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Mamdani leans into ‘pothole politics’ at 100-day rally, picks East Harlem for first city-run grocery store
Mayor Zohran Mamdani used his 100-day rally Sunday night to argue that the next phase of his first term will be shaped by what he called “pothole politics” —
Following the Success of Artemis II, Scientists Will Shape What Comes Next for Lunar Exploration
NASA plans to launch more lunar missions after the success of Artemis II, signaling a renewed era for lunar exploration and science — and raising questions about what comes next. A National Academies study currently underway will identify key non-polar landing sites for future crewed lunar missions and what science goals could be achieved.
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...
New Huawei Foldable Looks a Lot Like Apple's Rumored iPhone Fold
Apple's upcoming foldable iPhone is expected to feature a book-style form factor that's relatively uncommon in the foldables market, but Huawei's new Pura X Max appears to share a similar wide aspect ratio. Set to be released in China next week, Huawei's new device actually builds upon a design used by the original, smaller Pura X, which was marketed last year as an extra-wide flip phone.
Exclusive: DNC bets on the South as next political battleground
DNC chair Ken Martin sat down for an exclusive interview.
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/].
The ‘Wild West’ of peptides is booming. Here’s what’s real, what’s risky and what’s next
In the early 2020s, interest in GLP-1 weight loss drugs exploded. Now, as we move deeper into the decade, a new buzzword is taking over: peptides.
Key Test Looms for South Africa’s Coalition, New DA Leader Warns
The new leader of South Africa’s second-biggest political party expects the stability of the nation’s coalition government to be put to the test when its larger rival holds internal elections next year.
Rob Marsh to be featured on national TV series 'Next Level CEO'
Rob Marsh, CEO of the Missouri Sports Hall of Fame, will be featured on the upcoming season of the business TV series “Next Level CEO.”
Surfshark Just Dropped a Next-Gen VPN Protocol That Could Be Faster and More Secure Than Other VPN Connections
The new Dausos connection protocol has been independently audited and includes a few key innovations not found in other VPNs.
JAXA's 22-Year Bet on Frozen Comet Samples: What a Multi-Decade Mission Timeline Means for Planetary Science Funding
In the world of planetary science, a decade-long mission is considered ambitious. JAXA, Japan’s space agency, is now weighing something far more audacious: a sample return mission that wouldn’t deliver its cargo until the late 2040s, more than 22 years from the earliest planning stages. The proposed Next Generation Small-Body Return (NGSR) mission to comet […]
Upcoming Android flagships may get a bold new look, and you can probably thank Apple
A tipster says next-gen Android flagships are preparing to copy Apple's hero color for the iPhone 18 Pro.
Breaking cover: the future of the business book
Authors are experimenting with new technology and formats to better communicate ideas
Linux 7.0 Released With New Hardware Support, Optimizations & Self-Healing XFS
As expected the stable Linux 7.0 kernel was just released today in marking this next kernel release
Iowa basketball set to host Illinois State transfer portal guard
Iowa basketball is reportedly set to host an Illinois State transfer portal visitor next weekend.
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
Viktor Orbán’s defeat ‘a defining moment’ in Europe. What comes next?
Orbán acknowledged Sunday that he was too far behind to stage a comeback against Péter Magyar, Hungary’s new prime minister.
Xbox Showcase Reportedly Coming Next Week, Metro 2039 May Be Revealed
NateTheHate provides an update on when players can expect the next Xbox Games Showcase. Supposedly, it's coming next week
Pittsburgh plans entertainment, block party for pedestrians walking through the NFL Draft
Jeremy Waldrup, head of the Pittsburgh Downtown Partnership, has some advice for the several hundred thousand people who visit the city next week for the...
Man City must respect Arsenal in title showdown: Guardiola
Pep Guardiola insisted Manchester City must respect Arsenal when they face the Premier League leaders in a seismic title showdown next weekend."The respect I have for Arsenal, what they have done the last few years.
Chelsea 0-3 Man City: What Rosenior said
If you go down against teams as good as this, what you have to do for the next five minutes is to stay in the game. It ended up being a really, really difficult second half." On building resilience in the team: "I am accountable.
News Analysis: Trump's Strait of Hormuz blockade risks clash with China
It is a high-stakes moment ahead of a closely watched summit between President Trump and Chinese President Xi Jinping in Beijing next month.
Samsung to fix Adaptive Clock glitch in One UI 8.5 update
Adaptive Clock has a glitch on One UI 8.5 devices, and Samsung is working on a fix. The problem has been acknowledged by a community moderator, who promised the addressal with the next Beta software update. It’s already a big day for Samsung users, thanks to One UI 8.5 rollouts. Whether it’s new Beta releases […]
Things to do in Cincinnati this week, April 13-19
If you're looking for the best events happening in Cincinnati, you're at the right place. Find your next concert, game, festival or family event.
Dons boss Robinson will not relax until safety is secured
Stephen Robinson does not want Aberdeen to relax during their two-week break after they recorded a much-needed 2-0 win over Hibernian to boost their William Hill Premiership survival hopes. Kevin Nisbet netted from the penalty spot after Grant Hanley was sent off for hauling down Toyosi Olusanya and the Scotland striker added a second with 15 minutes to go to end a nine-match winless league run. The Dons are five points above Kilmarnock, who sit in the relegation play-off spot with five games to play, and the two teams clash at Pittodrie in the next round of Premiership fixtures which does not take place until April 25.
Uncertainty remains one month until May revision of state budget
Gov. Newsom and state lawmakers have less than three months to agree on a balanced budget before the next fiscal year starts on July 1.
