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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.
Cruise entertainment | evolution of the guest experience
How cruises are dissolving boundaries between performance, dining and design to create fully immersive, all-day entertainment experiences
Calls grow for Eric Swalwell to resign from House amid sexual assault allegations
The California Democrat suspended his campaign for governor amid sexual assault and misconduct allegations by a former staff member and at least three other women
SCORE Offers Free Business Mentoring Sessions
Local entrepreneurs and small business owners in Pasadena have a valuable resource at their fingertips with the ongoing SCORE One-on-One Mentoring Sessions. These free and confidential appointments provide individuals with expert guidance on starting, running, or growing a small business, courtesy of SCORE, the nation’s largest network of volunteer business mentors. The sessions are designed to offer personalized advice and strategic insights from experienced professionals. SCORE, which stands for Service Corps of Retired Executives, is a non-profit organization and a key resource partner of the U.S. Small Business Administration (SBA). Its mission is to foster vibrant small business communities through dedicated mentoring and education. The organization comprises a network of seasoned business owners and executives who generously volunteer their time to support the next generation of entrepreneurs. As SCORE states, their mentoring is a “free, confidential service for anyone starting, running, or growing a U.S.-based small business.” These one-hour mentoring sessions are held every other Tuesday from 1 to 5 p.m. at two branches of the Pasadena Public Library: the Lamanda Park Branch Library and the Santa Catalina Branch Library. Appointments can be conveniently reserved up to 14 days in advance, ensuring that individuals can schedule a time that best suits their needs. This recurring service underscores SCORE’s commitment to continuous support for the local business community, helping them to plan, launch, and grow successfully. Need to Know: The SCORE One-on-One Mentoring Session offers free business guidance. These one-hour appointments are available every other Tuesday from 1 to 5 p.m. at the Pasadena Public Library’s Lamanda Park Branch (140 S Altadena Drive, Pasadena, CA 91107) and Santa Catalina Branch (999 E Washington Blvd., Pasadena, CA 91104). The service is free. For more information or to book an appointment, visit [https://www.score.org/].
Fifteen bucks a signature: the crisis of money in US politics is growing
The fight over California’s billionaire tax is just the latest symptom of a crisis that has escalated since 2010
Why college oversight could get more political
The Trump administration is forging ahead in its quest to rid higher education of “radical left” oversight organizations.
FanDuel Sports Network, Cavaliers' local TV home, is gone. It's no surprise
FanDuel Sports Network ended locally with the close of the Cleveland Cavaliers' regular season. It's a sign of a more expensive viewing reality.
Apple Testing Four Smart Glasses Styles Made of High-End Materials
Apple is developing at least four different styles of smart glasses, and the company is betting that their superior design will set them apart from rival products, according to Bloomberg's Mark Gurman. Writing in his latest Power On newsletter, Gurman says that Apple's latest designs are made from a high-end material called acetate, which is "more durable and luxurious" than the standard plastic used by most existing brands.
Pirates made a mistake signing Marcell Ozuna over Andrew McCutchen
The Bucs made a bad decision.
‘We Are Growing’: Fresh Designs Lift Raymond Weil
Elie Bernheim, the chief executive of Raymond Weil, has confidence in his “accessible luxury” business model.
New disclosures reveal how DOGE actually worked
Depositions offer insight into what Elon Musk’s group was up to. Members describe a club-like atmosphere in which they slashed agencies with little oversight.
Shelby Russ, whose 50-year-old company furnishes offices, sees positive signs for economy
"The things that are wrong with New Orleans can be fixed. The things that are right about the city, no one else could recreate. We have to start from that, and this self-deprecation that we culturally do has got to stop."
Healthcare Roundtable 2026 - Orange County Business Journal
Explore insights from Orange County’s top healthcare leaders on innovation, preventive care, and the future of healthcare in this exclusive OCBJ roundtable.
Bayern planning second summer signing
After joining Bayern Munich on loan from Gambinos Stars Africa in January, Bara Sapoko Ndiaye finally made his debut for the German champions in their 5-0 win over FC St. Pauli on Saturday, coming off...
Dolce & Gabbana Appoints Stefano Cantino as Co-CEO
The recruitment of the former Gucci, Louis Vuitton and Prada executive follows the resignation of Stefano Gabbana as chairman in December.
'Unbelievable' Liverpool star set for surprise exit offer
Hull City are keen on signing Andy Robertson if they get promotedis one of the two players who's guaranteed to be leaving Liverpool at the end of the current season.The Scotsman has been one of the Re...
Curtis Blaydes suffered multiple significant facial injuries at UFC 327
Engaging in a “Fight of the Year” candidate took its toll on Curtis Blaydes.
