SCROLL NEWS / DISCOVERY
Search headlines
Find the stories shaping the conversation.
Results for " tee " 9,910 found 🔀 AI-powered Shuffle
College of Science and Notre Dame Research inaugural Days of Service: A look back at 2025
Katrina Conrad and Barbara Calhoun, who both administer the science and patient advocacy minor in the College of Science, volunteered at Ronald McDonald House …
Ultimate science trip
Thirteen juniors and seniors, led by three Westminster Christian Academy science teachers, spent their spring break exploring Quito, Ecuador and the Galápagos Islands. The trip was an unforgettable hands-on journey
Olivia Troye, Ex-Pence Aide, Runs for the House as a Democrat
After spending most of her Washington career as a Republican, she joins a crowded field of Democrats running in a Virginia district that doesn’t exist yet.
Bill Galvano’s annual golf classic honoring his father marks 30 years of fundraising for local classrooms
'This annual golf tournament benefiting the Manatee Education Foundation has been such a special and fitting tribute to his legacy.'
Opinion | A Road Map for Defeating Trumpism
The free world should take an honest look at how Hungary’s opposition party defeated a far-right giant.
In Leo, Trump Faces a Different Kind of Papal Opponent
Unlike his predecessor, Pope Leo XIV enjoys growing support from a broad swath of conservative Catholics.
Detroit Aims to Become Center of U.S. Drone Manufacturing
The state, known for making cars, is spending millions to entice drone manufacturers that can bring new business to auto suppliers.
I Feel So Sorry for My A.I. Sunglasses
Plenty of people hate Mark Zuckerberg’s superintelligent, supercharged spectacles. I was ready to hate them, too.
Big Money Is Betting on Bagels
High-quality bagels were once the sole domain of a few major cities. Investors believe they can take the breakfast staple nationwide.
Trump and New York Are in a Tug of War Over Medicaid Coverage
With tough new regulations looming in the president’s domestic policy bill, officials are coming up with plans to keep New Yorkers insured.
Tap THC beverage tax to address budget gap
By Christine Lafferty Colorado is faced with the largest budget deficit in recent memory — calculated to be a $1.5 billion hole according to the state’s Joint Budget Committee. Legislators have been scrambling to address this gap, which signals massive cuts to important state services such as education, climate management, and health care. It’s time for […]
New Rules Hinder Foreign Firms From Moving Supply Chains From China
Multinationals in China are concerned that the regulations could allow authorities to penalize companies and executives for shifting supply chains away from the country.
Quarterback John Mateer, OU offense experiencing 'super productive' offseason
The OU offense has had sharp development throughout the offseason, according to redshirt junior quarterback John Mateer, between his individual throwing mechanics, the team’s communication and rushing improvement.
Businesses look back at a week fueled by Merrie Monarch rush
With thousands flying into Hawaii Island, it’s a crucial sales week for local businesses, but many are navigating steep prices and high operating costs.
Trump and MAGA Embraced Orban. Now, They’re Worried by His Loss in Hungary’s Election.
Viktor Orban, the Hungarian prime minister, and his right-wing playbook were embraced by parts of the American right. Now some are worried by his defeat.
FOX Business’ ‘Made in America’ contest features Steele Saddle Tree
Steele Saddle Tree’s Ed Steele and Allen Holloway discuss their business and journey to becoming ‘Made in America’ finalists on ‘The Bottom Line.’
Vance Says Pope Leo Should Stay Out of U.S. Affairs
The vice president, a Catholic, defended President Trump, who had accused the pope of being too liberal and “weak on crime.”The pontiff responded that he had “no fear of the Trump administration.”
Dickey Arctic innovation fellow Matthew Druckenmiller named International Arctic Science Committee president
Druckenmiller will lead the intergovernmental science organization for the next four years.
Steelers make franchise-altering decision in latest mock draft
I wonder how this would be received.
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.
What Happens in California Governor’s Race After Eric Swalwell Stepped Down?
For Democrats, the drama is reverberating well beyond the state.
Rick Roth stays self-reliant, David Silvers taps Disney dollars in Q1 fundraising for SD 26 seat
Silvers’ donor list reflects broad corporate and political committee backing, while Roth’s gains depended significantly on agricultural sources.
