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Pragmata On PC: Impressive From Path-Traced RTX 5090 Down To The Lowly 4060
Another hit from Capcom sets them up as the publisher of the generation.
Pragmata is just OK, but it could’ve been great
A handful of new ideas and plenty of familiar ones.
Celina small businesses frustrated over repeated power outages, leading to thousands in losses
Sustainability At ESMT Berlin: Bees & Business Lessons
ESMT Berlin is a place to find both future business leaders and bees. A strange combination, perhaps, but one that encapsulates sustainability at ESMT. Here, faculty prepare students to become chang...
PREVIEW: Liverpool hoping for special display to overturn PSG
Liverpool will welcome Paris Saint-Germain to Anfield tomorrow night as they look to overturn a 2-0 deficit from the first leg in the French capital last week.Should the Reds fail to advance to the ne...
"You think we're stupid?" - Players react to Pokémon and Palworld lookalike Pickmon being renamed to "better align with our brand identity and lore"
After a divisive reveal in March, the developers behind the Pokémon and Palworld lookalike Pickmon are renaming the game, but players aren't convinced.
Agamon Health Announces New Automated Chart Prep Capability
/PRNewswire/ -- Agamon Health, an AI-powered healthcare technology company focused on automating operational workflows in oncology, announces commercial...
New University City sports bar touts air-fried wings, grease-free game day eats
Expect made-to-order classics like burgers, chicken tenders and wood-fired pizzas.
After shedding legacy units, Kustom cuts annual loss by nearly $12M
Revenue from continuing operations reached $13.8M as stockholders' equity rose $11.4M; stronger working capital backs Kustom's entertainment-only pivot.
Hubble Spies an Active Spiral
Hubble captures a luminous swirl set against the deep black of space, the barred spiral galaxy IC 486 glows with a soft, ethereal light.
Sports Daily: Rory goes back-to-back; Royals offensive struggles continue
We recap a dramatic Master’s Tournament in which Rory McIlroy won his second straight green jacket.
Dr. Richard Finn recognized for advancing liver cancer treatments
Dr. Finn has been named a 2026 Blue Faery Award for Excellence in Liver Cancer Research honoree and will receive the Lifetime Impact Award.
‘Lady Disdain’ world premiere rides sparkling into Overture
Madison company Forward Theater presents Lauren Gunderson’s bawdy enemies-to-lovers adaptation of “Much Ado About Nothing” through April 26.
'Air traffic control' for hospital beds? How it works at Brown Health
A 24/7/365 command center operates like air traffic control for Brown Health's six hospitals, monitoring every patient and bed.
Ska Brewing sale breathes new life into 30-year-old business
Ska Brewing Co. in Durango has survived more than 30 years of shifting economic landscapes, a pandemic, a multiyear decline for craft breweries on the whole and a recent change of ownership after deca...
TST Images: Lakers defeat Jazz, 131-107, in Los Angeles
LOS ANGELES– The Los Angeles Lakers defeated the Utah Jazz, 131-107, at Crypto Arena on April 12th, 2026 and The Sporting Tribune’s Jessica Cryderman was there to capture the following TST Images.
Michigan U.S. Senate 'primary storm' captivates, but worries Democrats
For decades, Democrats have avoided competitive primary contests to pick the party's nominees for U.S. Senate. That's not the case this year.
Zohran Mamdani touted socialist philosophy of 'pothole politics' while reviewing first 100 days as mayor
"I was elected as a Democratic socialist," he said in a speech on his first 100 days as mayor. "And I will govern as a Democratic socialist."
Marshals Season 1, Episode 7 Recap: “Family Business”
Kayce and the Marshals team make time for little love—between bouts of bullets flying, of course.
Black hole wakes after 100 million years and erupts like a cosmic volcano
A colossal “cosmic volcano” has erupted in deep space, as a supermassive black hole in galaxy J1007+3540 roars back to life after nearly 100 million years of silence. Astronomers captured stunning radio images showing fresh jets blasting outward while crashing into the intense pressure of a surrounding galaxy cluster, creating a chaotic, distorted structure stretching nearly a million light-years.
