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The Salary Penalty: Why Trump’s Tax Bill Hits a Banker Harder Than a Plumber
These days the biggest factor determining what high earners owe the government is how they make their money.
ICE surge costs: Business seek relief | FOX 9 Minneapolis-St. Paul
Minneapolis and St. Paul took the hardest hit during the ICE surge, which the cities estimate at more than $300 million in business losses. But business owners in greater Minnesota suffered as well, and some of them are Republican lawmakers.
Operation Metro Surge costs Minnesota schools, businesses millions as relief bills advance
The financial fallout from Operation Metro Surge is hitting Minnesota communities hard, with businesses and schools across the state starting to see the strain show up in tax figures.
UFC White House adds historic $1 million fighter bonus
If the stakes at the UFC White House weren't already high enough, fighters will now get the chance to collect a $1 million bonus when the event rolls around on June 14. Upon the announcement of the event, there was excitement in the air with many predicting who they believed would feature on the ...
‘Yellowstone’s Jefferson White to Guest Star on ‘Boston Blue’
See him with Donnie Wahlberg and Sonequa Martin-Green.
The U.S. is short 10 million houses. A new White House report lays out a blueprint to fix that
President Donald Trump has taken some steps to make it easier to build houses, but he's been slow to embrace other measures.
NASA science faces 'very serious threat' from new White House budget, experts say
"This is the least transparent NASA budget request I've ever seen — and I've literally looked through every single one since 1960."
THE WEEK OF APRIL 13, 2026
- Science groups criticize proposed budget cuts - Congress to hold budget hearings - White House abandons indirect costs case
From The Sports Desk: Rory’s Repeat
WNBA draft night, league free agency hits overdrive.
White Sox deal Lenyn Sosa to Toronto
The infielder is shipped out for a lottery ticket and loose change
Dosa Divas hits the spot, even if some bites are overseasoned
This new RPG from the creators of Thirsty Suitors won’t take over your life
More Than 20 Classic Warhammer PC Games Just Hit Steam, Including Shadow of the Horned Rat, Warhammer 40,000: Fire Warrior, and Space Hulk — Check Out the List in Full
More than 20 classic Warhammer PC video games have hit Steam as part of a new Warhammer Classics initiative. Check out the list in full.
VA launches new EHR at four Michigan medical centers
The new federal electronic health records system went live at facilities in Ann Arbor, Battle Creek, Detroit and Saginaw. The Department of Veterans Affairs also says it is staffing up to support implementations of the long-beleaguered Oracle Health EHR.
White House says it’s boosting affordability through physician reforms
A new report distills the Trump administration’s strategy as officials jockey to shape health care messages ahead of this year’s midterm elections.
Reservations for Slate's 'mid-$20,000' EV pickup cross 160,000
Investors are betting a fresh $650 million that Slate can make its proudly bare-bones EV pickup a hit. The company is targeting a 2026 launch.
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.
Fantasy Baseball Waiver Wire: Hitter matchups to exploit and stream in Week 4, based on advanced stats
Northwestern Medicine provides guidance for improving Black maternal health
The Centers for Disease Control and Prevention says more than 80% of deaths related to pregnancy are preventable, and Black women are three times more likely to die from pregnancy-related causes than white women.
‘Wheel of Fortune’: Vanna White Parties With Her Kids at Coachella
The longtime co-host, 69, shares two adult children, Nikko and Gigi, with her ex-husband.
Here's what Delta's new business class suite will look like
Delta has replaced its classic red, white, and blue business class with a refreshed new look. Here's what customers can expect in the future suites.
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...
The Iran war may be on pause but the political fallout is not
The political consequences for President Trump and congressional Republicans are far from over.
Light-hitting Mariners taking advantage of Astros' shaky pitching
Every year, generally come playoff time, the question is asked: Does good pitching beat good hitting?
Everything to know about David Geffen Galleries as a new LACMA emerges
The divisive new building opens to members April 19 and widely May 4. Learn more about its architecture, must-see art, things to do and $724 million price tag.
AI usage limits are causing some people to restructure their workdays
Session limits on AI tools can frustrate users who are forced to rejigger their workdays. Others like a chance to hit the gym and see friends.
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.
European chemical firms, hit hard by Iran war, to report falling Q1 earnings
European chemical companies are expected to report weaker first-quarter results, shedding light on how deep the impact from the war in the Middle East has been on an industry largely seen as one of the most exposed to it.
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.
Hashing It Out: Does ‘The Drama’ shoot itself in the foot?
The Panther staff debates the new Zendaya and Robert Pattinson hit, which drew controversial reactions from audiences.