Election loss for Hungarian Prime Minister Orbán has ripple effects for Trump, US conservatives
The big election over the weekend was in a small European country nearly half a world away from Washington, but the defeat of Hungarian Prime Minister Viktor Orbán has significant reverberations in the United States
Election loss for Hungarian Prime Minister Orbán has ripple effects for Trump, US conservatives
The big election over the weekend was in a small European country nearly half a world away from Washington, but the defeat of Hungarian Prime Minister Viktor Orbán has significant reverberations in the United States.
Miu Miu Literary Club 2026 to Talk Politics of Desire, Sexuality
The three-day literature-centric Miu Miu Literary Club is to be held during Milan Design Week under the direction of Miuccia Prada.
The foldable redesign we've been waiting to see from Samsung and Apple is already here
HUAWEI just beat Samsung and Apple to the wide fold party with the Pura X Max.
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...
UNM College of Population Health Celebrates 10 Years
Friday, April 17, 2026, The University of New Mexico’s College of Population Health (COPH) will proudly celebrate its 10-year anniversary, marking a decade of measurable impact, substantial growth and future ambition. Founded in 2016, COPH became the...
Scottish Association for Marine Science: Unlocking red seaweed for food flavor, color & hybrid proteins
About His Business
Elder Kearon teaches that callings from the Lord are tailor-made for our growth and that when we respond to a call, we don’t merely fill an assignment but join the Saviour in His redeeming work.
AVAC: Abrupt shutdown of US global health supply chain raises risks for HIV, TB and malaria programs
Two hundred and fifty civil society organizations signed on to a letter to the US Secretary of State calling for immediate reversal of this decision.
How Golden Entertainment (GDEN) Narratives Are Shifting As Analysts Recut Targets And Takeover Nears
Golden Entertainment’s fair value estimate has been nudged from US$30.50 to US$30.00 per share, a small adjustment that still keeps the story focused around a US$30 mark. Some analysts view this US$0.50 trim as an incremental shift that reflects updated valuation inputs rather than a major change in the underlying outlook, while more cautious voices see it as a signal of reduced conviction at recent prices. As you read on, you will see how this updated target fits into the evolving analyst...
KFF: US: Global health funding in the FY 2027 President’s budget request
The proposed budget includes significant reductions in and restructuring of global health funding, including the elimination of some programs and activities.
Swalwell faces pressure to resign from Congress as former staffers denounce alleged misconduct in new letter
A letter signed by more than 50 former staffers of Rep. Eric Swalwell described recent allegations of sexual assault and misconduct against him as “serious” and “credible,” while demanding he resign from Congress and drop his bid for California governor.
Astronomers detect mega-laser beam signal from 8 billion light-years away
Science News: One of the most remarkable discoveries made by astronomers in recent years is the identification of an extremely strong \"mega-laser\" signal that has t.
Oppo officially reveals Find X9 Ultra days before global launch
The Oppo Find X9 Ultra is an upcoming flagship smartphone set to launch globally on April 21. The company's official Weibo account has revealed the device's design ahead of launch, showcasing it in three color options.
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.
Apple reportedly testing four designs for upcoming smart glasses
These glasses are a step back from an ambitious plan that once called for Apple to launch a variety of mixed and augmented reality devices.
Calls grow for Eric Swalwell to exit politics over sexual assault allegations
An expanding number of Democrats, including fellow Californians, are asking their House colleague to quit his campaign for governor and resign from Congress.
Doctors expose ‘buffalo hump’ as potential sign of hidden health conditions
A "buffalo hump" — a fatty bulge at the base of the neck — can sometimes signal underlying medical conditions, experts say. Causes range from poor posture to hormonal disorders.
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 […]
Calls grow for Rep. Swalwell to resign or be expelled over misconduct claims
Several Democratic and Republican lawmakers said they would be in favor of voting to expel Swalwell, as well as Rep. Tony Gonzales (R-Texas), who both face misconduct allegations.
Health expert explains link between women's hormones, stress
Functional medicine practitioner Jennifer Gularson highlights how physiological shifts like menopause can trigger significant stress and hormone imbalances.
Munson celebrates student accomplishments with exhibits
UTICA — Join Munson in celebrating the artistic accomplishments of their students at Pratt Munson College of Art and Design. Their work will be featured in two juried, mixed media
As WhatsApp faces lawsuit, Elon Musk launches 'no tracking' messaging app XChat
App will offer encrypted chats, voice and video calls, large group messaging and disappearing messages, initially for iPhone and iPad users only, with no ads or phone number required to sign up
Big Ten dominates 2026 preseason college football QB rankings
Jayden Maiava is one of four Big Ten quarterbacks to appear in a preseason list of the nation's best signal-callers. See which other QBs are there:
Ravens Scott Elliott praises Trey Hendrickson's 'elite' work ethic
Ravens Director of Strength & Conditioning Scott Elliott praised newly signed linebacker Trey Hendrickson's 'elite' physical makeup and work ethic.
