SCROLL NEWS / DISCOVERY
Search headlines
Find the stories shaping the conversation.
Results for " Mall " 6,156 found 🔀 AI-powered Shuffle
GoPro goes bigger and pro-er with support for Micro Four Thirds lenses
Larger sensors, still pretty small cameras.
Small business optimism falls
CNBC's Steve Liesman reports on the latest small business data.
Indiana small businesses see growth as nationwide optimism falls
The national economy is signaling growing unease over rising inflation and the Iran war.
US small business sentiment falls to 11-month low in March
small-business sentiment dropped to an 11-month low in March as a surge in oil prices because of the war in Iran overshadowed the benefits from low taxes, a survey showed. The National Federation of Independent Business said on Tuesday its Small Business Optimism Index dropped 3.
US small business sentiment falls to 11-month low in March
U.S. small-business sentiment dropped to an 11-month low in March as a surge in oil prices because of the war in Iran overshadowed the benefits from low taxes, a survey showed.
US small businesses are adapting to higher fuel prices, supply issues
Rising fuel prices are affecting US small businesses like Wonderstate Coffee, which said it's grappling with higher costs and supply chain challenges.
Pinckney-area pet store asking the community to support local
The store has been open for over 13 years and sells items for dogs, cats, horses, reptiles, indoor and outdoor birds and other small animals.
Hegseth right to mock Royal Navy, says ex-army chief as he backs claims over military underfunding
Richard Barrons backs George Robertson and says UK forces ‘too small and undernourished for the world that we now live in’
Opinion: 3 things Democrats should do to support small business in CT
New Haven's Caroline Tanbee Smith outlines 3 pillars of strategy to boost small business in Connecticut.
From curiosity to conservation: How citizen science is teaching children and adults to see, experience nature
It often starts with something small, such as a new bird in a branch, a vibrant butterfly in a yard, a colorful plant growing through a crack in the sidewalk, or as part of a lawn. Suddenly, you are engaged and can't help ...
House DFL hopeful that small-business relief from Operation Metro Surge could get GOP votes
Minnesota’s House Ways and Means Committee heard testimony from several business owners, school district members, and city leaders on Monday, as testifiers explained the impact of Operation Metro Surge on their respective spaces.
House DFL hopeful that small-business relief from Operation Metro Surge could get GOP votes
Minnesota’s House Ways and Means Committee heard testimony from several business owners, school district members, and city leaders on Monday, as testifiers explained the impact of Operation Metro Surge on their respective spaces.
WalletHub: Fort Myers second-best small town to start a small business
Florida had 8 small cities in the top 20.
Thaddeus Stevens College to launch online small business management program
Thaddeus Stevens College of Technology prides itself on integrating its students into central Pennsylvania trade and technical programs, to the point that many are working for local businesses before they
Regulation Evaluation Portal Open for Small Business Owner Feedback
The Regulation Evaluation Portal allows Texans to submit feedback and make recommendations on areas of possible government overregulation.
Small Business Expo with SouthWest Mobile County Chamber
The SouthWest Mobile County Chamber of Commerce will host an inside-outside community event on Wednesday, April 22, 2026, from 2:00 p.m. to 5:00 p.m.
Wall Street still loves streaming, but are its affections well placed?
While streaming continues to drive media stocks, especially around quarterly earnings, it's not clear when it will start driving profits for smaller players.
From curiosity to conservation: How citizen science is teaching children and adults to see, experience nature
It often starts with something small, such as a new bird in a branch, a vibrant butterfly in a yard, a colorful plant growing through a crack in the sidewalk, or as part of a lawn. Suddenly, you are engaged ...
Altoona alumnus presents small business strategies during Startup Week
Penn State Altoona alumnus Asher Carr recently participated in Startup Week, held in March, with a talk titled “The First Steps to Small Business Success."
SBA now offering help for small business owners affected by drought
the Small Business Administration (SBA) is now offering disaster loans for small business owners who've suffered finnancial losses due to drought.
SBA now offering help for small business owners affected by drought
the Small Business Administration (SBA) is now offering disaster loans for small business owners who've suffered financial losses due to drought.
Celina small businesses frustrated over repeated power outages, leading to thousands in losses
How 3 small Gainesville businesses are using — or rejecting
As the integration of AI becomes more prominent, local businesses are deciding how far they are willing to incorporate it into their systems.
