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Worried about the midterms, Republicans mobilize rural Virginia voters against redistricting
Republican groups are mounting an intensifying, 11th-hour campaign to mobilize rural voters ahead of Virginia’s April 21 referendum to redraw its US House maps. At stake are as many as four US House seats Democrats want to redraw in their favor for the midterms. To maximize Democratic advantage, the map would put wealthy Washington, DC, suburbs in the same districts as farm communities 90 miles away, including in one misshapen district nicknamed the “lobster claw.”
Is a New $75,000+ Canon Cine-Servo Coming? Rumors Point to a 50-1000mm Refresh for NAB 2026
After a quiet lead-up to NAB, an anonymous tip suggests Canon is about to update its CINE-SERVO 50-1000mm. Could we finally see Full-Frame support and a native RF mount for the new version?
'Industrial' clickbait disinformation targets Australian politics
From anti-transgender narratives about Olympic swimmers to
Mountain View considers downtown entertainment zone
(KRON) — The City of Mountain View is considering new legislation to establish an entertainment zone in its downtown area. The proposed ordinance, introduced Tuesday evening at a City Council meeting, would allow for public, outdoor alcohol consumption during special events on five blocks of Castro Street. The initiative aims to create a festive environment […]
Mountain View City Council considers new entertainment zone
The Bay Area's Local News Station
SB 1397: Better Science = Better Policy
Managing California’s majestic mountain lion population, particularly in areas of conflict with areas where humans...
EPA, DDA, Renew Pledge to First State Farming, Environmental Health with Memorandum of Understanding - State of Delaware News
The MOU covers topics from communication and education to environmental stewardship, funding opportunities and regulatory programs.
Businesses shift to lower-regulation states as costs mount
Outer Realm CEO Dhara Patel relocated from New York to Florida, citing heavy compliance costs and tax savings as key factors in her business move.
Beyond the Algorithm: The business of fun
Depending on the setting, Chris Davenport might describe his career in a number of ways, but if he had to distill it into a single phrase, he would probably say: professional risk manager. Over decades in the mountains...
JD Vance Would Make a Horrible Presidential Candidate
He’s unpopular and unlikable. No amount of Vancewashing in the news is going to change that.
Ethics panel clears Life Science Hub board member for paid adviser gig under ‘hardship’ exception
The Rhode Island Ethics Commission unanimously approved a staff recommendation Tuesday allowing Patrice Milos to serve as a paid advisor to the Life Science Hub, despite Milos' recent role on the 15-person, volunteer board for the agency.
Roundup: Here's What The Critics Think Of Mouse: P.I. For Hire Ahead Of Its Xbox Launch
Up for some classic cartoon shootin'?
Community Routes: Access to Mental Health Care Program Bolsters Services Across Three States
Direct Relief, Teva Pharmaceuticals, and the National Association of Free and Charitable Clinics, or NAFC, today announced a second round of grant funding in the amount of $75,000 to each of 11 fre…
Lawsuit alleges Dartmouth Health fired executive for raising safety concerns
A former high-ranking executive at Dartmouth Health in Lebanon is alleging “unlawful and retaliatory termination” by CEO Joanne Conroy in a lawsuit filed in the U.S. District Court of New Hampshire.
Virginia Health Officials Issue Fish Consumption Advisory for Occoquan Watershed
April 14, 2026 Media Contact: Brookie Crawford, brookie.crawford@vdh.virginia.gov Virginia Health Officials Issue Fish Consumption Advisory for Occoquan Watershed Contaminants Identified in Bluegill Sunfish, Largemouth Bass RICHMOND, Va. – Effective immediately, the Virginia Department of Health (VDH) is issuing a fish consumption advisory for the Occoquan watershed due to elevated perfluorooctane sulfonate (PFOS) levels in specific […]
Iraola to leave Bournemouth
Bournemouth manager Andoni Iraola will leave the club this summer. The Spaniard joined the club in 2023, replacing then head coach Gary O'Neil. Bournemouth had been determined to keep Iraola at the club but were unable to reach an agreement with the 43-year-old.
Local business owner to run for Black Mountain Town Council
John Richardson cites longstanding dispute with officials in announcement Fred McCormick The Valley Echo April 14, 2026
Key players miss training before Sporting clash
Five of Arsenal's key players were missing from the open part of training before the Gunners quarter-final second-leg match against Sporting in the Champions League. Arsenal have a 1-0 advantage from the first leg but have a number of injury issues in the squad. Declan Rice, who played 90 minutes of Arsenal's 2-1 defeat to Bournemouth at the weekend, was not seen in the first 15 minutes of the training session that was open to the media.
Partington still has 'hope' Iraola will stay at club
Speaking on the Cherries Unpicked podcast, former Bournemouth midfielder Joe Partington says he still has "hope" that Iraola will decide to stay at the Vitality Stadium beyond this season, despite not committing his future yet. It's not over until the fat lady sings, I suppose, and the Bournemouth fans will hold out hope because they've not had any news that it could still mean it's positive.
Bongbong Marcos fights ill-health rumours with star jumps
The Philippine President challenged anyone questioning his fitness to join him in the gym.
Mountain View to consider creating ‘entertainment zones'
The Mountain View City Council will consider a plan that would allow for open consumption of alcohol during specific events.
Antiseptic-tolerant germs spread through the air in hospitals, early study hints
Trace amounts of antiseptic chemicals in hospital rooms may be driving tolerance and resistance in bacteria, a study finds.
Cleveland County Commissioners approve up to $50 million bond sale for Rock Creek Entertainment District arena
The Cleveland County Board of County Commissioners unanimously approved the sale of an up to $50 million bond anticipation note for OU’s planned arena in the Rock Creek Entertainment District
Snowmass Mountain reopened for National Disabled Veterans Winter Sports Clinic
Participants of the 40th annual National Disabled Veteran Winter Sports Clinic were able to experience Snowmass last week despite the mountain having closed early for the season Sunday, April 5.