Dallas ISD voters to decide largest school bond in state history
On May 2nd, voters living in Dallas ISD will decide whether to pay $33 more a year in property taxes to pay for a $6.2 billion bond package. The plan would build 26 new schools and make major upgrades to facilities and technology at every campus. Lone Star Politics speaks with Miguel Solis, former President of DISD Board of Trustees and now the President of the Commit Partnership.
Diana Taurasi, J.J. Hardy among seven Arizona Sports Hall of Fame inductees
Diana Taurasi, J.J. Hardy and Frank Busch were among seven inductees to the Arizona Sports Hall of Fame in recognition of their impact on Arizona’s sports legacy.
House Ethics Committee investigating sexual misconduct allegations against Swalwell
The announcement comes one day after Swalwell suspended his campaign for California governor after the emergence of allegations that he continues to deny.
Trump’s Erratic Behavior and Extreme Comments Revive Mental Health Debate
As the president threatens to wipe out Iran and attacks the pope, even some former allies and advisers are questioning whether he has grown increasingly unbalanced, describing him as “lunatic” and “clearly insane.”
Trump’s Erratic Behavior and Extreme Comments Revive Mental Health Debate
As the president threatens to wipe out Iran and attacks the pope, even some former allies and advisers are questioning whether he has grown increasingly unbalanced, describing him as “lunatic” and “clearly insane.”
Texas House Democrats fined each over $8K for quorum break
The committee tallied the combined penalties at over $421,000.
Swalwell’s Fall Punctuates Woes of Democrats in California, of All Places
Democrats have struggled to find a candidate for governor who can capture the imagination of voters in one of their most important strongholds.
Many Popes Before Leo Have Been Entangled in Politics. Here Are 5 of Them.
Leo XIV, under fire from President Trump, has joined predecessors including Francis and John Paul II in confronting political issues.
How Orban Lost His Touch, and Hungary’s Election
The election defeat for Prime Minister Viktor Orban is less the result of an ideological shift in Hungary, and more the playing out of a fundamental rule of politics.
New Rules May Allow Broader Picks for CDC Vaccine Panel
By HealthDay Staff HealthDay ReporterMONDAY, April 13, 2026 (HealthDay News) — The Advisory Committee on Immunization Practices (ACIP) could soon have a new focus after officials changed the rules that determine who can serve on it. The updated rules were approved by Health Secretary Robert F.
Former K-State Athletes Barratti, Leeper Named to KSHOF Class of 2026 - Kansas State University Athletics
In an announcement by the State of Kansas Sports Hall of Fame, former K-State standouts Bob Barratti (track and field) and Nathan Leeper (track and field) wi...
IRA Financial Named Business of the Year by Sioux Empire United Way
SIOUX FALLS, S.D., April 13, 2026--IRA Financial, a leading provider of self-directed retirement solutions, today announced it has been named Business of the Year by Sioux Empire United Way as part of its 2026 annual Thank You Event. The award recognizes organizations that demonstrate exceptional commitment to supporting the Sioux Empire community through philanthropy, volunteerism, and leadership.
After Criticizing Pope, Trump Posts Image of Himself as a Jesus-Like Figure
The image, posted on Truth Social, appeared to be A.I.-generated and depicts the president as a divine leader healing the sick.
Midland County Sports Hall honors six inductees at banquet
Masterful coaching, Olympic heights, basketball glory, baseball excellence, and the power to convey them all in writing were honored Saturday at the Midland County Sports Hall of Fame induction.
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/].
Fifteen bucks a signature: the crisis of money in US politics is growing
The fight over California’s billionaire tax is just the latest symptom of a crisis that has escalated since 2010
Students 2 Science names new members to board of trustees
Students 2 Science (S2S), a 501(c)(3) organization that inspires and empowers students, welcomed three new members to its board of trustees.
Lee Health: Volunteers make a difference every day
From boosted moods and happiness to a deep sense of accomplishment and purpose, volunteering offers countless benefits to those who give their time.
After Charlie Kirk’s Death, a Fight for the Youth Vote
A fledgling Democratic group and the far-right white nationalist Nick Fuentes seek to make gains on college campuses that have recently been dominated by Turning Point USA.
‘We Are Growing’: Fresh Designs Lift Raymond Weil
Elie Bernheim, the chief executive of Raymond Weil, has confidence in his “accessible luxury” business model.
