SCROLL NEWS / DISCOVERY
Search headlines
Find the stories shaping the conversation.
Results for " Prep " 2,907 found 🔀 AI-powered Shuffle
UNC Hussman offers new sports play-by-play class | UNC Hussman School of Journalism and Media
This story, written by UNC Hussman alumna Caroline Daly ’24, was originally published on unc.edu. The UNC Hussman School of Journalism and Media has a new, hands-on class available for students interested in sports careers. Students in “MEJO 390: Sports Commentary and Play-By-Play” can call live radio broadcasts for Carolina sporting events, streamed live on the Go Heels website. This spring, 11 students are calling mostly softball games to gain experience and learn the preparation needed for a successful broadcast. The class is capped at a small number to provide consistent, individual feedback. Matt Krause, the radio voice of Carolina women’s basketball, teaches the class to help students sharpen their skills, using his experience with the Tar Heels and calling games for ACC Network and ACC Network Extra. “There is no substitute for live reps, and that is the only way you get better. The classroom component teaches you how to get better, but going about that requires sitting in that chair, making mistakes and being able to know your broadcast is going somewhere,” Krause said. “These students are doing real live games, and they will have tape where if they want to pursue this. They will have ready-made demos to send for jobs. Being able to utilize all the resources of UNC, GoHeels Productions and the Carolina Athletics brand and create these opportunities for students is really impactful.” In the class, students learn fundamentals like how to announce starting lineups for different sports and how to conduct research before games. Krause has led the class in mock preparation exercises, looking at game charts with information about the different teams and players that they can refer to at pivotal moments during the game. Krause and the students then critique each other, listening to clips from the past week to find ways to improve. It’s a rare class without a slew of quizzes or assignments. Their main tasks are calling games and making a portfolio or demo reel of their best calls at the end of the semester, all with the goal of being ready to step into similar roles after graduation. Laible live streams her coverage on the GoHeels website. Calling a live game while broadcasting her coverage allows her to get hands on experience. (Jon Gardiner/UNC-Chapel Hill) Junior Anna Laible ’27 wished for a class just like this. Her first year at Carolina, she interned with the Coastal Plain League, where she was introduced to play-by-play for baseball. “I enjoy the challenge and uncertainty of each game being different because each sport looks a little different,” said Laible. “Each game is different — not just with teams but what could happen with certain records being broken or random trends. That’s what I enjoy most.” She wanted more opportunities for reps during college to prepare for a career after Carolina, so she pitched an idea for the class to Livis Freeman ’99, distinguished associate professor of sports communication. Laible and Freeman reached out to GoHeels Productions for a partnership and then connected with Krause. “This is how at UNC Hussman we separate ourselves: Our students go into the field ready,” said Freeman. “The biggest compliment we get it is when our students start their careers, they don’t need any hand-holding.” Laible calls a Carolina softball game at Kessing Stadium – after pitching the idea to Hussman faculty. Her interest in sports commentary allowed her to apply her interest as she attends Carolina. (Jon Gardiner/UNC-Chapel Hill) Laible is now a student in the class, which has helped her strengthen her skills and deepen her passion for the field. The goal is to expand to other sports like soccer, lacrosse and field hockey. “The hands-on experience I’ve gotten here is invaluable. I’ve loved the classes and professors because they’ve taught me a lot, but it’s also the things outside of class, too, that have helped me grow,” said Laible. “Since being at UNC, I’ve grown a lot in the versatility, from doing writing to production and commentating. UNC Hussman and Carolina have given me the ability to be strong and well rounded.”
Enhancing workforce training to prevent substance use disorders
KU researchers have updated training materials that prepare health care providers to prevent, identify and treat substance use disorders across Kansas.
Valve may add 30-day price history to Steam game pages
Steam could reduce the need for third-party price trackers Valve may be preparing a built-in 30-day price history tool for Steam game pages. If it ships,
EXCLUSIVE - PlayStation's Fairgames is Also Preparing To Enter the Extraction Market
Haven Studios' upcoming multiplayer game, 'Fairgames', sounds like essentially just another extraction shooter.
The 10 prep softball players in New Orleans that have made significant strides this year
These New Orleans area prep softball players have shown major improvement this season.
Sports/Rec calendar: April 17–26, 2026
Upcoming recreation opportunities and college and prep sports
How Dangerous Is Anthropic’s New AI Model? Its Chief Science Officer Explains.