Lawsuit alleges Dartmouth Health fired executive for raising safety concerns
Former executive at Dartmouth Health files lawsuit alleging wrongful termination and retaliation after raising safety concerns in supply chain.
Rice Business Plan Competition 2026 winners announced
Another team from the Great Lakes State took home top honors and investments at this year's Rice Business Plan Competition.
The Many Faces of STEM
UNLV graduate students host a science workshop at Sunrise Mountain High School, providing an opportunity for kids to explore numerous career pathways.
Insurers Stand to Gain Big Business From Data Centers
That's how much S&P Global Ratings estimates data centers could pay in insurance premiums this year. That number compares to $5 billion a year for the entire aviation sector, the ratings firm said in a report Monday. The firm estimates the total insurable amount of data-center assets at $2 trillion
'View' stars slam Donald Trump sharing image of himself as Jesus: 'Blasphemous'
'The View' star Sunny Hostin called for the use of the 25th amendment after Donald Trump shared image of himself as Jesus: 'God is not to be mocked,' added former Trump staffer Alyssa Farah Griffin.
Bill Foley downplays Lorient-Bournemouth multi-club fears
Multi-club ownership is very much in fashion, especially in Ligue 1. It isn’t a phenomenon without resistance, however. A section of RC Strasbourg Alsace’s fanbase are veciferous in their oppositi...
Get on ‘board’ with Aspen’s newest charcuterie board business
Borde + Kurv offers handmade boards, along with baskets, spanning everything from brunch to charcuterie to dessert — with thoughtfully sourced and mostly local produce evoking European flavor and tradition.
Fable still coming out this autumn, despite reports that developer Playground Games is "worried" about Grand Theft Auto 6
Fable is still slated to release this autumn, despite recent delay rumours suggesting it could slip into 2027.
Hollywood heavyweights voice opposition to Paramount-Warner merger in letter
The deal is worth $111 billion
Trump post appearing to depict himself as Jesus sparks backlash from religious right
Evangelical and Catholic allies call the post “blasphemous” and urge its removal in a rare public break from a base that has largely stood by Trump.
Microsoft’s new Xbox Gamepad Cursor adds a virtual mouse to handhelds
This new Xbox mode feature is ideal for apps that aren’t designed for a controller.
Rumour: Fable Has Apparently Been Delayed Internally, But May Still Launch In 2026
"They are worried about the launch of GTA6"
Mental health stressors peak in Colorado mountain communities as the winter-that-wasn’t melts into offseason
Demand for counseling is surging as mountain communities empty, costs rise and work ebbs. “It feels like tension is really high.”
Turning car battery acid into clean energy: A surprising breakthrough in plastic recycling
Science News: Plastic waste on a global level amounts to hundreds of millions of tonnes annually, although very little of that is recycled. On the other hand, corro.
Cyberattacks, Tariffs, Geopolitics Loom Over Business Executives
Geopolitical uncertainty, rapid policy shifts, and mounting security risks are ratcheting up the threats facing US companies.
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).
The Message Man: Ferraro Award Winner Matt Corridoni ’13 Helps Political Campaigns Connect
Forty years after Geraldine Ferraro ’56 became the first woman nominated for vice president by a major political party, Kamala Harris mounted her own ba...
Letter: All politics affect our lives
“All politics, including the national and global policies of the United States, affect our lives.”
Bay Area business owner re-dumps mountain of trash on customer driveway after broken promises on payment. Was he right?
This dumpster dispute really dumped things on a whole new level turning one missed payment into a trashy pile of fines, fees and chaos.
Commissioner Bill Canda created septic business to evade taxes
Thanks to a miscommunication in March between the Custer County Sheriff’s Office and the 12th Judicial District Attorney’s Office in Alamosa, the majority of the Colorado Bureau of Investigation (CBI) inquiry into Custer County Commissioner Bill Canda for alleged sales tax fraud was made public. The
Red Sox eager to build momentum in finale vs. Cards
Brayan Bello will take the mound on Sunday afternoon against the St. Louis Cardinals as the Boston Red Sox try to win their second consecutive series and first one on the road this season.
The Screen Time Maximalists Who Spend an Ungodly Amount of Time on Their Phones
As debates over social media addiction rage, people with extreme screen times tell WIRED they have no plans to cut back.
Volcanic Ash: Voters running for cover as the political f-bombs fly
Who knew Hawaii U.S. Sen. Mazie Hirono was a trendsetter during the first Trump administration when she started conducting political discourse in vulgar language that almost got her mouth washed out with soap?
'It was a cry for help' | Family mourns father killed in police shooting, says he struggled with mental health
The man's family asked that his identity, as well as their own, not be disclosed because they have not yet notified all of his extended family about what happened.
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.
Plymouth Maple Fest sheds light on the maple syrup business
People from across the Plymouth community gathered on Saturday for the annual Maple Fest, which celebrates hand-made maple syrup across Sheboygan County.
Get on ‘board’ with Aspen’s charcuterie board business
Borde + Kurv offers handmade boards, along with baskets, spanning everything from brunch to charcuterie to dessert — with thoughtfully sourced and mostly local produce evoking European flavor and tradition.
Nearly 100 Colorado businesses have left or scaled back operations since 2019, report finds
A new report from the Colorado Chamber Foundation suggests the state’s weakening competitiveness is driving businesses out of state. Companies are blaming factors like increasing regulations and cost of living for why they’re choosing to...
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
Rumour: Call of Duty's $300 Million Xbox Game Pass Gambit Could End
Xbox owners may soon have to buy the game like on PS5
“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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