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Introducing: Two Bracelet Updates For Tudor, Including A Full Ceramic Black Bay Bracelet
The brand's first ever ceramic bracelet, and a dressy addition to a classic GMT.
Capela Delivers Big Night - And a First Career Three
Clint Capela dominates the glass and scores a season-high, sinking his first-ever three-pointer in a career-defining performance.
Why most Indians don’t have naturally pink lips: The science explained
We have been fed this idea of “naturally pink lips” for way too long. It’s one of those beauty standards that gets pushed everywhere but doesn't actua.
Congressional candidate Jack Schlossberg thinks Democrats need a makeover
He told NY1 that thinks he can come out on top of a crowded Democratic primary field to represent parts of Manhattan.
How Pope Leo XIV Understands His Role in Politics
Leo doesn’t want to be seen as a rival to President Trump. That doesn’t mean he thinks the gospel is apolitical.
US crude futures fall over $1 as traders weigh supply risks
U.S. crude futures fell more than $1 in early Asian trade on Tuesday as traders balanced heightened supply risks linked to a U.S. blockade of Iranian shipping in the Strait of Hormuz with reports that Washington and Tehran were still open to talks after a tense meeting in Islamabad.
Washington Nationals Announce Roster Moves After Waldichuk Injury
After some bad news was sprinkled into Sunday's win against the Brewers, securing the first sweep against the team since 2011 and first in Milwaukee since 2006, the Washington Nationals announced a flurry of moves ahead of the four game series against the Pittsburgh Pirates.
Senate Republican calls proposed NASA budget cuts a ‘mistake’
Republican Sen. Jerry Moran (R-Kan.) on Sunday criticized the Trump administration’s proposed cuts to NASA. “I think it would be a mistake to put money only in the missions related to explora…
CBS names Georgia football's worst case scenario
CBS Sports thinks the Georgia Bulldogs could have their worst season in years if things go wrong in 2026
LinkedIn enters AI training market, challenges startups
LinkedIn is launching an AI labor marketplace, offering up to $150 an hour for AI training, challenging startups like Mercor and Surge AI.
Fluoride in drinking water has no effect on IQ or brain function, major study shows
The new research is the first to measure community water fluoridation exposure during childhood in the U.S. and any potential impact on cognition up to age 80.
Scientists Uncover Brain Changes That Link Pain to Depression
A hidden process in the brain may quietly decide whether long-term pain results in resilience or depression.
Tylenol in pregnancy not linked with autism, Danish study finds
The use of Tylenol by women during pregnancy was not associated with autism in their children, according to results of a nationwide study in Denmark published on Monday.
JD Vance Seems to Ruin Everything He Touches
Does the vice president really think he has a shot in 2028, despite his consistent failures?
Whoopi Goldberg launches WhoopInk, a Blackstone Publishing imprint
Whoopi Goldberg has launched a publishing imprint called WhoopInk | WBEN
Whoopi Goldberg launches WhoopInk, a Blackstone Publishing imprint
Whoopi Goldberg has launched a publishing imprint called WhoopInk | KCBS All News 106.9FM and 740AM
Iran war has some US water utilities facing a fluoride shortage
Some U.S. water utilities are reporting that the Middle East war is disrupting their ability to maintain recommended fluoride levels in the drinking water.
Who was the best girls athlete on the Northshore for the week of April 5-11? Vote now!
Vote for who you think was the best girls athlete on the Northshore last week.
The AI Revolution in Math Has Arrived
AI is being used to prove new results at a rapid pace. Mathematicians think this is just the beginning.
"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.
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.
Did Neuralink make the wrong bet?
The field of brain-computer interfaces is moving away from mind-controlled computer cursors to restoring speech.
Artificial sweeteners: Why the science war is raging on
Conflicting studies on artificial sweeteners are fuelling fresh debate across food and drink, as health risks, regulation and reformulation collide worldwide.
New law may delay Knoxville elections a year. What do candidates think?
A bill in the Tennessee legislature would force some officeholders to stay in office a fifth year and others to wait their turn.
UK employees invited to submit to the 12th annual Arts in HealthCare art call
In continued celebration of the many talents of the faculty and staff of the University of Kentucky and UK HealthCare, Arts in HealthCare is issuing the 12th annual juried call for art. The purpose of this call is to encourage employees to think about and experience the healing power of art and understand how art enhances the healing environment.
Schwalbe Reveals New Romy Tire, UltraSoft Compound & Radial Tacky Chan
New tread patterns and new rubber compound options.
What Does Artificial Intelligence Really Mean for Global Politics?
As AI increasingly plays a central role in conflict and war, experts discuss its long-term impact on global politics.
Barron Trump’s beverage brand unveils first flavors ahead of launch
Barron Trump-linked beverage startup SOLLOS is teasing its first yerba mate flavors and packaging as the company builds momentum ahead of its planned May 2026 launch.
Suspect in Molotov attack on Sam Altman linked to AI Discord
Authorities in San Francisco booked the suspect on Friday, and is facing several charges. Including arson of an inhabited structure or property.
Jim Cramer on D-Wave (QBTS): “Maybe the Science Project Works Out, But It Is More of a Science Project”
D-Wave Quantum Inc. (NYSE:QBTS) is among the stocks Jim Cramer discussed alongside the tech market divide. A caller asked if Cramer thinks companies like D-Wave Quantum are positioned to rebound. In response, Cramer commented: Well, I think it’s more of a, candidly, it’s more of a science project, which I don’t mean, you know, look, […]
Health Issues Linked to Obesity Differ Between Men and Women
Women and men with obesity have different health issues, which should be taken into account when suggesting treatments or interventions.