Can AI Fix the Mental Health Crisis?
Demand is outpacing care. AI tools are already filling the gap. But are they safe, effective, and ready for clinical practice?
Scientists Capture Hidden Electron Patterns Inside Quantum Materials
A new imaging technique uncovers how electronic patterns in quantum materials evolve unevenly across space and temperature.
Sunday Sports: Thousand Island Spirits still in need of a home and more
Here’s a recap of your North Country sports this Sunday.
Sporting KC Weekly Schedule: April 13-19, 2026
Sporting Kansas City II News: The official source for all SKC II news, photos, videos, highlights, and more.
CVS Health Corporation (CVS): Legal Clarity and Core Strengths Support the Bull Case
CVS Health Corporation (NYSE:CVS) is one of the undervalued large cap stocks to buy. On March 25, UBS analyst Kevin Caliendo reiterated a Buy rating and $97 price target on CVS Health Corporation (NYSE:CVS). Caliendo said that CVS’s proposed settlement with the Federal Trade Commission (FTC) over insulin pricing could lift a major cloud that […]
California Democrats Rushed to Back Eric Swalwell — and Quickly Abandoned Him
Representative Eric Swalwell, a Washington figure, was largely unknown in the California State Capitol. But influential groups began backing him for governor in the weeks before he was publicly accused of sexual assault.
Rockstar Games says hack will have ‘no impact’
Player data isn’t suspected to be compromised.
'Tarkov in Space' Revealed as Fragmentary Order, a Sci-Fi 'Combat Simulator'
Rant Gaming has unveiled Fragmentary Order, a new first-person shooter that many have dubbed Escape from Tarkov in space.
Inside a decommissioned nuclear silo from the Cold War
Nik Halik, an entrepreneur and venture capitalist, bought a decommissioned nuclear silo for more than $10 million. He plans to turn it into a data center.
How Oklahoma Landed America’s First Aluminum Smelter in Half a Century
Aluminum makers EGA and Century plan to break ground this year on a facility that would more than double U.S. smelting capacity.
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.
Illinois Court Hears Final Lawsuit Challenging Marijuana Social Equity Business Licensing Lottery
“We just want a fair shot. We’re not asking for anything special, no special privileges, but what they promised from the very beginning.” By Hannah Meisel, Capitol News Illinois Nearly seven years after Illinois lawmakers approved recreational cannabis legalization, applicants who lost out on coveted business licenses are still battling the state in court, alleging […]
Laramie County health and food inspections (4/3/26–4/9/26)
CHEYENNE, Wyo. — The Cheyenne-Laramie County Health Department inspects restaurants, bars, convenience stores, delis, grocery stores, bed and breakfasts
Cuba leader says island will ‘resist’ U.S. threats, refuses to release political prisoners
“I have no fear. I am willing to give my life for the revolution.”
Capitals fighting for playoff life in rematch with Penguins
Capitals fighting for playoff life in rematch with Penguins
How to Reclaim Your Android's Original Speed in Under 10 Minutes
Your Android is capable of a massive speed boost, and it's time you took advantage of it.
Player status report, presented by Orlando Health: Orlando City SC at Columbus Crew SC
Here is the Player Status Report, presented by Orlando Health, for Saturday's away match at Nashville SC
In a surprise move, Capcom now lets you buy the original Resident Evil games
Capcom recently re-released the original three Resident Evil games on Steam, and hopefully, it isn't a fluke.
Key South African Coalition Member Gets New Leader as Vote Looms
The second-biggest political party in South Africa’s ruling coalition appointed a new leader as it gears up to contest municipal elections that look set to reshape the country’s political landscape.