Fantasy sports apps see increased usage by college students
In the past decade, the line between fantasy sports and sports betting has been blurred, propelling online sportsbooks and sportsbetting culture into the mainstream. Now, an increasing number of college students are latching on. Since the 1992 passing of the Professional and Amateur Sports Protection Act, shortened to PASPA, athletic leagues and lawmakers have fought...
UFC adds former title challenger to the White House card
Despite arguably being one of the best six-fight lineups in the company's history, the UFC White House card suffered backlash from fans for not living up to the lofty expectations placed on its shoulders. To combat the noise, Dana White decided to add more firepower to the June 14 event. The ...
Making light spin with a gold nanorod
Controlling photon spin, or the handedness of light, is useful for storing and transmitting information. However, generating circularly polarized light typically requires complex or chiral structures. Researchers from the Tokyo University of Science show that hitting a gold nanorod slightly off-center with an electron beam causes the light around it to rotate. This method offers a simpler way to control photon spin and could accelerate the development of smaller, more efficient optical and quantum devices.
Patient-Provider Discussions on Lung Cancer Screening: Insights From the Health Information National Trends Survey (HINTS)
Background Lung cancer risk is significantly elevated in individuals with chronic lung diseases (CLDs), including asthma, emphysema, and chronic bronchitis. Despite this, lung cancer screenin...
The business of having fun
WARREN — Offering a nod to Cyndi Lauper’s 1983 worldwide hit single and subsequent feminist anthem, “Girls Just Want To Have ...
‘Chilling effect’ of Trump science cuts – even if reversed again
Congress likely to once more block plans to cut billions from agency budgets, but experts fear they will have long-term impact anyway
Science Pub: Investigating the Lithium Rush
Lithium has been described as “white gold,” the next oil, or a kind of savior from climate change. Consumers are
Watch highlights from the Coevnant Health Knoxville Marathon
More than 6,500 took part in the two days of races with more than 4,000 on the Covenant Health Knoxville Marathon course on April 12, 2026, in Knoxville, Tennessee.
South San's Guerrero, Alamo Heights' Hart lead Team White to victories
South San's Adam Guerrero and Alamo Heights' Berkley Hart lead Team White to victories in the San Antonio Sports All-Star basketball games.
Christian Yelich leaves Brewers' game against Nationals with hamstring tightness
Christian Yelich left the Milwaukee Brewers' game against the Washington Nationals on Sunday with tightness in his left hamstring. It wasn't immediately clear how Yelich got hurt. He was the designated hitter and went 0 for 2, hitting grounders each time.
Mauricio Dubon back in center for Braves-Guardians finale
With Michael Harris Jr. on the paternity list and Eli White day-to-day with plantar fasciitis, Mauricio Dubon will make his second straight start in center field for Sunday night’s finale of the Braves-Guardians series in Atlanta. Dubon will hit eighth in the lineup followed by Jorge Mateo, who will make his second straight start at […]
White Sox reportedly calling up top pitching prospect Noah Schultz
Barricaded suspect involved in hit-and-run, placed on mental health hold
A 28-year-old Santa Clarita man was arrested on suspicion of hit-and-run, DUI and was placed on a mental health hold after being involved in a hit-and-run incident northbound Interstate 5 near San Fernando Mission, according to […]
Nebraska baseball loses series 2-1 on the road against Oregon
No. 19 Nebraska baseball (27-9, 12-3) hit the road and lost a Big Ten series to Oregon (25-10, 9-5), dropping two games in the weekend outing. The series was highlighted by a lightning delay Friday night, three Case Sanderson home runs and a close rubber match on Sunday.
2026 NBA Playoffs: Clinching scenarios and standings on April 12
Every team in the NBA is set to hit the court on Sunday, with several key matchups and clinching scenarios to monitor throughout the evening.
Golfers battle Trump takeover of public golf courses as one becomes White House East Wing dumping ground
You can grab a refurbished 2021 Kindle Paperwhite starting at just $49.99
How pristine you want it is up to you.
Jon Jones may ‘feel the fire’ to return after UFC 327 but Dana White definitely does not
Jon Jones continues to flip flop on whether or not he intends to retire from the sport, which doesn’t surprise UFC CEO Dana White one bit. White spent the last couple of years glazing Jon Jones as the GOAT of MMA, but that all ended after “Bones” retired in June 2025, reneging on a reported […]
'Efficient' Dodgers showing Rangers their pitching, hitting prowess
'Efficient' Dodgers showing Rangers their pitching, hitting prowess
Cowboys news: Dallas could still hit the veteran trade market
Your Sunday morning Cowboys news.
Why Did Gretchen Whitmer Go Soft on Trump?
The Michigan governor doesn’t sound like “Big Gretch” anymore.
‘Aggie docs’ coming to San Antonio’s South Side with new medical collaboration
Texas A&M medical students will begin clinical rotations at University Health’s Palo Alto Hospital and Vida clinic in 2028.