Just how fast is the future coming at us, and how worried should we be? Last week, Anthropic announced Claude Mythos, the latest in what has become the leading family of AI models. In a very short time, AI models from Anthropic and other companies have become shockingly powerful at coding. But Mythos stands out because it is not just able to write code that can hack into critical systems, like those that run financial companies, but also to analyze systems and find and string together vulnerabilities in them, allowing Mythos to evade even sophisticated defenses. Anthropic chose to release Mythos to only about 40 leading corporations, so they could analyze the model’s capabilities and prepare countermeasures, in an effort it calls Project Glasswing. The release of Mythos—and the prospect of similarly powerful AIs to follow—has caused tremors at the top levels of Washington and corporate America. Jared Kaplan, co-founder and chief science officer at Anthropic, is at the center of this breakthrough. We sat down with Kaplan so he could walk us through just how powerful Mythos is, what the implications are for issues like our personal privacy, and what comes next. This conversation has been edited for length and clarity. Sean Fischer: For the layman, how is Claude Mythos different—more powerful, more dangerous—from previous models released by Anthropic? Jared Kaplan: I think most people have experienced the fact that our computers get faster and faster over time and over many decades. There’s this very smooth trend where every 18 months, maybe, computer processing power doubles. I think AI is on a trend in which it’s improving maybe 10 times faster than that. A lot of the earliest work that I did in AI was around identifying this scaling trend in AI. Claude Mythos is the latest model from Anthropic, but it’s not different because it’s qualitatively different. It’s really just kind of the culmination of the trend of AI models getting smarter and smarter at all kinds of general capabilities, from reasoning to software engineering to scientific research to knowledge work. For us, it was the first model to demonstrate very elite-level cybersecurity capabilities. It wasn’t because we trained Claude Mythos to focus on cybersecurity, but it was because, as a byproduct of its general intelligence and its general ability with software, it’s particularly good at identifying vulnerabilities in software and how to exploit them.
Prep baseball roundup: Big VIII League receives big-time performances
Norco, Corona and Corona Santiago let their hitters take charge in victories
Indigenous Leadership for Health: Virtual Preparatory Webinar to UNPFII 2026
English - French - Portuguese - Spanish - Russian Indigenous Peoples have the right to the highest attainable standard of physical and mental health. WHO invites you to join Indigenous Leadership for Health, a virtual preparatory webinar to the 25th Session of the UN Permanent Forum on Indigenous Issues (UNPFII 2026), to be held on Thursday, 16 April 2026, from 13:30 to 16:00 CEST, via Zoom. Interpretation will be available in English, French, Portuguese, Russian, and Spanish.This event brings together Indigenous leaders working on health to help shape the forthcoming WHO Global Plan of Action on the Health of Indigenous Peoples (GPoA). It is co-organized by WHO, the Government of Brazil, the Government of the Philippines, and the Johns Hopkins Center for Indigenous Health.The webinar will be divided into two parts, each with a corresponding objective:Part I – Contents of the draft Global Plan of Action. Part I's objective is to provide an update on the process for development of the Global Plan of Action on the Health of Indigenous Peoples, to share important lessons learnt from previous work and inputs received thus far, and to invite participants to send written inputs to the Plan. The linkages to the health topics to be discussed at the forthcoming UNPFII will also be highlighted.Part II – Panel on Indigenous Leadership for Health. Part II's objective is to highlight Indigenous leadership, knowledge systems, and community-driven approaches that contribute to improving the health and well-being of Indigenous Peoples, through the sharing of select country and regional examples.Registration is free and open to all. Register hereWe encourage all Indigenous organizations, communities, partners, and individuals to join us and contribute to this important global process.
Siri Engineers Sent to AI Coding Bootcamp as Apple Prepares to Deliver Siri Overhaul
Apple is sending a large portion of its Siri engineers to a multi-week bootcamp to learn to code using AI, reports The Information. Apple's decision to teach its programmers to better use AI for coding comes just two months before Apple is expected to unveil a smarter, more capable version of Siri at WWDC. While employees attend the coding bootcamp, around 60 members of the Siri development team will stick around to work on Siri, and an additional 60 will evaluate how Siri is performing.
