportation, Food and Lodging, Recreation), by TRAVELER (Group, Solo): Global Opportunity Analysis and Industry Forecast, 2021-2031". According to the report the global business travel market, valued at USD 689.7 billion in 2021, is projected to reach USD 2,095.4 billion by 2031, expanding at a CAGR of 9.5% over the forecast period — more than tripling in size within a d
Iowa State Fair hints at expanded entertainment lineup ahead of reveal
DES MOINES, Iowa — The Iowa State Fair is not just another summer tradition this year. It is shaping up to feel bigger, louder, and more unpredictable as it ties into the nationwide America 2…
Iowa State Fair hints at expanded entertainment lineup ahead of reveal
DES MOINES, Iowa — The Iowa State Fair is not just another summer tradition this year. It is shaping up to feel bigger, louder, and more unpredictable as it ties into the nationwide America 250 celebr...
Calls grow for Eric Swalwell to exit politics over sexual assault allegations
An expanding number of Democrats, including fellow Californians, are asking their House colleague to quit his campaign for governor and resign from Congress.
UCLA Gets $33M Grant for Youth Mental Health Training
UCLA received $33 million from Ballmer Group to expand youth mental health workforce training in Los Angeles County, aiming to produce 2,600 new graduates by 2031.
China's Chery looking to expand car production in Europe, top executives say
Chery is looking to expand car production in Europe through partnerships with other automakers allowing it to use existing factories, top executives at the Chinese carmaker said at an event in Paris.
University of Idaho opens new meat science center in Moscow
MOSCOW, Idaho — The University of Idaho opened a new meat science innovation center that gives students more room for classes and expands research and production.
The Universe is expanding too fast and scientists still can’t explain it
A major international effort has produced an ultra-precise measurement of the Universe’s expansion rate, confirming it’s faster than early-Universe models predict. By linking multiple distance-measuring techniques, scientists ruled out simple errors as the cause of the discrepancy. The persistent “Hubble tension” now looks more real than ever. It could mean our current model of the cosmos is incomplete.
New Harlem mental health clinic expands access to services for families
A Look At Madison Square Garden Entertainment (MSGE) Valuation After New Impossible Foods Partnership
Partnership with Impossible Foods puts food trends in focus for MSGE stock Madison Square Garden Entertainment (MSGE) is in the spotlight after announcing a multiyear partnership with Impossible Foods that introduces a dedicated plant-based concession concept inside The Garden. The agreement ties Impossible Foods branding to New York Knicks and New York Rangers home games and expands plant-based menu options across concourses and premium areas, giving investors a fresh angle on how MSGE...
ON THE JOB: “What is the Best Business Advice You’ve Ever Received?
Interviews by Deborah Jeanne Sergeant Sound advice can contribute to your success. We recently asked area business leaders, what was their best advice they’d ever received. Here’s what they said: “The best advice I ever received was from my then –boss, Gerry Church, Fulton plant manager at Miller Brewing Co. He told me that whenever I wanted to discuss a business problem or issue with him, I should also be prepared to offer possible solutions. It’s the difference between being proactive or reactive. It’s also the difference between being a leader or follower. That has served me well in any business relationship I have had since then.” — Stephen Chirello, Owner, Steve Chirello Advertising, Fulton “Someone will always do it for less; they will also take the most effort to service or satisfy and leave you for the next lower price.” — John M. Henry, Owner, Speedway Press, Mitchell Printing, Phoenix Press, Oswego “I’m going to answer this question by turning it around and giving my own advice that is, ‘Always treat every customer as if they were your only customer!’ We are celebrating our 50th anniversary in business this year. We started our business on March 25, 1976. My advice works.”” — Nick Chervinsky, President, Brewerton Pharmacy, Brewerton “’You need to toot your own horn, my grandfather, Howard D. Dice, told me.” — Beth Ann Dice, Women’s active aging and cancer recovery coach, Mission Movement Wellness Studio & Breast Cancer Recovery Studio, Fulton “In the micro enterprise class, they taught, ‘Get a good lawyer, accountant and bank.’ That was over 30 years ago and I still have those three today. I chose good people I could grow with.” — Tony Pauldine, Owner, Anthony M. Pauldine General Contractors Inc., Oswego “From my grandfather; ‘Listen to everyone! You never know where you will get the solution you need.’” — Kevin Dean, Executive director, Oswego County Opportunities, Fulton “‘Preparation is the mother of success.’ My dad always drilled that into my head growing up, and it has helped me avoid a lot of snags in both my personal and professional life. Thanks, Dad!” — Bekkah Frisch, Owner and president, iHeart Holdings, Inc., Fulton “If you don’t take a risk and try, you will never know.” — Justin Taber, Owner, Torbitt’s Service Center, Oswego “Be ready to take a loss.” — Cody Seymour, Manager, Damiano’s Eatery, Mexico “I’ve received so much good business advice over the years. When people are giving you advice, always be curious rather than judgmental. Follow your gut. Doing the right thing is never the wrong thing.” — Dana Decker, Principal owner/broker, Berkshire Hathaway Home Services, Oswego ’Do it and figure it out later.’ It hasn’t failed me yet. Too many people take time to think about doing this and this and this and then the opportunity is over with. If it’s somewhat reasonable — if it’s not something outrageous — do it and figure it out later.” — Jeremy Allen, Licensed real estate salesperson, Acropolis Realty Group, Syracuse “’Try to meet the needs of the customer. Treat them like you’d like to be treated.’ It’s like the Golden Rule says.” — Douglas Dickson, Physician and associate at CNY Foot Surgery and Podiatry Care, East Syracuse “The best piece of business advice I’ve ever received applies to life in general: always be honest. Never overstate your capabilities and always be willing to ask questions. The more specific you can be in any given topic will always lead to a better outcome.” — Tom Fernandez, President, Woodbine Hospitality, Syracuse “As a business owner, the advice would be ‘Don’t overextend yourself. Especially in agriculture, expect issues to come up.’ If something is going right, it’s not true agriculture. This last season, we scaled very hard to field another crew. We got more drones, crew and generators based on projections. This last season hit the ag community hard with a very wet spring. We did 15,000 to 20,000 acres for fungicide and the same for cover crop seeding in 2024. We scaled to 25,000 to 30,000 for 2025. We ended up doing 2,000 for fungicide and 3,000 for cover crop seeding. That’s why that advice was good.” — Rick Jordan, Operations manager, CNY Drove Services, Clinton “’Keep your head down, mind your own business and do the best for your clients that you can do.’ It has a lot to do with my success in working for Galloway Century 21.” — Ed Fayette, New York state licensed real estate agent, Century 21 Galloway, Oswego “’Expand in all ways, always.’ It just keeps you going and keeps you growing.” — Stephen Baier, Licensed real estate person, The Real Estate Agency & Bouck Commercial, Auburn “The best advice is, ‘Your biggest asset you won’t see on the books because it comes from your employees.’” — David Flickinger, Owner, Edible Arrangements, Syracuse “Don’t take things personally when you’re working with the public.” — Leeann Desimone, Manager, Annie’s Hallmark Shop, Auburn “‘Follow up.’ The customer knows that you care about what you are doing and that their opinion counts. Sometimes they might be on the fence about whether they want to use your company. If they’re asking your opinion on things, they feel you are concerned about what you’re doing. They like to be kept in the loop if they’re spending money with you.” — Dorothy Casper, Saslesperson, SweetWoods Memorials, Phoenix “The best business advice I received is ‘Never be the smartest person in the room. Surround yourself with people who are smarter than you.’ That’s how you learn.” — Debbie Bilello, Owner, Virtual Office Solutions, Central Square “’You need to grow your business but you can’t grow too big too fast.’ That’s what we’ve done at Pinnacle Maintenance. We’ve tried to grow but not too fast. Along those same lines, there’s another good piece of advice, ‘Don’t take on more than you can handle because it only leads to a bad name for your business and a bad experience for your customers.’ It goes along the same lines as growing your business slowly and carefully.” — David Wines, Owner, Pinnacle Maintenance, Central Square “Always be on time and do what you say you are going to do.’ I’ve done very well following that advice. Most of my work is referral and I don’t really do any advertising so I have a pretty good customer base. It’s mostly word-of-mouth from satisfied customers.” — Robert J. Fleming, Owner, Bob Fleming Windows & Doors, Brewerton “’Concentrate on your finances, always pay your taxes, and form a team you can depend on. Try to help the community you’re in as much as you can.’ We do all of these all the time here. We give and give and give to the community and the community gives back to us always.” — Susan Bonnet, Co-owner, Bonnet Sales and Service, Central Square “Keep smiling. It brings a positive attitude to the workplace.” — Karin Lindsley, Vice president, DTS Truck Service, Syracuse “‘Customer service above all.’ Following this advice has served us very well.’ — Guy Fox, Owner, Fox’s Discount Parts, West Monroe “The best thing to do is to make sure you’re taking in more money than you’re spending. I wish I could say I’m a good businessman but I have been in business since 1981. I’m not a bean counter but work well with my hands and its’s served me well all these years and I am still in business.” — Matt McGill, Owner, Matt McGill Collision, Brewerton
Seniors: Dennis Ouellette, 80
Ontario Orchards owner not slowing down as he grows his farm market By Stefan Yablonski The seeds for Dennis Ouellette’s career path were sown when he was 6 years old — and he isn’t slowing down. “Since age 6, I grew up an agriculturalist. That is 72 years. Started out with a 37-acre farm when I bought it from my parents and built it up to almost 300 acres. Brought it back down to around 200 acres now,” he said. The location of his business was just a barn, a horse barn, he said. “In 1967, it officially became Ontario Orchards Farm Market. My wife [June] and I graduated [high school] in 1964 and three years later we became Ontario Orchards. We have been here more than 60 years,” he explained. “It is the same location. We have expanded over the years as the customers mentioned different things; we have expanded to bring in different products. “What keeps me going is I totally enjoy what I am doing. I enjoy the people that I work with. The customers are wonderful. Mostly, more important than anything, is my family — my wife, my daughters, grandchildren, son-in-law — we are still very much a family business I’m not going to retire just yet.” He also enjoys the changing seasons. “Ontario Orchards is a four-season business. There is always something new; more energy, more interest. Not only for the business but for my staff, the people that work here. Things keep changing, changing. We are always looking forward to something new and exciting,” he said. They work with quite a number of local farmers within the area and throughout the state, throughout the country and from around the world.” “We do have things from different countries around the world. But specifically, we are very excited about the local. We have an over 200-acre farm. We sell just about everything we raise on that farm right here at the farm market. For example, we press cider year-round. We make baked goods every day, year-round. We sell our apples 12 months a year.” “Today, there are so many products in Ontario Orchards that we never would have thought of in 1967,” he continued. “I attribute a lot of that to my daughters. I like the young blood and new energy. That is very crucial to a business, it keeps it vibrant.” What’s his favorite part of the job? “I don’t have a favorite part. I enjoy it all. I have a lot of intertest in other things,” he said. “I have staff that knows so much. I can go to the staff and say, ‘I don’t know what this is, you tell me what this is.’ They are so knowledgeable. It is impossible for one person to know everything in this place. In the summer, staff is about 60; in the winter about 20, 25.” He added that he plans on being around for several more years.
“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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