Apple iPhone Fold: Release Date Leaked And Striking Design Revealed In Photos
What will the first folding iPhone look like? How big will it be compared to the current models? The first images claiming to be dummy units have just leaked.
Dem. Congressman: ‘Eric Swalwell needs to resign, needs to drop out of the race’ for CA gov
Fever reportedly re-sign Sophie Cunningham to 1-year contract
Apple iPhone 18 Pro Latest Leak Signals Significant Design Change
This fall’s iPhone 18 Pro and iPhone 18 Pro Max may have changes to the back and front, compared to the current versions.
Column: Bye, bye Eric. Swalwell needs to go
Swalwell needs to drop out of the governor's race and resign from Congress.
A slowdown in federal science grants has Vermont researchers worried
Though leaders at the National Institutes of Health say they intend to allocate all the federally assigned dollars, changes in how they do so is disrupting the research of early career scientists.
FULL SHOW: Inside INdiana Business 4/12/26
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Science & Medicine: Pain researchers have their eyes on ending chronic pain
A UT Health San Antonio researcher is working to map the nerves involved in jaw pain as part of a federally funded consortium aimed at developing the first targeted, non-opioid treatment for chronic pain, research he hopes will give millions of suffering Americans their lives back and ultimately reverse or even prevent pain in the first place.
SPFL prepare for Old Firm play-off
The Scottish Professional Football League is preparing for a potential Old Firm Premiership play-off should the title race end in a deadlock between Rangers and Celtic. Daily Record) Lawrence Shankland looks increasingly likely to stay at Heart of Midlothian until the end of the 30-year-old Scotland striker's current contract despite long-standing interest in his signature from Rangers. (Football Insider)
Reconnecting with friends is more important than politics
The original text on the group thread read "Good morning fellas." The originator aspired to gather a number of us who were, and remain, good friends from high school for a ski trip. We'd be based out of his cabin on an alpine lake in Colorado.
UFC signs Gable Steveson, announces debut date
It's seemed inevitable, but Gable Steveson is headed to the UFC.
Depleted Grizzlies wrap season against resting Rockets
The Houston Rockets finally had displayed signs of consistency that seemed to validate their standing as a contender in the West, with an eight-game winning streak confirming as much.
Costco Just Introduced the Kirkland Product Fans Have 'Been Waiting For,' and It's Selling Out Fast
Costco’s Kirkland Signature Ultra-Filtered Reduced Fat Milk, which is remarkably similar to Fairlife 2% Lactose-Free Milk, boasts 13 grams of protein per serving and half of the sugar compared to regular milk, at a fraction of the cost.
Diggins signs with the Sky; Sabally joins Liberty
Skylar Diggins is headed to Chicago while Satou Sabally is coming to New York as WNBA free agents can officially sign Saturday. Diggins spent the past two seasons with the
Colorado House finishes work on 2026-27 state budget, finally
The House on Saturday, after four days of work – it usually takes two – finished up their work and voted on the $46.8 billion 2026-27 state budget, as contained in House Bill 1410 and 64 accompanying measures designed to help balance the budget. The delay in getting to the finish line was caused by […]
Forget Masters leaderboard, Scottie Scheffler still biggest threat to Rory
Scottie Scheffler, the world's No. 1 golfer, made a significant comeback in the Masters third round, challenging Rory McIlroy.
Chamber of Commerce Presents Achievement Awards
Event also marked 110th of the chamber’s presence in Oswego [caption id=attachment_10469 align=alignright width=450] Abby Waever and Keara Patterson (in the middle) receive the Community Leadership & Legacy Award, presented to The Alberts Group.[/caption] The Greater Oswego-Fulton Chamber of Commerce (GOFCC) on March 4 hosted its 2026 Annual Meeting, presented by Constellation, at the Lake Ontario Event and Conference Center in Oswego. The event’s theme, Rooted in Community. The meeting celebrated the GOFCC’s 110th anniversary in the Oswego community and 10th anniversary of integration with CenterState CEO. The chamber also unveiled a new logo. “I am proud to say the GOFCC has been a force for business success, growth and opportunity, supporting organizations of every size, connecting neighbors and entrepreneurs and ensuring that every voice in Oswego County is heard,” said GOFCC Executive Director Sara Broadwell. The event featured keynote remarks from Novelis’s Kevin Schutt, vice president, manufacturing and production support at Novelis North America. [caption id=attachment_10454 align=alignright width=450] Maria Hudson of Constellation, holding the award, receives the Nancy L. Premo Woman of Distinction Award.[/caption] The GOFCC recognized the following organizations and individuals with achievement awards: • Oswego County Impact & Excellence Award, presented to Oswego County Office of Mobility Management. This award Honors a small business or nonprofit organization that demonstrates outstanding achievement through innovation, growth and measurable positive impact on Oswego County’s economy or quality of life. • Community Leadership & Legacy Award, presented to The Alberts Group. This award recognizes an individual, business or organization whose long-term leadership, investment or philanthropy has significantly advanced the vitality, resilience and future of Oswego County’s communities. • Nancy L. Premo Woman of Distinction Award, presented to Maria Hudson of Constellation. This award honors a woman in business who has made a meaningful impact on her community, inspired others through her leadership, and exemplified the values of service, integrity and empowerment. This award is presented in tribute to the late Nancy Premo, CenterState CEO’s former vice president of Human Resources.