Arsenal's teetering title challenge
Arsenal's shock 2-1 defeat by Bournemouth at Emirates Stadium means Mikel Arteta's side have picked up just 70 points from 32 games this season. The last Premier League champion to have as few points with six games left to play was Leicester City on 69 points in 2015-16. Only three teams in the last 22 seasons have had as few points at this stage of the season and went on to win the title - Manchester United in 2010-11 (69 points), Manchester City in 2013-14 (70 points) and Leicester City in 2015-16 (69 points).
'Unbelievable' Liverpool star set for surprise exit offer
Hull City are keen on signing Andy Robertson if they get promotedis one of the two players who's guaranteed to be leaving Liverpool at the end of the current season.The Scotsman has been one of the Re...
How is online abuse putting young people off Manx politics?
A youth parliamentary committee warns online abuse is impacting attitudes towards Manx politics.
In the Desert, a ‘Cleaning Station’ for Ants
A unique “choreography” between two ant species suggests a distinctive partnership in which one provides a carwash service to the other.
Trump Attacks Pope Leo as Too Liberal and ‘Weak on Crime’
President Trump’s lengthy post on social media showed there were really no boundaries when it comes to people he might target, including the leader of the world’s 1.4 billion Catholics.
3 Steelers poised for their first All-Pro in 2026
Looking ahead to 2026, here are our favorite three Steelers to be named and All-Pro for the first time.
Trump Says Gas Prices Might Not Drop By Midterms, Highlighting G.O.P. Peril
The president has sent mixed messages on how long he expects costs to be high. Some in his party voiced fresh concern after his comments on Sunday.
The underworld invades Sutter Street Theatre
FOLSOM — "Hadestown: Teen Edition," an intriguing and beautiful folk opera, delivers a deeply resonant and defiantly hopeful theatrical experience. The full-length adaptation of Anaïs Mitchell’s "Hadestown," modified for performance
Bruce Springsteen's former drummer pushes back on the Boss's political attacks on Trump: 'Gotta have respect'
Bruce Springsteen's former drummer Vini Lopez speaks out against the Boss's anti-Trump rhetoric, saying everyone should respect the president.
Santee business owner arrested for allegedly threatening deputies
A Santee business owner was arrested this weekend after allegedly threatening to shoot sheriff's deputies who had responded to reports of gunshots, officials said.
Santee business owner arrested for allegedly threatening deputies
A Santee business owner was arrested this weekend after allegedly threatening to shoot sheriff's deputies who had responded to reports of gunshots, officials said.
Santee business owner arrested after threatening to shoot deputies
Authorities spotted Robert Sanford, 43, apparently armed with a handgun, entering his business suite on Rockville Street
AIPAC may be a new litmus test for Democratic candidates. Leaders say voters' heads are elsewhere.
Last week's Democratic National Committee meeting illustrated a party trying to stay focused on economic issues while grappling with strong, changing opinions on Israel.
EL PAÍS: US aid cuts collapse Malawi’s LGBTQ+ health services as volunteers scramble to fill the void
The lack of funding has left some 15,000 users of NGO programs scrambling for care in a public system that many fear to enter.
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.
What Flutter Entertainment (FLUT)'s Board Shuffle, Buybacks and Quiet Dart Stake Mean For Shareholders
In recent days, Flutter Entertainment plc reported that long-serving independent director Alfred F. Hurley, Jr. will retire at the 2026 AGM, with Nancy Dubuc set to assume the role of Chair of the Compensation and Human Resources Committee, while the company continues executing a multi-billion-dollar share repurchase program. At the same time, billionaire investor Kenneth Dart has quietly built substantial economic exposure to Flutter through total return swaps, even as analysts question...
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.
This Week in Missouri Politics - April 12, 2026
Scott Faughn is joined by Chuck Hatfield and Marc Ellinger. On the panel, Jake Kroesen is joined by State Rep. David Casteel.
Masters 2026: Sergio Garcia gets warning after going nuclear on tee box, breaking driver and ending up carrying Jon Rahm's bag
Sergio Garcia was given a warning just two holes after he erupted on Sunday morning.
Will Aaron Rodgers' potential retirement dash Steelers' 2026 plans?