At a mahjong table in Iowa, a struggle over which party to trust
Women courted in key races weigh their choices — and whether the president’s policies have delivered for a working-class town hit by tariffs, war and rising costs.
Pulling Reports, Playing Politics
The CIA’s retraction of intelligence reports should raise concerns about politicization and the Trump administration’s embrace of white supremacist rhetoric.
Michigan group spotlights Black Maternal Health Week and the risks Black women face giving birth
Black women are 3 to 4 times more likely than their white counterparts to die of childbirth-related complications. The disparity is unchanged even when factoring in education and income.
Michigan’s strong third inning helps secure win over MSU
EAST LANSING, Mich. (WLNS) – Michigan State’s late comeback fell short against rival Michigan, as the Wolverines came away with the 6-4 win. The win on Saturday was the Wolverines’ fifth straight. Nick Williams hit an RBI single to right field in the second inning, allowing Ryan McKay to score and give MSU an early 1-0 […]
White Sox Minor League Update: April 11, 2026
Bham walks it off to bring home the only win in the system
Masters 2026: Shane Lowry erupts after hitting a hole-in-one Saturday at Augusta National
It marked the second ace Lowry has made at Augusta National.
Trump wants to paint a White House office building with ‘magic paint.’ Experts advise against it
President Donald Trump privately advocated for painting an ornate federal office building next to the White House with a “magic paint with silicate,” CNN has learned. But ahead of a key vote on exterior changes to the sprawling Gilded Age structure, a panel of experts is warning the so-called magic paint could be incompatible with the Eisenhower Executive Office Building’s granite exterior.
ON THE JOB: “What is the Best Business Advice You’ve Ever Received?
Interviews by Deborah Jeanne Sergeant Sound advice can contribute to your success. We recently asked area business leaders, what was their best advice they’d ever received. Here’s what they said: “The best advice I ever received was from my then –boss, Gerry Church, Fulton plant manager at Miller Brewing Co. He told me that whenever I wanted to discuss a business problem or issue with him, I should also be prepared to offer possible solutions. It’s the difference between being proactive or reactive. It’s also the difference between being a leader or follower. That has served me well in any business relationship I have had since then.” — Stephen Chirello, Owner, Steve Chirello Advertising, Fulton “Someone will always do it for less; they will also take the most effort to service or satisfy and leave you for the next lower price.” — John M. Henry, Owner, Speedway Press, Mitchell Printing, Phoenix Press, Oswego “I’m going to answer this question by turning it around and giving my own advice that is, ‘Always treat every customer as if they were your only customer!’ We are celebrating our 50th anniversary in business this year. We started our business on March 25, 1976. My advice works.”” — Nick Chervinsky, President, Brewerton Pharmacy, Brewerton “’You need to toot your own horn, my grandfather, Howard D. Dice, told me.” — Beth Ann Dice, Women’s active aging and cancer recovery coach, Mission Movement Wellness Studio & Breast Cancer Recovery Studio, Fulton “In the micro enterprise class, they taught, ‘Get a good lawyer, accountant and bank.’ That was over 30 years ago and I still have those three today. I chose good people I could grow with.” — Tony Pauldine, Owner, Anthony M. Pauldine General Contractors Inc., Oswego “From my grandfather; ‘Listen to everyone! You never know where you will get the solution you need.’” — Kevin Dean, Executive director, Oswego County Opportunities, Fulton “‘Preparation is the mother of success.’ My dad always drilled that into my head growing up, and it has helped me avoid a lot of snags in both my personal and professional life. Thanks, Dad!” — Bekkah Frisch, Owner and president, iHeart Holdings, Inc., Fulton “If you don’t take a risk and try, you will never know.” — Justin Taber, Owner, Torbitt’s Service Center, Oswego “Be ready to take a loss.” — Cody Seymour, Manager, Damiano’s Eatery, Mexico “I’ve received so much good business advice over the years. When people are giving you advice, always be curious rather than judgmental. Follow your gut. Doing the right thing is never the wrong thing.” — Dana Decker, Principal owner/broker, Berkshire Hathaway Home Services, Oswego ’Do it and figure it out later.’ It hasn’t failed me yet. Too many people take time to think about doing this and this and this and then the opportunity is over with. If it’s somewhat reasonable — if it’s not something outrageous — do it and figure it out later.” — Jeremy Allen, Licensed real estate salesperson, Acropolis Realty Group, Syracuse “’Try to meet the needs of the customer. Treat them like you’d like to be treated.’ It’s like the Golden Rule says.” — Douglas Dickson, Physician and associate at CNY Foot Surgery and Podiatry Care, East Syracuse “The best piece of business advice I’ve ever received applies to life in general: always be honest. Never overstate your capabilities and always be willing to ask questions. The more specific you can be in any given topic will always lead to a better outcome.” — Tom Fernandez, President, Woodbine Hospitality, Syracuse “As a business owner, the advice would be ‘Don’t overextend yourself. Especially in agriculture, expect issues to come up.’ If something is going right, it’s not true agriculture. This last season, we scaled very hard to field another crew. We got more drones, crew and generators based on projections. This last season hit the ag community hard with a very wet spring. We did 15,000 to 20,000 acres for fungicide and the same for cover crop seeding in 2024. We scaled to 25,000 to 30,000 for 2025. We ended up doing 2,000 for fungicide and 3,000 for cover crop seeding. That’s why that advice was good.” — Rick Jordan, Operations manager, CNY Drove Services, Clinton “’Keep your head down, mind your own business and do the best for your clients that you can do.’ It has a lot to do with my success in working for Galloway Century 21.” — Ed Fayette, New York state licensed real estate agent, Century 21 Galloway, Oswego “’Expand in all ways, always.’ It just keeps you going and keeps you growing.” — Stephen Baier, Licensed real estate person, The Real Estate Agency & Bouck Commercial, Auburn “The best advice is, ‘Your biggest asset you won’t see on the books because it comes from your employees.’” — David Flickinger, Owner, Edible Arrangements, Syracuse “Don’t take things personally when you’re working with the public.” — Leeann Desimone, Manager, Annie’s Hallmark Shop, Auburn “‘Follow up.’ The customer knows that you care about what you are doing and that their opinion counts. Sometimes they might be on the fence about whether they want to use your company. If they’re asking your opinion on things, they feel you are concerned about what you’re doing. They like to be kept in the loop if they’re spending money with you.” — Dorothy Casper, Saslesperson, SweetWoods Memorials, Phoenix “The best business advice I received is ‘Never be the smartest person in the room. Surround yourself with people who are smarter than you.’ That’s how you learn.” — Debbie Bilello, Owner, Virtual Office Solutions, Central Square “’You need to grow your business but you can’t grow too big too fast.’ That’s what we’ve done at Pinnacle Maintenance. We’ve tried to grow but not too fast. Along those same lines, there’s another good piece of advice, ‘Don’t take on more than you can handle because it only leads to a bad name for your business and a bad experience for your customers.’ It goes along the same lines as growing your business slowly and carefully.” — David Wines, Owner, Pinnacle Maintenance, Central Square “Always be on time and do what you say you are going to do.’ I’ve done very well following that advice. Most of my work is referral and I don’t really do any advertising so I have a pretty good customer base. It’s mostly word-of-mouth from satisfied customers.” — Robert J. Fleming, Owner, Bob Fleming Windows & Doors, Brewerton “’Concentrate on your finances, always pay your taxes, and form a team you can depend on. Try to help the community you’re in as much as you can.’ We do all of these all the time here. We give and give and give to the community and the community gives back to us always.” — Susan Bonnet, Co-owner, Bonnet Sales and Service, Central Square “Keep smiling. It brings a positive attitude to the workplace.” — Karin Lindsley, Vice president, DTS Truck Service, Syracuse “‘Customer service above all.’ Following this advice has served us very well.’ — Guy Fox, Owner, Fox’s Discount Parts, West Monroe “The best thing to do is to make sure you’re taking in more money than you’re spending. I wish I could say I’m a good businessman but I have been in business since 1981. I’m not a bean counter but work well with my hands and its’s served me well all these years and I am still in business.” — Matt McGill, Owner, Matt McGill Collision, Brewerton
Masters 2026: Shane Lowry erupts after hitting a hole-in-one on Saturday at Augusta National
It marked the second ace that Lowry has made at Augusta National.
Laurel: Making a hit at the school science fair
In Brian Nelson's Laurel cartoon, our girl's entry in the school science fair makes a considerable hit.
Laurel: Making a hit at the school science fair
In Brian Nelson's Laurel cartoon, our girl's entry in the school science fair makes a considerable hit.
Tennessee softball ace Karlyn Pickens throws no-hitter in Game 1 win at Kentucky
Tennessee softball ace Karlyn Pickens threw a no-hitter in the Lady Vols' 5-0 win over Kentucky in Game 1 on April 11. Pickens had 12 strikeouts.
Rockstar Games has confirmed it was hit by third-party data breach
The ShinyHunters hacking group is giving Rockstar Games until April 14 to respond to its threats.
Federal judges say White House ballroom construction can continue, for now
President Donald Trump has claimed that a building pause poses a risk to national security.
Appeals court says Trump White House ballroom construction can proceed for now
A federal appeals court said Saturday that President Donald Trump can move ahead for another week with construction of a massive new White House ballroom while judges consider the project.
“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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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
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