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Oppo officially reveals Find X9 Ultra days before global launch
The Oppo Find X9 Ultra is an upcoming flagship smartphone set to launch globally on April 21. The company's official Weibo account has revealed the device's design ahead of launch, showcasing it in three color options.
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.
What Flutter Entertainment (FLUT)'s Board Shuffle, Buybacks and Quiet Dart Stake Mean For Shareholders
In recent days, Flutter Entertainment plc reported that long-serving independent director Alfred F. Hurley, Jr. will retire at the 2026 AGM, with Nancy Dubuc set to assume the role of Chair of the Compensation and Human Resources Committee, while the company continues executing a multi-billion-dollar share repurchase program. At the same time, billionaire investor Kenneth Dart has quietly built substantial economic exposure to Flutter through total return swaps, even as analysts question...
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.
End of an era at Apple as Tim Cook’s hopeful hire from Google leaves the company
Apple CEO Tim Cook's hopeful AI hire from Google will be leaving the company this coming week.
This Week in Missouri Politics - April 12, 2026
Scott Faughn is joined by Chuck Hatfield and Marc Ellinger. On the panel, Jake Kroesen is joined by State Rep. David Casteel.
👑 Muriqi cements Mallorca legacy with brace against Vallecano
There's a new name atop the goalscoring pantheon in the Balearic Islands after Kosovar star Vedat Muriqi continued his scintillating 2025/26 form against Rayo Vallecano. The 31-year-old Prizren-born t...
Student-led sports business conference brings industry leaders to campus
University of Illinois event highlights careers in athletics, media and analytics through panels and networking.
Clorox Purell Deal Reshapes Health And Hygiene Investment Story
Clorox (NYSE:CLX) has completed the acquisition of GOJO Industries, the company behind the Purell brand. The deal brings Purell hand sanitizer and related hygiene products into Clorox's health and hygiene solutions portfolio. The acquisition is intended to support broader global reach and a more comprehensive offering in cleaning and disinfecting products. For you as an investor, this move connects a household cleaning name with a widely recognized hand hygiene brand under one umbrella...
Pokemon Champions next Battle Pass contents leak
The Pokemon Company is no stranger to leaks what with the massive Gigaleak and the Terraleak. Now on a far smaller scale dataminer, ChicoEevee, has discovered all 50 levels of Pokemon Champions Battle…
EDITORIAL: Business HQs decamp from Colorado
Grim news last week: For the first time since the pandemic, Colorado’s job market lost 11,700 jobs — contracting at an annual rate of -0.4%. The Centennial State is among 27 states with year-over-year job losses, but a new report from the Colorado Chamber Foundation indicates Colorado-specific trends are at play. And they’re making things […]
EDITORIAL: Business HQs decamp from Colorado
Grim news last week: For the first time since the pandemic, Colorado’s job market lost 11,700 jobs — contracting at an annual rate of -0.4%. The Centennial State is among 27 states with year-over-year job losses, but a new report from the Colorado Chamber Foundation indicates Colorado-specific trends are at play. And they’re making things […]
Bob on Business: From riverfront residences to office/restaurant
Also, Go Texan grants; esports looks to score; real estate deals; and awards for area leaders, company.
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.
Peloton’s Latest Leader Thinks He Can Coach It Back to Health
The fitness company has fallen to a small fraction of its value at its pandemic peak, but Peter Stern says Peloton is headed in the right direction.
Peloton’s Latest Leader Thinks He Can Coach It Back to Health
The fitness company has fallen to a small fraction of its value at its pandemic peak, but Peter Stern says Peloton is headed in the right direction.
China, Iran weaponized the global economy to beat the U.S. at its own game
Washington once enjoyed a near monopoly over this type of economic warfare, but now American consumers and companies are starting to feel the pain.
Taco Bell's Golden Bell awards are key to its company growth
Taco Bell's annual management retreat is more than recognition for its top-performing staff — it's a key driver of growth and staff retention.
Nintendo's Animated Films Challenge Disney's Box Office Dominance
Nintendo's expansion into theatrical animation, with billion-dollar films and an annual release slate, is challenging Disney's dominance while strategically promoting its gaming hardware and franchises like the successful Switch 2.