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
Ira Winderman: Wins up, seed similar, season sideways for Heat
MIAMI — A better record. A similar play-in seed. But at least less drama, so there’s that. A year ago, when assessing a 37-45 season that delivered the Heat to the No. 10 and final play-in seed, the thought was of a net gain in escaping a half season of Jimmy Butler drama. Now, when assessing a record assured of finishing on the plus side of .500, the question is if the gain is tangible, ...
Green Eats healthy cafe opens in Glen Cove
The owners are bullish on vegetables and whole grains, organic wherever possible.
Former ‘Citgo 6’ political prisoner sees ‘karma’ in Maduro ouster, but Venezuelan oil won’t rebound until there’s true regime change
Former 'Citgo Six' captive sees democratic elections as the only way to build international business trust in Venezuela again.
Captain Clutch completes comeback, Mariners walkoff Astros 8-7
Mariners comeback from 5-run deficit
Christmas Vacation and Congress: 'We're all in misery' amid the ongoing DHS shutdown
Fox News' Chad Pergram discusses Congress' prolonged DHS shutdown and the risky tactics associated with it as political divisions threaten deeper government funding crises.
Business Bulletin: Hearthstone wins; Jackie Joyner-Kersee benefits; Capes Sokol celebrates
Catch up on local business awards, certifications, and expansions.
GameChannel: Live Scores & Updates
Check out matchups and games, live scores, updates, results, top performers and team comparisons for your favorite sports and fantasy leagues.
Our View: Michigan must stop exporting its mental health crisis
Michigan is sending children hundreds of miles away for mental health treatment because it has failed to build the capacity to care for them at home.
Colorado's Deion Sanders eager to be more hands-on heading into next season after health concerns
Colorado coach Deion Sanders was hands-on as he watched his team scrimmage Saturday at the spring game.
Saturday Sports: The first Watertown girls’ flag football game and more
Here’s a recap of your North Country sports this Saturday.
Saturday Sports: The first Watertown girls’ flag football game and more
Here’s a recap of your North Country sports this Saturday.
Saturday Sports: The first Watertown girls’ flag football game and more
Here’s a recap of your North Country sports this Saturday.
IBA NOMAD 14 delivers spectacular night of combat sports in Almaty
Almaty, Kazakhstan – A historic night for combat sports concluded at the Almaty Arena as the inaugural IBA NOMAD 14 joint tournament captivated a capacity of 13,000 spectators. The event, […]
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
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: Carol Watson, 72
Owner of Carol Watson Greenhouse and Landscaping in LaFayette enjoys her growing business — still puts in six-, seven-day weeks By Mary Beth Roach Carol Watson, the owner of Carol Watson Greenhouse and Landscaping, has been in gardens since she could walk. Literally. She said she learned to walk in her grandfather’s garden, which was next door to her current home and business in LaFayette. Today, at 72, she is running the business that her mother, Claire, opened in 1981 as Watson Greenhouse. Watson worked part-time for her mom until 1990, when she joined her full time. While she may not have had any formal horticultural experience, she said she learned so much about growing and raising plants from her mom, who had an abundance of energy and talent. Now, after 35 years in the business full time, Watson has no plans to retire, although she joked that she’d like a couple of days off a week. On her seven-acre site, complete with four greenhouses, Watson said her favorite parts of the job are working with and educating her customers; helping some of her young customers build terrariums; conducting occasional class field trips; and supporting local art by decorating the shop with an eclectic mix of pottery from at least four area craftspeople. A one-time employee of the former Dey Bros. department store in Syracuse, Watson said she loves merchandising and enjoys displaying unique pieces of art on shelves and even suspending from ceilings. “We’re