New Huawei Foldable Looks a Lot Like Apple's Rumored iPhone Fold
Apple's upcoming foldable iPhone is expected to feature a book-style form factor that's relatively uncommon in the foldables market, but Huawei's new Pura X Max appears to share a similar wide aspect ratio. Set to be released in China next week, Huawei's new device actually builds upon a design used by the original, smaller Pura X, which was marketed last year as an extra-wide flip phone.
SCORE Offers Free Business Mentoring Sessions
Local entrepreneurs and small business owners in Pasadena have a valuable resource at their fingertips with the ongoing SCORE One-on-One Mentoring Sessions. These free and confidential appointments provide individuals with expert guidance on starting, running, or growing a small business, courtesy of SCORE, the nation’s largest network of volunteer business mentors. The sessions are designed to offer personalized advice and strategic insights from experienced professionals. SCORE, which stands for Service Corps of Retired Executives, is a non-profit organization and a key resource partner of the U.S. Small Business Administration (SBA). Its mission is to foster vibrant small business communities through dedicated mentoring and education. The organization comprises a network of seasoned business owners and executives who generously volunteer their time to support the next generation of entrepreneurs. As SCORE states, their mentoring is a “free, confidential service for anyone starting, running, or growing a U.S.-based small business.” These one-hour mentoring sessions are held every other Tuesday from 1 to 5 p.m. at two branches of the Pasadena Public Library: the Lamanda Park Branch Library and the Santa Catalina Branch Library. Appointments can be conveniently reserved up to 14 days in advance, ensuring that individuals can schedule a time that best suits their needs. This recurring service underscores SCORE’s commitment to continuous support for the local business community, helping them to plan, launch, and grow successfully. Need to Know: The SCORE One-on-One Mentoring Session offers free business guidance. These one-hour appointments are available every other Tuesday from 1 to 5 p.m. at the Pasadena Public Library’s Lamanda Park Branch (140 S Altadena Drive, Pasadena, CA 91107) and Santa Catalina Branch (999 E Washington Blvd., Pasadena, CA 91104). The service is free. For more information or to book an appointment, visit [https://www.score.org/].
Entrepreneurship was never easy, but it doesn’t need to be relentless
Why entrepreneurs and small business owners struggle with mental health, and how intelligent systems can improve that.
Tut Tut - Small Business Success Stories
Learn how Tut Tut, a local delivery company in France, uses Mac for application development and to power its fast-growing operations.
Entertainment Is Now the Engine of Brand Growth, Small World Reports
Little Black Book, Produced with Tracksuit, the 'Entertain or Die 3.0' report reveals that entertainment-first brands are driving stronger revenue growth and consumer preference in 2025
U.S. Small Business Administration Offers Relief to Colorado Small Businesses and Private Nonprofits Affected by Drought
The U.S. Small Business Administration announces the availability of low-interest federal disaster loans to offset economic loss caused by drought.
JAXA's 22-Year Bet on Frozen Comet Samples: What a Multi-Decade Mission Timeline Means for Planetary Science Funding
In the world of planetary science, a decade-long mission is considered ambitious. JAXA, Japan’s space agency, is now weighing something far more audacious: a sample return mission that wouldn’t deliver its cargo until the late 2040s, more than 22 years from the earliest planning stages. The proposed Next Generation Small-Body Return (NGSR) mission to comet […]
Election loss for Hungarian Prime Minister Orbán has ripple effects for Trump, US conservatives
The big election over the weekend was in a small European country nearly half a world away from Washington, but the defeat of Hungarian Prime Minister Viktor Orbán has significant reverberations in the United States
Election loss for Hungarian Prime Minister Orbán has ripple effects for Trump, US conservatives
The big election over the weekend was in a small European country nearly half a world away from Washington, but the defeat of Hungarian Prime Minister Viktor Orbán has significant reverberations in the United States.
Kevin Garnett, Timberwolves formally reconcile with his first home-game appearance since 2018
Making light spin with a gold nanorod
Controlling photon spin, or the handedness of light, is useful for storing and transmitting information. However, generating circularly polarized light typically requires complex or chiral structures. Researchers from the Tokyo University of Science show that hitting a gold nanorod slightly off-center with an electron beam causes the light around it to rotate. This method offers a simpler way to control photon spin and could accelerate the development of smaller, more efficient optical and quantum devices.