Business Bulletin: Hearthstone wins; Jackie Joyner-Kersee benefits; Capes Sokol celebrates
Catch up on local business awards, certifications, and expansions.
Pandemics Are Not Just Biological Crises
People typically think of pandemics in terms of their biological consequences, but science journalist Laura Spinney argues that their impact is shaped just as
This accessory lets you play Switch 2 games on your iPad or iMac display at 4K resolution
Apple has included excellent display panels on iMacs for years, but for the longest time, there hasn’t really been a...
The Dirt: Frontier Behavioral Health planning new Spokane location
The longstanding location of Spokane Roofing Company will soon become a Frontier Behavioral Health location, according to a construction permit application submitted to the city of Spokane.
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.
Female students, leaders gather for Business of Her conference
More than 200 students and other female leaders gatehred at McKenna Hall for the Business of Her conference.The day was full of panels, breakout sessions, insp
New Harlem mental health clinic expands access to services for families
Get on ‘board’ with Aspen’s charcuterie board business
Borde + Kurv offers handmade boards, along with baskets, spanning everything from brunch to charcuterie to dessert — with thoughtfully sourced and mostly local produce evoking European flavor and tradition.
UBS Raises Petco Health and Wellness Company, Inc. (WOOF) Target Amid Growth Strategy
Petco Health & Wellness Co. Inc. (NASDAQ:WOOF) is one of the best cheap penny stocks to buy that aren’t scams. On March 16, UBS raised its price target on Petco Health & Wellness Co. Inc. (NASDAQ:WOOF) to $4.00 from $3.50, while keeping a Neutral rating. The positive stance underscores the research firm’s confidence about the […]
Nearly 100 Colorado businesses have left or scaled back operations since 2019, report finds
A new report from the Colorado Chamber Foundation suggests the state’s weakening competitiveness is driving businesses out of state. Companies are blaming factors like increasing regulations and cost of living for why they’re choosing to...
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...
Colorado House finishes work on 2026-27 state budget, finally
The House on Saturday, after four days of work – it usually takes two – finished up their work and voted on the $46.8 billion 2026-27 state budget, as contained in House Bill 1410 and 64 accompanying measures designed to help balance the budget. The delay in getting to the finish line was caused by […]
Trump wants to paint a White House office building with ‘magic paint.’ Experts advise against it
President Donald Trump privately advocated for painting an ornate federal office building next to the White House with a “magic paint with silicate,” CNN has learned. But ahead of a key vote on exterior changes to the sprawling Gilded Age structure, a panel of experts is warning the so-called magic paint could be incompatible with the Eisenhower Executive Office Building’s granite exterior.
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.
China's K-pop worries: The reasons why a ban on Korean entertainment has lasted a decade
As mega K-pop group BTS returns to the stage after a hiatus of more than three years, one major market is conspicuously missing from its 12-month world tour: China. The omission of one of the group's biggest fan bases comes as no surprise. In fact, just the opposite would have…
Nintendo Prime: Nintendo is spreading fake information internally to patch leaks
Nintendo is an extremely secretive company but in recent weeks they’ve sprung some leaks and it isn’t the first time that it has happened. YouTuber Nintendo Prime says he has heard from his sources…
Prediction: A Cheaper EV Could Be a Game Changer for Tesla's Business
The company hasn't said its last word.
“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.
Peru holds presidential election amid a decade of political tumult
In the span of a decade, Peru has seen nine presidents come and go. How has that affected this year's presidential race?
Barcelona vs Espanyol, La Liga: TV & Streaming, Live Thread
Join us for another Barcelona La Liga adventure!
Georgia gardening guru and ‘Southern gentleman’ Walter Reeves dies at 74
Walter Reeves spread his gardening gospel on WSB radio and through The Atlanta Journal-Constitution over a span of decades.
More business openings than closings in Oregon in last decade, despite economic stigma
In 2023, following the end of the COVID pandemic, Oregon experienced more new business registrations than any other state in the nation.