creative. We also had top quality plants. We got a reputation of quality plants and unusual products,” she said. It’s tending to her customers and her plants, showcasing the unusual products, and hosting special events to benefit the community that keep her motivated to work six to seven days a week. “I just love it. I love taking care of the plants. I’m one of the few people that really enjoys watering,” she said. And while she has cultivated a solid customer base over the years, she remains savvy in her marketing efforts to draw in new customers. For example, she does a gardening segment on CNY Central television; her active Facebook page has thousands of followers; and she hosts a number of unique events and classes that not only introduce her shop to potential new clients, but some benefit nonprofits as well. About 13 years ago, when the local symphony orchestra was struggling, she said she wanted to help. So, partnering with the group, she began offering concerts, called Soirees, featuring the Syracuse Orchestra’s string quartet. Following up on a suggestion from a customer whose brother is a deejay in retirement, specializing in sock hops, she hosted the greenhouse’s first sock hop. Plants got moved back toward the walls to make room for dancing; a caterer was brought in, offering diner-like food; guests came in period outfits; and proceeds went to the Food Bank of CNY. She is excited about doing it again in October. Via her website, she promotes the greenhouse as an “oasis in the snow,” offering visitors the opportunity to pick up some decorating and gift ideas while taking in the floral and citrus scents. And she also caters to her four-legged friends. Over this past winter, she said, she came up with a “brilliant idea,” although at the time she didn’t appreciate just how brilliant it would become. Feeling it too cold outside to take her dog for a walk, she opted to bring it into the greenhouse. And before long, she was inviting people to bring their dogs into the big greenhouse as well. She looks forward to extending that invitation again this upcoming winter season. For Watson and her customers, the greenhouse is always in season.
Tribute show to feature Beatles, Stones
Beatles vs. Stones tribute show will take the stage April 16 at the Capitol Arts Complex in Rome with music from both iconic bands.
Ways the Golden Knights Can Clinch a Playoff Berth Tonight
The Vegas Golden Knights enter Saturday with a long-awaited opportunity to clinch a playoff berth, capping a season defined several […]
U.S. Moves to Deport Son of Prominent Figure in Iranian Revolution
Federal agents arrested a man whose mother served as a spokeswoman for the Islamist embassy captors during the hostage crisis that began in 1979.
Entertainment venues keep packing Fresno-area calendar. 10 (more) shows to watch
Among a slew of announcements, Broadway in Fresno put out its next lineup: We’re getting the Neil Diamond musical and a return of “Jersey Boys.”
New to The Street to Broadcast on Fox Business on Monday, April 13, Featuring Virtuix Holdings...
The show will air as sponsored programming nationwide at 10:30 PM PST on Fox Business Network
New to The Street to Broadcast on Fox Business on Monday, April 13, Featuring Virtuix Holdings...
The show will air as sponsored programming nationwide at 10:30 PM PST on Fox Business Network
New to The Street to Broadcast on Fox Business on Monday, April 13, Featuring Virtuix Holdings...
The show will air as sponsored programming nationwide at 10:30 PM PST on Fox Business Network
Gulfstream's Skyward event draws global business aviation leaders to Savannah
Gulfstream Aerospace Corp. recently hosted nearly 2,000 attendees from over 30 countries at Skyward, its newly reimagined customer event in Savannah. The three-day conference served as a pivotal gathering to discuss the evolving landscape of business aviation.
$10,000 bounty on the implementation of rollback netcode for Ultimate Marvel vs. Capcom 3 placed by Maximilian Dood
It's been nearly 15 years since Ultimate Marvel vs. Capcom 3 was released on November 15, 2011. Funnily enough, Ultimate Marvel vs. Capcom 3 was released about nine months after Marvel vs. Capcom 3 (February 15, 2011), which spawned ...