Arsenal target warned to avoid joining the Gunners
PSV star Ismael Saibari has long been linked with a move to Arsenal, and a transfer could materialise at the end of the current season. The Moroccan midfielder has established himself as one of the st...
Hungarian Prime Minister Viktor Orbán ousted after 'painful' election result, ending 16 years in power
Hungarian voters on Sunday ousted long-serving Prime Minister Viktor Orbán after 16 years in power, rejecting the authoritarian policies and global far-right movement that he embodied in favor of a pro-European challenger.
Hungarian Prime Minister Viktor Orbán concedes defeat after 'painful' election result, ending 16 years in power
Hungarian Prime Minister Viktor Orbán conceded defeat on Sunday after what he called a ″painful″ election result, ending 16 years in power.
Polling stations close in pivotal Hungary election that could unseat long-time Prime Minister Orbán
Hungarians cast ballots Sunday in Europe's most consequential election this year, setting a record turnout in a vote that could unseat populist Prime Minister Viktor Orbán after 16 years in power.
Early results in Hungary's election show opposition party leading and Prime Minister Orbán's trailing
Hungarians cast ballots Sunday in Europe's most consequential election this year, setting a record turnout in a vote that could unseat populist Prime Minister Viktor Orbán after 16 years in power.
Health expert explains link between women's hormones, stress
Functional medicine practitioner Jennifer Gularson highlights how physiological shifts like menopause can trigger significant stress and hormone imbalances.
Health expert explains link between women's hormones, stress - and what to do about it
In honor of National Stress Awareness Month, health experts are drawing attention to the internal physiological shifts that contribute to rising stress levels in women, specifically menopause and perimenopause.
Nikki Haley: Iran thinks ‘they have leverage with the Strait. And they do.’
GSK sees blockbuster potential in targeted cancer therapy after promising early data
British drugmaker GSK's experimental targeted cancer drug Mo-rez has blockbuster potential, its head of oncology research has told reporters, after early data showed the drug helped shrink tumors in patients with advanced, hard-to-treat cancers.
Neandertals may have hunted and eaten outsiders, chilling cannibalism study finds
A cave in Belgium has revealed unsettling evidence that Neandertals selectively cannibalized outsiders, focusing on women and children. The victims weren’t from the local group and appear to have been treated like prey, with bones butchered for meat and marrow. This suggests the behavior wasn’t ritual, but practical—or possibly linked to intergroup conflict. The discovery paints a darker, more complex picture of Neandertal life during their final millennia.
My brother doesn't blink. The internet noticed — and fell in love.
"Blink, Brother, blink." The story behind Jan Risher's younger brother, Brother Blink — the man, the merchandise and a moment they shared as children— with speakers turned toward a front yard full of loblolly pines.
New York Jets Flight Connections 04/12/26
Happy Sunday, Jets fans! Here are your links for the last day of this April weekend. Nick Faria – Jets have another potential trade partner in the first round Nick Faria – One line from scout highlights Jets’ real draft ‘plan’ Stefan Stelling – Slipping WR prospect could fall into Jets’ laps at No. 16 […]
Let the state’s narrative-laundering season begin
Politics is a game of narrative. Whoever controls the narrative wins. Sure, the truth is interesting. But truth doesn’t sell. It takes time to uncover, assuming people care enough to go digging for it. Narratives are easier. They’re simple, comforting and come pre-approved by the crowd. Groupthink isn’t just easy. It’s safe. The truth, on […]
Inside my $240-a-night room at theWit Chicago, a Hilton hotel
After spending one night at theWit, a Hilton hotel in Chicago, I think it's a top choice for luxury travelers on a budget.
Are ancient grains better for you? The surprising truth about quinoa and spelt
Is the hype around the health benefits of ancient grains justified? Scientists say its not as clear-cut as you might think.
Buy these 16 stocks that are primed to pop after Q1 earnings: Citi
Citi thinks investors should monitor these buy-rated stocks heading into earnings. The bank sees a post-earnings pop of 3% to 12% for stocks on the list.
How to keep your brain sharp and avoid overreliance on AI
A Workday report revealed that nearly half of workers are concerned about AI agents eroding their critical thinking skills.
Pope Leo for president someday? Don't even think about it
A recent meeting between Pope Leo XIV and Democratic strategist David Axelrod at the Vatican sparks some intrigue and slight political speculation.
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.
Bruce Ledewitz: Our politics is a world of unreason
We live in an age of political unreason. Unless we are learn to think more reasonably, especially rejecting our own side’s partisan lies, America...
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
Insider: Why are politicians cursing so much lately?
“I think that it is simply because it’s accepted,” one political science professor said of the trend of increased public cursing by politicians.
Arsenal Ratings vs. Bournemouth: Gabriel Martinelli, Kai Havertz Drop Stinkers
Arsenal was second best all over the pitch on a dismal afternoon, who missed out on the opportunity to open up a 12 point gap over rivals Manchester City.
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.
Scientists rethink DNA after discovering it can be built from scratch in a process they call 'doodling'
Scientists show DNA polymerases can build long, patterned DNA without a template called "doodling," opening new paths for synthetic biology.
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
Here's why AirPods Pro 3 are more upgrade worthy than you may think
When AirPods Pro 3 initially debuted, I was a little bit hesitant about upgrading. I felt that AirPods Pro 2...
“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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"Super special. ... I think those were actually a …
"Super special. ... I think those were actually a …