UMA, UMPI launch online medical laboratory science bachelor's degree to expand Maine’s healthcare workforce
The University of Maine at Presque Isle and the University of Maine at Augusta are launching a bachelor of science in medical laboratory science degree
UMA, UMPI launch online medical laboratory science bachelor's degree to expand Maine’s healthcare workforce
The University of Maine at Presque Isle and the University of Maine at Augusta are launching a bachelor of science in medical laboratory science degree
How Kodak is trying to turn around its business after teetering on bankruptcy
Photography company Eastman Kodak has seen its fair share of financial struggles, but CEO Jim Continenza is determined to fuel its success.
Apple is 50: how Steve Jobs pulled it back from the brink
In an extract from his history of the company, David Pogue looks back on the year when its co-founder returned amid crisis and found its lost soul
These women had their breasts removed to thwart cancer. Then came the pain.
Many women are afflicted by post-mastectomy pain syndrome, which spans from uncomfortable to disabling and can last years. It’s inconsistently diagnosed and treated, leaving some women in agony as they hunt for relief and struggle to find doctors who take their pain seriously.
This Week in Science: Artemis II Returns, a Chimp 'Civil War', And More!
Our weekly science news roundup.
State of Small Business in Austin- The Economic Outlook in 2026
Explore how 2026 economic trends are shaping growth opportunities for Austin's small businesses. Kick off Austin Small Business Week (May 4-8) with Austin Economic Development at the State of Small Business in Austin breakfast and panel discussion.
Job hunter emailed company after getting ghosted post-interview
After multiple interviews and weeks of silence, a job seeker says she emailed the hiring team to push for better communication.
Health chatbots could pave the way for 'AI privilege' in court
Tech companies like OpenAI have many reasons to keep your discussions with health-focused AI locked up.
Harvard Business School Expands AI Integration Across MBA Curriculum | News
Harvard Business School Expands AI Integration Across MBA Curriculum | News | The Harvard Crimson
Barcelona vs Espanyol – Predicted lineup and team news
Barcelona will look to make it seven La Liga wins in a row when they host Espanyol at the Camp Nou on Saturday.The Catalan giants have dominated this fixture in recent years — Espanyol haven’t bea...
Anthropic closes in on OpenAI as US business use surges
Divergence reflects company’s recent rapid growth owing to strong interest in its Claude Code products
Shohei Ohtani passes Ichiro Suzuki for another Japanese MLB record
Ohtani has reached base in 44 consecutive regular season games, dating back to last August.
$600K grant expands school-based mental health support across Wisconsin
The funding, from the Roots & Wings Foundation, will support a school-based mental health initiative led by the WEA Member Benefits Foundation.
Local business expands to new market after recent acquisition
A Youngstown business is expanding into newer markets after acquiring J&L Supply Company.
Nominate Your Company for the Hawai‘i Excellence in Business Awards
Hawaii Business Magazine invites you to recognize the companies making a difference across the islands
Jelly Roll’s Blood Test Results Are a Wake-Up Call: What Blood Tests Should Your Family Actually Be...
Jelly Roll’s blood panel results stunned his doctors. If you manage your family’s health, his story is worth reading.
Maryville Entertainment Pavilion work underway
By Kathy Turner • Work is progressing on the new American Legion Entertainment Pavilion at Fireman’s Park in Maryville. Boeker Construction Company was awarded the bid for the project and had a milder-than-usual February and March to thank for the progress. The pavilion will be the setting for many activities and concerts at the park…
Personal trainer shocked to find health company using his photos
Sion documented his weight loss journey online and was shocked to find a company was using his photos.
RFK Jr.’s new vaccine panel rules may help sidestep court order, experts say
Kennedy signed a new charter for the CDC’s vaccine advisory committee, adding more focus on vaccine injuries.
Manipulating Science, Manipulating Us
Four decades ago, I and Gerald Markowitz published an article in the American Journal of Public Health that attracted a fair amount of attention. The article was about the history of the introduction of tetraethyl lead into gasoline in the 1920s. The article detailed the controversy over putting lead, even then a known industrial poison and neurotoxin, into the gasoline that was powering the new automobile, particularly those that were produced by the General Motors Company.