How Golden Entertainment (GDEN) Narratives Are Shifting As Analysts Recut Targets And Takeover Nears
Golden Entertainment’s fair value estimate has been nudged from US$30.50 to US$30.00 per share, a small adjustment that still keeps the story focused around a US$30 mark. Some analysts view this US$0.50 trim as an incremental shift that reflects updated valuation inputs rather than a major change in the underlying outlook, while more cautious voices see it as a signal of reduced conviction at recent prices. As you read on, you will see how this updated target fits into the evolving analyst...
Steeplegate Mall redevelopment in Concord 'has returned,' city manager says
The redevelopment of the Steeplegate Mall in Concord is still in the works after multiple lawsuits stalled the massive project, according to city officials.
New York's Largest Shopping Mall Is An Entertainment Hub With Premium Shops And Restaurants
Destiny USA mall in New York is more than just a place to shop and eat -- it's also a destination people travel to for the experience.
The Complex Transformations Underlying MC Escher’s Works
Self-similar images are rather common, which are images in which the same image is repeated on a smaller scale somewhere within the image that one is looking at, something which is also referred to…
👑 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...
All Things Detroit Day draws shoppers, celebrates small businesses at Eastern Market
The Sheds at Eastern Market were buzzing Sunday as shoppers poured in for All Things Detroit Day, an annual celebration of local small businesses featuring more than 100 vendors offering everything from apparel to food.
10 Vintage Plates That Are Worth a Small Fortune
Vintage dining ware from these 10 makers has become highly collectible, often selling for thousands. See which creators' pieces are most valuable today.
Scientists Unveil Microscopy Breakthrough That Reveals “Invisible” Molecular States
Scientists have introduced a microscopy technique that reveals a hidden layer of chemistry involving molecules that normally evade detection.
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…
Kansas City small business needs uniform tobacco regulation across Missouri
When every municipality can impose its own rules, store owners are at the mercy of whichever way the political winds are blowing. | Opinion
How the Mall of Louisiana survived the retail apocalypse — and how it can continue to stay afloat
Since 1997, the Mall of Louisiana has served as Baton Rouge’s go-to shopping center, surviving a period when many malls suffered from financial pressures and competition with online shopping.
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.
Small Business Administration offering drought disaster loans to Colorado small businesses, nonprofits
On Friday, the Small Business Administration announced it will offer low-interest federal disaster loans to Colorado small businesses and private nonprofits negatively affected by drought.
Gary Jackson featured at FMU School of Business for annual Common Author Colloquium
More than 60 students, faculty and community members gathered at Harris Auditorium Thursday for the annual Common Author Colloquium featuring author Gary Jackson, who discussed his new book “Small Lives: Poems,” which reimagines superheroes with new themes. The event, hosted by Shawn Smolen-Morton, chair of Francis Marion University’s Department of Modern Languages and professor of...
An AI launched this retail store and hired employees on its own
Andon Labs let an AI loose with $100,000 to start a small store in San Francisco.
U.S. Small Business Administration Offers Drought Disaster Loans for Colorado Businesses, Private Nonprofits, Homeowners, and Renters - by Carly Winchell
The U.S. Small Business Administration (SBA) announced the availability of low-interest federal disaster loans for small businesses and private nonprofit
Small business marketplace opens up in Warren
Helping bring communities that are drifting apart back together. That was the push behind the launch of Hands and Heart United’s spring market Saturday afternoon.
Young sibling duo starts small bread making business
Our team stopped by the Youngstown Flea this afternoon and found 12-year-old Gloria, and her 10-year-old brother Israel running their own stall.
Young sibling duo starts small bread making business
Our team stopped by the Youngstown Flea this afternoon and found 12-year-old Gloria, and her 10-year-old brother Israel running their own stall.
Book crawl brings business to local small businesses
Book lovers rejoice, your demands were heard for the return of a book crawl.
Musicians and music lovers flock to Little River’s Star Tavern
There’s a small blue and red building that sits back from a busy highway in Little River, that one regular customer describes as an “artistic mecca” for musicians. And it is flourishing under Ron Johnson's leadership.