Inside the sudden downfall of Eric Swalwell
As one California Democrat prepared to formally endorse Rep. Eric Swalwell for governor this spring, the lawmaker hesitated. They had heard rumors the married father of three slept around in Washington and worried about putting their name behind him in a crucial contest.
Microsoft prepares display upgrades and two stage launch for new Surface Pro and Surface Laptop with Intel and Snapdragon chips this year
New Surface PCs from Microsoft will consist of new chips, display upgrades, and higher starting prices this spring and summer.
Trump reveals he has multi-pick SCOTUS plan ready as retirement speculation heats up
President Trump says he is prepared to appoint up to three Supreme Court justices as speculation swirls around Justice Alito's possible retirement.
Mike White's Prep Talk: 10 questions with Hopewell's James Armstrong, three-sport standout and future major-college QB
James Armstrong has this belief that playing sports gives him peace. Well, then Armstrong lives in almost total peace. If high school sports were on a...
Valvoline reveals its FIFA World Cup marketing playbook
Valvoline, an official FIFA World Cup 26 "supporter," is preparing to launch its largest-ever marketing push.
This Tamale Act could throw open the door for more home kitchen entrepreneurs in Colorado
Home tamale businesses are the impetus for a new bill giving entrepreneurs a break from regulations.
JJ Redick on Lakers' preparation for playoff series versus Rockets
Lakers coach JJ Redick knows that one area in particular will be a big key and concern in the team's playoff series versus the Rockets.
Trump says Iran war is 'very close to being over' as peace talks are expected to resume
Donald Trump says the U.S.-Iran war is "very close" to an end amid a two-week ceasefire, as U.S. and Iranian negotiators prepare to restart peace talks Thursday.
Lakers prepare for Rockets playoff series with emphasis on rebounding
Without Luka Doncic and Austin Reaves sidelined indefintely, coach JJ Redick says "taking care of the basketball and boxing out. That's the series."
Bridgeport seeks new use for arena as Islanders prepare to leave
Wanted: Someone who knows what to do with an empty, quarter-century-old, 10,000-seat sports and entertainment arena containing an ice rink.
Swalwell and Gonzales resign from Congress under threat of expulsion
Reps. Eric Swalwell and Tony Gonzales resigned from Congress Tuesday, moments before their House colleagues were prepared to set in motion their swift removal.
Max Hodak’s Science Corp. is preparing to place its first sensor in a human brain
Human trials on the hybrid sensor are expected to begin in the years ahead.
Max Hodak’s Science Corp. is preparing to place its first sensor in a human brain
Human trials on the hybrid sensor are expected to begin in the years ahead.
Ecuador and Saudi Arabia Will Face Off at Sports Illustrated Stadium in May During Final Preparations for the World Cup
MIAMI, FL (April 10, 2026) - Utilizing the last FIFA match window prior to the World Cup, Ecuador and Saudi Arabia will face off at Sports Illustrated Stadium in Harrison, NJ on May 30th at 7:30 pm (ET). Both teams are laser focused on getting out of the Group Stage
Health expert explains preparing teens with autism for adulthood amid limited adult services
April is Autism Awareness Month, and on Tuesday, we focused on what comes next as your child grows into adulthood.
NACCHO Recognizes 10 Local Health Departments for Excellence in Preparedness for Public Health Emergencies
/PRNewswire/ -- The National Association of County and City Health Officials (NACCHO), the voice of the country's over 3,300 local health departments,...
Alienware AW2726DM launches at $350 with 1440p 240Hz QD-OLED panel, but only 200 nits
Alienware AW2726DM is a $350 1440p 240Hz QD-OLED monitor with 3-year burn-in warranty Alienware is preparing a lower-cost QD-OLED gaming monitor, the
These 8 prep baseball players in New Orleans have taken major leaps this season
Several New Orleans area prep baseball have taken the next step during the 2026 season.
Prep Sports Report: Borchers stepping away from Cooper football program he built as first head coach
By Terry Boehmker NKyTribune sports reporter Randy Borchers is leaving the Cooper football program that he created 18 years ago and developed into a state title contender to devote more time to his family. Borchers said he accepted an administrative position in the central office of the Kenton County Board of Education. That means he’ll...
Prep sports roundup: Norco moves two games up in Big VIII League baseball race
Corona Centennial upsets Corona 5-2; Norco rolls to 10-3 win over Roosevelt
How downtown San Antonio businesses prepare for Fiesta
A few businesses downtown have front row seats to road and river parades, which bring good business for some and less customers for others.