The Pittsburgh Steelers may be in for a long 2026 season if Aaron Rodgers chooses to retire, leaving the team with Will Howard and Mason Rudolph.
Opinion: The rural health program isn't so transformational
Rural health care systems have been in crisis for decades, a situation that will become more dire when steep cuts to Medicaid kick in next year.
The ‘Annoyance Economy’ Is More Than Just Annoying
A new estimate puts the cost of dealing with robocalls, hidden fees and customer service chatbots that can’t solve most problems at $165 billion.
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.
What Now? Vance Leaves Iran Talks Without a Deal.
The lack of a breakthrough after 21 hours of negotiations leaves the Trump administration facing several unpalatable options.
Luzerne County Arts & Entertainment Hall of Fame announces Class of 2026
Luzerne County’s arts community will welcome a new group of honorees this fall as the Arts & Entertainment Hall of Fame unveils its Class of 2026.The inductees
Trump Was Watching a U.F.C. Fight in Miami While Iran Talks Collapsed
On his way to Florida, President Trump said it did not matter to him if a deal with Iran was reached or not: “We win, regardless,” he said.
2026 Masters tee times, pairings: Complete schedule, groups, field for Round 4 on Sunday at Augusta National
The quest to win the first major championship of 2026 continues on Saturday at Augusta National Golf Club with Rory McIlroy well out in front
2026 Masters final round tee times, how to watch: Can Rory McIlroy win a second straight green jacket at Augusta National?
Assessing Flutter Entertainment (NYSE:FLUT) Valuation After A Steep Year To Date Share Price Slide
Flutter Entertainment (NYSE:FLUT) has been drawing attention after a steep share price slide in the past 3 months, with the stock down about 53% year to date at a recent price of US$102.38. See our latest analysis for Flutter Entertainment. The recent 90 day share price return of 52.45% and 1 year total shareholder return of 55.83% both sit sharply in negative territory, suggesting momentum has been fading rather than building despite earlier gains in recent years. If this kind of reset has...
High school sports results for Saturday, April 11, 2026
SATURDAY’S RESULTS Baseball NON-SECTION Albert Gallatin 4, Steel Valley 0 Toronto, Ohio 20, Carrick 0 Softball WPIAL CLASS 5A Section 2 Kiski Area...
Takeaways From the First Big Gathering of Potential 2028 Democratic Candidates
The National Action Network convention showcased similarities and some differences in a wide open field of possible contenders.
Americans wait overnight for access to free healthcare as costs soar ‘out of reach’
Some Americans are sleeping in their cars for days to receive free healthcare from Remote Area Medical's volunteer pop-up clinics across the country. CEO Chris Hall shares details.
Newly discovered fossil challenges idea of ape origins in east Africa
The remains, discovered in 2023 and 2024, are incomplete, and made up of only a few jawbone fragments and worn teeth.
Postal Service, Under Pressure, Now Faces Trump’s Mail Ballot Order
President Trump’s executive order, which has been challenged as unconstitutional, would limit the Postal Service to sending only the ballots of voters deemed eligible.
Salah, Ngumoha ease Liverpool crisis with Fulham win
Liverpool's rising star and departing legend combined to ease the pressure on Arne Slot as goals from teenager Rio Ngumoha and Mohamed Salah beat Fulham 2-0, snapping the Reds' three-game losing streak on Saturday.Salah failed to get on the pitch at all during Liverpool's chastening 2-0 Champions League defeat by Paris Saint-Germain in midweek.
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.
Steelers trade proposal sends Nick Herbig to NFC powerhouse
Could the Steelers send Herbig out of Pittsburgh?
“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.
Paul Renner fundraising falls off, with roughly $800k raised to kick off 2026, as burn rate escalates
The conservative is at the crossroads as big donors steer clear.
How Kodak is trying to turn around its business after teetering on bankruptcy
Photography company Eastman Kodak has seen its fair share of financial struggles, but CEO Jim Continenza is determined to fuel its success.
Sisters teen keeping drivers awake with caffeine lollipop business
A Sisters teen teamed up with a Portland businessman to run a caffeine lollipop business, with the goal of ensuring people don’t fall asleep at the wheel. Kale Gardner, the […]
This Week in Science: Artemis II Returns, a Chimp 'Civil War', And More!
Our weekly science news roundup.