MSI MPG 322UR QD-OLED X24 Review - Less Expensive and Even Better
MSI MPG 322UR QD-OLED X24 brings fifth generation V-Stripe QD-OLED technology to a 32-inch 4K panel, pairing a 3840×2160 resolution with a 240 Hz refresh rate, a 80 Gbps bandwidth DisplayPort 2.1a UHBR20 interface, and a price tag that undercuts its predecessor by $200. Improved text clarity, higher SDR brightness, and an AI Care Sensor make for a strong all-around package.
Cenkusha Launches C1: An AI-Enabled Business Management System that Reveals How Value Flows in Organizations
Cenkusha is a technology company that provides the organizational nervous system and structural backbone that modern enterprises need to operate intelligently in an increasingly complex world.
Hundreds of chimpanzees are killing each other in a 'civil war' — scientists captured the 'lethal violence' for the first time
They're going apes—t.
Business Week participants consider the cost of ‘doing business’ - News
The Lundy-Fetterman School of Business marked the 20th anniversary of its annual Business Week, centered on “The Cost of Doing… More on this post
Federal judge extends restraining order on $6.2B merger Nexstar and Tegna
Nexstar's attorneys say the deal will lead to expanded local journalism and programming, not a reduction
Federal judge extends restraining order on $6.2B merger Nexstar and Tegna
Nexstar's attorneys say the deal will lead to expanded local journalism and programming, not a reduction
Kamala Harris says she ‘might’ run for president in 2028. Is she what Democrats are looking for?
Walmart CFO bullish on e-commerce growth, Marketplace potential - Talk Business & Politics
Walmart’s e-commerce business has become a meaningful contributor to the retailer’s growth, now comprising roughly 20% of the company’s revenue. Last year, Walmart’s e-commerce sales exceeded $150 billion, with 27%...
Trump's 2027 Budget Deepens Cuts To Global And Domestic Health
US President Donald Trump wants to eliminate $4.3 billion from the US government’s global health budget, including all funding for the Pan-American Health
Penner Sports Group becomes largest minority owner of MLB's Colorado Rockies
Broncos owners Carrie Walton Penner and Greg Penner are expanding their footprint in Denver sports.
The Trump administration just updated rules for CDC's vaccine advisory panel, allowing inclusion of RFK Jr. allies
The changes published Thursday come after a recent legal defeat that has at least temporarily halted meetings of the Advisory Committee on Immunization Practices, which for decades has recommended how best to use the nation’s vaccines.
David Blitzer Expands Sports Empire With Bet On Golf’s Next Generation
Billionaire David Blitzer's Bolt Ventures has made two significant golf industry investments during Masters week aimed at the game's next generation of fans and players.
Samsung says it has a One UI 8.5 device plan for ‘later’
Samsung has announced that the company will release a One UI 8.5 device plan once the software is ready for rollout. However, there are a couple of things you should know about this new statement. This statement comes after a wide user-based criticism of Samsung’s new feature limitation to the Galaxy S26 series. Users alleged that the company […]
Jury starts deliberating states' claim that Live Nation has a monopoly on concerts and ticketing
Jury deliberations have begun in a civil case pitting 34 states against the concert giant Live Nation Entertainment. The states argue that the company and its ticketing arm, Ticketmaster, are...
East Lyme business acquires East Hampton’s Bee Smart Pest Control
Debug Pest Control, an East Lyme-based pest management company, has acquired Bee Smart Pest Control, according to an announcement Thursday. Bee Smart, based in East Hampton, was owned and operated […]
ATU Hosts 2026 High School Business Challenge
Searcy High School student Duaa Choudhary earned the top prize in the 2026 Arkansas Tech University High School Business Challenge, which concluded with final presentations before a panel of judges on Thursday, April 9. Participants were asked to develop a business start-up or expansion idea. Choudhary earned first place and…
Senator contacts leagues over 'gambling's ugly takeover'
As prediction markets expand partnerships with major U.S. sports leagues, a U.S. senator sent letters to six league commissioners Thursday raising concerns about "gambling's ugly takeover of sports."