Chamber of Commerce Presents Achievement Awards
Event also marked 110th of the chamber’s presence in Oswego [caption id=attachment_10469 align=alignright width=450] Abby Waever and Keara Patterson (in the middle) receive the Community Leadership & Legacy Award, presented to The Alberts Group.[/caption] The Greater Oswego-Fulton Chamber of Commerce (GOFCC) on March 4 hosted its 2026 Annual Meeting, presented by Constellation, at the Lake Ontario Event and Conference Center in Oswego. The event’s theme, Rooted in Community. The meeting celebrated the GOFCC’s 110th anniversary in the Oswego community and 10th anniversary of integration with CenterState CEO. The chamber also unveiled a new logo. “I am proud to say the GOFCC has been a force for business success, growth and opportunity, supporting organizations of every size, connecting neighbors and entrepreneurs and ensuring that every voice in Oswego County is heard,” said GOFCC Executive Director Sara Broadwell. The event featured keynote remarks from Novelis’s Kevin Schutt, vice president, manufacturing and production support at Novelis North America. [caption id=attachment_10454 align=alignright width=450] Maria Hudson of Constellation, holding the award, receives the Nancy L. Premo Woman of Distinction Award.[/caption] The GOFCC recognized the following organizations and individuals with achievement awards: • Oswego County Impact & Excellence Award, presented to Oswego County Office of Mobility Management. This award Honors a small business or nonprofit organization that demonstrates outstanding achievement through innovation, growth and measurable positive impact on Oswego County’s economy or quality of life. • Community Leadership & Legacy Award, presented to The Alberts Group. This award recognizes an individual, business or organization whose long-term leadership, investment or philanthropy has significantly advanced the vitality, resilience and future of Oswego County’s communities. • Nancy L. Premo Woman of Distinction Award, presented to Maria Hudson of Constellation. This award honors a woman in business who has made a meaningful impact on her community, inspired others through her leadership, and exemplified the values of service, integrity and empowerment. This award is presented in tribute to the late Nancy Premo, CenterState CEO’s former vice president of Human Resources.
Seniors: John Lemp, 70
Has been working for more than 50 years in the business — M. Lemp Jewelers in Syracuse — that his great-grandfather started in 1890 By Mary Beth Roach Don Lemp owns and represents the fourth-generation of the family business, M. Lemp Jewelers, but he still calls himself “a counter guy.” “I love interacting with couples. It’s a wonderful business. You’re celebrating marriages, engagements, births, anniversaries — all these different significant moments that people invite you into their lives for whatever brief period of time it might be to help them celebrate whatever their important occasion is,” he said. This is one of several reasons why Lemp, at 70, has been working for more than 50 years in the business that his great-grandfather started in 1890. Always located in the downtown Syracuse area, the store has been situated in the building that the family owns on East Fayette and Warren streets since 1971. He jokes that he’s been in the business so long he is now selling engagement rings to the second generation in some families. He also loves the opportunity to learn about the ever-changing industry and gemstones. “You have to know not only diamonds, but all the colored stones, from A to Z, from andalusite to zircons,” he said. Lemp said he had originally thought he wanted to become an attorney, but while working part-time in the store while attending college at Syracuse University, he decided to follow in the family business. His father, Walter D. Lemp Sr., and his mother tried to discourage their son from pursuing retail, reminding him of the hectic hours and lifestyle intrinsic in this business. But the younger Lemp [whose full name is Walter D. Lemp Jr.] prevailed. So, over the years, father and son got to work together in the family business for 35 years. And while many other jewelers retreated from downtown to suburban malls in the 1970s, the Lemps decided to stay downtown. And it’s a decision that Lemp Jr. feels it has worked out well. As he explained, downtown Syracuse is seeing a rebirth. One website, Point2Home.com, has noted that more than 6,000 people live there and the median income is about $62,000. In addition, according to the website that Lemp built years ago, the store can cater to customers throughout the country. His customers, whether from across the country or across Onondaga County, are just one reason that Lemp stays engaged in the business. His employees, the opportunity to continue to learn in an industry, and the challenge to continue to improve business are all other reasons, he noted. He’s also been able to travel to India to buy diamonds and he enjoys buying and selling estates. “I’d rather gallop in the corral than ride into the sunset,” Lemp said.