Texas House committee slaps Democrats with nearly $422K in penalties for 2025 quorum break
The Committee on House Administration voted along party lines to fine 50-plus Democratic members more than $8,000 apiece for fleeing the state to try to block a GOP-led congressional redistricting plan.
As Election Looms, Will Alito Retire, Giving Trump a New Supreme Court Pick?
Justice Samuel A. Alito Jr. is the subject of intense speculation about whether he will retire in the coming months and give President Trump a fourth nominee.
Barcelona face major setback in race for teenage midfield sensation
According to SPORT, Barcelona are closely monitoring Kennet Eichhorn, a highly-rated 16-year-old currently developing at Hertha Berlin. The youngster has emerged as one of the most promising midfield...
From You, Me & Tuscany to Euphoria: your complete entertainment guide to the week ahead
Halle Bailey and Regé-Jean Page star in a slinky new romcom, while the dissolute teens of the US drama are back in their 20s
Fallout of War Piles Economic Pain Onto Europe’s Political Stress
Europe is finding itself on the outs with Russia, China and the U.S., in what’s amounting to its very own “Mean Girls” moment.
Historic live-donor transplant at University Health saves 7 lives
Fourteen people made history at University Health this year, undergoing surgeries that saved seven lives.
Historic live-donor transplant at University Health saves 7 lives
Fourteen transplant donors and recipients meet for the first time at University Health.
Democrats denounce Trump’s plan to use foreign steel in White House ballroom
A New York Times report that the president was accepting a donation of foreign steel for the ballroom was seized on by Democrats.
In praise of popular science
As a kid, I was enthusiastically and unreservedly in favor of a manned space program. Our destiny lay in the stars, I figured. Get people out there. We need Star Trek here and now. As I got older, I became rather disenchanted with the idea. Humans are expensive, fragile, and inefficient as space cargo. We could flood the solar system with 100 robotic probes for the price of any single manned mission and get back just as useful data. Besides, it turns out space travel is dangerous. Tusk is a reader-supported publication. To support this work, please become a paid subscriber. Subscribe When it came to the recent Artemis II mission, my cynical side didn’t really see the point. Flying around the Moon and back is literally something we did before I was born, and I once owned a Members Only jacket. Apollo 8 circled the Moon ten times and returned to Earth safely the same month that “Chitty Chitty Bang Bang” was released. What was the point of repeating a feat that far braver people once did with tin foil and slide rules? Yet I’ve surprised myself with how moving I’ve found the Artemis II mission to be. The photos have been stunning. The crew has been professional and engaging. There have been modest but important milestones — the farthest humans have travelled from Earth; the first woman, person of color, and non-American to leave low-Earth orbit; innovations in communication, and more. One thing that really stood out is that this is really NASA at its finest. Not that this is the most important mission they ever pulled off, but they did this in a competent way that celebrated the achievements and kept the crew and the science at the forefront of the project. This wasn’t some billionaire throwing celebrities or cars into orbit as a vanity project — this was a collective effort to send experts in to do a job and come home safely. We don’t see that sort of thing much these days. I’m guessing few people would describe many government agencies as inspiring, but this one counts for me. We’re living through a profoundly anti-science era, in which pathbreaking, lifesaving discoveries like mRNA vaccines are routinely downplayed or even vilified. As I’ve noted previously, this era is something like that of the Red Scare in the 1940s and 50s, in which “egghead” professors were portrayed as out of touch or even hostile to regular Americans. One of the things that helped break that spell was Sputnik — the Soviet communications satellite that demonstrated that the United States was falling behind in crucial scientific research and applications. Its launch triggered a new appreciation for American science and goaded the federal government into supporting research universities and labs. I’m not saying that Artemis is the equivalent of Sputnik, but it potentially reminds people that there’s some value to scientific endeavors and the human faces attached to them. Despite my love for the show “For All Mankind,” I’m far from convinced that there’s any real value to putting colonies on the Moon or Mars that would justify the capital investment and the massive health risks to the astronauts. But sending scientific good will ambassadors on a trip into space once in a while? Bring it. Share
Temple volunteers prepared local rec centers for spring, summer sports
Students, staff and faculty removed trash and debris from the Dendy and Martin Luther King Recreation Centers in an event organized through the Owls for Philly program.