Allegheny Health Network and UPMC to have pop-up clinics for NFL draft in Pittsburgh
With the anticipated crowds of people for the NFL draft, health care workers are preparing to care for anyone who will need treatment.
Walnut Ridge business closures part of national trend, leaders say
Several national chains have shut down or are preparing to leave Walnut Ridge, but the Lawrence County Chamber of Commerce says the closures are part of a national trend and the organization is working to turn the situation into an opportunity.
Eliot Wolf: "Business as usual" for Mike Vrabel in Patriots draft preparations
Patriots head coach Mike Vrabel was not present for the team's pre-draft press conference on Monday, which means that he didn't have to field any questions about the release of photos that have created questions about his relationship with The Athletic's NFL reporter Dianna Russini.
Secrets of Strixhaven MTG Arena Event Schedule
Prepare for the release of Magic's latest set on MTG Arena! Check out all the events ahead of the set's digital release on April 21.
State Policy Trends in Cybersecurity and Public Health Preparedness
Learn how states are including cybersecurity in their emergency preparedness work in this Health Policy Update.
Preparing for Cyber Warfare Risks: Why Every Business Must Strengthen Cloud Security
Cyber warfare risks continue to rise as geological tensions escalate. Learn how to strengthen your cloud security, and mitigate any cyber warfare risks.
Sustainability At ESMT Berlin: Bees & Business Lessons
ESMT Berlin is a place to find both future business leaders and bees. A strange combination, perhaps, but one that encapsulates sustainability at ESMT. Here, faculty prepare students to become chang...
Agamon Health Announces New Automated Chart Prep Capability
/PRNewswire/ -- Agamon Health, an AI-powered healthcare technology company focused on automating operational workflows in oncology, announces commercial...
iPhone 18 Pro Deep Red Color Likely as Android Rivals Prep Same Shade
Apple's upcoming iPhone 18 Pro is very likely to come in a new deep red color, claims a Chinese leaker, because the color is already being prototyped by Android phone makers. In February, Bloomberg's Mark Gurman reported that Apple is testing a deep red finish for the iPhone 18 Pro and iPhone 18 Pro Max. Rumors of purple and brown finishes have also circulated, but Gurman believes those are just variants of the same red idea.
US intel officials scramble to keep surveillance law running amid Iran war tensions
With just days until a powerful surveillance law lapses, US national security officials are scrambling to prepare for potential blind spots in intelligence collection amid the US’ delicate ceasefire with Iran, current and former officials told CNN.
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.
Close of polls nears in Hungary's most crucial election in decades
As record numbers of Hungarians head to the polls, the EU is preparing for two scenarios: continued obstruction under Orbán or a victory for Magyar that could reset relations, though Brussels remains cautious about both.
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)
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
Youth wheelchair racing clinic helps athletes prepare for Boston Marathon
“It’s so good to see them at such a young age getting involved in sports."
“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.
Prep talk: Arcadia Invitational is set for Saturday at Arcadia High
Olympian Quincy Wilson leads the athletes scheduled to compete at the Arcadia Invitational in the night portion at 5 p.m.
13 years ago, a young Rostraver mom prepared to die; the ‘super responder’ now shows no signs of cancer
In 2013, 28-year-old Kate Crawford threw herself into preparing for her death. She had a fresh diagnosis of metastatic breast cancer, an estimated 18 to...
Borussia Dortmund vs Leverkusen
Borussia Dortmund prepares for matchday 29 of the Bundesliga as they welcome Bayern Leverkusen to the Signal Iduna Park on Saturday afternoon.Although Dortmund remains in second position in the table ...
Exclusive: US intelligence indicates China is preparing weapons shipment to Iran amid fragile ceasefire, sources say
US intelligence indicates that China is preparing to deliver new air defense systems to Iran within the next few weeks, according to three people familiar with recent intelligence assessments.
Temple volunteers prepared local rec centers for spring, summer sports
Students, staff and faculty removed trash and debris from the Dendy and Martin Luther King Recreation Centers in an event organized through the Owls for Philly program.
San Antonio tax preparing business owner convicted of filing false returns, DOJ says
A federal grand jury on Friday found a San Antonio woman guilty on 11 counts of falsifying tax forms on behalf of her clients.