Pokemon Champions Battle Pass Season M-2 rewards leaked
Pokémon Champions has already leaked details about its Battle Pass Season M-2 rewards. The next season isn’t expected to start for quite a bit. Pokemon Champions just launched this week, and alongside that, Season M-1 started up. It should be running until May 12, so the next one isn’t expected until at least a month from now. That said, if...
Pokemon Champions next Battle Pass contents leak
The Pokemon Company is no stranger to leaks what with the massive Gigaleak and the Terraleak. Now on a far smaller scale dataminer, ChicoEevee, has discovered all 50 levels of Pokemon Champions Battle…
Fix, heal and rebuild: Wiener’s plan for Congress
The State Senator asks voters to look at his record when making a choice about who will be their next U.S. Representative.
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.
Local youth science fair winners to compete in Canada-wide fair next month
Hundreds of Grade 5-12 students gathered at the Olympic Oval on Saturday for the final day of the Calgary Youth Science Fair, which named 17 finalists, who will compete in the national fair next month...
Colorado's Deion Sanders eager to be more hands-on heading into next season after health concerns
Colorado coach Deion Sanders was hands-on as he watched his team scrimmage Saturday at the spring game.
Colorado's Deion Sanders eager to be more hands-on heading into next season after health concerns
Fury dominates Makhmudov and calls out Joshua next
Tyson Fury marks his return to the heavyweight mix with a composed points win over Arslanbek Makhmudo, before immediately turning ringside to call out Anthony Joshua.
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
Seniors: Carol Watson, 72
Owner of Carol Watson Greenhouse and Landscaping in LaFayette enjoys her growing business — still puts in six-, seven-day weeks By Mary Beth Roach Carol Watson, the owner of Carol Watson Greenhouse and Landscaping, has been in gardens since she could walk. Literally. She said she learned to walk in her grandfather’s garden, which was next door to her current home and business in LaFayette. Today, at 72, she is running the business that her mother, Claire, opened in 1981 as Watson Greenhouse. Watson worked part-time for her mom until 1990, when she joined her full time. While she may not have had any formal horticultural experience, she said she learned so much about growing and raising plants from her mom, who had an abundance of energy and talent. Now, after 35 years in the business full time, Watson has no plans to retire, although she joked that she’d like a couple of days off a week. On her seven-acre site, complete with four greenhouses, Watson said her favorite parts of the job are working with and educating her customers; helping some of her young customers build terrariums; conducting occasional class field trips; and supporting local art by decorating the shop with an eclectic mix of pottery from at least four area craftspeople. A one-time employee of the former Dey Bros. department store in Syracuse, Watson said she loves merchandising and enjoys displaying unique pieces of art on shelves and even suspending from ceilings. “We’re creative. We also had top quality plants. We got a reputation of quality plants and unusual products,” she said. It’s tending to her customers and her plants, showcasing the unusual products, and hosting special events to benefit the community that keep her motivated to work six to seven days a week. “I just love it. I love taking care of the plants. I’m one of the few people that really enjoys watering,” she said. And while she has cultivated a solid customer base over the years, she remains savvy in her marketing efforts to draw in new customers. For example, she does a gardening segment on CNY Central television; her active Facebook page has thousands of followers; and she hosts a number of unique events and classes that not only introduce her shop to potential new clients, but some benefit nonprofits as well. About 13 years ago, when the local symphony orchestra was struggling, she said she wanted to help. So, partnering with the group, she began offering concerts, called Soirees, featuring the Syracuse Orchestra’s string quartet. Following up on a suggestion from a customer whose brother is a deejay in retirement, specializing in sock hops, she hosted the greenhouse’s first sock hop. Plants got moved back toward the walls to make room for dancing; a caterer was brought in, offering diner-like food; guests came in period outfits; and proceeds went to the Food Bank of CNY. She is excited about doing it again in October. Via her website, she promotes the greenhouse as an “oasis in the snow,” offering visitors the opportunity to pick up some decorating and gift ideas while taking in the floral and citrus scents. And she also caters to her four-legged friends. Over this past winter, she said, she came up with a “brilliant idea,” although at the time she didn’t appreciate just how brilliant it would become. Feeling it too cold outside to take her dog for a walk, she opted to bring it into the greenhouse. And before long, she was inviting people to bring their dogs into the big greenhouse as well. She looks forward to extending that invitation again this upcoming winter season. For Watson and her customers, the greenhouse is always in season.
Entertainment venues keep packing Fresno-area calendar. 10 (more) shows to watch
Among a slew of announcements, Broadway in Fresno put out its next lineup: We’re getting the Neil Diamond musical and a return of “Jersey Boys.”
Entertainment venues keep packing Fresno-area calendar. 10 (more) shows to watch
Among a slew of announcements, Broadway in Fresno put out its next lineup: We’re getting the Neil Diamond musical and a return of “Jersey Boys.”
“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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PS6 Pricing: 41% of Digital Foundry Viewers Would Pay $699 or More for a Next-Gen PlayStation
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Science, Technology, Engineering, and Math (K-12)
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Alphabet Is Quietly Building Its Next Major Business -- and It Could Be Bigger Than You Think
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Spring Marlin Business Conference: Leadership Reimagined
Join the next generation of leaders April 13–16 for a week of innovation, insight, and opportunity
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Attend science fiction conventions
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Isabella Lourie Joins Marist’s Sports Medicine Department
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Get a head start on next school year by scheduling a sports physical with Essentia Health
Essentia Health is now offering sports physicals for student-athletes, from middle school to college, across North Dakota, Minnesota and Wisconsin that will be valid for next school year and beyond.
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NC builders chase billions in defense deals at Wilmington conference
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Lehigh Set to Take on Colgate in Hamilton NY on CBS Sports Network
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'It should have been five or six'
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