If You Visit JoJo’s Diner, Bring Your Appetite
By Stefan Yablonski Q: When did you open? A: We opened Oct. 1. Q: Did you have a previous business? A: This is my first business ever. Q: So why did you start this? A: I was cooking for people my entire life and I decided I’m just going to try it on my own. And here we are! Q: How’s business been? A: It’s been good. Kind of slow over the winter, but starting to pick up now that the weather is getting better. We have high hopes for spring. We were really hopping over the weekend when it was much nicer out. Q: What’s your best dish? A: Our junkyard plates are our huge specialty. It’s a huge messy plate of goodness. We also have breakfast sandwiches, waffles, smashburgers and more. Q: Do you own this building? A: We lease from Chuck Burger. He’s our landlord. He has been super helpful. He provided all the equipment. I didn’t have to. Q: You’re a breakfast spot? A: We do breakfast and lunch all day. It’s kind of our thing. We are open 7-3 every day except Tuesdays. Q: How big is your staff? A: Currently it’s one other person. It’s just been me on the front end and someone in the kitchen or vice versa. Q: It’s all to go? A: Everything comes out ‘to go’ — served in to-go containers. You can eat inside or you can take it with you. We don’t have to provide extra staff for waitresses and dishwashers and all that. Q: Do you have any business background? A: I did the small business program at the college. But that’s about it. We’re new, but we’re still building. We hope to grow and stay here for a long time.
“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.
Apple’s Biggest Camera Jump Ever: The iPhone 18 Pro Max Brings Pro-Level Glass to Your Pocket
Everything you need to know about the iPhone 18 Pro Max camera jump. From Pro-level glass to the 35% smaller Dynamic Island.
Healthy Baby Network to host 3rd Annual Black Maternal Health Walkathon
Greece, N.Y. — Healthy Baby Network will host its 3rd Annual Black Maternal Health Walkathon on Saturday at The Mall at Greece Ridge, from 9 a.m. to 2 p.m.The e
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.
U.S. Small Business Administration in Helena to hear local perspective
A leader with the U.S. Small Business Administration was in Helena this week, to hear what’s on the minds of local business owners.
Santa Fe business owners, residents sound off south-side homeless shelter plans
The new shelter will be operated by Interfaith Community Shelter on a 1.1-acre plot of land near Santa Fe Place mall.
Small Business Administration offering relief to Arkansas businesses impacted by drought
The U.S. Small Business Administration announced on Friday that small businesses and private nonprofit organizations can apply for low interest federal disaster loans to offset economic losses caus…
Billionaire Duff brothers wrongly got federal PPP loans, lawsuit says
Billionaire brothers Tommy and Jim Duff improperly took advantage of a COVID-era loan program meant to keep small businesses afloat, a lawsuit says.
How science is rewriting the rules of marine taxonomy, one seaweed at a time
Along the southern coastline, researchers dive deep to collect seaweed from kelp forests and rocky platforms, taking small samples and the location of each sample. Back in the lab, the specimens are preserved—some ...
Towanda farm market named national rural small business of the year
The SBA named the family-owned Shores Sisters Farm Market on Golden Mile Road in Towanda as its national rural small business of the year.
HSU tops list for producing small business owners
A new study reveals Hardin-Simmons University in Abilene ranks first in producing small business owners in the U.S.
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.
Six Flags Entertainment Corp (FUN): Leadership Changes Increase Operating Agency
Six Flags Entertainment Corp (NYSE:FUN) is one of the small cap stocks that make up 0.28% of George Soros stock portfolio. On April 1, Oppenheimer maintained its Outperform rating on Six Flags Entertainment Corp (NYSE:FUN) stock but lowered the price target to $26 from $40. According to the equity research firm, a new chief executive […]
Goodbye Traditional Bathtubs & Showers – There's A New Trend Taking Over
Technology has made its way into the smallest of spaces in our homes, including the bathroom. There's one smart tech feature in particular that's trending.
Scientists think dark matter might come in two forms
A mysterious glow of gamma rays at the center of the Milky Way has long hinted at dark matter, but the lack of similar signals in smaller dwarf galaxies has cast doubt on that idea. Now, researchers propose a bold twist: dark matter might not be a single particle at all, but a mix of two different types that must interact with each other to produce detectable signals.