Trump’s divisive role in California politics is on display as GOP prepares election endorsements
Trump's endorsement of Steve Hilton for governor over Chad Bianco has upended the California GOP's strategy, forcing the party to refocus on other races.
There are 'reasons to be confident' about faulty Artemis II heat shield ahead of 25,000 mph reentry, space expert Ed Macauley says
NASA's Artemis II heat shield is about to face its ultimate test as the Orion crew prepares for reentry. Physics and data science lecturer Ed Macaulay tells Live Science reasons to be confident ahead of today's historic splashdown.
Android’s upcoming ‘Tap to Share’ can send contacts, files, etc – here’s what it looks like [Gallery]
Google is preparing a new “Tap to Share” feature for Android devices and, through the latest updates, we’re able to...
Trump's divisive role in California politics is on display as GOP prepares election endorsements
Trump's endorsement of Steve Hilton for governor over Chad Bianco has upended the California GOP's strategy, forcing the party to refocus on other races.
Artemis II splashdown LIVE: Hours to go before fiery finale of historic moon mission
Friday, April 10, 2026: The latest updates on the Artemis II mission as the crew prepare for a perilous reentry to Earth following a 10-day journey around the moon.
Brookdale Launches New Sports Management Option A.S. Degree to Prepare Students for Careers in the Growing Sports Industry
Brookdale Community College is expanding its academic offerings with the introduction of a new Associate of Science (A.S.) degree in Sports Management, designed to prepare students for a wide range of careers in the fast-paced
As San Diego prepares for splashdown, scientists excited about Artemis II discoveries
But once the Orion has come and gone, interplanetary enthusiasts at Scripps and beyond will still have a place in San Diego — in fact, they've been here all along.
Spurs look to continue torrid stretch against feisty Mavericks
The San Antonio Spurs look to keep their momentum growing in preparation for the upcoming playoffs when they host the Dallas Mavericks on Friday in the penultimate game of the regular season for the Lone Star State rivals.
China’s Huatai Is Seeking to Start Securities Business in Japan
Huatai Securities Co., one of China’s largest brokerages, is preparing to start a securities business in Japan as a revival in the country’s financial markets draws firms from around the world.
Pixel At a Glance preps showing nearby Google Wallet passes, ‘Restaurant insights’
Google is working on two location-based features for the Pixel At a Glance widget with "Passes nearby" and "Restaurant insights."
3L Rachel Sadler Charts Path in Brain Health, Technology, and Policy Through UC Law SF’s Health Law Concentration - UC Law San Francisco (Formerly UC Hastings)
3L Rachel Sadler studies health law and policy at UC Law SF while researching the legal implications of neurotechnology and other emerging tools that may affect human cognition. 3L student Rachel Sadler shares how UC Law SF’s Health Law Concentration prepared her for a career focused on the intersection of brain health, government policy, and technology. Gained a detailed understanding of how U.S. health care is regulated and where policy reform is needed through coursework and research. Interned with state and federal agencies that regulate health care services and worked with a major health care provider’s bioethics department. Plans to pursue a career focused on protecting cognitive liberty and mental privacy as new technologies reshape healthcare. 3L Rachel Sadler: The Health Law Concentration has given me fluency in one of the most complex regulated industries and the tools to become an effective advocate for better health policy. Before coming to law school, I spent a decade teaching and working with teachers and administrators on high school programming for multilingual learners. Healthcare kept emerging as the most powerful driver of student outcomes. I wanted to understand how to make effective policy change in this area and how to use existing law to defend people’s health rights in California. Through the concentration’s coursework, I gained a sophisticated understanding of how U.S. healthcare is regulated. I also learned where the pressure points for reform exist. The courses gave me space to develop what became my central research interest: how law and policy can be built to protect human cognition and healthy brain development, particularly regarding new technologies such as generative AI and neurotechnology. The health law faculty were instrumental in that process, genuinely invested in helping me and other students define and pursue our own intellectual vision. During law school, I interned at the General Counsel’s Office for Region IX of the U.S. Department of Health and Human Services. I also externed at the California Department of Justice’s Health, Education and Welfare Division. Additionally, I externed at Kaiser Permanente Northern California’s Bioethics Department. Alongside those placements, I conducted extensive independent research on mental privacy and emerging neurotechnology, working closely with Professors Emily Murphy and George Horvath. That research became the throughline of my law school