“AI polls” are fake polls
A few weeks after Donald Trump’s second presidential win, I took the train up from London (where I was living at the time) to Oxford to attend a conference on polls and forecasts of the 2024 election. Most of the attendees were pollsters or academics, but I also watched presentations from Aaru and Electric Twin, two companies that do what is interchangeably called synthetic sampling, silicon sampling, or synthetic audiences. Stripped of startup jargon, that means they use large language models (LLMs) to simulate responses to public opinion polls by having AI agents take on the role of survey respondents. I had already heard of Aaru thanks to some articles with eye-catching headlines like “No people, no problem: AI chatbots predict elections better than humans” in the months leading up to Election Day. The founders were making some big, some might even say far-fetched claims, such as: “within two years, we will simulate the entire globe — from the way crops are grown in Ukraine to how that impacts production of oil in Iraq, trade through the strait of Malacca, and elections for the mayor of Baltimore.” When Semafor asked Aaru’s cofounders — Cameron Fink and Ned Koh — about my boss, they said “we respect all those who came before us.” Nate (as he so often does) shared his thoughts on Twitter: Fink and Koh were relatively good-natured about this back-and-forth when we spoke at Oxford. They even offered to mail me one of the t-shirts featuring Nate’s quote they apparently had made. I never took them up on the offer, which I now somewhat regret. These synthetic sampling companies fell off my radar for a while, but they do still exist. In fact, Aaru recently received a $1 billion valuation. Is what they’re doing anywhere close to the most important frontier in AI development? Not by a longshot, especially when Anthropic just developed a model so adept at exploiting software vulnerabilities that it’s only being released to 40 companies. Still, silicon sampling is increasingly finding its way into public polling. Axios reported in March that “a majority of people trust their own doctors and nurses” based on findings from Aaru — without mentioning that the “people” in that sentence were actually LLMs. Around the same time, the Public Sentiment Institute “boosted” their online sample of 373 real survey respondents with 114 AI agents.1 (Spoiler alert: even the co-founder of Electric Twin doesn’t think that’s a particularly defensible approach.) Polling companies like Qualtrics and Ipsos are also developing synthetic data panels. So, what should we make of these … “polls”? Let’s get one thing out of the way: whatever they are, they’re not polls in the way that term is usually defined. Subscribe You can’t replace polls with AI On one hand, using LLMs to essentially make up fake survey respondents sort of sounds like the dumbest idea ever, one that will at best imperfectly replicate real polls while introducing all sorts of biases. On the other hand, with LLMs improving at a remarkable, perhaps even alarming rate, maybe that means I’m a dinosaur at the ripe old age of 24 because I still want to rely on polls that talk to actual people. I’m not going to argue that synthetic samples are completely useless. In fact, as I’ll return to later, there is evidence that some techniques can replicate topline survey results quickly and cheaply. But the marketing from certain companies can be slightly optimistic. “No traditional poll will exist by the time the next general election occurs,” said Fink in 2024. We’re just 206 days away from the midterms, and based on the fact that I still have to collect a bunch of polls every day, I’d say he should have run that prediction by a sample of AI agents before the interview.2 To see why synthetic samples can’t replace polls, here’s a quick primer on how they work. The simplest version of these models involves taking a LLM (like ChatGPT or Claude), giving it a demographic profile (e.g., a white, college-educated woman who lives in Utah and makes $70k a year), and then asking it to respond to a survey question. You repeat that process a few thousand times using different demographic profiles and end up with a sample of synthetic survey responses. The actual models used by private companies are more sophisticated than this, usually because they incorporate more hypothesized demographic characteristics for each agent and provide them with extra information. Aaru, for example, feeds agents a diet of news and information they’d be likely to consume, while Electric Twin incorporates their customers’ proprietary data about the audience they’re trying to replicate. The way Ben Warner, the co-founder of Electric Twin, explained it to me was “we have a large amount of data on […] for instance, 5,000 people. Can we make an accurate prediction of how they would respond to another question?” Still, it should be obvious why synthetic samples can’t replace polls. Polling is fundamentally a data collection process. We might use surveys to make predictions by feeding them into election forecasts, but the main purpose of a poll isn’t prediction, it’s gathering new data about what people think and how they feel. Silicon sampling, on the other