This superconductivity dies then comes back to life
A strange new kind of superconductivity has been uncovered in uranium ditelluride (UTe2), where electricity flows with zero resistance—but only under extremely strong magnetic fields that should normally destroy it. Even more surprising, the superconductivity disappears at first and then dramatically reappears at even higher fields, earning it the nickname the “Lazarus phase.”
UGA SBDC Business Summit in Savannah returns May 5, 2026
The University of Georgia Small Business Development Center (UGA SBDC) in Savannah is set to host its annual Business Summit on Tuesday, May 5, 2026, at the Savannah Convention Center, offering a full day of learning and collaboration for regional business owners, professionals, and community leaders.
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.
Washington, DC Small Business Opportunities: 2027 NFL Draft
Local DC businesses can join a procurement process with NFL Draft Source to provide services and gain national visibility.
Washington, DC Small Business Opportunities: 2027 NFL Draft
Local DC businesses can join a procurement process with NFL Draft Source to provide services and gain national visibility.
Eureka! Flathead Valley students have their moment at state science fair
Flathead Valley students displayed their fortitude for the scientific method at the Montana Science Fair with Kalispell Montessori School bringing home the first-place Division II trophy for its outstanding performance among small middle schools.
Fuel price impacts felt by truckers, small businesses as inflation's grip tightens
The impact of the war in Iran is still being felt in the Bay Area, whether its at the pump or the Port of Oakland. Some industries are being hit harder than most.
Aviatra Accelerators to host Women-Owned Business Crawl April 25 in Covington
Aviatra Accelerators will showcase a new retail marketplace during its Women-Owned Business Crawl in downtown Covington and MainStrasse neighborhoods on Saturday, April 25, from 11 a.m. to 4 p.m. The event will feature more than thirty women-owned businesses – from retail shops to bars, restaurants, and service providers – across Covington’s thriving small business community,...
Trump small business admin Kelly Loeffler talks tariffs, taxes, gas prices
Small Business Administrator Kelly Loeffler was back in Georgia to tour a factory Thursday afternoon.
Lansing small business empowerment program accepting applications
Time is running out for small businesses to take advantage of a program designed to help them grow.
Mario Kart World Has Been Updated To Version 1.6.1, Here Are The Full Patch Notes
This small update is available now
Highway ad sign costs double, pricing out Montana business owners
Sponsorship of businesses on Montana highway exit signs have doubled in cost, pricing out some small business owners.
Inside Ag: Nampa business bridges the gap between small vanilla farmers and the U.S. market
Elk Grove seeks to develop master plan for auto mall
A city request for proposals is looking for firms that can help develop a master plan for Elk Grove's auto mall and make it better.
‘I don’t see any new faces’: Rochester Road construction changes daily life for small businesses in Troy
Some businesses along Rochester Road in Troy say ongoing roadwork is cutting into their bottom line.
Small business, big questions
What does it take to run a small business in a San Francisco boom cycle? We'll discuss at Chat Room: Money
Dave Chappelle helps keep Ohio radio station rooted in hometown with restored building
Dave Chappelle has helped secure the future of a small-town radio station by funding the renovation of a historic building in Yellow Springs | KMBZ
Dave Chappelle helps keep Ohio radio station rooted in hometown with renovated building
Dave Chappelle has helped secure the future of a small-town radio station by funding the renovation of a historic building in Yellow Springs | WBEN
Take It from a New Business Owner: Your SMB Bankers Just Don't Get It
You're treating SMB onboarding as a set of tasks. Wrong: Your new small business client is looking to start a relationship.
Davids Hosts Tariff Discussion with Wyandotte County Small Business Owners
KANSAS CITY, KS — Today, Representative Sharice Davids hosted a discussion with Wyandotte County small business owners and economic development leaders to talk about the successes and challenges facing local businesses, including the impact of reckless tariffs.
TROY SBDC to present its model "Start Your Business" program at national conference in Washington, D.C. in April
The Small Business Development Center at Troy University has been invited to present its Start Your Business program at the National Community Reinvestment Coalition’s Just Economy Conference, held in Washington D.C. April 13-16.
Upcoming event to help small-business owners go 'beyond the hype' with AI
Trying to figure out how AI applies to your small business? A free upcoming event will offer expert advice on where to begin.
U.S. Chamber of Commerce Small Business Index
Small businesses are healthy but cautious in Q1 2026, with inflation back as the No. 1 concern and owners dialing back growth plans.