experience and the foundation of my current policy focus. I must also credit Nicole Ozer of the Center for Constitutional Democracy (CCD), whose deep knowledge of California privacy law and the public-interest privacy landscape deeply informed my work. I currently serve a research assistant with the CCD, where I spearhead the development of K-12 educational resources in partnership with law faculty and students. I’ve found UC Law SF to be an ideal place for second-career, nontraditional students. There is a tremendous diversity of life and career experience here, and I felt fully welcomed into the community, despite returning as a student at a different stage of life. I came to law school wanting to promote equity in California’s healthcare system. I am leaving with a sharper and more specific ambition: to build a policy career focused on protecting cognitive liberty and mental privacy from technological intrusion. This is both an urgent and underserved area of law, and I want to be part of defining this landscape going forward. Whether as a practicing attorney or a policy advisor, I plan to work on these issues after law school. I strongly recommend UC Law SF and the Health Law Concentration. When I arrived in law school, I worried the concentration would be narrow and that my non-clinical background would be a disadvantage. The opposite was true. The health law faculty thinks about health expansively, encompassing social determinants of health, structural inequity, and emerging technologies alongside the regulatory mechanics of the industry. The faculty are accessible, intellectually generous, and genuinely invested in students’ development. I found my research vision here, and I deeply appreciate the concentration’s role in this. The Evidence of Success series highlights UC Law SF students as they share how the College’s opportunities equip them with the experience, skills, and confidence to excel in the legal profession.
These 12 New Orleans area prep baseball stars have shined bright during the 2026 season
The New Orleans area has had several prep baseball players stand out in 2026.
MHSAA girls basketball: Free Press 2026 All-North teams
Here are the Free Press nominees for the All-North metro teams for the 2025-26 high school girls basketball season.
Sports/Rec calendar: April 10–19, 2026
Upcoming recreation opportunities and college and prep sports
Exclusive | Disney Planning Layoffs Under New CEO Josh D’Amaro
The entertainment company is preparing to eliminate as many as 1,000 positions in the coming weeks.
North Bay athletes of the week: Top performers in prep sports around region
Did you catch these standout performances?
Golisano Institute prepares to build business innovation in Buffalo
BUFFALO, N.Y. (WIVB) — In 1971, Tom Golisano had $3,000 and an idea — to start his company Paychex. Decades later, the billionaire from Rochester is inspiring others to find their passi…
SGMC Health Offers Safe Sitter® Classes to Promote Summer Safety for Children
SGMC Health will offer Safe Sitter® classes this summer to help prepare middle school students with the skills and confidence needed to stay safe while home alone, babysitting, or caring […]
Prepare your business for summer energy demand
Spring is the ideal time to evaluate your facility’s energy use, identify opportunities for improvement and take steps to reduce costs before peak demand arrives.
Hussman School offers new sports play-by-play class
Carolina students now have the opportunity to call live sporting events on radio to prepare for their future careers.
Florida is not ready for Hurricane Season. Washington is making it worse
Florida's emergency managers are being asked to prepare for the worst with less money, fewer tools, and no certainty that help will arrive when it's needed.
Steelers 2026 NFL Draft scouting report: WR Elijah Sarratt
As the Pittsburgh Steelers prepare for the 2026 NFL Draft, here is a scouting report for wide receiver Elijah Sarratt of Indiana.
Club Corner: Business Professionals of America
The Business Professionals of America on NW Campus is more than just a club. Students also have the opportunity to explore possible future careers through competitive events. The BPA doesn’t hold regular weekly meetings. Instead, students typically meet individually with their faculty mentors as they prepare for regional, state and national competitions. “It is a lot of work,” said BPA adviser Jaye Simpson, an associate professor of accounting and department chair. “They’re working a couple hours every week, usually meeting with their mentor....
New York Giants’ star defender Dexter Lawrence salary demands revealed
The NFL is not only preparing for the 2026 NFL Draft—it has already begun voluntary workouts. Teams are now seeing players report for workouts, recovery plans, and general wellness checks. One notable name is absent from the New York Giants’…
The 10 New Orleans area prep softball stars who have put together the best seasons in 2026
These 10 New Orleans area prep softball stars have had special seasons in 2026.
'He's a throwback': Fernando Mendoza keeps business focus as NFL Draft waits
Fernando Mendoza's passion for finance has helped him become a better football player, he says, as the Heisman winner prepares for the 2026 NFL draft.