hand, produces no new data. It’s simply a model: you input LLM training data, demographic prompts, and a bunch of other information, and it spits out a prediction for what a poll would say. We love models here, but models aren’t polls. That difference is an important philosophical sticking point for most pollsters I talk to. “I think politics should stay away from [synthetic sampling], because we’re trying to […] represent the voice of the people,” said Natalie Jackson, a vice president at GQR Insights. Democratic pollster John Hagner told me: “I think I’m just incredibly skeptical of this idea. I don’t think it’s research. At that point, you’re asking the machine to tell you what you already believe.” Hagner has seen some presentations of early synthetic sampling experiments, but so far, “if it’s being used in a campaign, people are keeping it incredibly quiet.”3 But Eli, I hear you saying, aren’t polls themselves increasingly governed by modeling decisions? Indeed they are: pollsters’ choices on which sampling method to use, how to define their likely voter models, and how to weight their samples can and do lead to dramatic differences in the results they publish. Aaru even referenced these limitations in the methodology statement included with that maternal mortality “poll” — although I’m using the term “methodology statement” loosely here, because it doesn’t really explain how the model works at all. We can ignore the (frankly preposterous) implication that synthetic sampling isn’t subject to a separate set of biases. The important point is that there’s still a meaningful difference between using weighting and other statistical techniques on actual polling data and using a model to predict what a poll would say. The latter is far closer to election forecasts or techniques like MRP — potentially useful models, but not a replacement for polls.4 To be fair, other synthetic sampling companies are perfectly happy with the distinction between polls and models. Warner compared polling and synthetic sampling to different tools in a toolbox. “The mistake I think we make is we think that these new tools should either work in exactly the same way or somehow replace these old tools,” he said. “Rather than thinking of it as, okay, so we’ve always had the hammer, we’ve always had the screwdriver, now we’ve got a saw. But don’t use a saw to try [to] do the job of a hammer.” A quick comment from Nate Eli didn’t ask me for a comment — rather rude of him, don’t you think? But since I’m editing this story, I figured I’d add a few quick thoughts rather than putting words in his mouth. Beyond the frequently misleading marketing, what bothers me about the AI “poll” hype is that as AI tools make statistical inference cheaper and/or better (note that these are not synonyms) that actually increases the comparative value of collecting original data. You might be able to train a model to make a reasonable estimate of what some hard-to-reach poll respondent would say — say, a young Black man who voted for Trump. (Such a person checks a number of boxes for a voter who is usually hard to reach in surveys.) Indeed, this is closely related to what models like the Silver Bulletin forecast already do. They essentially smooth out the kinks in noisy survey data by making inferences based on past voting patterns or national polls or surveys of other states. But you don’t actually know what these voters think unless you’re reaching them directly. If there’s a shift in opinion among this subgroup, you’re not going to detect it. So if I were running a campaign, I’d invest more in going the extra mile to find a representative sample of those voters. And then I’d hire some smart quants — or Claude? — to figure out the implications for campaign strategy based on proprietary data that my competitors didn’t have access to. -Nate Silver Are these models any good? If synthetic surveys are just a new type of model, the next obvious question is whether the models are at least accurate. The answer very much depends on who you ask. On one end of the spectrum, you have the maximalist argument that synthetic sampling is more accurate than actual polls. “It’s an incredibly challenging problem to go to someone and say ‘hey, we’re going to be more accurate at predicting human behavior than you, even when you talk to your customers directly’,” Koh recently told CNBC. In his view, synthetic sampling isn’t a saw to polling’s hammer, it’s “magic.” There’s certainly evidence that synthetic samples can replicate certain survey toplines. But if Aaru does have any examples of their approach outperforming the polls, they’re keeping those to themselves.5 Aaru’s 2024 election model, for example, had Kamala Harris leading in Michigan, Nevada, Pennsylvania, and Wisconsin on November 4th. And although they’ve since taken down their forecast page, they gave Harris a 50.5 percent chance of winning the race on November 2nd.6 After the election, Fink told Semafor he was happy enough with those results because they were “within margin of error,” a term that is completely meaningless when applied to a “sample” of AI agents. And of course, Aaru says their models have improved since 2024, so supposedly now they’d be more accurate than