CMS highlights new digital health ecosystem tools
The Centers for Medicare & Medicaid Services April 9 held a demonstration showcasing the first series of products intended to push the health care industry toward a more connected ecosystem. The event highlighted tools and applications from more than 50 companies supporting the Medicare App Library that was initially announced in February.
Neuroscientist To Lead Engineering-Driven Brain Health Research
Dr. Matthew Walker joined UT Dallas in January to build the future of sleep science. His research spans fundamental neuroscience and the development of innovative engineering tools to improve the quality of life. Dr. Matthew Walker is helping to transform sleep research from an observational field into one in which engineered solutions can measure and […]
Neuroscientist To Lead Engineering-Driven Brain Health Research
Dr. Matthew Walker joined UT Dallas in January to build the future of sleep science. His research spans fundamental neuroscience and the development of innovative engineering tools to improve the quality of life. Dr. Matthew Walker is helping to transform sleep research from an observational field into one in which engineered solutions can measure and […]
This Women’s Health Company Is Drawing Takeover Interest. The Stock Is Soaring.
Organon stock jumped after a report said Sun Pharmaceutical Industries is nearing an all-cash deal for the women’s health company.
Unique X, Imagica Entertainment Media Services Partner to Transform Japanese Cinema Advertising Business
Digital cinema software provider Unique X and Imagica Entertainment Media Services (Imagica EMS), the market leader in Japan for post-production and media services, today announced the signing of a full long-term agreement, building upon their original Memorandum of Understanding (MOU). This strategic partnership establishes a robust framework for an exclusive collaboration aimed at transforming and […]
Gadsden to invest $2.7 million in sports complex upgrades along Coosa River
Gadsden city leaders are investing millions of dollars into the city’s sports complex, with new construction aimed at expanding playing space and drawing larger
This Women’s Healthcare Stock Is Up 15% on Reports of a Takeover In the Works
Organon shares surged Friday following reports India’s Sun Pharmaceutical made a bid for the women's healthcare company.
King County’s mental health expansion 'moving way too slowly,' Zahilay says
We sat down with King County Executive Girmay Zahilay to discuss his vision for mental health and substance use care amid shaky federal and state funding.
23 leaders share their most influential business books
These reads shaped how executives think and continue to lead.
A Big, Moving Party for Better Lung Health
Peggy shares her experience with the Trek Across Maine and how one bike ride has expanded into a lifelong purpose.
Astrana Health, Inc. to Participate in Upcoming Investor Conferences
/PRNewswire/ -- Astrana Health, Inc. ("Astrana," and together with its subsidiaries and affiliated entities, the "Company") (NASDAQ: ASTH), a...
Brookdale Launches New Sports Management Option A.S. Degree to Prepare Students for Careers in the Growing Sports Industry
Brookdale Community College is expanding its academic offerings with the introduction of a new Associate of Science (A.S.) degree in Sports Management, designed to prepare students for a wide range of careers in the fast-paced
The best recent science fiction, fantasy and horror
Loss Protocol by Paul McAuley; Night Babies by Lucie McKnight Hardy; Honeysuckle by Bar Fridman-Tell; Japanese Gothic by Kylie Lee Baker
Adyen tool speeds business payments
Financial operations at global enterprises remain “stubbornly complex,” as treasury teams juggle multiple banking and payment systems, the company said.
Q4 Rundown: Caesars Entertainment (NASDAQ:CZR) Vs Other Consumer Discretionary
Quarterly earnings results are a good time to check in on a company’s progress, especially compared to its peers in the same sector. Today we are looking at Caesars Entertainment (NASDAQ:CZR) and the best and worst performers in the consumer discretionary - casino operator industry.
Hong Kong animal groups urge HKTVmall boycott over life science experiments
Online retailer facing major backlash after its parent company confirmed tests on pigs’ and sheep’s detached heads and limbs.
Covista taps Walden University leader to integrate marketing, digital innovation
Health care education company Covista is expanding the role of Walden University President Michael Betz to include chief growth and innovation officer duties.
Japanese prime minister Takaichi thrilled by Deep Purple's visit to her office
Japanese Prime Minister Sanae Takaichi took a short and happy break Friday as she hosted legendary British rock band Deep Purple in Tokyo as a longtime admirer | K-DAWN