Seniors: John Lemp, 70
Has been working for more than 50 years in the business — M. Lemp Jewelers in Syracuse — that his great-grandfather started in 1890 By Mary Beth Roach Don Lemp owns and represents the fourth-generation of the family business, M. Lemp Jewelers, but he still calls himself “a counter guy.” “I love interacting with couples. It’s a wonderful business. You’re celebrating marriages, engagements, births, anniversaries — all these different significant moments that people invite you into their lives for whatever brief period of time it might be to help them celebrate whatever their important occasion is,” he said. This is one of several reasons why Lemp, at 70, has been working for more than 50 years in the business that his great-grandfather started in 1890. Always located in the downtown Syracuse area, the store has been situated in the building that the family owns on East Fayette and Warren streets since 1971. He jokes that he’s been in the business so long he is now selling engagement rings to the second generation in some families. He also loves the opportunity to learn about the ever-changing industry and gemstones. “You have to know not only diamonds, but all the colored stones, from A to Z, from andalusite to zircons,” he said. Lemp said he had originally thought he wanted to become an attorney, but while working part-time in the store while attending college at Syracuse University, he decided to follow in the family business. His father, Walter D. Lemp Sr., and his mother tried to discourage their son from pursuing retail, reminding him of the hectic hours and lifestyle intrinsic in this business. But the younger Lemp [whose full name is Walter D. Lemp Jr.] prevailed. So, over the years, father and son got to work together in the family business for 35 years. And while many other jewelers retreated from downtown to suburban malls in the 1970s, the Lemps decided to stay downtown. And it’s a decision that Lemp Jr. feels it has worked out well. As he explained, downtown Syracuse is seeing a rebirth. One website, Point2Home.com, has noted that more than 6,000 people live there and the median income is about $62,000. In addition, according to the website that Lemp built years ago, the store can cater to customers throughout the country. His customers, whether from across the country or across Onondaga County, are just one reason that Lemp stays engaged in the business. His employees, the opportunity to continue to learn in an industry, and the challenge to continue to improve business are all other reasons, he noted. He’s also been able to travel to India to buy diamonds and he enjoys buying and selling estates. “I’d rather gallop in the corral than ride into the sunset,” Lemp said.
NFL Draft Scouting Report: Romello Height, EDGE, Texas Tech
Height is a true designated pass-rusher, which comes with positives and negatives.
College basketball transfer portal tracker: Fit grades for every top commitment from the 2026 cycle
Tracking and grading the major commitments as the 2026 college basketball transfer portal season heats up
XChat to launch on iPhone and iPad
Can this X-affiliated chat app compete with WhatsApp and Signal?
Chicago Cubs Rumors: Insider Addresses Likelihood of Lucas Giolito Signing
Fox News Entertainment Newsletter: Kelly Ripa’s secret signal, ‘Charlie’s Angels’ star on price of fame
The Fox News Entertainment Newsletter brings you the latest Hollywood headlines, celebrity interviews and stories from Los Angeles and beyond.
Fox News Entertainment Newsletter: Kelly Ripa's secret signal, 'Charlie's Angels' star on price of fame
The Fox News Entertainment Newsletter brings you the latest Hollywood headlines, celebrity interviews and stories from Los Angeles and beyond.
Are the Bills better after offseason additions and departures?
The Bills made some big moves, including trading for DJ Moore and signing Bradley Chubb. Is Buffalo’s roster improved?
Chelsea Star Speaks On Exit From Manchester United
Garnacho, Chelsea Move Signals Reflection After Man United ExitThere is often a moment, quiet and uncomfortable, when a young footballer begins to understand that talent alone does not carry a career....
“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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