Losing Health Coverage Due to Trump Cuts? Your Guide on ‘Essential Plan’ Changes
About 450,000 New Yorkers are set to lose their health insurance July 1. Here’s what experts say you should do to prepare now.
Stable One UI 8.5 release dates leak for Galaxy S25 series
Galaxy S25 users are mentally prepared to receive the Stable One UI 8.5 update after two more Beta builds. Now, we’re hearing the potential release dates from a credible source who has a solid track record of Samsung leaks. According to TarunVats, Samsung may start Stable One UI 8.5 release on April 30. It is […]
How Sporting view Arsenal’s Viktor Gyokeres ahead of Champions League return
As Viktor Gyokeres prepares to face his former team, Sporting CP, in the Champions League, we see how he is remembered in Portugal.
When Algorithms Decide: Are Business Schools Preparing Leaders Or Training Managers To Obey Machines?
B-schools are racing to teach AI skills – but they risk producing grads who defer to algorithms instead of leading through them.
Buccaneers' OTAs Kick Off April 20
Buccaneers' offseason workouts begin April 20. Dive into the phased program, from conditioning to team drills, as the Bucs prepare for the season.
A biblical megaflood could hit the US at any moment. And that’s only the beginning | BBC Science Focus Magazine
A flood, the scale of which has not been seen in centuries, is coming, scientists say. Can we prepare before it hits?
UAMS Working with Schools in Carroll, Madison Counties to Develop Behavioral Health Outreach Programs
FAYETTEVILLE — The University of Arkansas for Medical Sciences (UAMS) Institute for Community Health Innovation will work with schools in Carroll and Madison counties to establish programs aimed at reducing behavioral risk factors for youth, while preparing students for career opportunities in community health. Through a $1.2 million Rural Communities…
Sportsball Monday: Giants still uneven, 49ers add WRs, Valkyries prep
We bring you up to speed on your favorite local teams.
T-Mobile Arena turns 10 years old
Las Vegas' sports and entertainment hub prepares to host the NCAA Men's Frozen Four this week
People at Work: Local chocolatier cooks up major step for family business - Asheville's 828 News NOW
Molly Cook, the chocolatier behind Marble & Steel Craft Chocolates, a chocolate company she owns and operates with her husband, John Cook, is preparing a big step for her local business.
New Study Reveals Hidden Ocean Chemistry
Science team led by Mariana Bif (right) prepare to launch a Biogeochemical-Argo (BCG Argo) float.
Inside Jim Jordan’s quiet preparations for a GOP leadership void
The Ohio Republican will be well-situated if Republicans lose the House majority.
Fayette County Annual Report Highlights Local Public Health Efforts
Article presented by McDonald’s, I’m Lovin’ It! … Fayette County Public Health (FCPH) has released its 2025 Annual Report, showcasing the department’s work to protect health, prevent disease, and promote wellness across the community. The report highlights the impact of public health services delivered throughout the year, including clinical care, environmental health, school-based services, emergency preparedness, and community outreach initiatives. In
Coffee company owner in Ferndale preparing to open brick-and-mortar shop
The NASA Artemis 2.0 Smartwatch Runs Python And Lets Kids Code Their Own Wearable
NASA's Artemis II lifted off from Kennedy Space Center on April 1, 2026, carrying four astronauts on humanity's first crewed lunar mission in over 50 years. Reid Wiseman, Victor Glover, Christina Koch, and Canada's Jeremy Hansen are currently aboard the Orion spacecraft, preparing for a lunar flyby that will take them farther from Earth than
Prep talk: Youth golfers to compete in Drive, Chip and Putt finals
Four golfers from Southern California to compete at Augusta National Golf Club on Sunday in the Drive, Chip and Putt championships.
As Montana Prepares to Roll Out Medicaid Work Requirements in July, Health Care Advocates Propose Best Practices
As the state’s Department of Public Health and Human Services (DPHHS) gears up to begin checking for Medicaid work requirements this summer, department officials this week announced the launch of a new government webpage designed to help patients navigate the upcoming changes. “Our priority is to ensure that Montanans covered by Medicaid Expansion have the […]
Steelers 2026 NFL Draft scouting report: WR Antonio Williams
As the Pittsburgh Steelers prepare for the 2026 NFL Draft, here is a scouting report for wide receiver Antonio Williams of Clemson.