the polls? Still, their stronger argument is on cost: “We are significantly faster and cheaper than traditional polling, and still more accurate,” said Fink. The first two claims are undeniably true, but the third brings us to the opposite end of the spectrum. Both Jackson and Hagner are skeptical that these models are reliable for anything beyond replicating common survey toplines. “I just […] don’t think the machines are what we want when we’re looking for nuanced views. My example on this is people in Arizona and Nevada in 2024 who voted for Trump and voted for expanding abortion in their states on ballot initiatives,” said Jackson. Hagner identified another issue. Maybe the synthetic respondents, like sycophantic LLMs, are inhuman in one important way: they’re too nice. “The reports that have come through at the meetings that I’ve been at are that the early experiments on this, they cannot get respondents to be as racist or sexist or, frankly, as negative as human respondents,” he said. Academic research mostly agrees on this point. While there are some papers that show promising results when using LLMs to replicate polling data, most show that LLMs suffer from various quirks like producing too few “don’t know” responses and can seriously overpredict the favorability of politicians like Donald Trump and Kamala Harris. They also seem to struggle with too little variation between demographic subgroups, so the difference in predicted opinion between Democrats and Republicans, for example, is too small. When I asked Warner about these studies, his response to these papers was that just because academics can’t get synthetic sampling to work doesn’t mean that the technique doesn’t work in general. “Actually, the argument is, okay, yours does not [work]. That does not mean […] for this complex set of machinery, which uses a lot of investment, a lot of time, a lot of money, you can’t get it to work.” Cards on the table, I’m somewhat sympathetic to this argument because academics aren’t exactly great at making election forecasts. Usually, the people with skin in the game are the most accurate. Warner’s argument is that the approach Electric Twin takes — which includes, for example, making multiple predictions for each synthetic respondent using different models and prompts and subsequently averaging those to get a final prediction in a sort of ensemble forecast — produces better results than the simpler academic models. Warner shared a comparison between his method and the method from a recent academic paper with me, and Electric Twin was indeed able to get more accurate replication. But even still, he acknowledged that synthetic sampling “is not a crystal ball.” “If you asked me, do I think using other data sources will be more accurate than asking somebody who they will vote for, I would probably say no. But if you asked me ‘would your system be useful for our turnout modeling today?’ I would say yes.” For better or worse, it looks like the method is already getting more popular in the market research world. Most of the clients Aaru touts these days are businesses like EY and McDonald’s. And AI will probably begin to pop up in other parts of the political polling process. Pollsters are already using it to code open-ended survey responses, and some firms, like YouGov, are testing using LLMs to ask survey respondents questions. More worryingly, one danger to actual polls is that AI agents can be used to infiltrate online surveys. Most online polls use various checks to prevent that from happening, but there’s conflicting evidence on how effective those filters are and how prevalent AI agents currently are in online panels. If those agents ever become impossible to detect, it might spell the end of online polling, but the solution isn’t to replace all of your respondents with ChatGPT. Silver Bulletin is a reader-supported publication. To receive new posts and support our work, consider becoming a subscriber. Subscribe 1 That particular poll obviously doesn’t meet Silver Bulletin standards for aggregation. But we exclude all Public Sentiment Institute polls from our averages because we classify them as an amateur polling firm. 2 You could argue that Fink meant the next presidential election, but (a) I’m also confident we’ll still have real polls in 2028 and (b) in that case he should have asked an LLM to define “general election.” 3 Quick caveat: that’s reporting from a Democratic pollster. It’s possible that Republicans are more willing to use AI in political campaigns. 4 Indeed, Silver Bulletin does not include “polls” produced by MRP in our forecasts or averages, and we think it’s extremely misleading when their practitioners describe them in a way that suggests original data had been collected among a large number of states or Congressional districts. 5 A recent report from Aaru and EY did show two examples of a synthetic estimate being closer than a survey to a real-world benchmark — but I’d take those findings with a grain of salt because the report reads more like an ad and didn’t involve any sort of prediction being made ahead of time. 6 For comparison, our odds for Harris on the same day were 48.2 percent.
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